diff --git a/common/data/PMTs/measurement_matching_data/scans/R15458/Gain_PE_460.dat b/common/data/PMTs/measurement_matching_data/scans/R15458/Gain_PE_460.dat
index 295f018a8..16fd58c61 100644
--- a/common/data/PMTs/measurement_matching_data/scans/R15458/Gain_PE_460.dat
+++ b/common/data/PMTs/measurement_matching_data/scans/R15458/Gain_PE_460.dat
@@ -1,3844 +1,3844 @@
--38.1	-38.1	0.8981973229072733
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--38.1	-35.6	0.882684246988779
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--38.1	-28.1	0.6206428343672027
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--38.1	26.9	0.31625619191835835
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diff --git a/common/data/PMTs/measurement_matching_data/scans/R15458/Gain_PE_480.dat b/common/data/PMTs/measurement_matching_data/scans/R15458/Gain_PE_480.dat
index efa6250ed..70116797f 100644
--- a/common/data/PMTs/measurement_matching_data/scans/R15458/Gain_PE_480.dat
+++ b/common/data/PMTs/measurement_matching_data/scans/R15458/Gain_PE_480.dat
@@ -1,3844 +1,3844 @@
--38.1	-38.1	0.8909010561231189
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diff --git a/common/data/PMTs/measurement_matching_data/scans/R15458/Gain_PE_500.dat b/common/data/PMTs/measurement_matching_data/scans/R15458/Gain_PE_500.dat
index 63ed9e4db..21888a73a 100644
--- a/common/data/PMTs/measurement_matching_data/scans/R15458/Gain_PE_500.dat
+++ b/common/data/PMTs/measurement_matching_data/scans/R15458/Gain_PE_500.dat
@@ -1,3844 +1,3844 @@
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diff --git a/common/data/PMTs/measurement_matching_data/scans/R15458/Gain_PE_520.dat b/common/data/PMTs/measurement_matching_data/scans/R15458/Gain_PE_520.dat
index 893588dba..066918413 100644
--- a/common/data/PMTs/measurement_matching_data/scans/R15458/Gain_PE_520.dat
+++ b/common/data/PMTs/measurement_matching_data/scans/R15458/Gain_PE_520.dat
@@ -1,3844 +1,3844 @@
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diff --git a/common/data/PMTs/measurement_matching_data/scans/R15458/Gain_PE_540.dat b/common/data/PMTs/measurement_matching_data/scans/R15458/Gain_PE_540.dat
index 9b431c252..05ee64e26 100644
--- a/common/data/PMTs/measurement_matching_data/scans/R15458/Gain_PE_540.dat
+++ b/common/data/PMTs/measurement_matching_data/scans/R15458/Gain_PE_540.dat
@@ -1,3844 +1,3844 @@
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diff --git a/common/data/PMTs/measurement_matching_data/scans/R15458/Gain_PE_560.dat b/common/data/PMTs/measurement_matching_data/scans/R15458/Gain_PE_560.dat
index c5d9ba9c9..0ec9c903f 100644
--- a/common/data/PMTs/measurement_matching_data/scans/R15458/Gain_PE_560.dat
+++ b/common/data/PMTs/measurement_matching_data/scans/R15458/Gain_PE_560.dat
@@ -1,3844 +1,3844 @@
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diff --git a/common/data/PMTs/measurement_matching_data/scans/R15458/Gain_PE_580.dat b/common/data/PMTs/measurement_matching_data/scans/R15458/Gain_PE_580.dat
index fd2085757..eb59a616d 100644
--- a/common/data/PMTs/measurement_matching_data/scans/R15458/Gain_PE_580.dat
+++ b/common/data/PMTs/measurement_matching_data/scans/R15458/Gain_PE_580.dat
@@ -1,3844 +1,3844 @@
--38.1	-38.1	0.8732431587060032
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+38.35	38.35	0.45043384050636226
diff --git a/common/data/PMTs/measurement_matching_data/scans/R15458/Gain_PE_600.dat b/common/data/PMTs/measurement_matching_data/scans/R15458/Gain_PE_600.dat
index 80e2057a6..2b33b53b7 100644
--- a/common/data/PMTs/measurement_matching_data/scans/R15458/Gain_PE_600.dat
+++ b/common/data/PMTs/measurement_matching_data/scans/R15458/Gain_PE_600.dat
@@ -1,3844 +1,3844 @@
--38.1	-38.1	0.8690751083289964
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diff --git a/common/data/PMTs/measurement_matching_data/scans/R15458/Gain_PE_620.dat b/common/data/PMTs/measurement_matching_data/scans/R15458/Gain_PE_620.dat
index e10105363..f70cfd8e1 100644
--- a/common/data/PMTs/measurement_matching_data/scans/R15458/Gain_PE_620.dat
+++ b/common/data/PMTs/measurement_matching_data/scans/R15458/Gain_PE_620.dat
@@ -1,3844 +1,3844 @@
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diff --git a/common/data/PMTs/measurement_matching_data/scans/R15458/Gain_PE_640.dat b/common/data/PMTs/measurement_matching_data/scans/R15458/Gain_PE_640.dat
index 1c67d3368..9a0810d4d 100644
--- a/common/data/PMTs/measurement_matching_data/scans/R15458/Gain_PE_640.dat
+++ b/common/data/PMTs/measurement_matching_data/scans/R15458/Gain_PE_640.dat
@@ -1,3844 +1,3844 @@
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diff --git a/common/data/PMTs/measurement_matching_data/scans/R15458/SPEresolution_460.dat b/common/data/PMTs/measurement_matching_data/scans/R15458/SPEresolution_460.dat
index 4f1c5106a..02d785b81 100644
--- a/common/data/PMTs/measurement_matching_data/scans/R15458/SPEresolution_460.dat
+++ b/common/data/PMTs/measurement_matching_data/scans/R15458/SPEresolution_460.dat
@@ -1,3844 +1,3844 @@
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diff --git a/common/data/PMTs/measurement_matching_data/scans/R15458/SPEresolution_480.dat b/common/data/PMTs/measurement_matching_data/scans/R15458/SPEresolution_480.dat
index 7a34c1817..0105db524 100644
--- a/common/data/PMTs/measurement_matching_data/scans/R15458/SPEresolution_480.dat
+++ b/common/data/PMTs/measurement_matching_data/scans/R15458/SPEresolution_480.dat
@@ -1,3844 +1,3844 @@
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diff --git a/common/data/PMTs/measurement_matching_data/scans/R15458/SPEresolution_500.dat b/common/data/PMTs/measurement_matching_data/scans/R15458/SPEresolution_500.dat
index d63c3f477..b70b90ee6 100644
--- a/common/data/PMTs/measurement_matching_data/scans/R15458/SPEresolution_500.dat
+++ b/common/data/PMTs/measurement_matching_data/scans/R15458/SPEresolution_500.dat
@@ -1,3844 +1,3844 @@
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diff --git a/common/data/PMTs/measurement_matching_data/scans/R15458/SPEresolution_520.dat b/common/data/PMTs/measurement_matching_data/scans/R15458/SPEresolution_520.dat
index 39787efa3..b5a35abf1 100644
--- a/common/data/PMTs/measurement_matching_data/scans/R15458/SPEresolution_520.dat
+++ b/common/data/PMTs/measurement_matching_data/scans/R15458/SPEresolution_520.dat
@@ -1,3844 +1,3844 @@
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diff --git a/common/data/PMTs/measurement_matching_data/scans/R15458/SPEresolution_540.dat b/common/data/PMTs/measurement_matching_data/scans/R15458/SPEresolution_540.dat
index 14333d47b..476eefa76 100644
--- a/common/data/PMTs/measurement_matching_data/scans/R15458/SPEresolution_540.dat
+++ b/common/data/PMTs/measurement_matching_data/scans/R15458/SPEresolution_540.dat
@@ -1,3844 +1,3844 @@
--38.1	-38.1	0.36039557561952096
--38.1	-36.85	0.36039557561952096
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--38.1	-29.35	0.44721281624384124
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diff --git a/common/data/PMTs/measurement_matching_data/scans/R15458/SPEresolution_560.dat b/common/data/PMTs/measurement_matching_data/scans/R15458/SPEresolution_560.dat
index 597a27e19..5f0b1b6ae 100644
--- a/common/data/PMTs/measurement_matching_data/scans/R15458/SPEresolution_560.dat
+++ b/common/data/PMTs/measurement_matching_data/scans/R15458/SPEresolution_560.dat
@@ -1,3844 +1,3844 @@
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diff --git a/common/data/PMTs/measurement_matching_data/scans/R15458/SPEresolution_580.dat b/common/data/PMTs/measurement_matching_data/scans/R15458/SPEresolution_580.dat
index b816b3d41..a03f99d60 100644
--- a/common/data/PMTs/measurement_matching_data/scans/R15458/SPEresolution_580.dat
+++ b/common/data/PMTs/measurement_matching_data/scans/R15458/SPEresolution_580.dat
@@ -1,3844 +1,3844 @@
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diff --git a/common/data/PMTs/measurement_matching_data/scans/R15458/SPEresolution_600.dat b/common/data/PMTs/measurement_matching_data/scans/R15458/SPEresolution_600.dat
index 22eb7b738..a094088e6 100644
--- a/common/data/PMTs/measurement_matching_data/scans/R15458/SPEresolution_600.dat
+++ b/common/data/PMTs/measurement_matching_data/scans/R15458/SPEresolution_600.dat
@@ -1,3844 +1,3844 @@
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diff --git a/common/data/PMTs/measurement_matching_data/scans/R15458/SPEresolution_620.dat b/common/data/PMTs/measurement_matching_data/scans/R15458/SPEresolution_620.dat
index 96d4550c1..03b0d30a9 100644
--- a/common/data/PMTs/measurement_matching_data/scans/R15458/SPEresolution_620.dat
+++ b/common/data/PMTs/measurement_matching_data/scans/R15458/SPEresolution_620.dat
@@ -1,3844 +1,3844 @@
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diff --git a/common/data/PMTs/measurement_matching_data/scans/R15458/SPEresolution_640.dat b/common/data/PMTs/measurement_matching_data/scans/R15458/SPEresolution_640.dat
index 1a53f815c..c8ee96848 100644
--- a/common/data/PMTs/measurement_matching_data/scans/R15458/SPEresolution_640.dat
+++ b/common/data/PMTs/measurement_matching_data/scans/R15458/SPEresolution_640.dat
@@ -1,3844 +1,3844 @@
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diff --git a/common/data/PMTs/measurement_matching_data/scans/R15458/TransitTimeSpread_460.dat b/common/data/PMTs/measurement_matching_data/scans/R15458/TransitTimeSpread_460.dat
index 1e54505f2..b68a5f2d8 100644
--- a/common/data/PMTs/measurement_matching_data/scans/R15458/TransitTimeSpread_460.dat
+++ b/common/data/PMTs/measurement_matching_data/scans/R15458/TransitTimeSpread_460.dat
@@ -1,3844 +1,3844 @@
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diff --git a/common/data/PMTs/measurement_matching_data/scans/R15458/TransitTimeSpread_480.dat b/common/data/PMTs/measurement_matching_data/scans/R15458/TransitTimeSpread_480.dat
index 1febbb7e3..e51a660c0 100644
--- a/common/data/PMTs/measurement_matching_data/scans/R15458/TransitTimeSpread_480.dat
+++ b/common/data/PMTs/measurement_matching_data/scans/R15458/TransitTimeSpread_480.dat
@@ -1,3844 +1,3844 @@
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diff --git a/common/data/PMTs/measurement_matching_data/scans/R15458/TransitTimeSpread_500.dat b/common/data/PMTs/measurement_matching_data/scans/R15458/TransitTimeSpread_500.dat
index ff64593c1..ef897dbb4 100644
--- a/common/data/PMTs/measurement_matching_data/scans/R15458/TransitTimeSpread_500.dat
+++ b/common/data/PMTs/measurement_matching_data/scans/R15458/TransitTimeSpread_500.dat
@@ -1,3844 +1,3844 @@
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diff --git a/common/data/PMTs/measurement_matching_data/scans/R15458/TransitTimeSpread_520.dat b/common/data/PMTs/measurement_matching_data/scans/R15458/TransitTimeSpread_520.dat
index 0eec3eee6..382cd2c99 100644
--- a/common/data/PMTs/measurement_matching_data/scans/R15458/TransitTimeSpread_520.dat
+++ b/common/data/PMTs/measurement_matching_data/scans/R15458/TransitTimeSpread_520.dat
@@ -1,3844 +1,3844 @@
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diff --git a/common/data/PMTs/measurement_matching_data/scans/R15458/TransitTimeSpread_540.dat b/common/data/PMTs/measurement_matching_data/scans/R15458/TransitTimeSpread_540.dat
index da574d4f5..90f773d57 100644
--- a/common/data/PMTs/measurement_matching_data/scans/R15458/TransitTimeSpread_540.dat
+++ b/common/data/PMTs/measurement_matching_data/scans/R15458/TransitTimeSpread_540.dat
@@ -1,3844 +1,3844 @@
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diff --git a/common/data/PMTs/measurement_matching_data/scans/R15458/TransitTimeSpread_560.dat b/common/data/PMTs/measurement_matching_data/scans/R15458/TransitTimeSpread_560.dat
index 9ea9f5a96..b7c54d6d1 100644
--- a/common/data/PMTs/measurement_matching_data/scans/R15458/TransitTimeSpread_560.dat
+++ b/common/data/PMTs/measurement_matching_data/scans/R15458/TransitTimeSpread_560.dat
@@ -1,3844 +1,3844 @@
--38.1	-38.1	0.8833890810311846
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diff --git a/common/data/PMTs/measurement_matching_data/scans/R15458/TransitTimeSpread_580.dat b/common/data/PMTs/measurement_matching_data/scans/R15458/TransitTimeSpread_580.dat
index f7ced3019..8d6efafc3 100644
--- a/common/data/PMTs/measurement_matching_data/scans/R15458/TransitTimeSpread_580.dat
+++ b/common/data/PMTs/measurement_matching_data/scans/R15458/TransitTimeSpread_580.dat
@@ -1,3844 +1,3844 @@
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diff --git a/common/data/PMTs/measurement_matching_data/scans/R15458/TransitTimeSpread_600.dat b/common/data/PMTs/measurement_matching_data/scans/R15458/TransitTimeSpread_600.dat
index 8bef5e539..cfcd09c0b 100644
--- a/common/data/PMTs/measurement_matching_data/scans/R15458/TransitTimeSpread_600.dat
+++ b/common/data/PMTs/measurement_matching_data/scans/R15458/TransitTimeSpread_600.dat
@@ -1,3844 +1,3844 @@
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diff --git a/common/data/PMTs/measurement_matching_data/scans/R15458/TransitTimeSpread_620.dat b/common/data/PMTs/measurement_matching_data/scans/R15458/TransitTimeSpread_620.dat
index 648217733..3aaeade04 100644
--- a/common/data/PMTs/measurement_matching_data/scans/R15458/TransitTimeSpread_620.dat
+++ b/common/data/PMTs/measurement_matching_data/scans/R15458/TransitTimeSpread_620.dat
@@ -1,3844 +1,3844 @@
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diff --git a/common/data/PMTs/measurement_matching_data/scans/R15458/TransitTimeSpread_640.dat b/common/data/PMTs/measurement_matching_data/scans/R15458/TransitTimeSpread_640.dat
index ad36a8c2a..8c7271726 100644
--- a/common/data/PMTs/measurement_matching_data/scans/R15458/TransitTimeSpread_640.dat
+++ b/common/data/PMTs/measurement_matching_data/scans/R15458/TransitTimeSpread_640.dat
@@ -1,3844 +1,3844 @@
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diff --git a/common/data/PMTs/measurement_matching_data/scans/R15458/TransitTime_460.dat b/common/data/PMTs/measurement_matching_data/scans/R15458/TransitTime_460.dat
index 964d9e7a1..0c51f8828 100644
--- a/common/data/PMTs/measurement_matching_data/scans/R15458/TransitTime_460.dat
+++ b/common/data/PMTs/measurement_matching_data/scans/R15458/TransitTime_460.dat
@@ -1,3844 +1,3844 @@
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diff --git a/common/data/PMTs/measurement_matching_data/scans/R15458/TransitTime_480.dat b/common/data/PMTs/measurement_matching_data/scans/R15458/TransitTime_480.dat
index 1b215174a..eee99ff6e 100644
--- a/common/data/PMTs/measurement_matching_data/scans/R15458/TransitTime_480.dat
+++ b/common/data/PMTs/measurement_matching_data/scans/R15458/TransitTime_480.dat
@@ -1,3844 +1,3844 @@
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diff --git a/common/data/PMTs/measurement_matching_data/scans/R15458/TransitTime_500.dat b/common/data/PMTs/measurement_matching_data/scans/R15458/TransitTime_500.dat
index faea0838c..8e26f8c75 100644
--- a/common/data/PMTs/measurement_matching_data/scans/R15458/TransitTime_500.dat
+++ b/common/data/PMTs/measurement_matching_data/scans/R15458/TransitTime_500.dat
@@ -1,3844 +1,3844 @@
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diff --git a/common/data/PMTs/measurement_matching_data/scans/R15458/TransitTime_520.dat b/common/data/PMTs/measurement_matching_data/scans/R15458/TransitTime_520.dat
index 02165004c..cabda4406 100644
--- a/common/data/PMTs/measurement_matching_data/scans/R15458/TransitTime_520.dat
+++ b/common/data/PMTs/measurement_matching_data/scans/R15458/TransitTime_520.dat
@@ -1,3844 +1,3844 @@
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diff --git a/common/data/PMTs/measurement_matching_data/scans/R15458/TransitTime_540.dat b/common/data/PMTs/measurement_matching_data/scans/R15458/TransitTime_540.dat
index 3184477b3..89320c7bf 100644
--- a/common/data/PMTs/measurement_matching_data/scans/R15458/TransitTime_540.dat
+++ b/common/data/PMTs/measurement_matching_data/scans/R15458/TransitTime_540.dat
@@ -1,3844 +1,3844 @@
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diff --git a/common/data/PMTs/measurement_matching_data/scans/R15458/TransitTime_560.dat b/common/data/PMTs/measurement_matching_data/scans/R15458/TransitTime_560.dat
index 8a91cd63e..bfd781b0b 100644
--- a/common/data/PMTs/measurement_matching_data/scans/R15458/TransitTime_560.dat
+++ b/common/data/PMTs/measurement_matching_data/scans/R15458/TransitTime_560.dat
@@ -1,3844 +1,3844 @@
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diff --git a/common/data/PMTs/measurement_matching_data/scans/R15458/TransitTime_580.dat b/common/data/PMTs/measurement_matching_data/scans/R15458/TransitTime_580.dat
index 629062a33..8f6840220 100644
--- a/common/data/PMTs/measurement_matching_data/scans/R15458/TransitTime_580.dat
+++ b/common/data/PMTs/measurement_matching_data/scans/R15458/TransitTime_580.dat
@@ -1,3844 +1,3844 @@
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diff --git a/common/data/PMTs/measurement_matching_data/scans/R15458/TransitTime_600.dat b/common/data/PMTs/measurement_matching_data/scans/R15458/TransitTime_600.dat
index 2c0970407..add2f26cd 100644
--- a/common/data/PMTs/measurement_matching_data/scans/R15458/TransitTime_600.dat
+++ b/common/data/PMTs/measurement_matching_data/scans/R15458/TransitTime_600.dat
@@ -1,3844 +1,3844 @@
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diff --git a/common/data/PMTs/measurement_matching_data/scans/R15458/TransitTime_620.dat b/common/data/PMTs/measurement_matching_data/scans/R15458/TransitTime_620.dat
index a95eb081b..0e29f40e2 100644
--- a/common/data/PMTs/measurement_matching_data/scans/R15458/TransitTime_620.dat
+++ b/common/data/PMTs/measurement_matching_data/scans/R15458/TransitTime_620.dat
@@ -1,3844 +1,3844 @@
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diff --git a/common/data/PMTs/measurement_matching_data/scans/R15458/TransitTime_640.dat b/common/data/PMTs/measurement_matching_data/scans/R15458/TransitTime_640.dat
index 07922e8ee..b2f326a82 100644
--- a/common/data/PMTs/measurement_matching_data/scans/R15458/TransitTime_640.dat
+++ b/common/data/PMTs/measurement_matching_data/scans/R15458/TransitTime_640.dat
@@ -1,3844 +1,3844 @@
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+35.85	22.1	6.602601820280313
+35.85	23.35	6.295911889692007
+35.85	24.6	6.295911889692007
+35.85	25.85	6.295911889692007
+35.85	27.1	6.353588990205097
+35.85	28.35	6.353588990205097
+35.85	29.6	6.300017355222721
+35.85	30.85	6.300017355222721
+35.85	32.1	6.19703067028658
+35.85	33.35	6.19703067028658
+35.85	34.6	6.1399984628597934
+35.85	35.85	6.1399984628597934
+35.85	37.1	6.1399984628597934
+35.85	38.35	6.075275677074885
+37.1	-37.9	0.12106943804177206
+37.1	-36.65	0.12106943804177206
+37.1	-35.4	0.33841115653015663
+37.1	-34.15	0.33841115653015663
+37.1	-32.9	0.5438352237348667
+37.1	-31.65	0.5438352237348667
+37.1	-30.4	0.5438352237348667
+37.1	-29.15	0.7513341706202965
+37.1	-27.9	0.7513341706202965
+37.1	-26.65	0.9683479812746754
+37.1	-25.4	0.9683479812746754
+37.1	-24.15	0.9683479812746754
+37.1	-22.9	1.471150300796367
+37.1	-21.65	1.471150300796367
+37.1	-20.4	1.471150300796367
+37.1	-19.15	1.9350566750659084
+37.1	-17.9	1.9350566750659084
+37.1	-16.65	2.489679640471067
+37.1	-15.4	2.489679640471067
+37.1	-14.15	2.6884238929587525
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+37.1	-11.65	3.344955861845065
+37.1	-10.4	3.344955861845065
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+37.1	-6.65	4.524627334488569
+37.1	-5.4	4.504394292594804
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+37.1	-0.4	4.790026035275283
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+37.1	5.85	6.2069056534952285
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+37.1	10.85	6.5590250754304265
+37.1	12.1	6.765712792200887
+37.1	13.35	6.765712792200887
+37.1	14.6	6.657295204275172
+37.1	15.85	6.657295204275172
+37.1	17.1	6.604527343172919
+37.1	18.35	6.604527343172919
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+37.1	22.1	6.602601820280313
+37.1	23.35	6.602601820280313
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+37.1	25.85	6.295911889692007
+37.1	27.1	6.295911889692007
+37.1	28.35	6.353588990205097
+37.1	29.6	6.353588990205097
+37.1	30.85	6.300017355222721
+37.1	32.1	6.300017355222721
+37.1	33.35	6.19703067028658
+37.1	34.6	6.19703067028658
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+37.1	38.35	6.1399984628597934
+38.35	-37.9	0.12106943804177206
+38.35	-36.65	0.33841115653015663
+38.35	-35.4	0.33841115653015663
+38.35	-34.15	0.5438352237348667
+38.35	-32.9	0.5438352237348667
+38.35	-31.65	0.5438352237348667
+38.35	-30.4	0.7513341706202965
+38.35	-29.15	0.7513341706202965
+38.35	-27.9	0.9683479812746754
+38.35	-26.65	0.9683479812746754
+38.35	-25.4	0.9683479812746754
+38.35	-24.15	1.471150300796367
+38.35	-22.9	1.471150300796367
+38.35	-21.65	1.471150300796367
+38.35	-20.4	1.9350566750659084
+38.35	-19.15	1.9350566750659084
+38.35	-17.9	1.9350566750659084
+38.35	-16.65	2.489679640471067
+38.35	-15.4	2.489679640471067
+38.35	-14.15	3.2076522954636033
+38.35	-12.9	3.2076522954636033
+38.35	-11.65	3.344955861845065
+38.35	-10.4	3.424683484309611
+38.35	-9.15	3.524177942909489
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+38.35	-2.9	5.011793038012243
+38.35	-1.65	5.1893202472191575
+38.35	-0.4	5.351744517907392
+38.35	0.85	5.52958587018108
+38.35	2.1	5.746538498548887
+38.35	3.35	6.045093531154407
+38.35	4.6	6.2650191813923755
+38.35	5.85	6.541895261568129
+38.35	7.1	6.7640467423630355
+38.35	8.35	6.7640467423630355
+38.35	9.6	6.225796244646631
+38.35	10.85	6.5590250754304265
+38.35	12.1	6.765712792200887
+38.35	13.35	6.765712792200887
+38.35	14.6	6.657295204275172
+38.35	15.85	6.657295204275172
+38.35	17.1	6.657295204275172
+38.35	18.35	6.604527343172919
+38.35	19.6	6.604527343172919
+38.35	20.85	6.602601820280313
+38.35	22.1	6.602601820280313
+38.35	23.35	6.602601820280313
+38.35	24.6	6.295911889692007
+38.35	25.85	6.295911889692007
+38.35	27.1	6.295911889692007
+38.35	28.35	6.353588990205097
+38.35	29.6	6.353588990205097
+38.35	30.85	6.353588990205097
+38.35	32.1	6.300017355222721
+38.35	33.35	6.300017355222721
+38.35	34.6	6.19703067028658
+38.35	35.85	6.19703067028658
+38.35	37.1	6.1399984628597934
+38.35	38.35	6.1399984628597934
diff --git a/common/framework/include/OMSimTools.hh b/common/framework/include/OMSimTools.hh
index 1dbfa6ac2..c8a99d8da 100644
--- a/common/framework/include/OMSimTools.hh
+++ b/common/framework/include/OMSimTools.hh
@@ -43,6 +43,10 @@ namespace Tools
     std::vector<double> linspace(double start, double end, int num_points, bool endpoint = true);
     std::vector<double> logspace(double start, double end, int num_points, double base = 10.0, bool endpoint = true);
     void sortVectorByReference(std::vector<G4double> &referenceVector, std::vector<G4double> &sortVector);
+    double median(std::vector<double> p_vec);
+    double mean(const std::vector<double> &p_vec, const std::vector<double> &p_weights = {});
+    double std(const std::vector<double>& vec,  const std::vector<double> &p_weights = {});
+    
     void throwError(const G4String& message);
     std::vector<G4String> splitStringByDelimiter(G4String const &p_string, char p_delim);
     std::vector<G4String> splitStringByDelimiter(char *p_char, char p_delim);
diff --git a/common/framework/src/OMSimTools.cc b/common/framework/src/OMSimTools.cc
index bf51eb9aa..0c7d28d72 100644
--- a/common/framework/src/OMSimTools.cc
+++ b/common/framework/src/OMSimTools.cc
@@ -482,5 +482,96 @@ namespace Tools
 		return splitStringByDelimiter(G4String(p_char), p_delim);
 	}
 
+	double median(std::vector<double> p_vec)
+	{
+		if (p_vec.empty())
+		{
+			throwError("Vector is empty");
+		}
+		auto n = p_vec.size() / 2;
+		std::nth_element(p_vec.begin(), p_vec.begin() + n, p_vec.end());
+		if (p_vec.size() % 2 == 0)
+		{
+			return (p_vec[n - 1] + p_vec[n]) / 2.0;
+		}
+		else
+		{
+			return p_vec[n];
+		}
+	}
+	double mean(const std::vector<double> &p_vec, const std::vector<double> &p_weights)
+	{
+		if (p_vec.empty())
+		{
+			throwError("Vector is empty");
+		}
+		if (!p_weights.empty() && p_vec.size() != p_weights.size())
+		{
+			throwError("Vectors and weights must have the same size");
+		}
+
+		if (p_weights.empty())
+		{
+			// Calculate the mean of p_vec without weights
+			return std::accumulate(p_vec.begin(), p_vec.end(), 0.0) / p_vec.size();
+		}
+		else
+		{
+			// Calculate the weighted mean
+			double weighted_sum = 0.0;
+			double weight_sum = 0.0;
+			for (size_t i = 0; i < p_vec.size(); ++i)
+			{
+				weighted_sum += p_vec[i] * p_weights[i];
+				weight_sum += p_weights[i];
+			}
+			return weighted_sum / weight_sum;
+		}
+	}
+
+	double std(const std::vector<double> &p_vec, const std::vector<double> &p_weights)
+	{
+		if (p_vec.size() < 2)
+		{
+			throwError("Vector must have at least two elements");
+		}
+
+		double meanV = mean(p_vec, p_weights);
+
+		if (p_weights.empty())
+		{
+			// Unweighted case
+			double sum_sq_diff = 0.0;
+			for (const auto &value : p_vec)
+			{
+				double diff = value - meanV;
+				sum_sq_diff += diff * diff;
+			}
+			return std::sqrt(sum_sq_diff / (p_vec.size() - 1));
+		}
+		else
+		{
+			// Weighted case
+			if (p_vec.size() != p_weights.size())
+			{
+				throwError("Vectors and weights must have the same size");
+			}
+
+			double sum_sq_diff = 0.0;
+			double sum_weights = 0.0;
+			double sum_weights_squared = 0.0;
+
+			for (size_t i = 0; i < p_vec.size(); ++i)
+			{
+				double diff = p_vec[i] - meanV;
+				sum_sq_diff += p_weights[i] * diff * diff;
+				sum_weights += p_weights[i];
+				sum_weights_squared += p_weights[i] * p_weights[i];
+			}
+
+			return std::sqrt(sum_sq_diff * sum_weights / (sum_weights * sum_weights - sum_weights_squared));
+		}
+	}
+
 	std::string visualisationURL = "https://icecube.github.io/OMSim/md_extra_doc_2_technicalities.html#autotoc_md30";
 }
\ No newline at end of file
diff --git a/documentation/extra_doc/2_technicalities.md b/documentation/extra_doc/2_technicalities.md
index 9f75a2c2a..afffa19e6 100644
--- a/documentation/extra_doc/2_technicalities.md
+++ b/documentation/extra_doc/2_technicalities.md
@@ -137,7 +137,7 @@ To calculate the quantum efficiency weight, we have to know how many photons are
  - In `OMSim_efficiency_calibration.cc` change the method `runQEbeamSimulation()` to use the newly defined beam instead of `runErlangenQEBeam`. Define there also the wavelength range to be simulated.
  - Run the simulation with the following command, changing the PMT number to the one you want to simulate (make sure that your PMT is in the list in `OMSimPMTConstruction::selectPMT`, or hard code it in `OMSimEffCaliDetector.cc`)
 ```bash
-./OMSim_efficiency_calibration --pmt_model 0 --simulation_step 1 -n 500000 --threads 4 --output_file step1
+./OMSim_efficiency_calibration --pmt_model 0 --simulation_step 1 -n 500000 --threads 4 --output_file step1 --detector_type 1
 ```
  - Check results and uncertainty. You want to determine the fraction pretty accurately, you may repeat the simulation at the UV region with higher statistics (change wavelength range in `runQEbeamSimulation()`).
 
@@ -178,7 +178,7 @@ Each PMT has its own derived class in `OMSimPMTResponse.cc`. If your PMT has not
 
 Now run the simulation again 
 ```bash
-./OMSim_efficiency_calibration --pmt_model 0 --simulation_step 2 -n 100000 --threads 4 --output_file step2
+./OMSim_efficiency_calibration --pmt_model 0 --simulation_step 2 -n 100000 --threads 4 --output_file step2 --detector_type 1
 ```
 
 and check that the weights are being calculated correctly
@@ -210,11 +210,11 @@ plt.legend()
 The last step is to create the collection efficiency weights to match the relative detection efficiency scans. For this the scan measurement is replicated in the simulation, scanning the PMT in a XY grid. The output file of the simulation of this step is a histogram with the position of absorbed photons for each beam position.
 
  - As before, we have to simulate the beam used during the scan measurement (see for example `Beam::configureXYZScan_PicoQuantSetup` and `Beam::runBeamPicoQuantSetup` for the beam used in Münster)
- - In in `runXYZfrontalScan()` of `OMSim_efficiency_calibration.cc` change the scan range (`lX` vector) and radius limit (`lRlim`) according to the diameter of your PMT
+ - In in `runXYZfrontalScan()` of `OMSim_efficiency_calibration.cc` change the scan range (`grid` vector) and radius limit (`rLim`) according to the diameter of your PMT
  - Also adjust the binning of the output histogram in `OMSimEffiCaliAnalyisis::writeHitPositionHistogram`
  - Run the XY grid simulation. 10000 photons per grid position should be enough, but you may increase / decrease statistics as you want
  ```bash
-./OMSim_efficiency_calibration --pmt_model 0 --simulation_step 3 -n 10000 --threads 4 --output_file step3
+./OMSim_efficiency_calibration --pmt_model 0 --simulation_step 3 -n 10000 --threads 4 --output_file step3 --detector_type 1
 ```
  - Fit the weights using simulation data. The analysis done for the mDOM can be found in the notebook located in `documentation/notebooks/detection_efficiency_matching/`.
 
@@ -224,10 +224,22 @@ The last step is to create the collection efficiency weights to match the relati
 
  ### Step 4: Matching gain / transit time scans
 
-The scan data must be corrected before use, as the coordinates of the beam do not necessarily correspond to the primary spot on the photocathode that is illuminated, since air-glass boundary refracts the beam.
+The scan data of transit time / gain must be corrected before use, as the coordinates of the beam do not necessarily correspond to the primary spot on the photocathode that is illuminated, since air-glass boundary refracts the beam. 
 
- - Set the photocathode as a 100% efficient by 
+ - As before, we have to simulate the beam used during the scan measurement (see for example `Beam::configureXYZScan_PicoQuantSetup` and `Beam::runBeamPicoQuantSetup` for the beam used in Münster)
+ - In in `runXYZfrontalScan()` of `OMSim_efficiency_calibration.cc` change the scan range (`grid` vector) and radius limit (`rLim`) according to the diameter of your PMT
+ - Adjust the binning of the output histogram in `OMSimEffiCaliAnalyisis::writeHitPositionHistogram` to a finner binning as before
+ - Run the XY grid simulation **using the simple PMT**. 10000 photons per grid position should be enough, but you may increase / decrease statistics as you want
 
+ ```bash
+./OMSim_efficiency_calibration --simple_PMT --pmt_model 0 --simulation_step 4 -n 10000 --threads 4 --output_file step4 --detector_type 1
+```
+ - Follow the analysis in the notebook `documentation/notebooks/scans_matching/` and save the created files in `common/data/PMTs/measurement_matching_data/scans/`.  Note that OMSim expects a naming convention for these files (see `OMSimPMTResponse::configureScansInterpolator`).
+ - Modify `getScannedWavelength` of your PMT response class for the wavelengths you scanned and add the `configureScansInterpolator` in the constructor.  
+ - Run the simulation in step 5 to check the output with the newly introduced files
+  ```bash
+./OMSim_efficiency_calibration --pmt_model 0 --simulation_step 5 -n 10000 --threads 4 --output_file step5 --detector_type 1
+```
 ---
 ---
 
diff --git a/documentation/notebooks/scans_matching/Scan_data_preparation.ipynb b/documentation/notebooks/scans_matching/Scan_data_preparation.ipynb
new file mode 100644
index 000000000..e276c4fd9
--- /dev/null
+++ b/documentation/notebooks/scans_matching/Scan_data_preparation.ipynb
@@ -0,0 +1,45284 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 56,
+   "id": "6d82aadf",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import numpy as np\n",
+    "import matplotlib.pyplot as plt\n",
+    "from scipy.interpolate import LinearNDInterpolator\n",
+    "import scipy.interpolate\n",
+    "import numpy\n",
+    "import glob\n",
+    "%matplotlib notebook"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 52,
+   "id": "ddf32c32",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "r_beam, wavelength, r_mean, r_meadian, r_std, counts = np.loadtxt(\"step4.dat\", unpack=1)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 54,
+   "id": "1f4f2e0e",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "application/javascript": [
+       "/* Put everything inside the global mpl namespace */\n",
+       "/* global mpl */\n",
+       "window.mpl = {};\n",
+       "\n",
+       "mpl.get_websocket_type = function () {\n",
+       "    if (typeof WebSocket !== 'undefined') {\n",
+       "        return WebSocket;\n",
+       "    } else if (typeof MozWebSocket !== 'undefined') {\n",
+       "        return MozWebSocket;\n",
+       "    } else {\n",
+       "        alert(\n",
+       "            'Your browser does not have WebSocket support. ' +\n",
+       "                'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
+       "                'Firefox 4 and 5 are also supported but you ' +\n",
+       "                'have to enable WebSockets in about:config.'\n",
+       "        );\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure = function (figure_id, websocket, ondownload, parent_element) {\n",
+       "    this.id = figure_id;\n",
+       "\n",
+       "    this.ws = websocket;\n",
+       "\n",
+       "    this.supports_binary = this.ws.binaryType !== undefined;\n",
+       "\n",
+       "    if (!this.supports_binary) {\n",
+       "        var warnings = document.getElementById('mpl-warnings');\n",
+       "        if (warnings) {\n",
+       "            warnings.style.display = 'block';\n",
+       "            warnings.textContent =\n",
+       "                'This browser does not support binary websocket messages. ' +\n",
+       "                'Performance may be slow.';\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    this.imageObj = new Image();\n",
+       "\n",
+       "    this.context = undefined;\n",
+       "    this.message = undefined;\n",
+       "    this.canvas = undefined;\n",
+       "    this.rubberband_canvas = undefined;\n",
+       "    this.rubberband_context = undefined;\n",
+       "    this.format_dropdown = undefined;\n",
+       "\n",
+       "    this.image_mode = 'full';\n",
+       "\n",
+       "    this.root = document.createElement('div');\n",
+       "    this.root.setAttribute('style', 'display: inline-block');\n",
+       "    this._root_extra_style(this.root);\n",
+       "\n",
+       "    parent_element.appendChild(this.root);\n",
+       "\n",
+       "    this._init_header(this);\n",
+       "    this._init_canvas(this);\n",
+       "    this._init_toolbar(this);\n",
+       "\n",
+       "    var fig = this;\n",
+       "\n",
+       "    this.waiting = false;\n",
+       "\n",
+       "    this.ws.onopen = function () {\n",
+       "        fig.send_message('supports_binary', { value: fig.supports_binary });\n",
+       "        fig.send_message('send_image_mode', {});\n",
+       "        if (fig.ratio !== 1) {\n",
+       "            fig.send_message('set_device_pixel_ratio', {\n",
+       "                device_pixel_ratio: fig.ratio,\n",
+       "            });\n",
+       "        }\n",
+       "        fig.send_message('refresh', {});\n",
+       "    };\n",
+       "\n",
+       "    this.imageObj.onload = function () {\n",
+       "        if (fig.image_mode === 'full') {\n",
+       "            // Full images could contain transparency (where diff images\n",
+       "            // almost always do), so we need to clear the canvas so that\n",
+       "            // there is no ghosting.\n",
+       "            fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
+       "        }\n",
+       "        fig.context.drawImage(fig.imageObj, 0, 0);\n",
+       "    };\n",
+       "\n",
+       "    this.imageObj.onunload = function () {\n",
+       "        fig.ws.close();\n",
+       "    };\n",
+       "\n",
+       "    this.ws.onmessage = this._make_on_message_function(this);\n",
+       "\n",
+       "    this.ondownload = ondownload;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_header = function () {\n",
+       "    var titlebar = document.createElement('div');\n",
+       "    titlebar.classList =\n",
+       "        'ui-dialog-titlebar ui-widget-header ui-corner-all ui-helper-clearfix';\n",
+       "    var titletext = document.createElement('div');\n",
+       "    titletext.classList = 'ui-dialog-title';\n",
+       "    titletext.setAttribute(\n",
+       "        'style',\n",
+       "        'width: 100%; text-align: center; padding: 3px;'\n",
+       "    );\n",
+       "    titlebar.appendChild(titletext);\n",
+       "    this.root.appendChild(titlebar);\n",
+       "    this.header = titletext;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function (_canvas_div) {};\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function (_canvas_div) {};\n",
+       "\n",
+       "mpl.figure.prototype._init_canvas = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var canvas_div = (this.canvas_div = document.createElement('div'));\n",
+       "    canvas_div.setAttribute(\n",
+       "        'style',\n",
+       "        'border: 1px solid #ddd;' +\n",
+       "            'box-sizing: content-box;' +\n",
+       "            'clear: both;' +\n",
+       "            'min-height: 1px;' +\n",
+       "            'min-width: 1px;' +\n",
+       "            'outline: 0;' +\n",
+       "            'overflow: hidden;' +\n",
+       "            'position: relative;' +\n",
+       "            'resize: both;'\n",
+       "    );\n",
+       "\n",
+       "    function on_keyboard_event_closure(name) {\n",
+       "        return function (event) {\n",
+       "            return fig.key_event(event, name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    canvas_div.addEventListener(\n",
+       "        'keydown',\n",
+       "        on_keyboard_event_closure('key_press')\n",
+       "    );\n",
+       "    canvas_div.addEventListener(\n",
+       "        'keyup',\n",
+       "        on_keyboard_event_closure('key_release')\n",
+       "    );\n",
+       "\n",
+       "    this._canvas_extra_style(canvas_div);\n",
+       "    this.root.appendChild(canvas_div);\n",
+       "\n",
+       "    var canvas = (this.canvas = document.createElement('canvas'));\n",
+       "    canvas.classList.add('mpl-canvas');\n",
+       "    canvas.setAttribute('style', 'box-sizing: content-box;');\n",
+       "\n",
+       "    this.context = canvas.getContext('2d');\n",
+       "\n",
+       "    var backingStore =\n",
+       "        this.context.backingStorePixelRatio ||\n",
+       "        this.context.webkitBackingStorePixelRatio ||\n",
+       "        this.context.mozBackingStorePixelRatio ||\n",
+       "        this.context.msBackingStorePixelRatio ||\n",
+       "        this.context.oBackingStorePixelRatio ||\n",
+       "        this.context.backingStorePixelRatio ||\n",
+       "        1;\n",
+       "\n",
+       "    this.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
+       "\n",
+       "    var rubberband_canvas = (this.rubberband_canvas = document.createElement(\n",
+       "        'canvas'\n",
+       "    ));\n",
+       "    rubberband_canvas.setAttribute(\n",
+       "        'style',\n",
+       "        'box-sizing: content-box; position: absolute; left: 0; top: 0; z-index: 1;'\n",
+       "    );\n",
+       "\n",
+       "    // Apply a ponyfill if ResizeObserver is not implemented by browser.\n",
+       "    if (this.ResizeObserver === undefined) {\n",
+       "        if (window.ResizeObserver !== undefined) {\n",
+       "            this.ResizeObserver = window.ResizeObserver;\n",
+       "        } else {\n",
+       "            var obs = _JSXTOOLS_RESIZE_OBSERVER({});\n",
+       "            this.ResizeObserver = obs.ResizeObserver;\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    this.resizeObserverInstance = new this.ResizeObserver(function (entries) {\n",
+       "        var nentries = entries.length;\n",
+       "        for (var i = 0; i < nentries; i++) {\n",
+       "            var entry = entries[i];\n",
+       "            var width, height;\n",
+       "            if (entry.contentBoxSize) {\n",
+       "                if (entry.contentBoxSize instanceof Array) {\n",
+       "                    // Chrome 84 implements new version of spec.\n",
+       "                    width = entry.contentBoxSize[0].inlineSize;\n",
+       "                    height = entry.contentBoxSize[0].blockSize;\n",
+       "                } else {\n",
+       "                    // Firefox implements old version of spec.\n",
+       "                    width = entry.contentBoxSize.inlineSize;\n",
+       "                    height = entry.contentBoxSize.blockSize;\n",
+       "                }\n",
+       "            } else {\n",
+       "                // Chrome <84 implements even older version of spec.\n",
+       "                width = entry.contentRect.width;\n",
+       "                height = entry.contentRect.height;\n",
+       "            }\n",
+       "\n",
+       "            // Keep the size of the canvas and rubber band canvas in sync with\n",
+       "            // the canvas container.\n",
+       "            if (entry.devicePixelContentBoxSize) {\n",
+       "                // Chrome 84 implements new version of spec.\n",
+       "                canvas.setAttribute(\n",
+       "                    'width',\n",
+       "                    entry.devicePixelContentBoxSize[0].inlineSize\n",
+       "                );\n",
+       "                canvas.setAttribute(\n",
+       "                    'height',\n",
+       "                    entry.devicePixelContentBoxSize[0].blockSize\n",
+       "                );\n",
+       "            } else {\n",
+       "                canvas.setAttribute('width', width * fig.ratio);\n",
+       "                canvas.setAttribute('height', height * fig.ratio);\n",
+       "            }\n",
+       "            canvas.setAttribute(\n",
+       "                'style',\n",
+       "                'width: ' + width + 'px; height: ' + height + 'px;'\n",
+       "            );\n",
+       "\n",
+       "            rubberband_canvas.setAttribute('width', width);\n",
+       "            rubberband_canvas.setAttribute('height', height);\n",
+       "\n",
+       "            // And update the size in Python. We ignore the initial 0/0 size\n",
+       "            // that occurs as the element is placed into the DOM, which should\n",
+       "            // otherwise not happen due to the minimum size styling.\n",
+       "            if (fig.ws.readyState == 1 && width != 0 && height != 0) {\n",
+       "                fig.request_resize(width, height);\n",
+       "            }\n",
+       "        }\n",
+       "    });\n",
+       "    this.resizeObserverInstance.observe(canvas_div);\n",
+       "\n",
+       "    function on_mouse_event_closure(name) {\n",
+       "        return function (event) {\n",
+       "            return fig.mouse_event(event, name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mousedown',\n",
+       "        on_mouse_event_closure('button_press')\n",
+       "    );\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mouseup',\n",
+       "        on_mouse_event_closure('button_release')\n",
+       "    );\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'dblclick',\n",
+       "        on_mouse_event_closure('dblclick')\n",
+       "    );\n",
+       "    // Throttle sequential mouse events to 1 every 20ms.\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mousemove',\n",
+       "        on_mouse_event_closure('motion_notify')\n",
+       "    );\n",
+       "\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mouseenter',\n",
+       "        on_mouse_event_closure('figure_enter')\n",
+       "    );\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mouseleave',\n",
+       "        on_mouse_event_closure('figure_leave')\n",
+       "    );\n",
+       "\n",
+       "    canvas_div.addEventListener('wheel', function (event) {\n",
+       "        if (event.deltaY < 0) {\n",
+       "            event.step = 1;\n",
+       "        } else {\n",
+       "            event.step = -1;\n",
+       "        }\n",
+       "        on_mouse_event_closure('scroll')(event);\n",
+       "    });\n",
+       "\n",
+       "    canvas_div.appendChild(canvas);\n",
+       "    canvas_div.appendChild(rubberband_canvas);\n",
+       "\n",
+       "    this.rubberband_context = rubberband_canvas.getContext('2d');\n",
+       "    this.rubberband_context.strokeStyle = '#000000';\n",
+       "\n",
+       "    this._resize_canvas = function (width, height, forward) {\n",
+       "        if (forward) {\n",
+       "            canvas_div.style.width = width + 'px';\n",
+       "            canvas_div.style.height = height + 'px';\n",
+       "        }\n",
+       "    };\n",
+       "\n",
+       "    // Disable right mouse context menu.\n",
+       "    this.rubberband_canvas.addEventListener('contextmenu', function (_e) {\n",
+       "        event.preventDefault();\n",
+       "        return false;\n",
+       "    });\n",
+       "\n",
+       "    function set_focus() {\n",
+       "        canvas.focus();\n",
+       "        canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    window.setTimeout(set_focus, 100);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var toolbar = document.createElement('div');\n",
+       "    toolbar.classList = 'mpl-toolbar';\n",
+       "    this.root.appendChild(toolbar);\n",
+       "\n",
+       "    function on_click_closure(name) {\n",
+       "        return function (_event) {\n",
+       "            return fig.toolbar_button_onclick(name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    function on_mouseover_closure(tooltip) {\n",
+       "        return function (event) {\n",
+       "            if (!event.currentTarget.disabled) {\n",
+       "                return fig.toolbar_button_onmouseover(tooltip);\n",
+       "            }\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    fig.buttons = {};\n",
+       "    var buttonGroup = document.createElement('div');\n",
+       "    buttonGroup.classList = 'mpl-button-group';\n",
+       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) {\n",
+       "            /* Instead of a spacer, we start a new button group. */\n",
+       "            if (buttonGroup.hasChildNodes()) {\n",
+       "                toolbar.appendChild(buttonGroup);\n",
+       "            }\n",
+       "            buttonGroup = document.createElement('div');\n",
+       "            buttonGroup.classList = 'mpl-button-group';\n",
+       "            continue;\n",
+       "        }\n",
+       "\n",
+       "        var button = (fig.buttons[name] = document.createElement('button'));\n",
+       "        button.classList = 'mpl-widget';\n",
+       "        button.setAttribute('role', 'button');\n",
+       "        button.setAttribute('aria-disabled', 'false');\n",
+       "        button.addEventListener('click', on_click_closure(method_name));\n",
+       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
+       "\n",
+       "        var icon_img = document.createElement('img');\n",
+       "        icon_img.src = '_images/' + image + '.png';\n",
+       "        icon_img.srcset = '_images/' + image + '_large.png 2x';\n",
+       "        icon_img.alt = tooltip;\n",
+       "        button.appendChild(icon_img);\n",
+       "\n",
+       "        buttonGroup.appendChild(button);\n",
+       "    }\n",
+       "\n",
+       "    if (buttonGroup.hasChildNodes()) {\n",
+       "        toolbar.appendChild(buttonGroup);\n",
+       "    }\n",
+       "\n",
+       "    var fmt_picker = document.createElement('select');\n",
+       "    fmt_picker.classList = 'mpl-widget';\n",
+       "    toolbar.appendChild(fmt_picker);\n",
+       "    this.format_dropdown = fmt_picker;\n",
+       "\n",
+       "    for (var ind in mpl.extensions) {\n",
+       "        var fmt = mpl.extensions[ind];\n",
+       "        var option = document.createElement('option');\n",
+       "        option.selected = fmt === mpl.default_extension;\n",
+       "        option.innerHTML = fmt;\n",
+       "        fmt_picker.appendChild(option);\n",
+       "    }\n",
+       "\n",
+       "    var status_bar = document.createElement('span');\n",
+       "    status_bar.classList = 'mpl-message';\n",
+       "    toolbar.appendChild(status_bar);\n",
+       "    this.message = status_bar;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.request_resize = function (x_pixels, y_pixels) {\n",
+       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
+       "    // which will in turn request a refresh of the image.\n",
+       "    this.send_message('resize', { width: x_pixels, height: y_pixels });\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.send_message = function (type, properties) {\n",
+       "    properties['type'] = type;\n",
+       "    properties['figure_id'] = this.id;\n",
+       "    this.ws.send(JSON.stringify(properties));\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.send_draw_message = function () {\n",
+       "    if (!this.waiting) {\n",
+       "        this.waiting = true;\n",
+       "        this.ws.send(JSON.stringify({ type: 'draw', figure_id: this.id }));\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
+       "    var format_dropdown = fig.format_dropdown;\n",
+       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
+       "    fig.ondownload(fig, format);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_resize = function (fig, msg) {\n",
+       "    var size = msg['size'];\n",
+       "    if (size[0] !== fig.canvas.width || size[1] !== fig.canvas.height) {\n",
+       "        fig._resize_canvas(size[0], size[1], msg['forward']);\n",
+       "        fig.send_message('refresh', {});\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_rubberband = function (fig, msg) {\n",
+       "    var x0 = msg['x0'] / fig.ratio;\n",
+       "    var y0 = (fig.canvas.height - msg['y0']) / fig.ratio;\n",
+       "    var x1 = msg['x1'] / fig.ratio;\n",
+       "    var y1 = (fig.canvas.height - msg['y1']) / fig.ratio;\n",
+       "    x0 = Math.floor(x0) + 0.5;\n",
+       "    y0 = Math.floor(y0) + 0.5;\n",
+       "    x1 = Math.floor(x1) + 0.5;\n",
+       "    y1 = Math.floor(y1) + 0.5;\n",
+       "    var min_x = Math.min(x0, x1);\n",
+       "    var min_y = Math.min(y0, y1);\n",
+       "    var width = Math.abs(x1 - x0);\n",
+       "    var height = Math.abs(y1 - y0);\n",
+       "\n",
+       "    fig.rubberband_context.clearRect(\n",
+       "        0,\n",
+       "        0,\n",
+       "        fig.canvas.width / fig.ratio,\n",
+       "        fig.canvas.height / fig.ratio\n",
+       "    );\n",
+       "\n",
+       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_figure_label = function (fig, msg) {\n",
+       "    // Updates the figure title.\n",
+       "    fig.header.textContent = msg['label'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_cursor = function (fig, msg) {\n",
+       "    fig.rubberband_canvas.style.cursor = msg['cursor'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_message = function (fig, msg) {\n",
+       "    fig.message.textContent = msg['message'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_draw = function (fig, _msg) {\n",
+       "    // Request the server to send over a new figure.\n",
+       "    fig.send_draw_message();\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_image_mode = function (fig, msg) {\n",
+       "    fig.image_mode = msg['mode'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_history_buttons = function (fig, msg) {\n",
+       "    for (var key in msg) {\n",
+       "        if (!(key in fig.buttons)) {\n",
+       "            continue;\n",
+       "        }\n",
+       "        fig.buttons[key].disabled = !msg[key];\n",
+       "        fig.buttons[key].setAttribute('aria-disabled', !msg[key]);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_navigate_mode = function (fig, msg) {\n",
+       "    if (msg['mode'] === 'PAN') {\n",
+       "        fig.buttons['Pan'].classList.add('active');\n",
+       "        fig.buttons['Zoom'].classList.remove('active');\n",
+       "    } else if (msg['mode'] === 'ZOOM') {\n",
+       "        fig.buttons['Pan'].classList.remove('active');\n",
+       "        fig.buttons['Zoom'].classList.add('active');\n",
+       "    } else {\n",
+       "        fig.buttons['Pan'].classList.remove('active');\n",
+       "        fig.buttons['Zoom'].classList.remove('active');\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function () {\n",
+       "    // Called whenever the canvas gets updated.\n",
+       "    this.send_message('ack', {});\n",
+       "};\n",
+       "\n",
+       "// A function to construct a web socket function for onmessage handling.\n",
+       "// Called in the figure constructor.\n",
+       "mpl.figure.prototype._make_on_message_function = function (fig) {\n",
+       "    return function socket_on_message(evt) {\n",
+       "        if (evt.data instanceof Blob) {\n",
+       "            var img = evt.data;\n",
+       "            if (img.type !== 'image/png') {\n",
+       "                /* FIXME: We get \"Resource interpreted as Image but\n",
+       "                 * transferred with MIME type text/plain:\" errors on\n",
+       "                 * Chrome.  But how to set the MIME type?  It doesn't seem\n",
+       "                 * to be part of the websocket stream */\n",
+       "                img.type = 'image/png';\n",
+       "            }\n",
+       "\n",
+       "            /* Free the memory for the previous frames */\n",
+       "            if (fig.imageObj.src) {\n",
+       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
+       "                    fig.imageObj.src\n",
+       "                );\n",
+       "            }\n",
+       "\n",
+       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
+       "                img\n",
+       "            );\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        } else if (\n",
+       "            typeof evt.data === 'string' &&\n",
+       "            evt.data.slice(0, 21) === 'data:image/png;base64'\n",
+       "        ) {\n",
+       "            fig.imageObj.src = evt.data;\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        var msg = JSON.parse(evt.data);\n",
+       "        var msg_type = msg['type'];\n",
+       "\n",
+       "        // Call the  \"handle_{type}\" callback, which takes\n",
+       "        // the figure and JSON message as its only arguments.\n",
+       "        try {\n",
+       "            var callback = fig['handle_' + msg_type];\n",
+       "        } catch (e) {\n",
+       "            console.log(\n",
+       "                \"No handler for the '\" + msg_type + \"' message type: \",\n",
+       "                msg\n",
+       "            );\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        if (callback) {\n",
+       "            try {\n",
+       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
+       "                callback(fig, msg);\n",
+       "            } catch (e) {\n",
+       "                console.log(\n",
+       "                    \"Exception inside the 'handler_\" + msg_type + \"' callback:\",\n",
+       "                    e,\n",
+       "                    e.stack,\n",
+       "                    msg\n",
+       "                );\n",
+       "            }\n",
+       "        }\n",
+       "    };\n",
+       "};\n",
+       "\n",
+       "// from https://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
+       "mpl.findpos = function (e) {\n",
+       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
+       "    var targ;\n",
+       "    if (!e) {\n",
+       "        e = window.event;\n",
+       "    }\n",
+       "    if (e.target) {\n",
+       "        targ = e.target;\n",
+       "    } else if (e.srcElement) {\n",
+       "        targ = e.srcElement;\n",
+       "    }\n",
+       "    if (targ.nodeType === 3) {\n",
+       "        // defeat Safari bug\n",
+       "        targ = targ.parentNode;\n",
+       "    }\n",
+       "\n",
+       "    // pageX,Y are the mouse positions relative to the document\n",
+       "    var boundingRect = targ.getBoundingClientRect();\n",
+       "    var x = e.pageX - (boundingRect.left + document.body.scrollLeft);\n",
+       "    var y = e.pageY - (boundingRect.top + document.body.scrollTop);\n",
+       "\n",
+       "    return { x: x, y: y };\n",
+       "};\n",
+       "\n",
+       "/*\n",
+       " * return a copy of an object with only non-object keys\n",
+       " * we need this to avoid circular references\n",
+       " * https://stackoverflow.com/a/24161582/3208463\n",
+       " */\n",
+       "function simpleKeys(original) {\n",
+       "    return Object.keys(original).reduce(function (obj, key) {\n",
+       "        if (typeof original[key] !== 'object') {\n",
+       "            obj[key] = original[key];\n",
+       "        }\n",
+       "        return obj;\n",
+       "    }, {});\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.mouse_event = function (event, name) {\n",
+       "    var canvas_pos = mpl.findpos(event);\n",
+       "\n",
+       "    if (name === 'button_press') {\n",
+       "        this.canvas.focus();\n",
+       "        this.canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    var x = canvas_pos.x * this.ratio;\n",
+       "    var y = canvas_pos.y * this.ratio;\n",
+       "\n",
+       "    this.send_message(name, {\n",
+       "        x: x,\n",
+       "        y: y,\n",
+       "        button: event.button,\n",
+       "        step: event.step,\n",
+       "        guiEvent: simpleKeys(event),\n",
+       "    });\n",
+       "\n",
+       "    /* This prevents the web browser from automatically changing to\n",
+       "     * the text insertion cursor when the button is pressed.  We want\n",
+       "     * to control all of the cursor setting manually through the\n",
+       "     * 'cursor' event from matplotlib */\n",
+       "    event.preventDefault();\n",
+       "    return false;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function (_event, _name) {\n",
+       "    // Handle any extra behaviour associated with a key event\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.key_event = function (event, name) {\n",
+       "    // Prevent repeat events\n",
+       "    if (name === 'key_press') {\n",
+       "        if (event.key === this._key) {\n",
+       "            return;\n",
+       "        } else {\n",
+       "            this._key = event.key;\n",
+       "        }\n",
+       "    }\n",
+       "    if (name === 'key_release') {\n",
+       "        this._key = null;\n",
+       "    }\n",
+       "\n",
+       "    var value = '';\n",
+       "    if (event.ctrlKey && event.key !== 'Control') {\n",
+       "        value += 'ctrl+';\n",
+       "    }\n",
+       "    else if (event.altKey && event.key !== 'Alt') {\n",
+       "        value += 'alt+';\n",
+       "    }\n",
+       "    else if (event.shiftKey && event.key !== 'Shift') {\n",
+       "        value += 'shift+';\n",
+       "    }\n",
+       "\n",
+       "    value += 'k' + event.key;\n",
+       "\n",
+       "    this._key_event_extra(event, name);\n",
+       "\n",
+       "    this.send_message(name, { key: value, guiEvent: simpleKeys(event) });\n",
+       "    return false;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onclick = function (name) {\n",
+       "    if (name === 'download') {\n",
+       "        this.handle_save(this, null);\n",
+       "    } else {\n",
+       "        this.send_message('toolbar_button', { name: name });\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onmouseover = function (tooltip) {\n",
+       "    this.message.textContent = tooltip;\n",
+       "};\n",
+       "\n",
+       "///////////////// REMAINING CONTENT GENERATED BY embed_js.py /////////////////\n",
+       "// prettier-ignore\n",
+       "var _JSXTOOLS_RESIZE_OBSERVER=function(A){var t,i=new WeakMap,n=new WeakMap,a=new WeakMap,r=new WeakMap,o=new Set;function s(e){if(!(this instanceof s))throw new TypeError(\"Constructor requires 'new' operator\");i.set(this,e)}function h(){throw new TypeError(\"Function is not a constructor\")}function c(e,t,i,n){e=0 in arguments?Number(arguments[0]):0,t=1 in arguments?Number(arguments[1]):0,i=2 in arguments?Number(arguments[2]):0,n=3 in arguments?Number(arguments[3]):0,this.right=(this.x=this.left=e)+(this.width=i),this.bottom=(this.y=this.top=t)+(this.height=n),Object.freeze(this)}function d(){t=requestAnimationFrame(d);var s=new WeakMap,p=new Set;o.forEach((function(t){r.get(t).forEach((function(i){var r=t instanceof window.SVGElement,o=a.get(t),d=r?0:parseFloat(o.paddingTop),f=r?0:parseFloat(o.paddingRight),l=r?0:parseFloat(o.paddingBottom),u=r?0:parseFloat(o.paddingLeft),g=r?0:parseFloat(o.borderTopWidth),m=r?0:parseFloat(o.borderRightWidth),w=r?0:parseFloat(o.borderBottomWidth),b=u+f,F=d+l,v=(r?0:parseFloat(o.borderLeftWidth))+m,W=g+w,y=r?0:t.offsetHeight-W-t.clientHeight,E=r?0:t.offsetWidth-v-t.clientWidth,R=b+v,z=F+W,M=r?t.width:parseFloat(o.width)-R-E,O=r?t.height:parseFloat(o.height)-z-y;if(n.has(t)){var k=n.get(t);if(k[0]===M&&k[1]===O)return}n.set(t,[M,O]);var S=Object.create(h.prototype);S.target=t,S.contentRect=new c(u,d,M,O),s.has(i)||(s.set(i,[]),p.add(i)),s.get(i).push(S)}))})),p.forEach((function(e){i.get(e).call(e,s.get(e),e)}))}return s.prototype.observe=function(i){if(i instanceof window.Element){r.has(i)||(r.set(i,new Set),o.add(i),a.set(i,window.getComputedStyle(i)));var n=r.get(i);n.has(this)||n.add(this),cancelAnimationFrame(t),t=requestAnimationFrame(d)}},s.prototype.unobserve=function(i){if(i instanceof window.Element&&r.has(i)){var n=r.get(i);n.has(this)&&(n.delete(this),n.size||(r.delete(i),o.delete(i))),n.size||r.delete(i),o.size||cancelAnimationFrame(t)}},A.DOMRectReadOnly=c,A.ResizeObserver=s,A.ResizeObserverEntry=h,A}; // eslint-disable-line\n",
+       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Left button pans, Right button zooms\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\\nx/y fixes axis\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
+       "\n",
+       "mpl.extensions = [\"eps\", \"jpeg\", \"pgf\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
+       "\n",
+       "mpl.default_extension = \"png\";/* global mpl */\n",
+       "\n",
+       "var comm_websocket_adapter = function (comm) {\n",
+       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
+       "    // object with the appropriate methods. Currently this is a non binary\n",
+       "    // socket, so there is still some room for performance tuning.\n",
+       "    var ws = {};\n",
+       "\n",
+       "    ws.binaryType = comm.kernel.ws.binaryType;\n",
+       "    ws.readyState = comm.kernel.ws.readyState;\n",
+       "    function updateReadyState(_event) {\n",
+       "        if (comm.kernel.ws) {\n",
+       "            ws.readyState = comm.kernel.ws.readyState;\n",
+       "        } else {\n",
+       "            ws.readyState = 3; // Closed state.\n",
+       "        }\n",
+       "    }\n",
+       "    comm.kernel.ws.addEventListener('open', updateReadyState);\n",
+       "    comm.kernel.ws.addEventListener('close', updateReadyState);\n",
+       "    comm.kernel.ws.addEventListener('error', updateReadyState);\n",
+       "\n",
+       "    ws.close = function () {\n",
+       "        comm.close();\n",
+       "    };\n",
+       "    ws.send = function (m) {\n",
+       "        //console.log('sending', m);\n",
+       "        comm.send(m);\n",
+       "    };\n",
+       "    // Register the callback with on_msg.\n",
+       "    comm.on_msg(function (msg) {\n",
+       "        //console.log('receiving', msg['content']['data'], msg);\n",
+       "        var data = msg['content']['data'];\n",
+       "        if (data['blob'] !== undefined) {\n",
+       "            data = {\n",
+       "                data: new Blob(msg['buffers'], { type: data['blob'] }),\n",
+       "            };\n",
+       "        }\n",
+       "        // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
+       "        ws.onmessage(data);\n",
+       "    });\n",
+       "    return ws;\n",
+       "};\n",
+       "\n",
+       "mpl.mpl_figure_comm = function (comm, msg) {\n",
+       "    // This is the function which gets called when the mpl process\n",
+       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
+       "\n",
+       "    var id = msg.content.data.id;\n",
+       "    // Get hold of the div created by the display call when the Comm\n",
+       "    // socket was opened in Python.\n",
+       "    var element = document.getElementById(id);\n",
+       "    var ws_proxy = comm_websocket_adapter(comm);\n",
+       "\n",
+       "    function ondownload(figure, _format) {\n",
+       "        window.open(figure.canvas.toDataURL());\n",
+       "    }\n",
+       "\n",
+       "    var fig = new mpl.figure(id, ws_proxy, ondownload, element);\n",
+       "\n",
+       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
+       "    // web socket which is closed, not our websocket->open comm proxy.\n",
+       "    ws_proxy.onopen();\n",
+       "\n",
+       "    fig.parent_element = element;\n",
+       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
+       "    if (!fig.cell_info) {\n",
+       "        console.error('Failed to find cell for figure', id, fig);\n",
+       "        return;\n",
+       "    }\n",
+       "    fig.cell_info[0].output_area.element.on(\n",
+       "        'cleared',\n",
+       "        { fig: fig },\n",
+       "        fig._remove_fig_handler\n",
+       "    );\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_close = function (fig, msg) {\n",
+       "    var width = fig.canvas.width / fig.ratio;\n",
+       "    fig.cell_info[0].output_area.element.off(\n",
+       "        'cleared',\n",
+       "        fig._remove_fig_handler\n",
+       "    );\n",
+       "    fig.resizeObserverInstance.unobserve(fig.canvas_div);\n",
+       "\n",
+       "    // Update the output cell to use the data from the current canvas.\n",
+       "    fig.push_to_output();\n",
+       "    var dataURL = fig.canvas.toDataURL();\n",
+       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
+       "    // the notebook keyboard shortcuts fail.\n",
+       "    IPython.keyboard_manager.enable();\n",
+       "    fig.parent_element.innerHTML =\n",
+       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
+       "    fig.close_ws(fig, msg);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.close_ws = function (fig, msg) {\n",
+       "    fig.send_message('closing', msg);\n",
+       "    // fig.ws.close()\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.push_to_output = function (_remove_interactive) {\n",
+       "    // Turn the data on the canvas into data in the output cell.\n",
+       "    var width = this.canvas.width / this.ratio;\n",
+       "    var dataURL = this.canvas.toDataURL();\n",
+       "    this.cell_info[1]['text/html'] =\n",
+       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function () {\n",
+       "    // Tell IPython that the notebook contents must change.\n",
+       "    IPython.notebook.set_dirty(true);\n",
+       "    this.send_message('ack', {});\n",
+       "    var fig = this;\n",
+       "    // Wait a second, then push the new image to the DOM so\n",
+       "    // that it is saved nicely (might be nice to debounce this).\n",
+       "    setTimeout(function () {\n",
+       "        fig.push_to_output();\n",
+       "    }, 1000);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var toolbar = document.createElement('div');\n",
+       "    toolbar.classList = 'btn-toolbar';\n",
+       "    this.root.appendChild(toolbar);\n",
+       "\n",
+       "    function on_click_closure(name) {\n",
+       "        return function (_event) {\n",
+       "            return fig.toolbar_button_onclick(name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    function on_mouseover_closure(tooltip) {\n",
+       "        return function (event) {\n",
+       "            if (!event.currentTarget.disabled) {\n",
+       "                return fig.toolbar_button_onmouseover(tooltip);\n",
+       "            }\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    fig.buttons = {};\n",
+       "    var buttonGroup = document.createElement('div');\n",
+       "    buttonGroup.classList = 'btn-group';\n",
+       "    var button;\n",
+       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) {\n",
+       "            /* Instead of a spacer, we start a new button group. */\n",
+       "            if (buttonGroup.hasChildNodes()) {\n",
+       "                toolbar.appendChild(buttonGroup);\n",
+       "            }\n",
+       "            buttonGroup = document.createElement('div');\n",
+       "            buttonGroup.classList = 'btn-group';\n",
+       "            continue;\n",
+       "        }\n",
+       "\n",
+       "        button = fig.buttons[name] = document.createElement('button');\n",
+       "        button.classList = 'btn btn-default';\n",
+       "        button.href = '#';\n",
+       "        button.title = name;\n",
+       "        button.innerHTML = '<i class=\"fa ' + image + ' fa-lg\"></i>';\n",
+       "        button.addEventListener('click', on_click_closure(method_name));\n",
+       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
+       "        buttonGroup.appendChild(button);\n",
+       "    }\n",
+       "\n",
+       "    if (buttonGroup.hasChildNodes()) {\n",
+       "        toolbar.appendChild(buttonGroup);\n",
+       "    }\n",
+       "\n",
+       "    // Add the status bar.\n",
+       "    var status_bar = document.createElement('span');\n",
+       "    status_bar.classList = 'mpl-message pull-right';\n",
+       "    toolbar.appendChild(status_bar);\n",
+       "    this.message = status_bar;\n",
+       "\n",
+       "    // Add the close button to the window.\n",
+       "    var buttongrp = document.createElement('div');\n",
+       "    buttongrp.classList = 'btn-group inline pull-right';\n",
+       "    button = document.createElement('button');\n",
+       "    button.classList = 'btn btn-mini btn-primary';\n",
+       "    button.href = '#';\n",
+       "    button.title = 'Stop Interaction';\n",
+       "    button.innerHTML = '<i class=\"fa fa-power-off icon-remove icon-large\"></i>';\n",
+       "    button.addEventListener('click', function (_evt) {\n",
+       "        fig.handle_close(fig, {});\n",
+       "    });\n",
+       "    button.addEventListener(\n",
+       "        'mouseover',\n",
+       "        on_mouseover_closure('Stop Interaction')\n",
+       "    );\n",
+       "    buttongrp.appendChild(button);\n",
+       "    var titlebar = this.root.querySelector('.ui-dialog-titlebar');\n",
+       "    titlebar.insertBefore(buttongrp, titlebar.firstChild);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._remove_fig_handler = function (event) {\n",
+       "    var fig = event.data.fig;\n",
+       "    if (event.target !== this) {\n",
+       "        // Ignore bubbled events from children.\n",
+       "        return;\n",
+       "    }\n",
+       "    fig.close_ws(fig, {});\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function (el) {\n",
+       "    el.style.boxSizing = 'content-box'; // override notebook setting of border-box.\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function (el) {\n",
+       "    // this is important to make the div 'focusable\n",
+       "    el.setAttribute('tabindex', 0);\n",
+       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
+       "    // off when our div gets focus\n",
+       "\n",
+       "    // location in version 3\n",
+       "    if (IPython.notebook.keyboard_manager) {\n",
+       "        IPython.notebook.keyboard_manager.register_events(el);\n",
+       "    } else {\n",
+       "        // location in version 2\n",
+       "        IPython.keyboard_manager.register_events(el);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function (event, _name) {\n",
+       "    // Check for shift+enter\n",
+       "    if (event.shiftKey && event.which === 13) {\n",
+       "        this.canvas_div.blur();\n",
+       "        // select the cell after this one\n",
+       "        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
+       "        IPython.notebook.select(index + 1);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
+       "    fig.ondownload(fig, null);\n",
+       "};\n",
+       "\n",
+       "mpl.find_output_cell = function (html_output) {\n",
+       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
+       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
+       "    // IPython event is triggered only after the cells have been serialised, which for\n",
+       "    // our purposes (turning an active figure into a static one), is too late.\n",
+       "    var cells = IPython.notebook.get_cells();\n",
+       "    var ncells = cells.length;\n",
+       "    for (var i = 0; i < ncells; i++) {\n",
+       "        var cell = cells[i];\n",
+       "        if (cell.cell_type === 'code') {\n",
+       "            for (var j = 0; j < cell.output_area.outputs.length; j++) {\n",
+       "                var data = cell.output_area.outputs[j];\n",
+       "                if (data.data) {\n",
+       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
+       "                    data = data.data;\n",
+       "                }\n",
+       "                if (data['text/html'] === html_output) {\n",
+       "                    return [cell, data, j];\n",
+       "                }\n",
+       "            }\n",
+       "        }\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "// Register the function which deals with the matplotlib target/channel.\n",
+       "// The kernel may be null if the page has been refreshed.\n",
+       "if (IPython.notebook.kernel !== null) {\n",
+       "    IPython.notebook.kernel.comm_manager.register_target(\n",
+       "        'matplotlib',\n",
+       "        mpl.mpl_figure_comm\n",
+       "    );\n",
+       "}\n"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Javascript object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<img 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\" width=\"640\">"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# The standard deviation of the position should be approximately the beam width. At the edges things go crazy due to total internal reflections\n",
+    "plt.figure()\n",
+    "plt.plot(r_beam[counts>10], r_std[counts>10])\n",
+    "plt.ylabel(\"Standard deviation absorbed position (mm)\")\n",
+    "plt.xlabel(\"Beam Position (mm)\")\n",
+    "plt.grid()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 60,
+   "id": "4997437e",
+   "metadata": {
+    "scrolled": false
+   },
+   "outputs": [
+    {
+     "data": {
+      "application/javascript": [
+       "/* Put everything inside the global mpl namespace */\n",
+       "/* global mpl */\n",
+       "window.mpl = {};\n",
+       "\n",
+       "mpl.get_websocket_type = function () {\n",
+       "    if (typeof WebSocket !== 'undefined') {\n",
+       "        return WebSocket;\n",
+       "    } else if (typeof MozWebSocket !== 'undefined') {\n",
+       "        return MozWebSocket;\n",
+       "    } else {\n",
+       "        alert(\n",
+       "            'Your browser does not have WebSocket support. ' +\n",
+       "                'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
+       "                'Firefox 4 and 5 are also supported but you ' +\n",
+       "                'have to enable WebSockets in about:config.'\n",
+       "        );\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure = function (figure_id, websocket, ondownload, parent_element) {\n",
+       "    this.id = figure_id;\n",
+       "\n",
+       "    this.ws = websocket;\n",
+       "\n",
+       "    this.supports_binary = this.ws.binaryType !== undefined;\n",
+       "\n",
+       "    if (!this.supports_binary) {\n",
+       "        var warnings = document.getElementById('mpl-warnings');\n",
+       "        if (warnings) {\n",
+       "            warnings.style.display = 'block';\n",
+       "            warnings.textContent =\n",
+       "                'This browser does not support binary websocket messages. ' +\n",
+       "                'Performance may be slow.';\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    this.imageObj = new Image();\n",
+       "\n",
+       "    this.context = undefined;\n",
+       "    this.message = undefined;\n",
+       "    this.canvas = undefined;\n",
+       "    this.rubberband_canvas = undefined;\n",
+       "    this.rubberband_context = undefined;\n",
+       "    this.format_dropdown = undefined;\n",
+       "\n",
+       "    this.image_mode = 'full';\n",
+       "\n",
+       "    this.root = document.createElement('div');\n",
+       "    this.root.setAttribute('style', 'display: inline-block');\n",
+       "    this._root_extra_style(this.root);\n",
+       "\n",
+       "    parent_element.appendChild(this.root);\n",
+       "\n",
+       "    this._init_header(this);\n",
+       "    this._init_canvas(this);\n",
+       "    this._init_toolbar(this);\n",
+       "\n",
+       "    var fig = this;\n",
+       "\n",
+       "    this.waiting = false;\n",
+       "\n",
+       "    this.ws.onopen = function () {\n",
+       "        fig.send_message('supports_binary', { value: fig.supports_binary });\n",
+       "        fig.send_message('send_image_mode', {});\n",
+       "        if (fig.ratio !== 1) {\n",
+       "            fig.send_message('set_device_pixel_ratio', {\n",
+       "                device_pixel_ratio: fig.ratio,\n",
+       "            });\n",
+       "        }\n",
+       "        fig.send_message('refresh', {});\n",
+       "    };\n",
+       "\n",
+       "    this.imageObj.onload = function () {\n",
+       "        if (fig.image_mode === 'full') {\n",
+       "            // Full images could contain transparency (where diff images\n",
+       "            // almost always do), so we need to clear the canvas so that\n",
+       "            // there is no ghosting.\n",
+       "            fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
+       "        }\n",
+       "        fig.context.drawImage(fig.imageObj, 0, 0);\n",
+       "    };\n",
+       "\n",
+       "    this.imageObj.onunload = function () {\n",
+       "        fig.ws.close();\n",
+       "    };\n",
+       "\n",
+       "    this.ws.onmessage = this._make_on_message_function(this);\n",
+       "\n",
+       "    this.ondownload = ondownload;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_header = function () {\n",
+       "    var titlebar = document.createElement('div');\n",
+       "    titlebar.classList =\n",
+       "        'ui-dialog-titlebar ui-widget-header ui-corner-all ui-helper-clearfix';\n",
+       "    var titletext = document.createElement('div');\n",
+       "    titletext.classList = 'ui-dialog-title';\n",
+       "    titletext.setAttribute(\n",
+       "        'style',\n",
+       "        'width: 100%; text-align: center; padding: 3px;'\n",
+       "    );\n",
+       "    titlebar.appendChild(titletext);\n",
+       "    this.root.appendChild(titlebar);\n",
+       "    this.header = titletext;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function (_canvas_div) {};\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function (_canvas_div) {};\n",
+       "\n",
+       "mpl.figure.prototype._init_canvas = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var canvas_div = (this.canvas_div = document.createElement('div'));\n",
+       "    canvas_div.setAttribute(\n",
+       "        'style',\n",
+       "        'border: 1px solid #ddd;' +\n",
+       "            'box-sizing: content-box;' +\n",
+       "            'clear: both;' +\n",
+       "            'min-height: 1px;' +\n",
+       "            'min-width: 1px;' +\n",
+       "            'outline: 0;' +\n",
+       "            'overflow: hidden;' +\n",
+       "            'position: relative;' +\n",
+       "            'resize: both;'\n",
+       "    );\n",
+       "\n",
+       "    function on_keyboard_event_closure(name) {\n",
+       "        return function (event) {\n",
+       "            return fig.key_event(event, name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    canvas_div.addEventListener(\n",
+       "        'keydown',\n",
+       "        on_keyboard_event_closure('key_press')\n",
+       "    );\n",
+       "    canvas_div.addEventListener(\n",
+       "        'keyup',\n",
+       "        on_keyboard_event_closure('key_release')\n",
+       "    );\n",
+       "\n",
+       "    this._canvas_extra_style(canvas_div);\n",
+       "    this.root.appendChild(canvas_div);\n",
+       "\n",
+       "    var canvas = (this.canvas = document.createElement('canvas'));\n",
+       "    canvas.classList.add('mpl-canvas');\n",
+       "    canvas.setAttribute('style', 'box-sizing: content-box;');\n",
+       "\n",
+       "    this.context = canvas.getContext('2d');\n",
+       "\n",
+       "    var backingStore =\n",
+       "        this.context.backingStorePixelRatio ||\n",
+       "        this.context.webkitBackingStorePixelRatio ||\n",
+       "        this.context.mozBackingStorePixelRatio ||\n",
+       "        this.context.msBackingStorePixelRatio ||\n",
+       "        this.context.oBackingStorePixelRatio ||\n",
+       "        this.context.backingStorePixelRatio ||\n",
+       "        1;\n",
+       "\n",
+       "    this.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
+       "\n",
+       "    var rubberband_canvas = (this.rubberband_canvas = document.createElement(\n",
+       "        'canvas'\n",
+       "    ));\n",
+       "    rubberband_canvas.setAttribute(\n",
+       "        'style',\n",
+       "        'box-sizing: content-box; position: absolute; left: 0; top: 0; z-index: 1;'\n",
+       "    );\n",
+       "\n",
+       "    // Apply a ponyfill if ResizeObserver is not implemented by browser.\n",
+       "    if (this.ResizeObserver === undefined) {\n",
+       "        if (window.ResizeObserver !== undefined) {\n",
+       "            this.ResizeObserver = window.ResizeObserver;\n",
+       "        } else {\n",
+       "            var obs = _JSXTOOLS_RESIZE_OBSERVER({});\n",
+       "            this.ResizeObserver = obs.ResizeObserver;\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    this.resizeObserverInstance = new this.ResizeObserver(function (entries) {\n",
+       "        var nentries = entries.length;\n",
+       "        for (var i = 0; i < nentries; i++) {\n",
+       "            var entry = entries[i];\n",
+       "            var width, height;\n",
+       "            if (entry.contentBoxSize) {\n",
+       "                if (entry.contentBoxSize instanceof Array) {\n",
+       "                    // Chrome 84 implements new version of spec.\n",
+       "                    width = entry.contentBoxSize[0].inlineSize;\n",
+       "                    height = entry.contentBoxSize[0].blockSize;\n",
+       "                } else {\n",
+       "                    // Firefox implements old version of spec.\n",
+       "                    width = entry.contentBoxSize.inlineSize;\n",
+       "                    height = entry.contentBoxSize.blockSize;\n",
+       "                }\n",
+       "            } else {\n",
+       "                // Chrome <84 implements even older version of spec.\n",
+       "                width = entry.contentRect.width;\n",
+       "                height = entry.contentRect.height;\n",
+       "            }\n",
+       "\n",
+       "            // Keep the size of the canvas and rubber band canvas in sync with\n",
+       "            // the canvas container.\n",
+       "            if (entry.devicePixelContentBoxSize) {\n",
+       "                // Chrome 84 implements new version of spec.\n",
+       "                canvas.setAttribute(\n",
+       "                    'width',\n",
+       "                    entry.devicePixelContentBoxSize[0].inlineSize\n",
+       "                );\n",
+       "                canvas.setAttribute(\n",
+       "                    'height',\n",
+       "                    entry.devicePixelContentBoxSize[0].blockSize\n",
+       "                );\n",
+       "            } else {\n",
+       "                canvas.setAttribute('width', width * fig.ratio);\n",
+       "                canvas.setAttribute('height', height * fig.ratio);\n",
+       "            }\n",
+       "            canvas.setAttribute(\n",
+       "                'style',\n",
+       "                'width: ' + width + 'px; height: ' + height + 'px;'\n",
+       "            );\n",
+       "\n",
+       "            rubberband_canvas.setAttribute('width', width);\n",
+       "            rubberband_canvas.setAttribute('height', height);\n",
+       "\n",
+       "            // And update the size in Python. We ignore the initial 0/0 size\n",
+       "            // that occurs as the element is placed into the DOM, which should\n",
+       "            // otherwise not happen due to the minimum size styling.\n",
+       "            if (fig.ws.readyState == 1 && width != 0 && height != 0) {\n",
+       "                fig.request_resize(width, height);\n",
+       "            }\n",
+       "        }\n",
+       "    });\n",
+       "    this.resizeObserverInstance.observe(canvas_div);\n",
+       "\n",
+       "    function on_mouse_event_closure(name) {\n",
+       "        return function (event) {\n",
+       "            return fig.mouse_event(event, name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mousedown',\n",
+       "        on_mouse_event_closure('button_press')\n",
+       "    );\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mouseup',\n",
+       "        on_mouse_event_closure('button_release')\n",
+       "    );\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'dblclick',\n",
+       "        on_mouse_event_closure('dblclick')\n",
+       "    );\n",
+       "    // Throttle sequential mouse events to 1 every 20ms.\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mousemove',\n",
+       "        on_mouse_event_closure('motion_notify')\n",
+       "    );\n",
+       "\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mouseenter',\n",
+       "        on_mouse_event_closure('figure_enter')\n",
+       "    );\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mouseleave',\n",
+       "        on_mouse_event_closure('figure_leave')\n",
+       "    );\n",
+       "\n",
+       "    canvas_div.addEventListener('wheel', function (event) {\n",
+       "        if (event.deltaY < 0) {\n",
+       "            event.step = 1;\n",
+       "        } else {\n",
+       "            event.step = -1;\n",
+       "        }\n",
+       "        on_mouse_event_closure('scroll')(event);\n",
+       "    });\n",
+       "\n",
+       "    canvas_div.appendChild(canvas);\n",
+       "    canvas_div.appendChild(rubberband_canvas);\n",
+       "\n",
+       "    this.rubberband_context = rubberband_canvas.getContext('2d');\n",
+       "    this.rubberband_context.strokeStyle = '#000000';\n",
+       "\n",
+       "    this._resize_canvas = function (width, height, forward) {\n",
+       "        if (forward) {\n",
+       "            canvas_div.style.width = width + 'px';\n",
+       "            canvas_div.style.height = height + 'px';\n",
+       "        }\n",
+       "    };\n",
+       "\n",
+       "    // Disable right mouse context menu.\n",
+       "    this.rubberband_canvas.addEventListener('contextmenu', function (_e) {\n",
+       "        event.preventDefault();\n",
+       "        return false;\n",
+       "    });\n",
+       "\n",
+       "    function set_focus() {\n",
+       "        canvas.focus();\n",
+       "        canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    window.setTimeout(set_focus, 100);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var toolbar = document.createElement('div');\n",
+       "    toolbar.classList = 'mpl-toolbar';\n",
+       "    this.root.appendChild(toolbar);\n",
+       "\n",
+       "    function on_click_closure(name) {\n",
+       "        return function (_event) {\n",
+       "            return fig.toolbar_button_onclick(name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    function on_mouseover_closure(tooltip) {\n",
+       "        return function (event) {\n",
+       "            if (!event.currentTarget.disabled) {\n",
+       "                return fig.toolbar_button_onmouseover(tooltip);\n",
+       "            }\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    fig.buttons = {};\n",
+       "    var buttonGroup = document.createElement('div');\n",
+       "    buttonGroup.classList = 'mpl-button-group';\n",
+       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) {\n",
+       "            /* Instead of a spacer, we start a new button group. */\n",
+       "            if (buttonGroup.hasChildNodes()) {\n",
+       "                toolbar.appendChild(buttonGroup);\n",
+       "            }\n",
+       "            buttonGroup = document.createElement('div');\n",
+       "            buttonGroup.classList = 'mpl-button-group';\n",
+       "            continue;\n",
+       "        }\n",
+       "\n",
+       "        var button = (fig.buttons[name] = document.createElement('button'));\n",
+       "        button.classList = 'mpl-widget';\n",
+       "        button.setAttribute('role', 'button');\n",
+       "        button.setAttribute('aria-disabled', 'false');\n",
+       "        button.addEventListener('click', on_click_closure(method_name));\n",
+       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
+       "\n",
+       "        var icon_img = document.createElement('img');\n",
+       "        icon_img.src = '_images/' + image + '.png';\n",
+       "        icon_img.srcset = '_images/' + image + '_large.png 2x';\n",
+       "        icon_img.alt = tooltip;\n",
+       "        button.appendChild(icon_img);\n",
+       "\n",
+       "        buttonGroup.appendChild(button);\n",
+       "    }\n",
+       "\n",
+       "    if (buttonGroup.hasChildNodes()) {\n",
+       "        toolbar.appendChild(buttonGroup);\n",
+       "    }\n",
+       "\n",
+       "    var fmt_picker = document.createElement('select');\n",
+       "    fmt_picker.classList = 'mpl-widget';\n",
+       "    toolbar.appendChild(fmt_picker);\n",
+       "    this.format_dropdown = fmt_picker;\n",
+       "\n",
+       "    for (var ind in mpl.extensions) {\n",
+       "        var fmt = mpl.extensions[ind];\n",
+       "        var option = document.createElement('option');\n",
+       "        option.selected = fmt === mpl.default_extension;\n",
+       "        option.innerHTML = fmt;\n",
+       "        fmt_picker.appendChild(option);\n",
+       "    }\n",
+       "\n",
+       "    var status_bar = document.createElement('span');\n",
+       "    status_bar.classList = 'mpl-message';\n",
+       "    toolbar.appendChild(status_bar);\n",
+       "    this.message = status_bar;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.request_resize = function (x_pixels, y_pixels) {\n",
+       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
+       "    // which will in turn request a refresh of the image.\n",
+       "    this.send_message('resize', { width: x_pixels, height: y_pixels });\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.send_message = function (type, properties) {\n",
+       "    properties['type'] = type;\n",
+       "    properties['figure_id'] = this.id;\n",
+       "    this.ws.send(JSON.stringify(properties));\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.send_draw_message = function () {\n",
+       "    if (!this.waiting) {\n",
+       "        this.waiting = true;\n",
+       "        this.ws.send(JSON.stringify({ type: 'draw', figure_id: this.id }));\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
+       "    var format_dropdown = fig.format_dropdown;\n",
+       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
+       "    fig.ondownload(fig, format);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_resize = function (fig, msg) {\n",
+       "    var size = msg['size'];\n",
+       "    if (size[0] !== fig.canvas.width || size[1] !== fig.canvas.height) {\n",
+       "        fig._resize_canvas(size[0], size[1], msg['forward']);\n",
+       "        fig.send_message('refresh', {});\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_rubberband = function (fig, msg) {\n",
+       "    var x0 = msg['x0'] / fig.ratio;\n",
+       "    var y0 = (fig.canvas.height - msg['y0']) / fig.ratio;\n",
+       "    var x1 = msg['x1'] / fig.ratio;\n",
+       "    var y1 = (fig.canvas.height - msg['y1']) / fig.ratio;\n",
+       "    x0 = Math.floor(x0) + 0.5;\n",
+       "    y0 = Math.floor(y0) + 0.5;\n",
+       "    x1 = Math.floor(x1) + 0.5;\n",
+       "    y1 = Math.floor(y1) + 0.5;\n",
+       "    var min_x = Math.min(x0, x1);\n",
+       "    var min_y = Math.min(y0, y1);\n",
+       "    var width = Math.abs(x1 - x0);\n",
+       "    var height = Math.abs(y1 - y0);\n",
+       "\n",
+       "    fig.rubberband_context.clearRect(\n",
+       "        0,\n",
+       "        0,\n",
+       "        fig.canvas.width / fig.ratio,\n",
+       "        fig.canvas.height / fig.ratio\n",
+       "    );\n",
+       "\n",
+       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_figure_label = function (fig, msg) {\n",
+       "    // Updates the figure title.\n",
+       "    fig.header.textContent = msg['label'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_cursor = function (fig, msg) {\n",
+       "    fig.rubberband_canvas.style.cursor = msg['cursor'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_message = function (fig, msg) {\n",
+       "    fig.message.textContent = msg['message'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_draw = function (fig, _msg) {\n",
+       "    // Request the server to send over a new figure.\n",
+       "    fig.send_draw_message();\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_image_mode = function (fig, msg) {\n",
+       "    fig.image_mode = msg['mode'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_history_buttons = function (fig, msg) {\n",
+       "    for (var key in msg) {\n",
+       "        if (!(key in fig.buttons)) {\n",
+       "            continue;\n",
+       "        }\n",
+       "        fig.buttons[key].disabled = !msg[key];\n",
+       "        fig.buttons[key].setAttribute('aria-disabled', !msg[key]);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_navigate_mode = function (fig, msg) {\n",
+       "    if (msg['mode'] === 'PAN') {\n",
+       "        fig.buttons['Pan'].classList.add('active');\n",
+       "        fig.buttons['Zoom'].classList.remove('active');\n",
+       "    } else if (msg['mode'] === 'ZOOM') {\n",
+       "        fig.buttons['Pan'].classList.remove('active');\n",
+       "        fig.buttons['Zoom'].classList.add('active');\n",
+       "    } else {\n",
+       "        fig.buttons['Pan'].classList.remove('active');\n",
+       "        fig.buttons['Zoom'].classList.remove('active');\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function () {\n",
+       "    // Called whenever the canvas gets updated.\n",
+       "    this.send_message('ack', {});\n",
+       "};\n",
+       "\n",
+       "// A function to construct a web socket function for onmessage handling.\n",
+       "// Called in the figure constructor.\n",
+       "mpl.figure.prototype._make_on_message_function = function (fig) {\n",
+       "    return function socket_on_message(evt) {\n",
+       "        if (evt.data instanceof Blob) {\n",
+       "            var img = evt.data;\n",
+       "            if (img.type !== 'image/png') {\n",
+       "                /* FIXME: We get \"Resource interpreted as Image but\n",
+       "                 * transferred with MIME type text/plain:\" errors on\n",
+       "                 * Chrome.  But how to set the MIME type?  It doesn't seem\n",
+       "                 * to be part of the websocket stream */\n",
+       "                img.type = 'image/png';\n",
+       "            }\n",
+       "\n",
+       "            /* Free the memory for the previous frames */\n",
+       "            if (fig.imageObj.src) {\n",
+       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
+       "                    fig.imageObj.src\n",
+       "                );\n",
+       "            }\n",
+       "\n",
+       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
+       "                img\n",
+       "            );\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        } else if (\n",
+       "            typeof evt.data === 'string' &&\n",
+       "            evt.data.slice(0, 21) === 'data:image/png;base64'\n",
+       "        ) {\n",
+       "            fig.imageObj.src = evt.data;\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        var msg = JSON.parse(evt.data);\n",
+       "        var msg_type = msg['type'];\n",
+       "\n",
+       "        // Call the  \"handle_{type}\" callback, which takes\n",
+       "        // the figure and JSON message as its only arguments.\n",
+       "        try {\n",
+       "            var callback = fig['handle_' + msg_type];\n",
+       "        } catch (e) {\n",
+       "            console.log(\n",
+       "                \"No handler for the '\" + msg_type + \"' message type: \",\n",
+       "                msg\n",
+       "            );\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        if (callback) {\n",
+       "            try {\n",
+       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
+       "                callback(fig, msg);\n",
+       "            } catch (e) {\n",
+       "                console.log(\n",
+       "                    \"Exception inside the 'handler_\" + msg_type + \"' callback:\",\n",
+       "                    e,\n",
+       "                    e.stack,\n",
+       "                    msg\n",
+       "                );\n",
+       "            }\n",
+       "        }\n",
+       "    };\n",
+       "};\n",
+       "\n",
+       "// from https://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
+       "mpl.findpos = function (e) {\n",
+       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
+       "    var targ;\n",
+       "    if (!e) {\n",
+       "        e = window.event;\n",
+       "    }\n",
+       "    if (e.target) {\n",
+       "        targ = e.target;\n",
+       "    } else if (e.srcElement) {\n",
+       "        targ = e.srcElement;\n",
+       "    }\n",
+       "    if (targ.nodeType === 3) {\n",
+       "        // defeat Safari bug\n",
+       "        targ = targ.parentNode;\n",
+       "    }\n",
+       "\n",
+       "    // pageX,Y are the mouse positions relative to the document\n",
+       "    var boundingRect = targ.getBoundingClientRect();\n",
+       "    var x = e.pageX - (boundingRect.left + document.body.scrollLeft);\n",
+       "    var y = e.pageY - (boundingRect.top + document.body.scrollTop);\n",
+       "\n",
+       "    return { x: x, y: y };\n",
+       "};\n",
+       "\n",
+       "/*\n",
+       " * return a copy of an object with only non-object keys\n",
+       " * we need this to avoid circular references\n",
+       " * https://stackoverflow.com/a/24161582/3208463\n",
+       " */\n",
+       "function simpleKeys(original) {\n",
+       "    return Object.keys(original).reduce(function (obj, key) {\n",
+       "        if (typeof original[key] !== 'object') {\n",
+       "            obj[key] = original[key];\n",
+       "        }\n",
+       "        return obj;\n",
+       "    }, {});\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.mouse_event = function (event, name) {\n",
+       "    var canvas_pos = mpl.findpos(event);\n",
+       "\n",
+       "    if (name === 'button_press') {\n",
+       "        this.canvas.focus();\n",
+       "        this.canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    var x = canvas_pos.x * this.ratio;\n",
+       "    var y = canvas_pos.y * this.ratio;\n",
+       "\n",
+       "    this.send_message(name, {\n",
+       "        x: x,\n",
+       "        y: y,\n",
+       "        button: event.button,\n",
+       "        step: event.step,\n",
+       "        guiEvent: simpleKeys(event),\n",
+       "    });\n",
+       "\n",
+       "    /* This prevents the web browser from automatically changing to\n",
+       "     * the text insertion cursor when the button is pressed.  We want\n",
+       "     * to control all of the cursor setting manually through the\n",
+       "     * 'cursor' event from matplotlib */\n",
+       "    event.preventDefault();\n",
+       "    return false;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function (_event, _name) {\n",
+       "    // Handle any extra behaviour associated with a key event\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.key_event = function (event, name) {\n",
+       "    // Prevent repeat events\n",
+       "    if (name === 'key_press') {\n",
+       "        if (event.key === this._key) {\n",
+       "            return;\n",
+       "        } else {\n",
+       "            this._key = event.key;\n",
+       "        }\n",
+       "    }\n",
+       "    if (name === 'key_release') {\n",
+       "        this._key = null;\n",
+       "    }\n",
+       "\n",
+       "    var value = '';\n",
+       "    if (event.ctrlKey && event.key !== 'Control') {\n",
+       "        value += 'ctrl+';\n",
+       "    }\n",
+       "    else if (event.altKey && event.key !== 'Alt') {\n",
+       "        value += 'alt+';\n",
+       "    }\n",
+       "    else if (event.shiftKey && event.key !== 'Shift') {\n",
+       "        value += 'shift+';\n",
+       "    }\n",
+       "\n",
+       "    value += 'k' + event.key;\n",
+       "\n",
+       "    this._key_event_extra(event, name);\n",
+       "\n",
+       "    this.send_message(name, { key: value, guiEvent: simpleKeys(event) });\n",
+       "    return false;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onclick = function (name) {\n",
+       "    if (name === 'download') {\n",
+       "        this.handle_save(this, null);\n",
+       "    } else {\n",
+       "        this.send_message('toolbar_button', { name: name });\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onmouseover = function (tooltip) {\n",
+       "    this.message.textContent = tooltip;\n",
+       "};\n",
+       "\n",
+       "///////////////// REMAINING CONTENT GENERATED BY embed_js.py /////////////////\n",
+       "// prettier-ignore\n",
+       "var _JSXTOOLS_RESIZE_OBSERVER=function(A){var t,i=new WeakMap,n=new WeakMap,a=new WeakMap,r=new WeakMap,o=new Set;function s(e){if(!(this instanceof s))throw new TypeError(\"Constructor requires 'new' operator\");i.set(this,e)}function h(){throw new TypeError(\"Function is not a constructor\")}function c(e,t,i,n){e=0 in arguments?Number(arguments[0]):0,t=1 in arguments?Number(arguments[1]):0,i=2 in arguments?Number(arguments[2]):0,n=3 in arguments?Number(arguments[3]):0,this.right=(this.x=this.left=e)+(this.width=i),this.bottom=(this.y=this.top=t)+(this.height=n),Object.freeze(this)}function d(){t=requestAnimationFrame(d);var s=new WeakMap,p=new Set;o.forEach((function(t){r.get(t).forEach((function(i){var r=t instanceof window.SVGElement,o=a.get(t),d=r?0:parseFloat(o.paddingTop),f=r?0:parseFloat(o.paddingRight),l=r?0:parseFloat(o.paddingBottom),u=r?0:parseFloat(o.paddingLeft),g=r?0:parseFloat(o.borderTopWidth),m=r?0:parseFloat(o.borderRightWidth),w=r?0:parseFloat(o.borderBottomWidth),b=u+f,F=d+l,v=(r?0:parseFloat(o.borderLeftWidth))+m,W=g+w,y=r?0:t.offsetHeight-W-t.clientHeight,E=r?0:t.offsetWidth-v-t.clientWidth,R=b+v,z=F+W,M=r?t.width:parseFloat(o.width)-R-E,O=r?t.height:parseFloat(o.height)-z-y;if(n.has(t)){var k=n.get(t);if(k[0]===M&&k[1]===O)return}n.set(t,[M,O]);var S=Object.create(h.prototype);S.target=t,S.contentRect=new c(u,d,M,O),s.has(i)||(s.set(i,[]),p.add(i)),s.get(i).push(S)}))})),p.forEach((function(e){i.get(e).call(e,s.get(e),e)}))}return s.prototype.observe=function(i){if(i instanceof window.Element){r.has(i)||(r.set(i,new Set),o.add(i),a.set(i,window.getComputedStyle(i)));var n=r.get(i);n.has(this)||n.add(this),cancelAnimationFrame(t),t=requestAnimationFrame(d)}},s.prototype.unobserve=function(i){if(i instanceof window.Element&&r.has(i)){var n=r.get(i);n.has(this)&&(n.delete(this),n.size||(r.delete(i),o.delete(i))),n.size||r.delete(i),o.size||cancelAnimationFrame(t)}},A.DOMRectReadOnly=c,A.ResizeObserver=s,A.ResizeObserverEntry=h,A}; // eslint-disable-line\n",
+       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Left button pans, Right button zooms\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\\nx/y fixes axis\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
+       "\n",
+       "mpl.extensions = [\"eps\", \"jpeg\", \"pgf\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
+       "\n",
+       "mpl.default_extension = \"png\";/* global mpl */\n",
+       "\n",
+       "var comm_websocket_adapter = function (comm) {\n",
+       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
+       "    // object with the appropriate methods. Currently this is a non binary\n",
+       "    // socket, so there is still some room for performance tuning.\n",
+       "    var ws = {};\n",
+       "\n",
+       "    ws.binaryType = comm.kernel.ws.binaryType;\n",
+       "    ws.readyState = comm.kernel.ws.readyState;\n",
+       "    function updateReadyState(_event) {\n",
+       "        if (comm.kernel.ws) {\n",
+       "            ws.readyState = comm.kernel.ws.readyState;\n",
+       "        } else {\n",
+       "            ws.readyState = 3; // Closed state.\n",
+       "        }\n",
+       "    }\n",
+       "    comm.kernel.ws.addEventListener('open', updateReadyState);\n",
+       "    comm.kernel.ws.addEventListener('close', updateReadyState);\n",
+       "    comm.kernel.ws.addEventListener('error', updateReadyState);\n",
+       "\n",
+       "    ws.close = function () {\n",
+       "        comm.close();\n",
+       "    };\n",
+       "    ws.send = function (m) {\n",
+       "        //console.log('sending', m);\n",
+       "        comm.send(m);\n",
+       "    };\n",
+       "    // Register the callback with on_msg.\n",
+       "    comm.on_msg(function (msg) {\n",
+       "        //console.log('receiving', msg['content']['data'], msg);\n",
+       "        var data = msg['content']['data'];\n",
+       "        if (data['blob'] !== undefined) {\n",
+       "            data = {\n",
+       "                data: new Blob(msg['buffers'], { type: data['blob'] }),\n",
+       "            };\n",
+       "        }\n",
+       "        // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
+       "        ws.onmessage(data);\n",
+       "    });\n",
+       "    return ws;\n",
+       "};\n",
+       "\n",
+       "mpl.mpl_figure_comm = function (comm, msg) {\n",
+       "    // This is the function which gets called when the mpl process\n",
+       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
+       "\n",
+       "    var id = msg.content.data.id;\n",
+       "    // Get hold of the div created by the display call when the Comm\n",
+       "    // socket was opened in Python.\n",
+       "    var element = document.getElementById(id);\n",
+       "    var ws_proxy = comm_websocket_adapter(comm);\n",
+       "\n",
+       "    function ondownload(figure, _format) {\n",
+       "        window.open(figure.canvas.toDataURL());\n",
+       "    }\n",
+       "\n",
+       "    var fig = new mpl.figure(id, ws_proxy, ondownload, element);\n",
+       "\n",
+       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
+       "    // web socket which is closed, not our websocket->open comm proxy.\n",
+       "    ws_proxy.onopen();\n",
+       "\n",
+       "    fig.parent_element = element;\n",
+       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
+       "    if (!fig.cell_info) {\n",
+       "        console.error('Failed to find cell for figure', id, fig);\n",
+       "        return;\n",
+       "    }\n",
+       "    fig.cell_info[0].output_area.element.on(\n",
+       "        'cleared',\n",
+       "        { fig: fig },\n",
+       "        fig._remove_fig_handler\n",
+       "    );\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_close = function (fig, msg) {\n",
+       "    var width = fig.canvas.width / fig.ratio;\n",
+       "    fig.cell_info[0].output_area.element.off(\n",
+       "        'cleared',\n",
+       "        fig._remove_fig_handler\n",
+       "    );\n",
+       "    fig.resizeObserverInstance.unobserve(fig.canvas_div);\n",
+       "\n",
+       "    // Update the output cell to use the data from the current canvas.\n",
+       "    fig.push_to_output();\n",
+       "    var dataURL = fig.canvas.toDataURL();\n",
+       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
+       "    // the notebook keyboard shortcuts fail.\n",
+       "    IPython.keyboard_manager.enable();\n",
+       "    fig.parent_element.innerHTML =\n",
+       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
+       "    fig.close_ws(fig, msg);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.close_ws = function (fig, msg) {\n",
+       "    fig.send_message('closing', msg);\n",
+       "    // fig.ws.close()\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.push_to_output = function (_remove_interactive) {\n",
+       "    // Turn the data on the canvas into data in the output cell.\n",
+       "    var width = this.canvas.width / this.ratio;\n",
+       "    var dataURL = this.canvas.toDataURL();\n",
+       "    this.cell_info[1]['text/html'] =\n",
+       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function () {\n",
+       "    // Tell IPython that the notebook contents must change.\n",
+       "    IPython.notebook.set_dirty(true);\n",
+       "    this.send_message('ack', {});\n",
+       "    var fig = this;\n",
+       "    // Wait a second, then push the new image to the DOM so\n",
+       "    // that it is saved nicely (might be nice to debounce this).\n",
+       "    setTimeout(function () {\n",
+       "        fig.push_to_output();\n",
+       "    }, 1000);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var toolbar = document.createElement('div');\n",
+       "    toolbar.classList = 'btn-toolbar';\n",
+       "    this.root.appendChild(toolbar);\n",
+       "\n",
+       "    function on_click_closure(name) {\n",
+       "        return function (_event) {\n",
+       "            return fig.toolbar_button_onclick(name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    function on_mouseover_closure(tooltip) {\n",
+       "        return function (event) {\n",
+       "            if (!event.currentTarget.disabled) {\n",
+       "                return fig.toolbar_button_onmouseover(tooltip);\n",
+       "            }\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    fig.buttons = {};\n",
+       "    var buttonGroup = document.createElement('div');\n",
+       "    buttonGroup.classList = 'btn-group';\n",
+       "    var button;\n",
+       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) {\n",
+       "            /* Instead of a spacer, we start a new button group. */\n",
+       "            if (buttonGroup.hasChildNodes()) {\n",
+       "                toolbar.appendChild(buttonGroup);\n",
+       "            }\n",
+       "            buttonGroup = document.createElement('div');\n",
+       "            buttonGroup.classList = 'btn-group';\n",
+       "            continue;\n",
+       "        }\n",
+       "\n",
+       "        button = fig.buttons[name] = document.createElement('button');\n",
+       "        button.classList = 'btn btn-default';\n",
+       "        button.href = '#';\n",
+       "        button.title = name;\n",
+       "        button.innerHTML = '<i class=\"fa ' + image + ' fa-lg\"></i>';\n",
+       "        button.addEventListener('click', on_click_closure(method_name));\n",
+       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
+       "        buttonGroup.appendChild(button);\n",
+       "    }\n",
+       "\n",
+       "    if (buttonGroup.hasChildNodes()) {\n",
+       "        toolbar.appendChild(buttonGroup);\n",
+       "    }\n",
+       "\n",
+       "    // Add the status bar.\n",
+       "    var status_bar = document.createElement('span');\n",
+       "    status_bar.classList = 'mpl-message pull-right';\n",
+       "    toolbar.appendChild(status_bar);\n",
+       "    this.message = status_bar;\n",
+       "\n",
+       "    // Add the close button to the window.\n",
+       "    var buttongrp = document.createElement('div');\n",
+       "    buttongrp.classList = 'btn-group inline pull-right';\n",
+       "    button = document.createElement('button');\n",
+       "    button.classList = 'btn btn-mini btn-primary';\n",
+       "    button.href = '#';\n",
+       "    button.title = 'Stop Interaction';\n",
+       "    button.innerHTML = '<i class=\"fa fa-power-off icon-remove icon-large\"></i>';\n",
+       "    button.addEventListener('click', function (_evt) {\n",
+       "        fig.handle_close(fig, {});\n",
+       "    });\n",
+       "    button.addEventListener(\n",
+       "        'mouseover',\n",
+       "        on_mouseover_closure('Stop Interaction')\n",
+       "    );\n",
+       "    buttongrp.appendChild(button);\n",
+       "    var titlebar = this.root.querySelector('.ui-dialog-titlebar');\n",
+       "    titlebar.insertBefore(buttongrp, titlebar.firstChild);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._remove_fig_handler = function (event) {\n",
+       "    var fig = event.data.fig;\n",
+       "    if (event.target !== this) {\n",
+       "        // Ignore bubbled events from children.\n",
+       "        return;\n",
+       "    }\n",
+       "    fig.close_ws(fig, {});\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function (el) {\n",
+       "    el.style.boxSizing = 'content-box'; // override notebook setting of border-box.\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function (el) {\n",
+       "    // this is important to make the div 'focusable\n",
+       "    el.setAttribute('tabindex', 0);\n",
+       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
+       "    // off when our div gets focus\n",
+       "\n",
+       "    // location in version 3\n",
+       "    if (IPython.notebook.keyboard_manager) {\n",
+       "        IPython.notebook.keyboard_manager.register_events(el);\n",
+       "    } else {\n",
+       "        // location in version 2\n",
+       "        IPython.keyboard_manager.register_events(el);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function (event, _name) {\n",
+       "    // Check for shift+enter\n",
+       "    if (event.shiftKey && event.which === 13) {\n",
+       "        this.canvas_div.blur();\n",
+       "        // select the cell after this one\n",
+       "        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
+       "        IPython.notebook.select(index + 1);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
+       "    fig.ondownload(fig, null);\n",
+       "};\n",
+       "\n",
+       "mpl.find_output_cell = function (html_output) {\n",
+       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
+       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
+       "    // IPython event is triggered only after the cells have been serialised, which for\n",
+       "    // our purposes (turning an active figure into a static one), is too late.\n",
+       "    var cells = IPython.notebook.get_cells();\n",
+       "    var ncells = cells.length;\n",
+       "    for (var i = 0; i < ncells; i++) {\n",
+       "        var cell = cells[i];\n",
+       "        if (cell.cell_type === 'code') {\n",
+       "            for (var j = 0; j < cell.output_area.outputs.length; j++) {\n",
+       "                var data = cell.output_area.outputs[j];\n",
+       "                if (data.data) {\n",
+       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
+       "                    data = data.data;\n",
+       "                }\n",
+       "                if (data['text/html'] === html_output) {\n",
+       "                    return [cell, data, j];\n",
+       "                }\n",
+       "            }\n",
+       "        }\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "// Register the function which deals with the matplotlib target/channel.\n",
+       "// The kernel may be null if the page has been refreshed.\n",
+       "if (IPython.notebook.kernel !== null) {\n",
+       "    IPython.notebook.kernel.comm_manager.register_target(\n",
+       "        'matplotlib',\n",
+       "        mpl.mpl_figure_comm\n",
+       "    );\n",
+       "}\n"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Javascript object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<img 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\" width=\"640\">"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/data/anaconda3/envs/py37/lib/python3.7/site-packages/numpy/lib/polynomial.py:658: RuntimeWarning: overflow encountered in multiply\n",
+      "  scale = NX.sqrt((lhs*lhs).sum(axis=0))\n",
+      "/data/anaconda3/envs/py37/lib/python3.7/site-packages/numpy/core/_methods.py:48: RuntimeWarning: overflow encountered in reduce\n",
+      "  return umr_sum(a, axis, dtype, out, keepdims, initial, where)\n",
+      "/data/anaconda3/envs/py37/lib/python3.7/site-packages/IPython/core/interactiveshell.py:3437: RankWarning: Polyfit may be poorly conditioned\n",
+      "  exec(code_obj, self.user_global_ns, self.user_ns)\n"
+     ]
+    },
+    {
+     "data": {
+      "application/javascript": [
+       "/* Put everything inside the global mpl namespace */\n",
+       "/* global mpl */\n",
+       "window.mpl = {};\n",
+       "\n",
+       "mpl.get_websocket_type = function () {\n",
+       "    if (typeof WebSocket !== 'undefined') {\n",
+       "        return WebSocket;\n",
+       "    } else if (typeof MozWebSocket !== 'undefined') {\n",
+       "        return MozWebSocket;\n",
+       "    } else {\n",
+       "        alert(\n",
+       "            'Your browser does not have WebSocket support. ' +\n",
+       "                'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
+       "                'Firefox 4 and 5 are also supported but you ' +\n",
+       "                'have to enable WebSockets in about:config.'\n",
+       "        );\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure = function (figure_id, websocket, ondownload, parent_element) {\n",
+       "    this.id = figure_id;\n",
+       "\n",
+       "    this.ws = websocket;\n",
+       "\n",
+       "    this.supports_binary = this.ws.binaryType !== undefined;\n",
+       "\n",
+       "    if (!this.supports_binary) {\n",
+       "        var warnings = document.getElementById('mpl-warnings');\n",
+       "        if (warnings) {\n",
+       "            warnings.style.display = 'block';\n",
+       "            warnings.textContent =\n",
+       "                'This browser does not support binary websocket messages. ' +\n",
+       "                'Performance may be slow.';\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    this.imageObj = new Image();\n",
+       "\n",
+       "    this.context = undefined;\n",
+       "    this.message = undefined;\n",
+       "    this.canvas = undefined;\n",
+       "    this.rubberband_canvas = undefined;\n",
+       "    this.rubberband_context = undefined;\n",
+       "    this.format_dropdown = undefined;\n",
+       "\n",
+       "    this.image_mode = 'full';\n",
+       "\n",
+       "    this.root = document.createElement('div');\n",
+       "    this.root.setAttribute('style', 'display: inline-block');\n",
+       "    this._root_extra_style(this.root);\n",
+       "\n",
+       "    parent_element.appendChild(this.root);\n",
+       "\n",
+       "    this._init_header(this);\n",
+       "    this._init_canvas(this);\n",
+       "    this._init_toolbar(this);\n",
+       "\n",
+       "    var fig = this;\n",
+       "\n",
+       "    this.waiting = false;\n",
+       "\n",
+       "    this.ws.onopen = function () {\n",
+       "        fig.send_message('supports_binary', { value: fig.supports_binary });\n",
+       "        fig.send_message('send_image_mode', {});\n",
+       "        if (fig.ratio !== 1) {\n",
+       "            fig.send_message('set_device_pixel_ratio', {\n",
+       "                device_pixel_ratio: fig.ratio,\n",
+       "            });\n",
+       "        }\n",
+       "        fig.send_message('refresh', {});\n",
+       "    };\n",
+       "\n",
+       "    this.imageObj.onload = function () {\n",
+       "        if (fig.image_mode === 'full') {\n",
+       "            // Full images could contain transparency (where diff images\n",
+       "            // almost always do), so we need to clear the canvas so that\n",
+       "            // there is no ghosting.\n",
+       "            fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
+       "        }\n",
+       "        fig.context.drawImage(fig.imageObj, 0, 0);\n",
+       "    };\n",
+       "\n",
+       "    this.imageObj.onunload = function () {\n",
+       "        fig.ws.close();\n",
+       "    };\n",
+       "\n",
+       "    this.ws.onmessage = this._make_on_message_function(this);\n",
+       "\n",
+       "    this.ondownload = ondownload;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_header = function () {\n",
+       "    var titlebar = document.createElement('div');\n",
+       "    titlebar.classList =\n",
+       "        'ui-dialog-titlebar ui-widget-header ui-corner-all ui-helper-clearfix';\n",
+       "    var titletext = document.createElement('div');\n",
+       "    titletext.classList = 'ui-dialog-title';\n",
+       "    titletext.setAttribute(\n",
+       "        'style',\n",
+       "        'width: 100%; text-align: center; padding: 3px;'\n",
+       "    );\n",
+       "    titlebar.appendChild(titletext);\n",
+       "    this.root.appendChild(titlebar);\n",
+       "    this.header = titletext;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function (_canvas_div) {};\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function (_canvas_div) {};\n",
+       "\n",
+       "mpl.figure.prototype._init_canvas = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var canvas_div = (this.canvas_div = document.createElement('div'));\n",
+       "    canvas_div.setAttribute(\n",
+       "        'style',\n",
+       "        'border: 1px solid #ddd;' +\n",
+       "            'box-sizing: content-box;' +\n",
+       "            'clear: both;' +\n",
+       "            'min-height: 1px;' +\n",
+       "            'min-width: 1px;' +\n",
+       "            'outline: 0;' +\n",
+       "            'overflow: hidden;' +\n",
+       "            'position: relative;' +\n",
+       "            'resize: both;'\n",
+       "    );\n",
+       "\n",
+       "    function on_keyboard_event_closure(name) {\n",
+       "        return function (event) {\n",
+       "            return fig.key_event(event, name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    canvas_div.addEventListener(\n",
+       "        'keydown',\n",
+       "        on_keyboard_event_closure('key_press')\n",
+       "    );\n",
+       "    canvas_div.addEventListener(\n",
+       "        'keyup',\n",
+       "        on_keyboard_event_closure('key_release')\n",
+       "    );\n",
+       "\n",
+       "    this._canvas_extra_style(canvas_div);\n",
+       "    this.root.appendChild(canvas_div);\n",
+       "\n",
+       "    var canvas = (this.canvas = document.createElement('canvas'));\n",
+       "    canvas.classList.add('mpl-canvas');\n",
+       "    canvas.setAttribute('style', 'box-sizing: content-box;');\n",
+       "\n",
+       "    this.context = canvas.getContext('2d');\n",
+       "\n",
+       "    var backingStore =\n",
+       "        this.context.backingStorePixelRatio ||\n",
+       "        this.context.webkitBackingStorePixelRatio ||\n",
+       "        this.context.mozBackingStorePixelRatio ||\n",
+       "        this.context.msBackingStorePixelRatio ||\n",
+       "        this.context.oBackingStorePixelRatio ||\n",
+       "        this.context.backingStorePixelRatio ||\n",
+       "        1;\n",
+       "\n",
+       "    this.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
+       "\n",
+       "    var rubberband_canvas = (this.rubberband_canvas = document.createElement(\n",
+       "        'canvas'\n",
+       "    ));\n",
+       "    rubberband_canvas.setAttribute(\n",
+       "        'style',\n",
+       "        'box-sizing: content-box; position: absolute; left: 0; top: 0; z-index: 1;'\n",
+       "    );\n",
+       "\n",
+       "    // Apply a ponyfill if ResizeObserver is not implemented by browser.\n",
+       "    if (this.ResizeObserver === undefined) {\n",
+       "        if (window.ResizeObserver !== undefined) {\n",
+       "            this.ResizeObserver = window.ResizeObserver;\n",
+       "        } else {\n",
+       "            var obs = _JSXTOOLS_RESIZE_OBSERVER({});\n",
+       "            this.ResizeObserver = obs.ResizeObserver;\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    this.resizeObserverInstance = new this.ResizeObserver(function (entries) {\n",
+       "        var nentries = entries.length;\n",
+       "        for (var i = 0; i < nentries; i++) {\n",
+       "            var entry = entries[i];\n",
+       "            var width, height;\n",
+       "            if (entry.contentBoxSize) {\n",
+       "                if (entry.contentBoxSize instanceof Array) {\n",
+       "                    // Chrome 84 implements new version of spec.\n",
+       "                    width = entry.contentBoxSize[0].inlineSize;\n",
+       "                    height = entry.contentBoxSize[0].blockSize;\n",
+       "                } else {\n",
+       "                    // Firefox implements old version of spec.\n",
+       "                    width = entry.contentBoxSize.inlineSize;\n",
+       "                    height = entry.contentBoxSize.blockSize;\n",
+       "                }\n",
+       "            } else {\n",
+       "                // Chrome <84 implements even older version of spec.\n",
+       "                width = entry.contentRect.width;\n",
+       "                height = entry.contentRect.height;\n",
+       "            }\n",
+       "\n",
+       "            // Keep the size of the canvas and rubber band canvas in sync with\n",
+       "            // the canvas container.\n",
+       "            if (entry.devicePixelContentBoxSize) {\n",
+       "                // Chrome 84 implements new version of spec.\n",
+       "                canvas.setAttribute(\n",
+       "                    'width',\n",
+       "                    entry.devicePixelContentBoxSize[0].inlineSize\n",
+       "                );\n",
+       "                canvas.setAttribute(\n",
+       "                    'height',\n",
+       "                    entry.devicePixelContentBoxSize[0].blockSize\n",
+       "                );\n",
+       "            } else {\n",
+       "                canvas.setAttribute('width', width * fig.ratio);\n",
+       "                canvas.setAttribute('height', height * fig.ratio);\n",
+       "            }\n",
+       "            canvas.setAttribute(\n",
+       "                'style',\n",
+       "                'width: ' + width + 'px; height: ' + height + 'px;'\n",
+       "            );\n",
+       "\n",
+       "            rubberband_canvas.setAttribute('width', width);\n",
+       "            rubberband_canvas.setAttribute('height', height);\n",
+       "\n",
+       "            // And update the size in Python. We ignore the initial 0/0 size\n",
+       "            // that occurs as the element is placed into the DOM, which should\n",
+       "            // otherwise not happen due to the minimum size styling.\n",
+       "            if (fig.ws.readyState == 1 && width != 0 && height != 0) {\n",
+       "                fig.request_resize(width, height);\n",
+       "            }\n",
+       "        }\n",
+       "    });\n",
+       "    this.resizeObserverInstance.observe(canvas_div);\n",
+       "\n",
+       "    function on_mouse_event_closure(name) {\n",
+       "        return function (event) {\n",
+       "            return fig.mouse_event(event, name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mousedown',\n",
+       "        on_mouse_event_closure('button_press')\n",
+       "    );\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mouseup',\n",
+       "        on_mouse_event_closure('button_release')\n",
+       "    );\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'dblclick',\n",
+       "        on_mouse_event_closure('dblclick')\n",
+       "    );\n",
+       "    // Throttle sequential mouse events to 1 every 20ms.\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mousemove',\n",
+       "        on_mouse_event_closure('motion_notify')\n",
+       "    );\n",
+       "\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mouseenter',\n",
+       "        on_mouse_event_closure('figure_enter')\n",
+       "    );\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mouseleave',\n",
+       "        on_mouse_event_closure('figure_leave')\n",
+       "    );\n",
+       "\n",
+       "    canvas_div.addEventListener('wheel', function (event) {\n",
+       "        if (event.deltaY < 0) {\n",
+       "            event.step = 1;\n",
+       "        } else {\n",
+       "            event.step = -1;\n",
+       "        }\n",
+       "        on_mouse_event_closure('scroll')(event);\n",
+       "    });\n",
+       "\n",
+       "    canvas_div.appendChild(canvas);\n",
+       "    canvas_div.appendChild(rubberband_canvas);\n",
+       "\n",
+       "    this.rubberband_context = rubberband_canvas.getContext('2d');\n",
+       "    this.rubberband_context.strokeStyle = '#000000';\n",
+       "\n",
+       "    this._resize_canvas = function (width, height, forward) {\n",
+       "        if (forward) {\n",
+       "            canvas_div.style.width = width + 'px';\n",
+       "            canvas_div.style.height = height + 'px';\n",
+       "        }\n",
+       "    };\n",
+       "\n",
+       "    // Disable right mouse context menu.\n",
+       "    this.rubberband_canvas.addEventListener('contextmenu', function (_e) {\n",
+       "        event.preventDefault();\n",
+       "        return false;\n",
+       "    });\n",
+       "\n",
+       "    function set_focus() {\n",
+       "        canvas.focus();\n",
+       "        canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    window.setTimeout(set_focus, 100);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var toolbar = document.createElement('div');\n",
+       "    toolbar.classList = 'mpl-toolbar';\n",
+       "    this.root.appendChild(toolbar);\n",
+       "\n",
+       "    function on_click_closure(name) {\n",
+       "        return function (_event) {\n",
+       "            return fig.toolbar_button_onclick(name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    function on_mouseover_closure(tooltip) {\n",
+       "        return function (event) {\n",
+       "            if (!event.currentTarget.disabled) {\n",
+       "                return fig.toolbar_button_onmouseover(tooltip);\n",
+       "            }\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    fig.buttons = {};\n",
+       "    var buttonGroup = document.createElement('div');\n",
+       "    buttonGroup.classList = 'mpl-button-group';\n",
+       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) {\n",
+       "            /* Instead of a spacer, we start a new button group. */\n",
+       "            if (buttonGroup.hasChildNodes()) {\n",
+       "                toolbar.appendChild(buttonGroup);\n",
+       "            }\n",
+       "            buttonGroup = document.createElement('div');\n",
+       "            buttonGroup.classList = 'mpl-button-group';\n",
+       "            continue;\n",
+       "        }\n",
+       "\n",
+       "        var button = (fig.buttons[name] = document.createElement('button'));\n",
+       "        button.classList = 'mpl-widget';\n",
+       "        button.setAttribute('role', 'button');\n",
+       "        button.setAttribute('aria-disabled', 'false');\n",
+       "        button.addEventListener('click', on_click_closure(method_name));\n",
+       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
+       "\n",
+       "        var icon_img = document.createElement('img');\n",
+       "        icon_img.src = '_images/' + image + '.png';\n",
+       "        icon_img.srcset = '_images/' + image + '_large.png 2x';\n",
+       "        icon_img.alt = tooltip;\n",
+       "        button.appendChild(icon_img);\n",
+       "\n",
+       "        buttonGroup.appendChild(button);\n",
+       "    }\n",
+       "\n",
+       "    if (buttonGroup.hasChildNodes()) {\n",
+       "        toolbar.appendChild(buttonGroup);\n",
+       "    }\n",
+       "\n",
+       "    var fmt_picker = document.createElement('select');\n",
+       "    fmt_picker.classList = 'mpl-widget';\n",
+       "    toolbar.appendChild(fmt_picker);\n",
+       "    this.format_dropdown = fmt_picker;\n",
+       "\n",
+       "    for (var ind in mpl.extensions) {\n",
+       "        var fmt = mpl.extensions[ind];\n",
+       "        var option = document.createElement('option');\n",
+       "        option.selected = fmt === mpl.default_extension;\n",
+       "        option.innerHTML = fmt;\n",
+       "        fmt_picker.appendChild(option);\n",
+       "    }\n",
+       "\n",
+       "    var status_bar = document.createElement('span');\n",
+       "    status_bar.classList = 'mpl-message';\n",
+       "    toolbar.appendChild(status_bar);\n",
+       "    this.message = status_bar;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.request_resize = function (x_pixels, y_pixels) {\n",
+       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
+       "    // which will in turn request a refresh of the image.\n",
+       "    this.send_message('resize', { width: x_pixels, height: y_pixels });\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.send_message = function (type, properties) {\n",
+       "    properties['type'] = type;\n",
+       "    properties['figure_id'] = this.id;\n",
+       "    this.ws.send(JSON.stringify(properties));\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.send_draw_message = function () {\n",
+       "    if (!this.waiting) {\n",
+       "        this.waiting = true;\n",
+       "        this.ws.send(JSON.stringify({ type: 'draw', figure_id: this.id }));\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
+       "    var format_dropdown = fig.format_dropdown;\n",
+       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
+       "    fig.ondownload(fig, format);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_resize = function (fig, msg) {\n",
+       "    var size = msg['size'];\n",
+       "    if (size[0] !== fig.canvas.width || size[1] !== fig.canvas.height) {\n",
+       "        fig._resize_canvas(size[0], size[1], msg['forward']);\n",
+       "        fig.send_message('refresh', {});\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_rubberband = function (fig, msg) {\n",
+       "    var x0 = msg['x0'] / fig.ratio;\n",
+       "    var y0 = (fig.canvas.height - msg['y0']) / fig.ratio;\n",
+       "    var x1 = msg['x1'] / fig.ratio;\n",
+       "    var y1 = (fig.canvas.height - msg['y1']) / fig.ratio;\n",
+       "    x0 = Math.floor(x0) + 0.5;\n",
+       "    y0 = Math.floor(y0) + 0.5;\n",
+       "    x1 = Math.floor(x1) + 0.5;\n",
+       "    y1 = Math.floor(y1) + 0.5;\n",
+       "    var min_x = Math.min(x0, x1);\n",
+       "    var min_y = Math.min(y0, y1);\n",
+       "    var width = Math.abs(x1 - x0);\n",
+       "    var height = Math.abs(y1 - y0);\n",
+       "\n",
+       "    fig.rubberband_context.clearRect(\n",
+       "        0,\n",
+       "        0,\n",
+       "        fig.canvas.width / fig.ratio,\n",
+       "        fig.canvas.height / fig.ratio\n",
+       "    );\n",
+       "\n",
+       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_figure_label = function (fig, msg) {\n",
+       "    // Updates the figure title.\n",
+       "    fig.header.textContent = msg['label'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_cursor = function (fig, msg) {\n",
+       "    fig.rubberband_canvas.style.cursor = msg['cursor'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_message = function (fig, msg) {\n",
+       "    fig.message.textContent = msg['message'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_draw = function (fig, _msg) {\n",
+       "    // Request the server to send over a new figure.\n",
+       "    fig.send_draw_message();\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_image_mode = function (fig, msg) {\n",
+       "    fig.image_mode = msg['mode'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_history_buttons = function (fig, msg) {\n",
+       "    for (var key in msg) {\n",
+       "        if (!(key in fig.buttons)) {\n",
+       "            continue;\n",
+       "        }\n",
+       "        fig.buttons[key].disabled = !msg[key];\n",
+       "        fig.buttons[key].setAttribute('aria-disabled', !msg[key]);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_navigate_mode = function (fig, msg) {\n",
+       "    if (msg['mode'] === 'PAN') {\n",
+       "        fig.buttons['Pan'].classList.add('active');\n",
+       "        fig.buttons['Zoom'].classList.remove('active');\n",
+       "    } else if (msg['mode'] === 'ZOOM') {\n",
+       "        fig.buttons['Pan'].classList.remove('active');\n",
+       "        fig.buttons['Zoom'].classList.add('active');\n",
+       "    } else {\n",
+       "        fig.buttons['Pan'].classList.remove('active');\n",
+       "        fig.buttons['Zoom'].classList.remove('active');\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function () {\n",
+       "    // Called whenever the canvas gets updated.\n",
+       "    this.send_message('ack', {});\n",
+       "};\n",
+       "\n",
+       "// A function to construct a web socket function for onmessage handling.\n",
+       "// Called in the figure constructor.\n",
+       "mpl.figure.prototype._make_on_message_function = function (fig) {\n",
+       "    return function socket_on_message(evt) {\n",
+       "        if (evt.data instanceof Blob) {\n",
+       "            var img = evt.data;\n",
+       "            if (img.type !== 'image/png') {\n",
+       "                /* FIXME: We get \"Resource interpreted as Image but\n",
+       "                 * transferred with MIME type text/plain:\" errors on\n",
+       "                 * Chrome.  But how to set the MIME type?  It doesn't seem\n",
+       "                 * to be part of the websocket stream */\n",
+       "                img.type = 'image/png';\n",
+       "            }\n",
+       "\n",
+       "            /* Free the memory for the previous frames */\n",
+       "            if (fig.imageObj.src) {\n",
+       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
+       "                    fig.imageObj.src\n",
+       "                );\n",
+       "            }\n",
+       "\n",
+       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
+       "                img\n",
+       "            );\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        } else if (\n",
+       "            typeof evt.data === 'string' &&\n",
+       "            evt.data.slice(0, 21) === 'data:image/png;base64'\n",
+       "        ) {\n",
+       "            fig.imageObj.src = evt.data;\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        var msg = JSON.parse(evt.data);\n",
+       "        var msg_type = msg['type'];\n",
+       "\n",
+       "        // Call the  \"handle_{type}\" callback, which takes\n",
+       "        // the figure and JSON message as its only arguments.\n",
+       "        try {\n",
+       "            var callback = fig['handle_' + msg_type];\n",
+       "        } catch (e) {\n",
+       "            console.log(\n",
+       "                \"No handler for the '\" + msg_type + \"' message type: \",\n",
+       "                msg\n",
+       "            );\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        if (callback) {\n",
+       "            try {\n",
+       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
+       "                callback(fig, msg);\n",
+       "            } catch (e) {\n",
+       "                console.log(\n",
+       "                    \"Exception inside the 'handler_\" + msg_type + \"' callback:\",\n",
+       "                    e,\n",
+       "                    e.stack,\n",
+       "                    msg\n",
+       "                );\n",
+       "            }\n",
+       "        }\n",
+       "    };\n",
+       "};\n",
+       "\n",
+       "// from https://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
+       "mpl.findpos = function (e) {\n",
+       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
+       "    var targ;\n",
+       "    if (!e) {\n",
+       "        e = window.event;\n",
+       "    }\n",
+       "    if (e.target) {\n",
+       "        targ = e.target;\n",
+       "    } else if (e.srcElement) {\n",
+       "        targ = e.srcElement;\n",
+       "    }\n",
+       "    if (targ.nodeType === 3) {\n",
+       "        // defeat Safari bug\n",
+       "        targ = targ.parentNode;\n",
+       "    }\n",
+       "\n",
+       "    // pageX,Y are the mouse positions relative to the document\n",
+       "    var boundingRect = targ.getBoundingClientRect();\n",
+       "    var x = e.pageX - (boundingRect.left + document.body.scrollLeft);\n",
+       "    var y = e.pageY - (boundingRect.top + document.body.scrollTop);\n",
+       "\n",
+       "    return { x: x, y: y };\n",
+       "};\n",
+       "\n",
+       "/*\n",
+       " * return a copy of an object with only non-object keys\n",
+       " * we need this to avoid circular references\n",
+       " * https://stackoverflow.com/a/24161582/3208463\n",
+       " */\n",
+       "function simpleKeys(original) {\n",
+       "    return Object.keys(original).reduce(function (obj, key) {\n",
+       "        if (typeof original[key] !== 'object') {\n",
+       "            obj[key] = original[key];\n",
+       "        }\n",
+       "        return obj;\n",
+       "    }, {});\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.mouse_event = function (event, name) {\n",
+       "    var canvas_pos = mpl.findpos(event);\n",
+       "\n",
+       "    if (name === 'button_press') {\n",
+       "        this.canvas.focus();\n",
+       "        this.canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    var x = canvas_pos.x * this.ratio;\n",
+       "    var y = canvas_pos.y * this.ratio;\n",
+       "\n",
+       "    this.send_message(name, {\n",
+       "        x: x,\n",
+       "        y: y,\n",
+       "        button: event.button,\n",
+       "        step: event.step,\n",
+       "        guiEvent: simpleKeys(event),\n",
+       "    });\n",
+       "\n",
+       "    /* This prevents the web browser from automatically changing to\n",
+       "     * the text insertion cursor when the button is pressed.  We want\n",
+       "     * to control all of the cursor setting manually through the\n",
+       "     * 'cursor' event from matplotlib */\n",
+       "    event.preventDefault();\n",
+       "    return false;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function (_event, _name) {\n",
+       "    // Handle any extra behaviour associated with a key event\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.key_event = function (event, name) {\n",
+       "    // Prevent repeat events\n",
+       "    if (name === 'key_press') {\n",
+       "        if (event.key === this._key) {\n",
+       "            return;\n",
+       "        } else {\n",
+       "            this._key = event.key;\n",
+       "        }\n",
+       "    }\n",
+       "    if (name === 'key_release') {\n",
+       "        this._key = null;\n",
+       "    }\n",
+       "\n",
+       "    var value = '';\n",
+       "    if (event.ctrlKey && event.key !== 'Control') {\n",
+       "        value += 'ctrl+';\n",
+       "    }\n",
+       "    else if (event.altKey && event.key !== 'Alt') {\n",
+       "        value += 'alt+';\n",
+       "    }\n",
+       "    else if (event.shiftKey && event.key !== 'Shift') {\n",
+       "        value += 'shift+';\n",
+       "    }\n",
+       "\n",
+       "    value += 'k' + event.key;\n",
+       "\n",
+       "    this._key_event_extra(event, name);\n",
+       "\n",
+       "    this.send_message(name, { key: value, guiEvent: simpleKeys(event) });\n",
+       "    return false;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onclick = function (name) {\n",
+       "    if (name === 'download') {\n",
+       "        this.handle_save(this, null);\n",
+       "    } else {\n",
+       "        this.send_message('toolbar_button', { name: name });\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onmouseover = function (tooltip) {\n",
+       "    this.message.textContent = tooltip;\n",
+       "};\n",
+       "\n",
+       "///////////////// REMAINING CONTENT GENERATED BY embed_js.py /////////////////\n",
+       "// prettier-ignore\n",
+       "var _JSXTOOLS_RESIZE_OBSERVER=function(A){var t,i=new WeakMap,n=new WeakMap,a=new WeakMap,r=new WeakMap,o=new Set;function s(e){if(!(this instanceof s))throw new TypeError(\"Constructor requires 'new' operator\");i.set(this,e)}function h(){throw new TypeError(\"Function is not a constructor\")}function c(e,t,i,n){e=0 in arguments?Number(arguments[0]):0,t=1 in arguments?Number(arguments[1]):0,i=2 in arguments?Number(arguments[2]):0,n=3 in arguments?Number(arguments[3]):0,this.right=(this.x=this.left=e)+(this.width=i),this.bottom=(this.y=this.top=t)+(this.height=n),Object.freeze(this)}function d(){t=requestAnimationFrame(d);var s=new WeakMap,p=new Set;o.forEach((function(t){r.get(t).forEach((function(i){var r=t instanceof window.SVGElement,o=a.get(t),d=r?0:parseFloat(o.paddingTop),f=r?0:parseFloat(o.paddingRight),l=r?0:parseFloat(o.paddingBottom),u=r?0:parseFloat(o.paddingLeft),g=r?0:parseFloat(o.borderTopWidth),m=r?0:parseFloat(o.borderRightWidth),w=r?0:parseFloat(o.borderBottomWidth),b=u+f,F=d+l,v=(r?0:parseFloat(o.borderLeftWidth))+m,W=g+w,y=r?0:t.offsetHeight-W-t.clientHeight,E=r?0:t.offsetWidth-v-t.clientWidth,R=b+v,z=F+W,M=r?t.width:parseFloat(o.width)-R-E,O=r?t.height:parseFloat(o.height)-z-y;if(n.has(t)){var k=n.get(t);if(k[0]===M&&k[1]===O)return}n.set(t,[M,O]);var S=Object.create(h.prototype);S.target=t,S.contentRect=new c(u,d,M,O),s.has(i)||(s.set(i,[]),p.add(i)),s.get(i).push(S)}))})),p.forEach((function(e){i.get(e).call(e,s.get(e),e)}))}return s.prototype.observe=function(i){if(i instanceof window.Element){r.has(i)||(r.set(i,new Set),o.add(i),a.set(i,window.getComputedStyle(i)));var n=r.get(i);n.has(this)||n.add(this),cancelAnimationFrame(t),t=requestAnimationFrame(d)}},s.prototype.unobserve=function(i){if(i instanceof window.Element&&r.has(i)){var n=r.get(i);n.has(this)&&(n.delete(this),n.size||(r.delete(i),o.delete(i))),n.size||r.delete(i),o.size||cancelAnimationFrame(t)}},A.DOMRectReadOnly=c,A.ResizeObserver=s,A.ResizeObserverEntry=h,A}; // eslint-disable-line\n",
+       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Left button pans, Right button zooms\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\\nx/y fixes axis\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
+       "\n",
+       "mpl.extensions = [\"eps\", \"jpeg\", \"pgf\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
+       "\n",
+       "mpl.default_extension = \"png\";/* global mpl */\n",
+       "\n",
+       "var comm_websocket_adapter = function (comm) {\n",
+       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
+       "    // object with the appropriate methods. Currently this is a non binary\n",
+       "    // socket, so there is still some room for performance tuning.\n",
+       "    var ws = {};\n",
+       "\n",
+       "    ws.binaryType = comm.kernel.ws.binaryType;\n",
+       "    ws.readyState = comm.kernel.ws.readyState;\n",
+       "    function updateReadyState(_event) {\n",
+       "        if (comm.kernel.ws) {\n",
+       "            ws.readyState = comm.kernel.ws.readyState;\n",
+       "        } else {\n",
+       "            ws.readyState = 3; // Closed state.\n",
+       "        }\n",
+       "    }\n",
+       "    comm.kernel.ws.addEventListener('open', updateReadyState);\n",
+       "    comm.kernel.ws.addEventListener('close', updateReadyState);\n",
+       "    comm.kernel.ws.addEventListener('error', updateReadyState);\n",
+       "\n",
+       "    ws.close = function () {\n",
+       "        comm.close();\n",
+       "    };\n",
+       "    ws.send = function (m) {\n",
+       "        //console.log('sending', m);\n",
+       "        comm.send(m);\n",
+       "    };\n",
+       "    // Register the callback with on_msg.\n",
+       "    comm.on_msg(function (msg) {\n",
+       "        //console.log('receiving', msg['content']['data'], msg);\n",
+       "        var data = msg['content']['data'];\n",
+       "        if (data['blob'] !== undefined) {\n",
+       "            data = {\n",
+       "                data: new Blob(msg['buffers'], { type: data['blob'] }),\n",
+       "            };\n",
+       "        }\n",
+       "        // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
+       "        ws.onmessage(data);\n",
+       "    });\n",
+       "    return ws;\n",
+       "};\n",
+       "\n",
+       "mpl.mpl_figure_comm = function (comm, msg) {\n",
+       "    // This is the function which gets called when the mpl process\n",
+       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
+       "\n",
+       "    var id = msg.content.data.id;\n",
+       "    // Get hold of the div created by the display call when the Comm\n",
+       "    // socket was opened in Python.\n",
+       "    var element = document.getElementById(id);\n",
+       "    var ws_proxy = comm_websocket_adapter(comm);\n",
+       "\n",
+       "    function ondownload(figure, _format) {\n",
+       "        window.open(figure.canvas.toDataURL());\n",
+       "    }\n",
+       "\n",
+       "    var fig = new mpl.figure(id, ws_proxy, ondownload, element);\n",
+       "\n",
+       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
+       "    // web socket which is closed, not our websocket->open comm proxy.\n",
+       "    ws_proxy.onopen();\n",
+       "\n",
+       "    fig.parent_element = element;\n",
+       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
+       "    if (!fig.cell_info) {\n",
+       "        console.error('Failed to find cell for figure', id, fig);\n",
+       "        return;\n",
+       "    }\n",
+       "    fig.cell_info[0].output_area.element.on(\n",
+       "        'cleared',\n",
+       "        { fig: fig },\n",
+       "        fig._remove_fig_handler\n",
+       "    );\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_close = function (fig, msg) {\n",
+       "    var width = fig.canvas.width / fig.ratio;\n",
+       "    fig.cell_info[0].output_area.element.off(\n",
+       "        'cleared',\n",
+       "        fig._remove_fig_handler\n",
+       "    );\n",
+       "    fig.resizeObserverInstance.unobserve(fig.canvas_div);\n",
+       "\n",
+       "    // Update the output cell to use the data from the current canvas.\n",
+       "    fig.push_to_output();\n",
+       "    var dataURL = fig.canvas.toDataURL();\n",
+       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
+       "    // the notebook keyboard shortcuts fail.\n",
+       "    IPython.keyboard_manager.enable();\n",
+       "    fig.parent_element.innerHTML =\n",
+       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
+       "    fig.close_ws(fig, msg);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.close_ws = function (fig, msg) {\n",
+       "    fig.send_message('closing', msg);\n",
+       "    // fig.ws.close()\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.push_to_output = function (_remove_interactive) {\n",
+       "    // Turn the data on the canvas into data in the output cell.\n",
+       "    var width = this.canvas.width / this.ratio;\n",
+       "    var dataURL = this.canvas.toDataURL();\n",
+       "    this.cell_info[1]['text/html'] =\n",
+       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function () {\n",
+       "    // Tell IPython that the notebook contents must change.\n",
+       "    IPython.notebook.set_dirty(true);\n",
+       "    this.send_message('ack', {});\n",
+       "    var fig = this;\n",
+       "    // Wait a second, then push the new image to the DOM so\n",
+       "    // that it is saved nicely (might be nice to debounce this).\n",
+       "    setTimeout(function () {\n",
+       "        fig.push_to_output();\n",
+       "    }, 1000);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var toolbar = document.createElement('div');\n",
+       "    toolbar.classList = 'btn-toolbar';\n",
+       "    this.root.appendChild(toolbar);\n",
+       "\n",
+       "    function on_click_closure(name) {\n",
+       "        return function (_event) {\n",
+       "            return fig.toolbar_button_onclick(name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    function on_mouseover_closure(tooltip) {\n",
+       "        return function (event) {\n",
+       "            if (!event.currentTarget.disabled) {\n",
+       "                return fig.toolbar_button_onmouseover(tooltip);\n",
+       "            }\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    fig.buttons = {};\n",
+       "    var buttonGroup = document.createElement('div');\n",
+       "    buttonGroup.classList = 'btn-group';\n",
+       "    var button;\n",
+       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) {\n",
+       "            /* Instead of a spacer, we start a new button group. */\n",
+       "            if (buttonGroup.hasChildNodes()) {\n",
+       "                toolbar.appendChild(buttonGroup);\n",
+       "            }\n",
+       "            buttonGroup = document.createElement('div');\n",
+       "            buttonGroup.classList = 'btn-group';\n",
+       "            continue;\n",
+       "        }\n",
+       "\n",
+       "        button = fig.buttons[name] = document.createElement('button');\n",
+       "        button.classList = 'btn btn-default';\n",
+       "        button.href = '#';\n",
+       "        button.title = name;\n",
+       "        button.innerHTML = '<i class=\"fa ' + image + ' fa-lg\"></i>';\n",
+       "        button.addEventListener('click', on_click_closure(method_name));\n",
+       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
+       "        buttonGroup.appendChild(button);\n",
+       "    }\n",
+       "\n",
+       "    if (buttonGroup.hasChildNodes()) {\n",
+       "        toolbar.appendChild(buttonGroup);\n",
+       "    }\n",
+       "\n",
+       "    // Add the status bar.\n",
+       "    var status_bar = document.createElement('span');\n",
+       "    status_bar.classList = 'mpl-message pull-right';\n",
+       "    toolbar.appendChild(status_bar);\n",
+       "    this.message = status_bar;\n",
+       "\n",
+       "    // Add the close button to the window.\n",
+       "    var buttongrp = document.createElement('div');\n",
+       "    buttongrp.classList = 'btn-group inline pull-right';\n",
+       "    button = document.createElement('button');\n",
+       "    button.classList = 'btn btn-mini btn-primary';\n",
+       "    button.href = '#';\n",
+       "    button.title = 'Stop Interaction';\n",
+       "    button.innerHTML = '<i class=\"fa fa-power-off icon-remove icon-large\"></i>';\n",
+       "    button.addEventListener('click', function (_evt) {\n",
+       "        fig.handle_close(fig, {});\n",
+       "    });\n",
+       "    button.addEventListener(\n",
+       "        'mouseover',\n",
+       "        on_mouseover_closure('Stop Interaction')\n",
+       "    );\n",
+       "    buttongrp.appendChild(button);\n",
+       "    var titlebar = this.root.querySelector('.ui-dialog-titlebar');\n",
+       "    titlebar.insertBefore(buttongrp, titlebar.firstChild);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._remove_fig_handler = function (event) {\n",
+       "    var fig = event.data.fig;\n",
+       "    if (event.target !== this) {\n",
+       "        // Ignore bubbled events from children.\n",
+       "        return;\n",
+       "    }\n",
+       "    fig.close_ws(fig, {});\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function (el) {\n",
+       "    el.style.boxSizing = 'content-box'; // override notebook setting of border-box.\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function (el) {\n",
+       "    // this is important to make the div 'focusable\n",
+       "    el.setAttribute('tabindex', 0);\n",
+       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
+       "    // off when our div gets focus\n",
+       "\n",
+       "    // location in version 3\n",
+       "    if (IPython.notebook.keyboard_manager) {\n",
+       "        IPython.notebook.keyboard_manager.register_events(el);\n",
+       "    } else {\n",
+       "        // location in version 2\n",
+       "        IPython.keyboard_manager.register_events(el);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function (event, _name) {\n",
+       "    // Check for shift+enter\n",
+       "    if (event.shiftKey && event.which === 13) {\n",
+       "        this.canvas_div.blur();\n",
+       "        // select the cell after this one\n",
+       "        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
+       "        IPython.notebook.select(index + 1);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
+       "    fig.ondownload(fig, null);\n",
+       "};\n",
+       "\n",
+       "mpl.find_output_cell = function (html_output) {\n",
+       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
+       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
+       "    // IPython event is triggered only after the cells have been serialised, which for\n",
+       "    // our purposes (turning an active figure into a static one), is too late.\n",
+       "    var cells = IPython.notebook.get_cells();\n",
+       "    var ncells = cells.length;\n",
+       "    for (var i = 0; i < ncells; i++) {\n",
+       "        var cell = cells[i];\n",
+       "        if (cell.cell_type === 'code') {\n",
+       "            for (var j = 0; j < cell.output_area.outputs.length; j++) {\n",
+       "                var data = cell.output_area.outputs[j];\n",
+       "                if (data.data) {\n",
+       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
+       "                    data = data.data;\n",
+       "                }\n",
+       "                if (data['text/html'] === html_output) {\n",
+       "                    return [cell, data, j];\n",
+       "                }\n",
+       "            }\n",
+       "        }\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "// Register the function which deals with the matplotlib target/channel.\n",
+       "// The kernel may be null if the page has been refreshed.\n",
+       "if (IPython.notebook.kernel !== null) {\n",
+       "    IPython.notebook.kernel.comm_manager.register_target(\n",
+       "        'matplotlib',\n",
+       "        mpl.mpl_figure_comm\n",
+       "    );\n",
+       "}\n"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Javascript object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<img 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\" width=\"640\">"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/data/anaconda3/envs/py37/lib/python3.7/site-packages/ipykernel_launcher.py:15: RuntimeWarning: divide by zero encountered in true_divide\n",
+      "  from ipykernel import kernelapp as app\n",
+      "/data/anaconda3/envs/py37/lib/python3.7/site-packages/ipykernel_launcher.py:16: RuntimeWarning: divide by zero encountered in true_divide\n",
+      "  app.launch_new_instance()\n"
+     ]
+    }
+   ],
+   "source": [
+    "# We fit with polynomial the difraction\n",
+    "plt.figure()\n",
+    "plt.plot(r_beam[counts>0], r_mean[counts>0],'.')\n",
+    "plt.ylabel(\"Mean absorbed position (mm)\")\n",
+    "plt.xlabel(\"Beam Position (mm)\")\n",
+    "plt.grid()\n",
+    "\n",
+    "\n",
+    "rlim = 39.7\n",
+    "mask = np.logical_and(counts>0, r_beam<rlim)\n",
+    "z = np.polyfit(r_beam[mask],r_mean[mask], 155)\n",
+    "p = np.poly1d(z)\n",
+    "\n",
+    "plt.figure()\n",
+    "plt.plot(r_beam[mask],r_mean[mask]/r_beam[mask], '.')\n",
+    "plt.plot(r_beam[mask], p(r_beam[mask])/r_beam[mask], label = \"fit\")\n",
+    "plt.legend()\n",
+    "plt.ylabel(\"R absorbed / R beam\")\n",
+    "plt.xlabel(\"Beam Position (mm)\")\n",
+    "plt.grid()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 63,
+   "id": "61b8e735",
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/data/anaconda3/envs/py37/lib/python3.7/site-packages/ipykernel_launcher.py:40: RuntimeWarning: divide by zero encountered in true_divide\n"
+     ]
+    },
+    {
+     "data": {
+      "application/javascript": [
+       "/* Put everything inside the global mpl namespace */\n",
+       "/* global mpl */\n",
+       "window.mpl = {};\n",
+       "\n",
+       "mpl.get_websocket_type = function () {\n",
+       "    if (typeof WebSocket !== 'undefined') {\n",
+       "        return WebSocket;\n",
+       "    } else if (typeof MozWebSocket !== 'undefined') {\n",
+       "        return MozWebSocket;\n",
+       "    } else {\n",
+       "        alert(\n",
+       "            'Your browser does not have WebSocket support. ' +\n",
+       "                'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
+       "                'Firefox 4 and 5 are also supported but you ' +\n",
+       "                'have to enable WebSockets in about:config.'\n",
+       "        );\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure = function (figure_id, websocket, ondownload, parent_element) {\n",
+       "    this.id = figure_id;\n",
+       "\n",
+       "    this.ws = websocket;\n",
+       "\n",
+       "    this.supports_binary = this.ws.binaryType !== undefined;\n",
+       "\n",
+       "    if (!this.supports_binary) {\n",
+       "        var warnings = document.getElementById('mpl-warnings');\n",
+       "        if (warnings) {\n",
+       "            warnings.style.display = 'block';\n",
+       "            warnings.textContent =\n",
+       "                'This browser does not support binary websocket messages. ' +\n",
+       "                'Performance may be slow.';\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    this.imageObj = new Image();\n",
+       "\n",
+       "    this.context = undefined;\n",
+       "    this.message = undefined;\n",
+       "    this.canvas = undefined;\n",
+       "    this.rubberband_canvas = undefined;\n",
+       "    this.rubberband_context = undefined;\n",
+       "    this.format_dropdown = undefined;\n",
+       "\n",
+       "    this.image_mode = 'full';\n",
+       "\n",
+       "    this.root = document.createElement('div');\n",
+       "    this.root.setAttribute('style', 'display: inline-block');\n",
+       "    this._root_extra_style(this.root);\n",
+       "\n",
+       "    parent_element.appendChild(this.root);\n",
+       "\n",
+       "    this._init_header(this);\n",
+       "    this._init_canvas(this);\n",
+       "    this._init_toolbar(this);\n",
+       "\n",
+       "    var fig = this;\n",
+       "\n",
+       "    this.waiting = false;\n",
+       "\n",
+       "    this.ws.onopen = function () {\n",
+       "        fig.send_message('supports_binary', { value: fig.supports_binary });\n",
+       "        fig.send_message('send_image_mode', {});\n",
+       "        if (fig.ratio !== 1) {\n",
+       "            fig.send_message('set_device_pixel_ratio', {\n",
+       "                device_pixel_ratio: fig.ratio,\n",
+       "            });\n",
+       "        }\n",
+       "        fig.send_message('refresh', {});\n",
+       "    };\n",
+       "\n",
+       "    this.imageObj.onload = function () {\n",
+       "        if (fig.image_mode === 'full') {\n",
+       "            // Full images could contain transparency (where diff images\n",
+       "            // almost always do), so we need to clear the canvas so that\n",
+       "            // there is no ghosting.\n",
+       "            fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
+       "        }\n",
+       "        fig.context.drawImage(fig.imageObj, 0, 0);\n",
+       "    };\n",
+       "\n",
+       "    this.imageObj.onunload = function () {\n",
+       "        fig.ws.close();\n",
+       "    };\n",
+       "\n",
+       "    this.ws.onmessage = this._make_on_message_function(this);\n",
+       "\n",
+       "    this.ondownload = ondownload;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_header = function () {\n",
+       "    var titlebar = document.createElement('div');\n",
+       "    titlebar.classList =\n",
+       "        'ui-dialog-titlebar ui-widget-header ui-corner-all ui-helper-clearfix';\n",
+       "    var titletext = document.createElement('div');\n",
+       "    titletext.classList = 'ui-dialog-title';\n",
+       "    titletext.setAttribute(\n",
+       "        'style',\n",
+       "        'width: 100%; text-align: center; padding: 3px;'\n",
+       "    );\n",
+       "    titlebar.appendChild(titletext);\n",
+       "    this.root.appendChild(titlebar);\n",
+       "    this.header = titletext;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function (_canvas_div) {};\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function (_canvas_div) {};\n",
+       "\n",
+       "mpl.figure.prototype._init_canvas = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var canvas_div = (this.canvas_div = document.createElement('div'));\n",
+       "    canvas_div.setAttribute(\n",
+       "        'style',\n",
+       "        'border: 1px solid #ddd;' +\n",
+       "            'box-sizing: content-box;' +\n",
+       "            'clear: both;' +\n",
+       "            'min-height: 1px;' +\n",
+       "            'min-width: 1px;' +\n",
+       "            'outline: 0;' +\n",
+       "            'overflow: hidden;' +\n",
+       "            'position: relative;' +\n",
+       "            'resize: both;'\n",
+       "    );\n",
+       "\n",
+       "    function on_keyboard_event_closure(name) {\n",
+       "        return function (event) {\n",
+       "            return fig.key_event(event, name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    canvas_div.addEventListener(\n",
+       "        'keydown',\n",
+       "        on_keyboard_event_closure('key_press')\n",
+       "    );\n",
+       "    canvas_div.addEventListener(\n",
+       "        'keyup',\n",
+       "        on_keyboard_event_closure('key_release')\n",
+       "    );\n",
+       "\n",
+       "    this._canvas_extra_style(canvas_div);\n",
+       "    this.root.appendChild(canvas_div);\n",
+       "\n",
+       "    var canvas = (this.canvas = document.createElement('canvas'));\n",
+       "    canvas.classList.add('mpl-canvas');\n",
+       "    canvas.setAttribute('style', 'box-sizing: content-box;');\n",
+       "\n",
+       "    this.context = canvas.getContext('2d');\n",
+       "\n",
+       "    var backingStore =\n",
+       "        this.context.backingStorePixelRatio ||\n",
+       "        this.context.webkitBackingStorePixelRatio ||\n",
+       "        this.context.mozBackingStorePixelRatio ||\n",
+       "        this.context.msBackingStorePixelRatio ||\n",
+       "        this.context.oBackingStorePixelRatio ||\n",
+       "        this.context.backingStorePixelRatio ||\n",
+       "        1;\n",
+       "\n",
+       "    this.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
+       "\n",
+       "    var rubberband_canvas = (this.rubberband_canvas = document.createElement(\n",
+       "        'canvas'\n",
+       "    ));\n",
+       "    rubberband_canvas.setAttribute(\n",
+       "        'style',\n",
+       "        'box-sizing: content-box; position: absolute; left: 0; top: 0; z-index: 1;'\n",
+       "    );\n",
+       "\n",
+       "    // Apply a ponyfill if ResizeObserver is not implemented by browser.\n",
+       "    if (this.ResizeObserver === undefined) {\n",
+       "        if (window.ResizeObserver !== undefined) {\n",
+       "            this.ResizeObserver = window.ResizeObserver;\n",
+       "        } else {\n",
+       "            var obs = _JSXTOOLS_RESIZE_OBSERVER({});\n",
+       "            this.ResizeObserver = obs.ResizeObserver;\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    this.resizeObserverInstance = new this.ResizeObserver(function (entries) {\n",
+       "        var nentries = entries.length;\n",
+       "        for (var i = 0; i < nentries; i++) {\n",
+       "            var entry = entries[i];\n",
+       "            var width, height;\n",
+       "            if (entry.contentBoxSize) {\n",
+       "                if (entry.contentBoxSize instanceof Array) {\n",
+       "                    // Chrome 84 implements new version of spec.\n",
+       "                    width = entry.contentBoxSize[0].inlineSize;\n",
+       "                    height = entry.contentBoxSize[0].blockSize;\n",
+       "                } else {\n",
+       "                    // Firefox implements old version of spec.\n",
+       "                    width = entry.contentBoxSize.inlineSize;\n",
+       "                    height = entry.contentBoxSize.blockSize;\n",
+       "                }\n",
+       "            } else {\n",
+       "                // Chrome <84 implements even older version of spec.\n",
+       "                width = entry.contentRect.width;\n",
+       "                height = entry.contentRect.height;\n",
+       "            }\n",
+       "\n",
+       "            // Keep the size of the canvas and rubber band canvas in sync with\n",
+       "            // the canvas container.\n",
+       "            if (entry.devicePixelContentBoxSize) {\n",
+       "                // Chrome 84 implements new version of spec.\n",
+       "                canvas.setAttribute(\n",
+       "                    'width',\n",
+       "                    entry.devicePixelContentBoxSize[0].inlineSize\n",
+       "                );\n",
+       "                canvas.setAttribute(\n",
+       "                    'height',\n",
+       "                    entry.devicePixelContentBoxSize[0].blockSize\n",
+       "                );\n",
+       "            } else {\n",
+       "                canvas.setAttribute('width', width * fig.ratio);\n",
+       "                canvas.setAttribute('height', height * fig.ratio);\n",
+       "            }\n",
+       "            canvas.setAttribute(\n",
+       "                'style',\n",
+       "                'width: ' + width + 'px; height: ' + height + 'px;'\n",
+       "            );\n",
+       "\n",
+       "            rubberband_canvas.setAttribute('width', width);\n",
+       "            rubberband_canvas.setAttribute('height', height);\n",
+       "\n",
+       "            // And update the size in Python. We ignore the initial 0/0 size\n",
+       "            // that occurs as the element is placed into the DOM, which should\n",
+       "            // otherwise not happen due to the minimum size styling.\n",
+       "            if (fig.ws.readyState == 1 && width != 0 && height != 0) {\n",
+       "                fig.request_resize(width, height);\n",
+       "            }\n",
+       "        }\n",
+       "    });\n",
+       "    this.resizeObserverInstance.observe(canvas_div);\n",
+       "\n",
+       "    function on_mouse_event_closure(name) {\n",
+       "        return function (event) {\n",
+       "            return fig.mouse_event(event, name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mousedown',\n",
+       "        on_mouse_event_closure('button_press')\n",
+       "    );\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mouseup',\n",
+       "        on_mouse_event_closure('button_release')\n",
+       "    );\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'dblclick',\n",
+       "        on_mouse_event_closure('dblclick')\n",
+       "    );\n",
+       "    // Throttle sequential mouse events to 1 every 20ms.\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mousemove',\n",
+       "        on_mouse_event_closure('motion_notify')\n",
+       "    );\n",
+       "\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mouseenter',\n",
+       "        on_mouse_event_closure('figure_enter')\n",
+       "    );\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mouseleave',\n",
+       "        on_mouse_event_closure('figure_leave')\n",
+       "    );\n",
+       "\n",
+       "    canvas_div.addEventListener('wheel', function (event) {\n",
+       "        if (event.deltaY < 0) {\n",
+       "            event.step = 1;\n",
+       "        } else {\n",
+       "            event.step = -1;\n",
+       "        }\n",
+       "        on_mouse_event_closure('scroll')(event);\n",
+       "    });\n",
+       "\n",
+       "    canvas_div.appendChild(canvas);\n",
+       "    canvas_div.appendChild(rubberband_canvas);\n",
+       "\n",
+       "    this.rubberband_context = rubberband_canvas.getContext('2d');\n",
+       "    this.rubberband_context.strokeStyle = '#000000';\n",
+       "\n",
+       "    this._resize_canvas = function (width, height, forward) {\n",
+       "        if (forward) {\n",
+       "            canvas_div.style.width = width + 'px';\n",
+       "            canvas_div.style.height = height + 'px';\n",
+       "        }\n",
+       "    };\n",
+       "\n",
+       "    // Disable right mouse context menu.\n",
+       "    this.rubberband_canvas.addEventListener('contextmenu', function (_e) {\n",
+       "        event.preventDefault();\n",
+       "        return false;\n",
+       "    });\n",
+       "\n",
+       "    function set_focus() {\n",
+       "        canvas.focus();\n",
+       "        canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    window.setTimeout(set_focus, 100);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var toolbar = document.createElement('div');\n",
+       "    toolbar.classList = 'mpl-toolbar';\n",
+       "    this.root.appendChild(toolbar);\n",
+       "\n",
+       "    function on_click_closure(name) {\n",
+       "        return function (_event) {\n",
+       "            return fig.toolbar_button_onclick(name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    function on_mouseover_closure(tooltip) {\n",
+       "        return function (event) {\n",
+       "            if (!event.currentTarget.disabled) {\n",
+       "                return fig.toolbar_button_onmouseover(tooltip);\n",
+       "            }\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    fig.buttons = {};\n",
+       "    var buttonGroup = document.createElement('div');\n",
+       "    buttonGroup.classList = 'mpl-button-group';\n",
+       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) {\n",
+       "            /* Instead of a spacer, we start a new button group. */\n",
+       "            if (buttonGroup.hasChildNodes()) {\n",
+       "                toolbar.appendChild(buttonGroup);\n",
+       "            }\n",
+       "            buttonGroup = document.createElement('div');\n",
+       "            buttonGroup.classList = 'mpl-button-group';\n",
+       "            continue;\n",
+       "        }\n",
+       "\n",
+       "        var button = (fig.buttons[name] = document.createElement('button'));\n",
+       "        button.classList = 'mpl-widget';\n",
+       "        button.setAttribute('role', 'button');\n",
+       "        button.setAttribute('aria-disabled', 'false');\n",
+       "        button.addEventListener('click', on_click_closure(method_name));\n",
+       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
+       "\n",
+       "        var icon_img = document.createElement('img');\n",
+       "        icon_img.src = '_images/' + image + '.png';\n",
+       "        icon_img.srcset = '_images/' + image + '_large.png 2x';\n",
+       "        icon_img.alt = tooltip;\n",
+       "        button.appendChild(icon_img);\n",
+       "\n",
+       "        buttonGroup.appendChild(button);\n",
+       "    }\n",
+       "\n",
+       "    if (buttonGroup.hasChildNodes()) {\n",
+       "        toolbar.appendChild(buttonGroup);\n",
+       "    }\n",
+       "\n",
+       "    var fmt_picker = document.createElement('select');\n",
+       "    fmt_picker.classList = 'mpl-widget';\n",
+       "    toolbar.appendChild(fmt_picker);\n",
+       "    this.format_dropdown = fmt_picker;\n",
+       "\n",
+       "    for (var ind in mpl.extensions) {\n",
+       "        var fmt = mpl.extensions[ind];\n",
+       "        var option = document.createElement('option');\n",
+       "        option.selected = fmt === mpl.default_extension;\n",
+       "        option.innerHTML = fmt;\n",
+       "        fmt_picker.appendChild(option);\n",
+       "    }\n",
+       "\n",
+       "    var status_bar = document.createElement('span');\n",
+       "    status_bar.classList = 'mpl-message';\n",
+       "    toolbar.appendChild(status_bar);\n",
+       "    this.message = status_bar;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.request_resize = function (x_pixels, y_pixels) {\n",
+       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
+       "    // which will in turn request a refresh of the image.\n",
+       "    this.send_message('resize', { width: x_pixels, height: y_pixels });\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.send_message = function (type, properties) {\n",
+       "    properties['type'] = type;\n",
+       "    properties['figure_id'] = this.id;\n",
+       "    this.ws.send(JSON.stringify(properties));\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.send_draw_message = function () {\n",
+       "    if (!this.waiting) {\n",
+       "        this.waiting = true;\n",
+       "        this.ws.send(JSON.stringify({ type: 'draw', figure_id: this.id }));\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
+       "    var format_dropdown = fig.format_dropdown;\n",
+       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
+       "    fig.ondownload(fig, format);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_resize = function (fig, msg) {\n",
+       "    var size = msg['size'];\n",
+       "    if (size[0] !== fig.canvas.width || size[1] !== fig.canvas.height) {\n",
+       "        fig._resize_canvas(size[0], size[1], msg['forward']);\n",
+       "        fig.send_message('refresh', {});\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_rubberband = function (fig, msg) {\n",
+       "    var x0 = msg['x0'] / fig.ratio;\n",
+       "    var y0 = (fig.canvas.height - msg['y0']) / fig.ratio;\n",
+       "    var x1 = msg['x1'] / fig.ratio;\n",
+       "    var y1 = (fig.canvas.height - msg['y1']) / fig.ratio;\n",
+       "    x0 = Math.floor(x0) + 0.5;\n",
+       "    y0 = Math.floor(y0) + 0.5;\n",
+       "    x1 = Math.floor(x1) + 0.5;\n",
+       "    y1 = Math.floor(y1) + 0.5;\n",
+       "    var min_x = Math.min(x0, x1);\n",
+       "    var min_y = Math.min(y0, y1);\n",
+       "    var width = Math.abs(x1 - x0);\n",
+       "    var height = Math.abs(y1 - y0);\n",
+       "\n",
+       "    fig.rubberband_context.clearRect(\n",
+       "        0,\n",
+       "        0,\n",
+       "        fig.canvas.width / fig.ratio,\n",
+       "        fig.canvas.height / fig.ratio\n",
+       "    );\n",
+       "\n",
+       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_figure_label = function (fig, msg) {\n",
+       "    // Updates the figure title.\n",
+       "    fig.header.textContent = msg['label'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_cursor = function (fig, msg) {\n",
+       "    fig.rubberband_canvas.style.cursor = msg['cursor'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_message = function (fig, msg) {\n",
+       "    fig.message.textContent = msg['message'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_draw = function (fig, _msg) {\n",
+       "    // Request the server to send over a new figure.\n",
+       "    fig.send_draw_message();\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_image_mode = function (fig, msg) {\n",
+       "    fig.image_mode = msg['mode'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_history_buttons = function (fig, msg) {\n",
+       "    for (var key in msg) {\n",
+       "        if (!(key in fig.buttons)) {\n",
+       "            continue;\n",
+       "        }\n",
+       "        fig.buttons[key].disabled = !msg[key];\n",
+       "        fig.buttons[key].setAttribute('aria-disabled', !msg[key]);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_navigate_mode = function (fig, msg) {\n",
+       "    if (msg['mode'] === 'PAN') {\n",
+       "        fig.buttons['Pan'].classList.add('active');\n",
+       "        fig.buttons['Zoom'].classList.remove('active');\n",
+       "    } else if (msg['mode'] === 'ZOOM') {\n",
+       "        fig.buttons['Pan'].classList.remove('active');\n",
+       "        fig.buttons['Zoom'].classList.add('active');\n",
+       "    } else {\n",
+       "        fig.buttons['Pan'].classList.remove('active');\n",
+       "        fig.buttons['Zoom'].classList.remove('active');\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function () {\n",
+       "    // Called whenever the canvas gets updated.\n",
+       "    this.send_message('ack', {});\n",
+       "};\n",
+       "\n",
+       "// A function to construct a web socket function for onmessage handling.\n",
+       "// Called in the figure constructor.\n",
+       "mpl.figure.prototype._make_on_message_function = function (fig) {\n",
+       "    return function socket_on_message(evt) {\n",
+       "        if (evt.data instanceof Blob) {\n",
+       "            var img = evt.data;\n",
+       "            if (img.type !== 'image/png') {\n",
+       "                /* FIXME: We get \"Resource interpreted as Image but\n",
+       "                 * transferred with MIME type text/plain:\" errors on\n",
+       "                 * Chrome.  But how to set the MIME type?  It doesn't seem\n",
+       "                 * to be part of the websocket stream */\n",
+       "                img.type = 'image/png';\n",
+       "            }\n",
+       "\n",
+       "            /* Free the memory for the previous frames */\n",
+       "            if (fig.imageObj.src) {\n",
+       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
+       "                    fig.imageObj.src\n",
+       "                );\n",
+       "            }\n",
+       "\n",
+       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
+       "                img\n",
+       "            );\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        } else if (\n",
+       "            typeof evt.data === 'string' &&\n",
+       "            evt.data.slice(0, 21) === 'data:image/png;base64'\n",
+       "        ) {\n",
+       "            fig.imageObj.src = evt.data;\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        var msg = JSON.parse(evt.data);\n",
+       "        var msg_type = msg['type'];\n",
+       "\n",
+       "        // Call the  \"handle_{type}\" callback, which takes\n",
+       "        // the figure and JSON message as its only arguments.\n",
+       "        try {\n",
+       "            var callback = fig['handle_' + msg_type];\n",
+       "        } catch (e) {\n",
+       "            console.log(\n",
+       "                \"No handler for the '\" + msg_type + \"' message type: \",\n",
+       "                msg\n",
+       "            );\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        if (callback) {\n",
+       "            try {\n",
+       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
+       "                callback(fig, msg);\n",
+       "            } catch (e) {\n",
+       "                console.log(\n",
+       "                    \"Exception inside the 'handler_\" + msg_type + \"' callback:\",\n",
+       "                    e,\n",
+       "                    e.stack,\n",
+       "                    msg\n",
+       "                );\n",
+       "            }\n",
+       "        }\n",
+       "    };\n",
+       "};\n",
+       "\n",
+       "// from https://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
+       "mpl.findpos = function (e) {\n",
+       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
+       "    var targ;\n",
+       "    if (!e) {\n",
+       "        e = window.event;\n",
+       "    }\n",
+       "    if (e.target) {\n",
+       "        targ = e.target;\n",
+       "    } else if (e.srcElement) {\n",
+       "        targ = e.srcElement;\n",
+       "    }\n",
+       "    if (targ.nodeType === 3) {\n",
+       "        // defeat Safari bug\n",
+       "        targ = targ.parentNode;\n",
+       "    }\n",
+       "\n",
+       "    // pageX,Y are the mouse positions relative to the document\n",
+       "    var boundingRect = targ.getBoundingClientRect();\n",
+       "    var x = e.pageX - (boundingRect.left + document.body.scrollLeft);\n",
+       "    var y = e.pageY - (boundingRect.top + document.body.scrollTop);\n",
+       "\n",
+       "    return { x: x, y: y };\n",
+       "};\n",
+       "\n",
+       "/*\n",
+       " * return a copy of an object with only non-object keys\n",
+       " * we need this to avoid circular references\n",
+       " * https://stackoverflow.com/a/24161582/3208463\n",
+       " */\n",
+       "function simpleKeys(original) {\n",
+       "    return Object.keys(original).reduce(function (obj, key) {\n",
+       "        if (typeof original[key] !== 'object') {\n",
+       "            obj[key] = original[key];\n",
+       "        }\n",
+       "        return obj;\n",
+       "    }, {});\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.mouse_event = function (event, name) {\n",
+       "    var canvas_pos = mpl.findpos(event);\n",
+       "\n",
+       "    if (name === 'button_press') {\n",
+       "        this.canvas.focus();\n",
+       "        this.canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    var x = canvas_pos.x * this.ratio;\n",
+       "    var y = canvas_pos.y * this.ratio;\n",
+       "\n",
+       "    this.send_message(name, {\n",
+       "        x: x,\n",
+       "        y: y,\n",
+       "        button: event.button,\n",
+       "        step: event.step,\n",
+       "        guiEvent: simpleKeys(event),\n",
+       "    });\n",
+       "\n",
+       "    /* This prevents the web browser from automatically changing to\n",
+       "     * the text insertion cursor when the button is pressed.  We want\n",
+       "     * to control all of the cursor setting manually through the\n",
+       "     * 'cursor' event from matplotlib */\n",
+       "    event.preventDefault();\n",
+       "    return false;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function (_event, _name) {\n",
+       "    // Handle any extra behaviour associated with a key event\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.key_event = function (event, name) {\n",
+       "    // Prevent repeat events\n",
+       "    if (name === 'key_press') {\n",
+       "        if (event.key === this._key) {\n",
+       "            return;\n",
+       "        } else {\n",
+       "            this._key = event.key;\n",
+       "        }\n",
+       "    }\n",
+       "    if (name === 'key_release') {\n",
+       "        this._key = null;\n",
+       "    }\n",
+       "\n",
+       "    var value = '';\n",
+       "    if (event.ctrlKey && event.key !== 'Control') {\n",
+       "        value += 'ctrl+';\n",
+       "    }\n",
+       "    else if (event.altKey && event.key !== 'Alt') {\n",
+       "        value += 'alt+';\n",
+       "    }\n",
+       "    else if (event.shiftKey && event.key !== 'Shift') {\n",
+       "        value += 'shift+';\n",
+       "    }\n",
+       "\n",
+       "    value += 'k' + event.key;\n",
+       "\n",
+       "    this._key_event_extra(event, name);\n",
+       "\n",
+       "    this.send_message(name, { key: value, guiEvent: simpleKeys(event) });\n",
+       "    return false;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onclick = function (name) {\n",
+       "    if (name === 'download') {\n",
+       "        this.handle_save(this, null);\n",
+       "    } else {\n",
+       "        this.send_message('toolbar_button', { name: name });\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onmouseover = function (tooltip) {\n",
+       "    this.message.textContent = tooltip;\n",
+       "};\n",
+       "\n",
+       "///////////////// REMAINING CONTENT GENERATED BY embed_js.py /////////////////\n",
+       "// prettier-ignore\n",
+       "var _JSXTOOLS_RESIZE_OBSERVER=function(A){var t,i=new WeakMap,n=new WeakMap,a=new WeakMap,r=new WeakMap,o=new Set;function s(e){if(!(this instanceof s))throw new TypeError(\"Constructor requires 'new' operator\");i.set(this,e)}function h(){throw new TypeError(\"Function is not a constructor\")}function c(e,t,i,n){e=0 in arguments?Number(arguments[0]):0,t=1 in arguments?Number(arguments[1]):0,i=2 in arguments?Number(arguments[2]):0,n=3 in arguments?Number(arguments[3]):0,this.right=(this.x=this.left=e)+(this.width=i),this.bottom=(this.y=this.top=t)+(this.height=n),Object.freeze(this)}function d(){t=requestAnimationFrame(d);var s=new WeakMap,p=new Set;o.forEach((function(t){r.get(t).forEach((function(i){var r=t instanceof window.SVGElement,o=a.get(t),d=r?0:parseFloat(o.paddingTop),f=r?0:parseFloat(o.paddingRight),l=r?0:parseFloat(o.paddingBottom),u=r?0:parseFloat(o.paddingLeft),g=r?0:parseFloat(o.borderTopWidth),m=r?0:parseFloat(o.borderRightWidth),w=r?0:parseFloat(o.borderBottomWidth),b=u+f,F=d+l,v=(r?0:parseFloat(o.borderLeftWidth))+m,W=g+w,y=r?0:t.offsetHeight-W-t.clientHeight,E=r?0:t.offsetWidth-v-t.clientWidth,R=b+v,z=F+W,M=r?t.width:parseFloat(o.width)-R-E,O=r?t.height:parseFloat(o.height)-z-y;if(n.has(t)){var k=n.get(t);if(k[0]===M&&k[1]===O)return}n.set(t,[M,O]);var S=Object.create(h.prototype);S.target=t,S.contentRect=new c(u,d,M,O),s.has(i)||(s.set(i,[]),p.add(i)),s.get(i).push(S)}))})),p.forEach((function(e){i.get(e).call(e,s.get(e),e)}))}return s.prototype.observe=function(i){if(i instanceof window.Element){r.has(i)||(r.set(i,new Set),o.add(i),a.set(i,window.getComputedStyle(i)));var n=r.get(i);n.has(this)||n.add(this),cancelAnimationFrame(t),t=requestAnimationFrame(d)}},s.prototype.unobserve=function(i){if(i instanceof window.Element&&r.has(i)){var n=r.get(i);n.has(this)&&(n.delete(this),n.size||(r.delete(i),o.delete(i))),n.size||r.delete(i),o.size||cancelAnimationFrame(t)}},A.DOMRectReadOnly=c,A.ResizeObserver=s,A.ResizeObserverEntry=h,A}; // eslint-disable-line\n",
+       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Left button pans, Right button zooms\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\\nx/y fixes axis\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
+       "\n",
+       "mpl.extensions = [\"eps\", \"jpeg\", \"pgf\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
+       "\n",
+       "mpl.default_extension = \"png\";/* global mpl */\n",
+       "\n",
+       "var comm_websocket_adapter = function (comm) {\n",
+       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
+       "    // object with the appropriate methods. Currently this is a non binary\n",
+       "    // socket, so there is still some room for performance tuning.\n",
+       "    var ws = {};\n",
+       "\n",
+       "    ws.binaryType = comm.kernel.ws.binaryType;\n",
+       "    ws.readyState = comm.kernel.ws.readyState;\n",
+       "    function updateReadyState(_event) {\n",
+       "        if (comm.kernel.ws) {\n",
+       "            ws.readyState = comm.kernel.ws.readyState;\n",
+       "        } else {\n",
+       "            ws.readyState = 3; // Closed state.\n",
+       "        }\n",
+       "    }\n",
+       "    comm.kernel.ws.addEventListener('open', updateReadyState);\n",
+       "    comm.kernel.ws.addEventListener('close', updateReadyState);\n",
+       "    comm.kernel.ws.addEventListener('error', updateReadyState);\n",
+       "\n",
+       "    ws.close = function () {\n",
+       "        comm.close();\n",
+       "    };\n",
+       "    ws.send = function (m) {\n",
+       "        //console.log('sending', m);\n",
+       "        comm.send(m);\n",
+       "    };\n",
+       "    // Register the callback with on_msg.\n",
+       "    comm.on_msg(function (msg) {\n",
+       "        //console.log('receiving', msg['content']['data'], msg);\n",
+       "        var data = msg['content']['data'];\n",
+       "        if (data['blob'] !== undefined) {\n",
+       "            data = {\n",
+       "                data: new Blob(msg['buffers'], { type: data['blob'] }),\n",
+       "            };\n",
+       "        }\n",
+       "        // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
+       "        ws.onmessage(data);\n",
+       "    });\n",
+       "    return ws;\n",
+       "};\n",
+       "\n",
+       "mpl.mpl_figure_comm = function (comm, msg) {\n",
+       "    // This is the function which gets called when the mpl process\n",
+       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
+       "\n",
+       "    var id = msg.content.data.id;\n",
+       "    // Get hold of the div created by the display call when the Comm\n",
+       "    // socket was opened in Python.\n",
+       "    var element = document.getElementById(id);\n",
+       "    var ws_proxy = comm_websocket_adapter(comm);\n",
+       "\n",
+       "    function ondownload(figure, _format) {\n",
+       "        window.open(figure.canvas.toDataURL());\n",
+       "    }\n",
+       "\n",
+       "    var fig = new mpl.figure(id, ws_proxy, ondownload, element);\n",
+       "\n",
+       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
+       "    // web socket which is closed, not our websocket->open comm proxy.\n",
+       "    ws_proxy.onopen();\n",
+       "\n",
+       "    fig.parent_element = element;\n",
+       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
+       "    if (!fig.cell_info) {\n",
+       "        console.error('Failed to find cell for figure', id, fig);\n",
+       "        return;\n",
+       "    }\n",
+       "    fig.cell_info[0].output_area.element.on(\n",
+       "        'cleared',\n",
+       "        { fig: fig },\n",
+       "        fig._remove_fig_handler\n",
+       "    );\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_close = function (fig, msg) {\n",
+       "    var width = fig.canvas.width / fig.ratio;\n",
+       "    fig.cell_info[0].output_area.element.off(\n",
+       "        'cleared',\n",
+       "        fig._remove_fig_handler\n",
+       "    );\n",
+       "    fig.resizeObserverInstance.unobserve(fig.canvas_div);\n",
+       "\n",
+       "    // Update the output cell to use the data from the current canvas.\n",
+       "    fig.push_to_output();\n",
+       "    var dataURL = fig.canvas.toDataURL();\n",
+       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
+       "    // the notebook keyboard shortcuts fail.\n",
+       "    IPython.keyboard_manager.enable();\n",
+       "    fig.parent_element.innerHTML =\n",
+       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
+       "    fig.close_ws(fig, msg);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.close_ws = function (fig, msg) {\n",
+       "    fig.send_message('closing', msg);\n",
+       "    // fig.ws.close()\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.push_to_output = function (_remove_interactive) {\n",
+       "    // Turn the data on the canvas into data in the output cell.\n",
+       "    var width = this.canvas.width / this.ratio;\n",
+       "    var dataURL = this.canvas.toDataURL();\n",
+       "    this.cell_info[1]['text/html'] =\n",
+       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function () {\n",
+       "    // Tell IPython that the notebook contents must change.\n",
+       "    IPython.notebook.set_dirty(true);\n",
+       "    this.send_message('ack', {});\n",
+       "    var fig = this;\n",
+       "    // Wait a second, then push the new image to the DOM so\n",
+       "    // that it is saved nicely (might be nice to debounce this).\n",
+       "    setTimeout(function () {\n",
+       "        fig.push_to_output();\n",
+       "    }, 1000);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var toolbar = document.createElement('div');\n",
+       "    toolbar.classList = 'btn-toolbar';\n",
+       "    this.root.appendChild(toolbar);\n",
+       "\n",
+       "    function on_click_closure(name) {\n",
+       "        return function (_event) {\n",
+       "            return fig.toolbar_button_onclick(name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    function on_mouseover_closure(tooltip) {\n",
+       "        return function (event) {\n",
+       "            if (!event.currentTarget.disabled) {\n",
+       "                return fig.toolbar_button_onmouseover(tooltip);\n",
+       "            }\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    fig.buttons = {};\n",
+       "    var buttonGroup = document.createElement('div');\n",
+       "    buttonGroup.classList = 'btn-group';\n",
+       "    var button;\n",
+       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) {\n",
+       "            /* Instead of a spacer, we start a new button group. */\n",
+       "            if (buttonGroup.hasChildNodes()) {\n",
+       "                toolbar.appendChild(buttonGroup);\n",
+       "            }\n",
+       "            buttonGroup = document.createElement('div');\n",
+       "            buttonGroup.classList = 'btn-group';\n",
+       "            continue;\n",
+       "        }\n",
+       "\n",
+       "        button = fig.buttons[name] = document.createElement('button');\n",
+       "        button.classList = 'btn btn-default';\n",
+       "        button.href = '#';\n",
+       "        button.title = name;\n",
+       "        button.innerHTML = '<i class=\"fa ' + image + ' fa-lg\"></i>';\n",
+       "        button.addEventListener('click', on_click_closure(method_name));\n",
+       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
+       "        buttonGroup.appendChild(button);\n",
+       "    }\n",
+       "\n",
+       "    if (buttonGroup.hasChildNodes()) {\n",
+       "        toolbar.appendChild(buttonGroup);\n",
+       "    }\n",
+       "\n",
+       "    // Add the status bar.\n",
+       "    var status_bar = document.createElement('span');\n",
+       "    status_bar.classList = 'mpl-message pull-right';\n",
+       "    toolbar.appendChild(status_bar);\n",
+       "    this.message = status_bar;\n",
+       "\n",
+       "    // Add the close button to the window.\n",
+       "    var buttongrp = document.createElement('div');\n",
+       "    buttongrp.classList = 'btn-group inline pull-right';\n",
+       "    button = document.createElement('button');\n",
+       "    button.classList = 'btn btn-mini btn-primary';\n",
+       "    button.href = '#';\n",
+       "    button.title = 'Stop Interaction';\n",
+       "    button.innerHTML = '<i class=\"fa fa-power-off icon-remove icon-large\"></i>';\n",
+       "    button.addEventListener('click', function (_evt) {\n",
+       "        fig.handle_close(fig, {});\n",
+       "    });\n",
+       "    button.addEventListener(\n",
+       "        'mouseover',\n",
+       "        on_mouseover_closure('Stop Interaction')\n",
+       "    );\n",
+       "    buttongrp.appendChild(button);\n",
+       "    var titlebar = this.root.querySelector('.ui-dialog-titlebar');\n",
+       "    titlebar.insertBefore(buttongrp, titlebar.firstChild);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._remove_fig_handler = function (event) {\n",
+       "    var fig = event.data.fig;\n",
+       "    if (event.target !== this) {\n",
+       "        // Ignore bubbled events from children.\n",
+       "        return;\n",
+       "    }\n",
+       "    fig.close_ws(fig, {});\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function (el) {\n",
+       "    el.style.boxSizing = 'content-box'; // override notebook setting of border-box.\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function (el) {\n",
+       "    // this is important to make the div 'focusable\n",
+       "    el.setAttribute('tabindex', 0);\n",
+       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
+       "    // off when our div gets focus\n",
+       "\n",
+       "    // location in version 3\n",
+       "    if (IPython.notebook.keyboard_manager) {\n",
+       "        IPython.notebook.keyboard_manager.register_events(el);\n",
+       "    } else {\n",
+       "        // location in version 2\n",
+       "        IPython.keyboard_manager.register_events(el);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function (event, _name) {\n",
+       "    // Check for shift+enter\n",
+       "    if (event.shiftKey && event.which === 13) {\n",
+       "        this.canvas_div.blur();\n",
+       "        // select the cell after this one\n",
+       "        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
+       "        IPython.notebook.select(index + 1);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
+       "    fig.ondownload(fig, null);\n",
+       "};\n",
+       "\n",
+       "mpl.find_output_cell = function (html_output) {\n",
+       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
+       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
+       "    // IPython event is triggered only after the cells have been serialised, which for\n",
+       "    // our purposes (turning an active figure into a static one), is too late.\n",
+       "    var cells = IPython.notebook.get_cells();\n",
+       "    var ncells = cells.length;\n",
+       "    for (var i = 0; i < ncells; i++) {\n",
+       "        var cell = cells[i];\n",
+       "        if (cell.cell_type === 'code') {\n",
+       "            for (var j = 0; j < cell.output_area.outputs.length; j++) {\n",
+       "                var data = cell.output_area.outputs[j];\n",
+       "                if (data.data) {\n",
+       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
+       "                    data = data.data;\n",
+       "                }\n",
+       "                if (data['text/html'] === html_output) {\n",
+       "                    return [cell, data, j];\n",
+       "                }\n",
+       "            }\n",
+       "        }\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "// Register the function which deals with the matplotlib target/channel.\n",
+       "// The kernel may be null if the page has been refreshed.\n",
+       "if (IPython.notebook.kernel !== null) {\n",
+       "    IPython.notebook.kernel.comm_manager.register_target(\n",
+       "        'matplotlib',\n",
+       "        mpl.mpl_figure_comm\n",
+       "    );\n",
+       "}\n"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Javascript object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<img 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\" width=\"640\">"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/javascript": [
+       "/* Put everything inside the global mpl namespace */\n",
+       "/* global mpl */\n",
+       "window.mpl = {};\n",
+       "\n",
+       "mpl.get_websocket_type = function () {\n",
+       "    if (typeof WebSocket !== 'undefined') {\n",
+       "        return WebSocket;\n",
+       "    } else if (typeof MozWebSocket !== 'undefined') {\n",
+       "        return MozWebSocket;\n",
+       "    } else {\n",
+       "        alert(\n",
+       "            'Your browser does not have WebSocket support. ' +\n",
+       "                'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
+       "                'Firefox 4 and 5 are also supported but you ' +\n",
+       "                'have to enable WebSockets in about:config.'\n",
+       "        );\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure = function (figure_id, websocket, ondownload, parent_element) {\n",
+       "    this.id = figure_id;\n",
+       "\n",
+       "    this.ws = websocket;\n",
+       "\n",
+       "    this.supports_binary = this.ws.binaryType !== undefined;\n",
+       "\n",
+       "    if (!this.supports_binary) {\n",
+       "        var warnings = document.getElementById('mpl-warnings');\n",
+       "        if (warnings) {\n",
+       "            warnings.style.display = 'block';\n",
+       "            warnings.textContent =\n",
+       "                'This browser does not support binary websocket messages. ' +\n",
+       "                'Performance may be slow.';\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    this.imageObj = new Image();\n",
+       "\n",
+       "    this.context = undefined;\n",
+       "    this.message = undefined;\n",
+       "    this.canvas = undefined;\n",
+       "    this.rubberband_canvas = undefined;\n",
+       "    this.rubberband_context = undefined;\n",
+       "    this.format_dropdown = undefined;\n",
+       "\n",
+       "    this.image_mode = 'full';\n",
+       "\n",
+       "    this.root = document.createElement('div');\n",
+       "    this.root.setAttribute('style', 'display: inline-block');\n",
+       "    this._root_extra_style(this.root);\n",
+       "\n",
+       "    parent_element.appendChild(this.root);\n",
+       "\n",
+       "    this._init_header(this);\n",
+       "    this._init_canvas(this);\n",
+       "    this._init_toolbar(this);\n",
+       "\n",
+       "    var fig = this;\n",
+       "\n",
+       "    this.waiting = false;\n",
+       "\n",
+       "    this.ws.onopen = function () {\n",
+       "        fig.send_message('supports_binary', { value: fig.supports_binary });\n",
+       "        fig.send_message('send_image_mode', {});\n",
+       "        if (fig.ratio !== 1) {\n",
+       "            fig.send_message('set_device_pixel_ratio', {\n",
+       "                device_pixel_ratio: fig.ratio,\n",
+       "            });\n",
+       "        }\n",
+       "        fig.send_message('refresh', {});\n",
+       "    };\n",
+       "\n",
+       "    this.imageObj.onload = function () {\n",
+       "        if (fig.image_mode === 'full') {\n",
+       "            // Full images could contain transparency (where diff images\n",
+       "            // almost always do), so we need to clear the canvas so that\n",
+       "            // there is no ghosting.\n",
+       "            fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
+       "        }\n",
+       "        fig.context.drawImage(fig.imageObj, 0, 0);\n",
+       "    };\n",
+       "\n",
+       "    this.imageObj.onunload = function () {\n",
+       "        fig.ws.close();\n",
+       "    };\n",
+       "\n",
+       "    this.ws.onmessage = this._make_on_message_function(this);\n",
+       "\n",
+       "    this.ondownload = ondownload;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_header = function () {\n",
+       "    var titlebar = document.createElement('div');\n",
+       "    titlebar.classList =\n",
+       "        'ui-dialog-titlebar ui-widget-header ui-corner-all ui-helper-clearfix';\n",
+       "    var titletext = document.createElement('div');\n",
+       "    titletext.classList = 'ui-dialog-title';\n",
+       "    titletext.setAttribute(\n",
+       "        'style',\n",
+       "        'width: 100%; text-align: center; padding: 3px;'\n",
+       "    );\n",
+       "    titlebar.appendChild(titletext);\n",
+       "    this.root.appendChild(titlebar);\n",
+       "    this.header = titletext;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function (_canvas_div) {};\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function (_canvas_div) {};\n",
+       "\n",
+       "mpl.figure.prototype._init_canvas = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var canvas_div = (this.canvas_div = document.createElement('div'));\n",
+       "    canvas_div.setAttribute(\n",
+       "        'style',\n",
+       "        'border: 1px solid #ddd;' +\n",
+       "            'box-sizing: content-box;' +\n",
+       "            'clear: both;' +\n",
+       "            'min-height: 1px;' +\n",
+       "            'min-width: 1px;' +\n",
+       "            'outline: 0;' +\n",
+       "            'overflow: hidden;' +\n",
+       "            'position: relative;' +\n",
+       "            'resize: both;'\n",
+       "    );\n",
+       "\n",
+       "    function on_keyboard_event_closure(name) {\n",
+       "        return function (event) {\n",
+       "            return fig.key_event(event, name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    canvas_div.addEventListener(\n",
+       "        'keydown',\n",
+       "        on_keyboard_event_closure('key_press')\n",
+       "    );\n",
+       "    canvas_div.addEventListener(\n",
+       "        'keyup',\n",
+       "        on_keyboard_event_closure('key_release')\n",
+       "    );\n",
+       "\n",
+       "    this._canvas_extra_style(canvas_div);\n",
+       "    this.root.appendChild(canvas_div);\n",
+       "\n",
+       "    var canvas = (this.canvas = document.createElement('canvas'));\n",
+       "    canvas.classList.add('mpl-canvas');\n",
+       "    canvas.setAttribute('style', 'box-sizing: content-box;');\n",
+       "\n",
+       "    this.context = canvas.getContext('2d');\n",
+       "\n",
+       "    var backingStore =\n",
+       "        this.context.backingStorePixelRatio ||\n",
+       "        this.context.webkitBackingStorePixelRatio ||\n",
+       "        this.context.mozBackingStorePixelRatio ||\n",
+       "        this.context.msBackingStorePixelRatio ||\n",
+       "        this.context.oBackingStorePixelRatio ||\n",
+       "        this.context.backingStorePixelRatio ||\n",
+       "        1;\n",
+       "\n",
+       "    this.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
+       "\n",
+       "    var rubberband_canvas = (this.rubberband_canvas = document.createElement(\n",
+       "        'canvas'\n",
+       "    ));\n",
+       "    rubberband_canvas.setAttribute(\n",
+       "        'style',\n",
+       "        'box-sizing: content-box; position: absolute; left: 0; top: 0; z-index: 1;'\n",
+       "    );\n",
+       "\n",
+       "    // Apply a ponyfill if ResizeObserver is not implemented by browser.\n",
+       "    if (this.ResizeObserver === undefined) {\n",
+       "        if (window.ResizeObserver !== undefined) {\n",
+       "            this.ResizeObserver = window.ResizeObserver;\n",
+       "        } else {\n",
+       "            var obs = _JSXTOOLS_RESIZE_OBSERVER({});\n",
+       "            this.ResizeObserver = obs.ResizeObserver;\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    this.resizeObserverInstance = new this.ResizeObserver(function (entries) {\n",
+       "        var nentries = entries.length;\n",
+       "        for (var i = 0; i < nentries; i++) {\n",
+       "            var entry = entries[i];\n",
+       "            var width, height;\n",
+       "            if (entry.contentBoxSize) {\n",
+       "                if (entry.contentBoxSize instanceof Array) {\n",
+       "                    // Chrome 84 implements new version of spec.\n",
+       "                    width = entry.contentBoxSize[0].inlineSize;\n",
+       "                    height = entry.contentBoxSize[0].blockSize;\n",
+       "                } else {\n",
+       "                    // Firefox implements old version of spec.\n",
+       "                    width = entry.contentBoxSize.inlineSize;\n",
+       "                    height = entry.contentBoxSize.blockSize;\n",
+       "                }\n",
+       "            } else {\n",
+       "                // Chrome <84 implements even older version of spec.\n",
+       "                width = entry.contentRect.width;\n",
+       "                height = entry.contentRect.height;\n",
+       "            }\n",
+       "\n",
+       "            // Keep the size of the canvas and rubber band canvas in sync with\n",
+       "            // the canvas container.\n",
+       "            if (entry.devicePixelContentBoxSize) {\n",
+       "                // Chrome 84 implements new version of spec.\n",
+       "                canvas.setAttribute(\n",
+       "                    'width',\n",
+       "                    entry.devicePixelContentBoxSize[0].inlineSize\n",
+       "                );\n",
+       "                canvas.setAttribute(\n",
+       "                    'height',\n",
+       "                    entry.devicePixelContentBoxSize[0].blockSize\n",
+       "                );\n",
+       "            } else {\n",
+       "                canvas.setAttribute('width', width * fig.ratio);\n",
+       "                canvas.setAttribute('height', height * fig.ratio);\n",
+       "            }\n",
+       "            canvas.setAttribute(\n",
+       "                'style',\n",
+       "                'width: ' + width + 'px; height: ' + height + 'px;'\n",
+       "            );\n",
+       "\n",
+       "            rubberband_canvas.setAttribute('width', width);\n",
+       "            rubberband_canvas.setAttribute('height', height);\n",
+       "\n",
+       "            // And update the size in Python. We ignore the initial 0/0 size\n",
+       "            // that occurs as the element is placed into the DOM, which should\n",
+       "            // otherwise not happen due to the minimum size styling.\n",
+       "            if (fig.ws.readyState == 1 && width != 0 && height != 0) {\n",
+       "                fig.request_resize(width, height);\n",
+       "            }\n",
+       "        }\n",
+       "    });\n",
+       "    this.resizeObserverInstance.observe(canvas_div);\n",
+       "\n",
+       "    function on_mouse_event_closure(name) {\n",
+       "        return function (event) {\n",
+       "            return fig.mouse_event(event, name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mousedown',\n",
+       "        on_mouse_event_closure('button_press')\n",
+       "    );\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mouseup',\n",
+       "        on_mouse_event_closure('button_release')\n",
+       "    );\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'dblclick',\n",
+       "        on_mouse_event_closure('dblclick')\n",
+       "    );\n",
+       "    // Throttle sequential mouse events to 1 every 20ms.\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mousemove',\n",
+       "        on_mouse_event_closure('motion_notify')\n",
+       "    );\n",
+       "\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mouseenter',\n",
+       "        on_mouse_event_closure('figure_enter')\n",
+       "    );\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mouseleave',\n",
+       "        on_mouse_event_closure('figure_leave')\n",
+       "    );\n",
+       "\n",
+       "    canvas_div.addEventListener('wheel', function (event) {\n",
+       "        if (event.deltaY < 0) {\n",
+       "            event.step = 1;\n",
+       "        } else {\n",
+       "            event.step = -1;\n",
+       "        }\n",
+       "        on_mouse_event_closure('scroll')(event);\n",
+       "    });\n",
+       "\n",
+       "    canvas_div.appendChild(canvas);\n",
+       "    canvas_div.appendChild(rubberband_canvas);\n",
+       "\n",
+       "    this.rubberband_context = rubberband_canvas.getContext('2d');\n",
+       "    this.rubberband_context.strokeStyle = '#000000';\n",
+       "\n",
+       "    this._resize_canvas = function (width, height, forward) {\n",
+       "        if (forward) {\n",
+       "            canvas_div.style.width = width + 'px';\n",
+       "            canvas_div.style.height = height + 'px';\n",
+       "        }\n",
+       "    };\n",
+       "\n",
+       "    // Disable right mouse context menu.\n",
+       "    this.rubberband_canvas.addEventListener('contextmenu', function (_e) {\n",
+       "        event.preventDefault();\n",
+       "        return false;\n",
+       "    });\n",
+       "\n",
+       "    function set_focus() {\n",
+       "        canvas.focus();\n",
+       "        canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    window.setTimeout(set_focus, 100);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var toolbar = document.createElement('div');\n",
+       "    toolbar.classList = 'mpl-toolbar';\n",
+       "    this.root.appendChild(toolbar);\n",
+       "\n",
+       "    function on_click_closure(name) {\n",
+       "        return function (_event) {\n",
+       "            return fig.toolbar_button_onclick(name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    function on_mouseover_closure(tooltip) {\n",
+       "        return function (event) {\n",
+       "            if (!event.currentTarget.disabled) {\n",
+       "                return fig.toolbar_button_onmouseover(tooltip);\n",
+       "            }\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    fig.buttons = {};\n",
+       "    var buttonGroup = document.createElement('div');\n",
+       "    buttonGroup.classList = 'mpl-button-group';\n",
+       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) {\n",
+       "            /* Instead of a spacer, we start a new button group. */\n",
+       "            if (buttonGroup.hasChildNodes()) {\n",
+       "                toolbar.appendChild(buttonGroup);\n",
+       "            }\n",
+       "            buttonGroup = document.createElement('div');\n",
+       "            buttonGroup.classList = 'mpl-button-group';\n",
+       "            continue;\n",
+       "        }\n",
+       "\n",
+       "        var button = (fig.buttons[name] = document.createElement('button'));\n",
+       "        button.classList = 'mpl-widget';\n",
+       "        button.setAttribute('role', 'button');\n",
+       "        button.setAttribute('aria-disabled', 'false');\n",
+       "        button.addEventListener('click', on_click_closure(method_name));\n",
+       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
+       "\n",
+       "        var icon_img = document.createElement('img');\n",
+       "        icon_img.src = '_images/' + image + '.png';\n",
+       "        icon_img.srcset = '_images/' + image + '_large.png 2x';\n",
+       "        icon_img.alt = tooltip;\n",
+       "        button.appendChild(icon_img);\n",
+       "\n",
+       "        buttonGroup.appendChild(button);\n",
+       "    }\n",
+       "\n",
+       "    if (buttonGroup.hasChildNodes()) {\n",
+       "        toolbar.appendChild(buttonGroup);\n",
+       "    }\n",
+       "\n",
+       "    var fmt_picker = document.createElement('select');\n",
+       "    fmt_picker.classList = 'mpl-widget';\n",
+       "    toolbar.appendChild(fmt_picker);\n",
+       "    this.format_dropdown = fmt_picker;\n",
+       "\n",
+       "    for (var ind in mpl.extensions) {\n",
+       "        var fmt = mpl.extensions[ind];\n",
+       "        var option = document.createElement('option');\n",
+       "        option.selected = fmt === mpl.default_extension;\n",
+       "        option.innerHTML = fmt;\n",
+       "        fmt_picker.appendChild(option);\n",
+       "    }\n",
+       "\n",
+       "    var status_bar = document.createElement('span');\n",
+       "    status_bar.classList = 'mpl-message';\n",
+       "    toolbar.appendChild(status_bar);\n",
+       "    this.message = status_bar;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.request_resize = function (x_pixels, y_pixels) {\n",
+       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
+       "    // which will in turn request a refresh of the image.\n",
+       "    this.send_message('resize', { width: x_pixels, height: y_pixels });\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.send_message = function (type, properties) {\n",
+       "    properties['type'] = type;\n",
+       "    properties['figure_id'] = this.id;\n",
+       "    this.ws.send(JSON.stringify(properties));\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.send_draw_message = function () {\n",
+       "    if (!this.waiting) {\n",
+       "        this.waiting = true;\n",
+       "        this.ws.send(JSON.stringify({ type: 'draw', figure_id: this.id }));\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
+       "    var format_dropdown = fig.format_dropdown;\n",
+       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
+       "    fig.ondownload(fig, format);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_resize = function (fig, msg) {\n",
+       "    var size = msg['size'];\n",
+       "    if (size[0] !== fig.canvas.width || size[1] !== fig.canvas.height) {\n",
+       "        fig._resize_canvas(size[0], size[1], msg['forward']);\n",
+       "        fig.send_message('refresh', {});\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_rubberband = function (fig, msg) {\n",
+       "    var x0 = msg['x0'] / fig.ratio;\n",
+       "    var y0 = (fig.canvas.height - msg['y0']) / fig.ratio;\n",
+       "    var x1 = msg['x1'] / fig.ratio;\n",
+       "    var y1 = (fig.canvas.height - msg['y1']) / fig.ratio;\n",
+       "    x0 = Math.floor(x0) + 0.5;\n",
+       "    y0 = Math.floor(y0) + 0.5;\n",
+       "    x1 = Math.floor(x1) + 0.5;\n",
+       "    y1 = Math.floor(y1) + 0.5;\n",
+       "    var min_x = Math.min(x0, x1);\n",
+       "    var min_y = Math.min(y0, y1);\n",
+       "    var width = Math.abs(x1 - x0);\n",
+       "    var height = Math.abs(y1 - y0);\n",
+       "\n",
+       "    fig.rubberband_context.clearRect(\n",
+       "        0,\n",
+       "        0,\n",
+       "        fig.canvas.width / fig.ratio,\n",
+       "        fig.canvas.height / fig.ratio\n",
+       "    );\n",
+       "\n",
+       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_figure_label = function (fig, msg) {\n",
+       "    // Updates the figure title.\n",
+       "    fig.header.textContent = msg['label'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_cursor = function (fig, msg) {\n",
+       "    fig.rubberband_canvas.style.cursor = msg['cursor'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_message = function (fig, msg) {\n",
+       "    fig.message.textContent = msg['message'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_draw = function (fig, _msg) {\n",
+       "    // Request the server to send over a new figure.\n",
+       "    fig.send_draw_message();\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_image_mode = function (fig, msg) {\n",
+       "    fig.image_mode = msg['mode'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_history_buttons = function (fig, msg) {\n",
+       "    for (var key in msg) {\n",
+       "        if (!(key in fig.buttons)) {\n",
+       "            continue;\n",
+       "        }\n",
+       "        fig.buttons[key].disabled = !msg[key];\n",
+       "        fig.buttons[key].setAttribute('aria-disabled', !msg[key]);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_navigate_mode = function (fig, msg) {\n",
+       "    if (msg['mode'] === 'PAN') {\n",
+       "        fig.buttons['Pan'].classList.add('active');\n",
+       "        fig.buttons['Zoom'].classList.remove('active');\n",
+       "    } else if (msg['mode'] === 'ZOOM') {\n",
+       "        fig.buttons['Pan'].classList.remove('active');\n",
+       "        fig.buttons['Zoom'].classList.add('active');\n",
+       "    } else {\n",
+       "        fig.buttons['Pan'].classList.remove('active');\n",
+       "        fig.buttons['Zoom'].classList.remove('active');\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function () {\n",
+       "    // Called whenever the canvas gets updated.\n",
+       "    this.send_message('ack', {});\n",
+       "};\n",
+       "\n",
+       "// A function to construct a web socket function for onmessage handling.\n",
+       "// Called in the figure constructor.\n",
+       "mpl.figure.prototype._make_on_message_function = function (fig) {\n",
+       "    return function socket_on_message(evt) {\n",
+       "        if (evt.data instanceof Blob) {\n",
+       "            var img = evt.data;\n",
+       "            if (img.type !== 'image/png') {\n",
+       "                /* FIXME: We get \"Resource interpreted as Image but\n",
+       "                 * transferred with MIME type text/plain:\" errors on\n",
+       "                 * Chrome.  But how to set the MIME type?  It doesn't seem\n",
+       "                 * to be part of the websocket stream */\n",
+       "                img.type = 'image/png';\n",
+       "            }\n",
+       "\n",
+       "            /* Free the memory for the previous frames */\n",
+       "            if (fig.imageObj.src) {\n",
+       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
+       "                    fig.imageObj.src\n",
+       "                );\n",
+       "            }\n",
+       "\n",
+       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
+       "                img\n",
+       "            );\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        } else if (\n",
+       "            typeof evt.data === 'string' &&\n",
+       "            evt.data.slice(0, 21) === 'data:image/png;base64'\n",
+       "        ) {\n",
+       "            fig.imageObj.src = evt.data;\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        var msg = JSON.parse(evt.data);\n",
+       "        var msg_type = msg['type'];\n",
+       "\n",
+       "        // Call the  \"handle_{type}\" callback, which takes\n",
+       "        // the figure and JSON message as its only arguments.\n",
+       "        try {\n",
+       "            var callback = fig['handle_' + msg_type];\n",
+       "        } catch (e) {\n",
+       "            console.log(\n",
+       "                \"No handler for the '\" + msg_type + \"' message type: \",\n",
+       "                msg\n",
+       "            );\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        if (callback) {\n",
+       "            try {\n",
+       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
+       "                callback(fig, msg);\n",
+       "            } catch (e) {\n",
+       "                console.log(\n",
+       "                    \"Exception inside the 'handler_\" + msg_type + \"' callback:\",\n",
+       "                    e,\n",
+       "                    e.stack,\n",
+       "                    msg\n",
+       "                );\n",
+       "            }\n",
+       "        }\n",
+       "    };\n",
+       "};\n",
+       "\n",
+       "// from https://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
+       "mpl.findpos = function (e) {\n",
+       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
+       "    var targ;\n",
+       "    if (!e) {\n",
+       "        e = window.event;\n",
+       "    }\n",
+       "    if (e.target) {\n",
+       "        targ = e.target;\n",
+       "    } else if (e.srcElement) {\n",
+       "        targ = e.srcElement;\n",
+       "    }\n",
+       "    if (targ.nodeType === 3) {\n",
+       "        // defeat Safari bug\n",
+       "        targ = targ.parentNode;\n",
+       "    }\n",
+       "\n",
+       "    // pageX,Y are the mouse positions relative to the document\n",
+       "    var boundingRect = targ.getBoundingClientRect();\n",
+       "    var x = e.pageX - (boundingRect.left + document.body.scrollLeft);\n",
+       "    var y = e.pageY - (boundingRect.top + document.body.scrollTop);\n",
+       "\n",
+       "    return { x: x, y: y };\n",
+       "};\n",
+       "\n",
+       "/*\n",
+       " * return a copy of an object with only non-object keys\n",
+       " * we need this to avoid circular references\n",
+       " * https://stackoverflow.com/a/24161582/3208463\n",
+       " */\n",
+       "function simpleKeys(original) {\n",
+       "    return Object.keys(original).reduce(function (obj, key) {\n",
+       "        if (typeof original[key] !== 'object') {\n",
+       "            obj[key] = original[key];\n",
+       "        }\n",
+       "        return obj;\n",
+       "    }, {});\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.mouse_event = function (event, name) {\n",
+       "    var canvas_pos = mpl.findpos(event);\n",
+       "\n",
+       "    if (name === 'button_press') {\n",
+       "        this.canvas.focus();\n",
+       "        this.canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    var x = canvas_pos.x * this.ratio;\n",
+       "    var y = canvas_pos.y * this.ratio;\n",
+       "\n",
+       "    this.send_message(name, {\n",
+       "        x: x,\n",
+       "        y: y,\n",
+       "        button: event.button,\n",
+       "        step: event.step,\n",
+       "        guiEvent: simpleKeys(event),\n",
+       "    });\n",
+       "\n",
+       "    /* This prevents the web browser from automatically changing to\n",
+       "     * the text insertion cursor when the button is pressed.  We want\n",
+       "     * to control all of the cursor setting manually through the\n",
+       "     * 'cursor' event from matplotlib */\n",
+       "    event.preventDefault();\n",
+       "    return false;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function (_event, _name) {\n",
+       "    // Handle any extra behaviour associated with a key event\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.key_event = function (event, name) {\n",
+       "    // Prevent repeat events\n",
+       "    if (name === 'key_press') {\n",
+       "        if (event.key === this._key) {\n",
+       "            return;\n",
+       "        } else {\n",
+       "            this._key = event.key;\n",
+       "        }\n",
+       "    }\n",
+       "    if (name === 'key_release') {\n",
+       "        this._key = null;\n",
+       "    }\n",
+       "\n",
+       "    var value = '';\n",
+       "    if (event.ctrlKey && event.key !== 'Control') {\n",
+       "        value += 'ctrl+';\n",
+       "    }\n",
+       "    else if (event.altKey && event.key !== 'Alt') {\n",
+       "        value += 'alt+';\n",
+       "    }\n",
+       "    else if (event.shiftKey && event.key !== 'Shift') {\n",
+       "        value += 'shift+';\n",
+       "    }\n",
+       "\n",
+       "    value += 'k' + event.key;\n",
+       "\n",
+       "    this._key_event_extra(event, name);\n",
+       "\n",
+       "    this.send_message(name, { key: value, guiEvent: simpleKeys(event) });\n",
+       "    return false;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onclick = function (name) {\n",
+       "    if (name === 'download') {\n",
+       "        this.handle_save(this, null);\n",
+       "    } else {\n",
+       "        this.send_message('toolbar_button', { name: name });\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onmouseover = function (tooltip) {\n",
+       "    this.message.textContent = tooltip;\n",
+       "};\n",
+       "\n",
+       "///////////////// REMAINING CONTENT GENERATED BY embed_js.py /////////////////\n",
+       "// prettier-ignore\n",
+       "var _JSXTOOLS_RESIZE_OBSERVER=function(A){var t,i=new WeakMap,n=new WeakMap,a=new WeakMap,r=new WeakMap,o=new Set;function s(e){if(!(this instanceof s))throw new TypeError(\"Constructor requires 'new' operator\");i.set(this,e)}function h(){throw new TypeError(\"Function is not a constructor\")}function c(e,t,i,n){e=0 in arguments?Number(arguments[0]):0,t=1 in arguments?Number(arguments[1]):0,i=2 in arguments?Number(arguments[2]):0,n=3 in arguments?Number(arguments[3]):0,this.right=(this.x=this.left=e)+(this.width=i),this.bottom=(this.y=this.top=t)+(this.height=n),Object.freeze(this)}function d(){t=requestAnimationFrame(d);var s=new WeakMap,p=new Set;o.forEach((function(t){r.get(t).forEach((function(i){var r=t instanceof window.SVGElement,o=a.get(t),d=r?0:parseFloat(o.paddingTop),f=r?0:parseFloat(o.paddingRight),l=r?0:parseFloat(o.paddingBottom),u=r?0:parseFloat(o.paddingLeft),g=r?0:parseFloat(o.borderTopWidth),m=r?0:parseFloat(o.borderRightWidth),w=r?0:parseFloat(o.borderBottomWidth),b=u+f,F=d+l,v=(r?0:parseFloat(o.borderLeftWidth))+m,W=g+w,y=r?0:t.offsetHeight-W-t.clientHeight,E=r?0:t.offsetWidth-v-t.clientWidth,R=b+v,z=F+W,M=r?t.width:parseFloat(o.width)-R-E,O=r?t.height:parseFloat(o.height)-z-y;if(n.has(t)){var k=n.get(t);if(k[0]===M&&k[1]===O)return}n.set(t,[M,O]);var S=Object.create(h.prototype);S.target=t,S.contentRect=new c(u,d,M,O),s.has(i)||(s.set(i,[]),p.add(i)),s.get(i).push(S)}))})),p.forEach((function(e){i.get(e).call(e,s.get(e),e)}))}return s.prototype.observe=function(i){if(i instanceof window.Element){r.has(i)||(r.set(i,new Set),o.add(i),a.set(i,window.getComputedStyle(i)));var n=r.get(i);n.has(this)||n.add(this),cancelAnimationFrame(t),t=requestAnimationFrame(d)}},s.prototype.unobserve=function(i){if(i instanceof window.Element&&r.has(i)){var n=r.get(i);n.has(this)&&(n.delete(this),n.size||(r.delete(i),o.delete(i))),n.size||r.delete(i),o.size||cancelAnimationFrame(t)}},A.DOMRectReadOnly=c,A.ResizeObserver=s,A.ResizeObserverEntry=h,A}; // eslint-disable-line\n",
+       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Left button pans, Right button zooms\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\\nx/y fixes axis\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
+       "\n",
+       "mpl.extensions = [\"eps\", \"jpeg\", \"pgf\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
+       "\n",
+       "mpl.default_extension = \"png\";/* global mpl */\n",
+       "\n",
+       "var comm_websocket_adapter = function (comm) {\n",
+       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
+       "    // object with the appropriate methods. Currently this is a non binary\n",
+       "    // socket, so there is still some room for performance tuning.\n",
+       "    var ws = {};\n",
+       "\n",
+       "    ws.binaryType = comm.kernel.ws.binaryType;\n",
+       "    ws.readyState = comm.kernel.ws.readyState;\n",
+       "    function updateReadyState(_event) {\n",
+       "        if (comm.kernel.ws) {\n",
+       "            ws.readyState = comm.kernel.ws.readyState;\n",
+       "        } else {\n",
+       "            ws.readyState = 3; // Closed state.\n",
+       "        }\n",
+       "    }\n",
+       "    comm.kernel.ws.addEventListener('open', updateReadyState);\n",
+       "    comm.kernel.ws.addEventListener('close', updateReadyState);\n",
+       "    comm.kernel.ws.addEventListener('error', updateReadyState);\n",
+       "\n",
+       "    ws.close = function () {\n",
+       "        comm.close();\n",
+       "    };\n",
+       "    ws.send = function (m) {\n",
+       "        //console.log('sending', m);\n",
+       "        comm.send(m);\n",
+       "    };\n",
+       "    // Register the callback with on_msg.\n",
+       "    comm.on_msg(function (msg) {\n",
+       "        //console.log('receiving', msg['content']['data'], msg);\n",
+       "        var data = msg['content']['data'];\n",
+       "        if (data['blob'] !== undefined) {\n",
+       "            data = {\n",
+       "                data: new Blob(msg['buffers'], { type: data['blob'] }),\n",
+       "            };\n",
+       "        }\n",
+       "        // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
+       "        ws.onmessage(data);\n",
+       "    });\n",
+       "    return ws;\n",
+       "};\n",
+       "\n",
+       "mpl.mpl_figure_comm = function (comm, msg) {\n",
+       "    // This is the function which gets called when the mpl process\n",
+       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
+       "\n",
+       "    var id = msg.content.data.id;\n",
+       "    // Get hold of the div created by the display call when the Comm\n",
+       "    // socket was opened in Python.\n",
+       "    var element = document.getElementById(id);\n",
+       "    var ws_proxy = comm_websocket_adapter(comm);\n",
+       "\n",
+       "    function ondownload(figure, _format) {\n",
+       "        window.open(figure.canvas.toDataURL());\n",
+       "    }\n",
+       "\n",
+       "    var fig = new mpl.figure(id, ws_proxy, ondownload, element);\n",
+       "\n",
+       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
+       "    // web socket which is closed, not our websocket->open comm proxy.\n",
+       "    ws_proxy.onopen();\n",
+       "\n",
+       "    fig.parent_element = element;\n",
+       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
+       "    if (!fig.cell_info) {\n",
+       "        console.error('Failed to find cell for figure', id, fig);\n",
+       "        return;\n",
+       "    }\n",
+       "    fig.cell_info[0].output_area.element.on(\n",
+       "        'cleared',\n",
+       "        { fig: fig },\n",
+       "        fig._remove_fig_handler\n",
+       "    );\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_close = function (fig, msg) {\n",
+       "    var width = fig.canvas.width / fig.ratio;\n",
+       "    fig.cell_info[0].output_area.element.off(\n",
+       "        'cleared',\n",
+       "        fig._remove_fig_handler\n",
+       "    );\n",
+       "    fig.resizeObserverInstance.unobserve(fig.canvas_div);\n",
+       "\n",
+       "    // Update the output cell to use the data from the current canvas.\n",
+       "    fig.push_to_output();\n",
+       "    var dataURL = fig.canvas.toDataURL();\n",
+       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
+       "    // the notebook keyboard shortcuts fail.\n",
+       "    IPython.keyboard_manager.enable();\n",
+       "    fig.parent_element.innerHTML =\n",
+       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
+       "    fig.close_ws(fig, msg);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.close_ws = function (fig, msg) {\n",
+       "    fig.send_message('closing', msg);\n",
+       "    // fig.ws.close()\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.push_to_output = function (_remove_interactive) {\n",
+       "    // Turn the data on the canvas into data in the output cell.\n",
+       "    var width = this.canvas.width / this.ratio;\n",
+       "    var dataURL = this.canvas.toDataURL();\n",
+       "    this.cell_info[1]['text/html'] =\n",
+       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function () {\n",
+       "    // Tell IPython that the notebook contents must change.\n",
+       "    IPython.notebook.set_dirty(true);\n",
+       "    this.send_message('ack', {});\n",
+       "    var fig = this;\n",
+       "    // Wait a second, then push the new image to the DOM so\n",
+       "    // that it is saved nicely (might be nice to debounce this).\n",
+       "    setTimeout(function () {\n",
+       "        fig.push_to_output();\n",
+       "    }, 1000);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var toolbar = document.createElement('div');\n",
+       "    toolbar.classList = 'btn-toolbar';\n",
+       "    this.root.appendChild(toolbar);\n",
+       "\n",
+       "    function on_click_closure(name) {\n",
+       "        return function (_event) {\n",
+       "            return fig.toolbar_button_onclick(name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    function on_mouseover_closure(tooltip) {\n",
+       "        return function (event) {\n",
+       "            if (!event.currentTarget.disabled) {\n",
+       "                return fig.toolbar_button_onmouseover(tooltip);\n",
+       "            }\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    fig.buttons = {};\n",
+       "    var buttonGroup = document.createElement('div');\n",
+       "    buttonGroup.classList = 'btn-group';\n",
+       "    var button;\n",
+       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) {\n",
+       "            /* Instead of a spacer, we start a new button group. */\n",
+       "            if (buttonGroup.hasChildNodes()) {\n",
+       "                toolbar.appendChild(buttonGroup);\n",
+       "            }\n",
+       "            buttonGroup = document.createElement('div');\n",
+       "            buttonGroup.classList = 'btn-group';\n",
+       "            continue;\n",
+       "        }\n",
+       "\n",
+       "        button = fig.buttons[name] = document.createElement('button');\n",
+       "        button.classList = 'btn btn-default';\n",
+       "        button.href = '#';\n",
+       "        button.title = name;\n",
+       "        button.innerHTML = '<i class=\"fa ' + image + ' fa-lg\"></i>';\n",
+       "        button.addEventListener('click', on_click_closure(method_name));\n",
+       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
+       "        buttonGroup.appendChild(button);\n",
+       "    }\n",
+       "\n",
+       "    if (buttonGroup.hasChildNodes()) {\n",
+       "        toolbar.appendChild(buttonGroup);\n",
+       "    }\n",
+       "\n",
+       "    // Add the status bar.\n",
+       "    var status_bar = document.createElement('span');\n",
+       "    status_bar.classList = 'mpl-message pull-right';\n",
+       "    toolbar.appendChild(status_bar);\n",
+       "    this.message = status_bar;\n",
+       "\n",
+       "    // Add the close button to the window.\n",
+       "    var buttongrp = document.createElement('div');\n",
+       "    buttongrp.classList = 'btn-group inline pull-right';\n",
+       "    button = document.createElement('button');\n",
+       "    button.classList = 'btn btn-mini btn-primary';\n",
+       "    button.href = '#';\n",
+       "    button.title = 'Stop Interaction';\n",
+       "    button.innerHTML = '<i class=\"fa fa-power-off icon-remove icon-large\"></i>';\n",
+       "    button.addEventListener('click', function (_evt) {\n",
+       "        fig.handle_close(fig, {});\n",
+       "    });\n",
+       "    button.addEventListener(\n",
+       "        'mouseover',\n",
+       "        on_mouseover_closure('Stop Interaction')\n",
+       "    );\n",
+       "    buttongrp.appendChild(button);\n",
+       "    var titlebar = this.root.querySelector('.ui-dialog-titlebar');\n",
+       "    titlebar.insertBefore(buttongrp, titlebar.firstChild);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._remove_fig_handler = function (event) {\n",
+       "    var fig = event.data.fig;\n",
+       "    if (event.target !== this) {\n",
+       "        // Ignore bubbled events from children.\n",
+       "        return;\n",
+       "    }\n",
+       "    fig.close_ws(fig, {});\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function (el) {\n",
+       "    el.style.boxSizing = 'content-box'; // override notebook setting of border-box.\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function (el) {\n",
+       "    // this is important to make the div 'focusable\n",
+       "    el.setAttribute('tabindex', 0);\n",
+       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
+       "    // off when our div gets focus\n",
+       "\n",
+       "    // location in version 3\n",
+       "    if (IPython.notebook.keyboard_manager) {\n",
+       "        IPython.notebook.keyboard_manager.register_events(el);\n",
+       "    } else {\n",
+       "        // location in version 2\n",
+       "        IPython.keyboard_manager.register_events(el);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function (event, _name) {\n",
+       "    // Check for shift+enter\n",
+       "    if (event.shiftKey && event.which === 13) {\n",
+       "        this.canvas_div.blur();\n",
+       "        // select the cell after this one\n",
+       "        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
+       "        IPython.notebook.select(index + 1);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
+       "    fig.ondownload(fig, null);\n",
+       "};\n",
+       "\n",
+       "mpl.find_output_cell = function (html_output) {\n",
+       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
+       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
+       "    // IPython event is triggered only after the cells have been serialised, which for\n",
+       "    // our purposes (turning an active figure into a static one), is too late.\n",
+       "    var cells = IPython.notebook.get_cells();\n",
+       "    var ncells = cells.length;\n",
+       "    for (var i = 0; i < ncells; i++) {\n",
+       "        var cell = cells[i];\n",
+       "        if (cell.cell_type === 'code') {\n",
+       "            for (var j = 0; j < cell.output_area.outputs.length; j++) {\n",
+       "                var data = cell.output_area.outputs[j];\n",
+       "                if (data.data) {\n",
+       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
+       "                    data = data.data;\n",
+       "                }\n",
+       "                if (data['text/html'] === html_output) {\n",
+       "                    return [cell, data, j];\n",
+       "                }\n",
+       "            }\n",
+       "        }\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "// Register the function which deals with the matplotlib target/channel.\n",
+       "// The kernel may be null if the page has been refreshed.\n",
+       "if (IPython.notebook.kernel !== null) {\n",
+       "    IPython.notebook.kernel.comm_manager.register_target(\n",
+       "        'matplotlib',\n",
+       "        mpl.mpl_figure_comm\n",
+       "    );\n",
+       "}\n"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Javascript object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<img 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\" width=\"640\">"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/javascript": [
+       "/* Put everything inside the global mpl namespace */\n",
+       "/* global mpl */\n",
+       "window.mpl = {};\n",
+       "\n",
+       "mpl.get_websocket_type = function () {\n",
+       "    if (typeof WebSocket !== 'undefined') {\n",
+       "        return WebSocket;\n",
+       "    } else if (typeof MozWebSocket !== 'undefined') {\n",
+       "        return MozWebSocket;\n",
+       "    } else {\n",
+       "        alert(\n",
+       "            'Your browser does not have WebSocket support. ' +\n",
+       "                'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
+       "                'Firefox 4 and 5 are also supported but you ' +\n",
+       "                'have to enable WebSockets in about:config.'\n",
+       "        );\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure = function (figure_id, websocket, ondownload, parent_element) {\n",
+       "    this.id = figure_id;\n",
+       "\n",
+       "    this.ws = websocket;\n",
+       "\n",
+       "    this.supports_binary = this.ws.binaryType !== undefined;\n",
+       "\n",
+       "    if (!this.supports_binary) {\n",
+       "        var warnings = document.getElementById('mpl-warnings');\n",
+       "        if (warnings) {\n",
+       "            warnings.style.display = 'block';\n",
+       "            warnings.textContent =\n",
+       "                'This browser does not support binary websocket messages. ' +\n",
+       "                'Performance may be slow.';\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    this.imageObj = new Image();\n",
+       "\n",
+       "    this.context = undefined;\n",
+       "    this.message = undefined;\n",
+       "    this.canvas = undefined;\n",
+       "    this.rubberband_canvas = undefined;\n",
+       "    this.rubberband_context = undefined;\n",
+       "    this.format_dropdown = undefined;\n",
+       "\n",
+       "    this.image_mode = 'full';\n",
+       "\n",
+       "    this.root = document.createElement('div');\n",
+       "    this.root.setAttribute('style', 'display: inline-block');\n",
+       "    this._root_extra_style(this.root);\n",
+       "\n",
+       "    parent_element.appendChild(this.root);\n",
+       "\n",
+       "    this._init_header(this);\n",
+       "    this._init_canvas(this);\n",
+       "    this._init_toolbar(this);\n",
+       "\n",
+       "    var fig = this;\n",
+       "\n",
+       "    this.waiting = false;\n",
+       "\n",
+       "    this.ws.onopen = function () {\n",
+       "        fig.send_message('supports_binary', { value: fig.supports_binary });\n",
+       "        fig.send_message('send_image_mode', {});\n",
+       "        if (fig.ratio !== 1) {\n",
+       "            fig.send_message('set_device_pixel_ratio', {\n",
+       "                device_pixel_ratio: fig.ratio,\n",
+       "            });\n",
+       "        }\n",
+       "        fig.send_message('refresh', {});\n",
+       "    };\n",
+       "\n",
+       "    this.imageObj.onload = function () {\n",
+       "        if (fig.image_mode === 'full') {\n",
+       "            // Full images could contain transparency (where diff images\n",
+       "            // almost always do), so we need to clear the canvas so that\n",
+       "            // there is no ghosting.\n",
+       "            fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
+       "        }\n",
+       "        fig.context.drawImage(fig.imageObj, 0, 0);\n",
+       "    };\n",
+       "\n",
+       "    this.imageObj.onunload = function () {\n",
+       "        fig.ws.close();\n",
+       "    };\n",
+       "\n",
+       "    this.ws.onmessage = this._make_on_message_function(this);\n",
+       "\n",
+       "    this.ondownload = ondownload;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_header = function () {\n",
+       "    var titlebar = document.createElement('div');\n",
+       "    titlebar.classList =\n",
+       "        'ui-dialog-titlebar ui-widget-header ui-corner-all ui-helper-clearfix';\n",
+       "    var titletext = document.createElement('div');\n",
+       "    titletext.classList = 'ui-dialog-title';\n",
+       "    titletext.setAttribute(\n",
+       "        'style',\n",
+       "        'width: 100%; text-align: center; padding: 3px;'\n",
+       "    );\n",
+       "    titlebar.appendChild(titletext);\n",
+       "    this.root.appendChild(titlebar);\n",
+       "    this.header = titletext;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function (_canvas_div) {};\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function (_canvas_div) {};\n",
+       "\n",
+       "mpl.figure.prototype._init_canvas = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var canvas_div = (this.canvas_div = document.createElement('div'));\n",
+       "    canvas_div.setAttribute(\n",
+       "        'style',\n",
+       "        'border: 1px solid #ddd;' +\n",
+       "            'box-sizing: content-box;' +\n",
+       "            'clear: both;' +\n",
+       "            'min-height: 1px;' +\n",
+       "            'min-width: 1px;' +\n",
+       "            'outline: 0;' +\n",
+       "            'overflow: hidden;' +\n",
+       "            'position: relative;' +\n",
+       "            'resize: both;'\n",
+       "    );\n",
+       "\n",
+       "    function on_keyboard_event_closure(name) {\n",
+       "        return function (event) {\n",
+       "            return fig.key_event(event, name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    canvas_div.addEventListener(\n",
+       "        'keydown',\n",
+       "        on_keyboard_event_closure('key_press')\n",
+       "    );\n",
+       "    canvas_div.addEventListener(\n",
+       "        'keyup',\n",
+       "        on_keyboard_event_closure('key_release')\n",
+       "    );\n",
+       "\n",
+       "    this._canvas_extra_style(canvas_div);\n",
+       "    this.root.appendChild(canvas_div);\n",
+       "\n",
+       "    var canvas = (this.canvas = document.createElement('canvas'));\n",
+       "    canvas.classList.add('mpl-canvas');\n",
+       "    canvas.setAttribute('style', 'box-sizing: content-box;');\n",
+       "\n",
+       "    this.context = canvas.getContext('2d');\n",
+       "\n",
+       "    var backingStore =\n",
+       "        this.context.backingStorePixelRatio ||\n",
+       "        this.context.webkitBackingStorePixelRatio ||\n",
+       "        this.context.mozBackingStorePixelRatio ||\n",
+       "        this.context.msBackingStorePixelRatio ||\n",
+       "        this.context.oBackingStorePixelRatio ||\n",
+       "        this.context.backingStorePixelRatio ||\n",
+       "        1;\n",
+       "\n",
+       "    this.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
+       "\n",
+       "    var rubberband_canvas = (this.rubberband_canvas = document.createElement(\n",
+       "        'canvas'\n",
+       "    ));\n",
+       "    rubberband_canvas.setAttribute(\n",
+       "        'style',\n",
+       "        'box-sizing: content-box; position: absolute; left: 0; top: 0; z-index: 1;'\n",
+       "    );\n",
+       "\n",
+       "    // Apply a ponyfill if ResizeObserver is not implemented by browser.\n",
+       "    if (this.ResizeObserver === undefined) {\n",
+       "        if (window.ResizeObserver !== undefined) {\n",
+       "            this.ResizeObserver = window.ResizeObserver;\n",
+       "        } else {\n",
+       "            var obs = _JSXTOOLS_RESIZE_OBSERVER({});\n",
+       "            this.ResizeObserver = obs.ResizeObserver;\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    this.resizeObserverInstance = new this.ResizeObserver(function (entries) {\n",
+       "        var nentries = entries.length;\n",
+       "        for (var i = 0; i < nentries; i++) {\n",
+       "            var entry = entries[i];\n",
+       "            var width, height;\n",
+       "            if (entry.contentBoxSize) {\n",
+       "                if (entry.contentBoxSize instanceof Array) {\n",
+       "                    // Chrome 84 implements new version of spec.\n",
+       "                    width = entry.contentBoxSize[0].inlineSize;\n",
+       "                    height = entry.contentBoxSize[0].blockSize;\n",
+       "                } else {\n",
+       "                    // Firefox implements old version of spec.\n",
+       "                    width = entry.contentBoxSize.inlineSize;\n",
+       "                    height = entry.contentBoxSize.blockSize;\n",
+       "                }\n",
+       "            } else {\n",
+       "                // Chrome <84 implements even older version of spec.\n",
+       "                width = entry.contentRect.width;\n",
+       "                height = entry.contentRect.height;\n",
+       "            }\n",
+       "\n",
+       "            // Keep the size of the canvas and rubber band canvas in sync with\n",
+       "            // the canvas container.\n",
+       "            if (entry.devicePixelContentBoxSize) {\n",
+       "                // Chrome 84 implements new version of spec.\n",
+       "                canvas.setAttribute(\n",
+       "                    'width',\n",
+       "                    entry.devicePixelContentBoxSize[0].inlineSize\n",
+       "                );\n",
+       "                canvas.setAttribute(\n",
+       "                    'height',\n",
+       "                    entry.devicePixelContentBoxSize[0].blockSize\n",
+       "                );\n",
+       "            } else {\n",
+       "                canvas.setAttribute('width', width * fig.ratio);\n",
+       "                canvas.setAttribute('height', height * fig.ratio);\n",
+       "            }\n",
+       "            canvas.setAttribute(\n",
+       "                'style',\n",
+       "                'width: ' + width + 'px; height: ' + height + 'px;'\n",
+       "            );\n",
+       "\n",
+       "            rubberband_canvas.setAttribute('width', width);\n",
+       "            rubberband_canvas.setAttribute('height', height);\n",
+       "\n",
+       "            // And update the size in Python. We ignore the initial 0/0 size\n",
+       "            // that occurs as the element is placed into the DOM, which should\n",
+       "            // otherwise not happen due to the minimum size styling.\n",
+       "            if (fig.ws.readyState == 1 && width != 0 && height != 0) {\n",
+       "                fig.request_resize(width, height);\n",
+       "            }\n",
+       "        }\n",
+       "    });\n",
+       "    this.resizeObserverInstance.observe(canvas_div);\n",
+       "\n",
+       "    function on_mouse_event_closure(name) {\n",
+       "        return function (event) {\n",
+       "            return fig.mouse_event(event, name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mousedown',\n",
+       "        on_mouse_event_closure('button_press')\n",
+       "    );\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mouseup',\n",
+       "        on_mouse_event_closure('button_release')\n",
+       "    );\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'dblclick',\n",
+       "        on_mouse_event_closure('dblclick')\n",
+       "    );\n",
+       "    // Throttle sequential mouse events to 1 every 20ms.\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mousemove',\n",
+       "        on_mouse_event_closure('motion_notify')\n",
+       "    );\n",
+       "\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mouseenter',\n",
+       "        on_mouse_event_closure('figure_enter')\n",
+       "    );\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mouseleave',\n",
+       "        on_mouse_event_closure('figure_leave')\n",
+       "    );\n",
+       "\n",
+       "    canvas_div.addEventListener('wheel', function (event) {\n",
+       "        if (event.deltaY < 0) {\n",
+       "            event.step = 1;\n",
+       "        } else {\n",
+       "            event.step = -1;\n",
+       "        }\n",
+       "        on_mouse_event_closure('scroll')(event);\n",
+       "    });\n",
+       "\n",
+       "    canvas_div.appendChild(canvas);\n",
+       "    canvas_div.appendChild(rubberband_canvas);\n",
+       "\n",
+       "    this.rubberband_context = rubberband_canvas.getContext('2d');\n",
+       "    this.rubberband_context.strokeStyle = '#000000';\n",
+       "\n",
+       "    this._resize_canvas = function (width, height, forward) {\n",
+       "        if (forward) {\n",
+       "            canvas_div.style.width = width + 'px';\n",
+       "            canvas_div.style.height = height + 'px';\n",
+       "        }\n",
+       "    };\n",
+       "\n",
+       "    // Disable right mouse context menu.\n",
+       "    this.rubberband_canvas.addEventListener('contextmenu', function (_e) {\n",
+       "        event.preventDefault();\n",
+       "        return false;\n",
+       "    });\n",
+       "\n",
+       "    function set_focus() {\n",
+       "        canvas.focus();\n",
+       "        canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    window.setTimeout(set_focus, 100);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var toolbar = document.createElement('div');\n",
+       "    toolbar.classList = 'mpl-toolbar';\n",
+       "    this.root.appendChild(toolbar);\n",
+       "\n",
+       "    function on_click_closure(name) {\n",
+       "        return function (_event) {\n",
+       "            return fig.toolbar_button_onclick(name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    function on_mouseover_closure(tooltip) {\n",
+       "        return function (event) {\n",
+       "            if (!event.currentTarget.disabled) {\n",
+       "                return fig.toolbar_button_onmouseover(tooltip);\n",
+       "            }\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    fig.buttons = {};\n",
+       "    var buttonGroup = document.createElement('div');\n",
+       "    buttonGroup.classList = 'mpl-button-group';\n",
+       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) {\n",
+       "            /* Instead of a spacer, we start a new button group. */\n",
+       "            if (buttonGroup.hasChildNodes()) {\n",
+       "                toolbar.appendChild(buttonGroup);\n",
+       "            }\n",
+       "            buttonGroup = document.createElement('div');\n",
+       "            buttonGroup.classList = 'mpl-button-group';\n",
+       "            continue;\n",
+       "        }\n",
+       "\n",
+       "        var button = (fig.buttons[name] = document.createElement('button'));\n",
+       "        button.classList = 'mpl-widget';\n",
+       "        button.setAttribute('role', 'button');\n",
+       "        button.setAttribute('aria-disabled', 'false');\n",
+       "        button.addEventListener('click', on_click_closure(method_name));\n",
+       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
+       "\n",
+       "        var icon_img = document.createElement('img');\n",
+       "        icon_img.src = '_images/' + image + '.png';\n",
+       "        icon_img.srcset = '_images/' + image + '_large.png 2x';\n",
+       "        icon_img.alt = tooltip;\n",
+       "        button.appendChild(icon_img);\n",
+       "\n",
+       "        buttonGroup.appendChild(button);\n",
+       "    }\n",
+       "\n",
+       "    if (buttonGroup.hasChildNodes()) {\n",
+       "        toolbar.appendChild(buttonGroup);\n",
+       "    }\n",
+       "\n",
+       "    var fmt_picker = document.createElement('select');\n",
+       "    fmt_picker.classList = 'mpl-widget';\n",
+       "    toolbar.appendChild(fmt_picker);\n",
+       "    this.format_dropdown = fmt_picker;\n",
+       "\n",
+       "    for (var ind in mpl.extensions) {\n",
+       "        var fmt = mpl.extensions[ind];\n",
+       "        var option = document.createElement('option');\n",
+       "        option.selected = fmt === mpl.default_extension;\n",
+       "        option.innerHTML = fmt;\n",
+       "        fmt_picker.appendChild(option);\n",
+       "    }\n",
+       "\n",
+       "    var status_bar = document.createElement('span');\n",
+       "    status_bar.classList = 'mpl-message';\n",
+       "    toolbar.appendChild(status_bar);\n",
+       "    this.message = status_bar;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.request_resize = function (x_pixels, y_pixels) {\n",
+       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
+       "    // which will in turn request a refresh of the image.\n",
+       "    this.send_message('resize', { width: x_pixels, height: y_pixels });\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.send_message = function (type, properties) {\n",
+       "    properties['type'] = type;\n",
+       "    properties['figure_id'] = this.id;\n",
+       "    this.ws.send(JSON.stringify(properties));\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.send_draw_message = function () {\n",
+       "    if (!this.waiting) {\n",
+       "        this.waiting = true;\n",
+       "        this.ws.send(JSON.stringify({ type: 'draw', figure_id: this.id }));\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
+       "    var format_dropdown = fig.format_dropdown;\n",
+       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
+       "    fig.ondownload(fig, format);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_resize = function (fig, msg) {\n",
+       "    var size = msg['size'];\n",
+       "    if (size[0] !== fig.canvas.width || size[1] !== fig.canvas.height) {\n",
+       "        fig._resize_canvas(size[0], size[1], msg['forward']);\n",
+       "        fig.send_message('refresh', {});\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_rubberband = function (fig, msg) {\n",
+       "    var x0 = msg['x0'] / fig.ratio;\n",
+       "    var y0 = (fig.canvas.height - msg['y0']) / fig.ratio;\n",
+       "    var x1 = msg['x1'] / fig.ratio;\n",
+       "    var y1 = (fig.canvas.height - msg['y1']) / fig.ratio;\n",
+       "    x0 = Math.floor(x0) + 0.5;\n",
+       "    y0 = Math.floor(y0) + 0.5;\n",
+       "    x1 = Math.floor(x1) + 0.5;\n",
+       "    y1 = Math.floor(y1) + 0.5;\n",
+       "    var min_x = Math.min(x0, x1);\n",
+       "    var min_y = Math.min(y0, y1);\n",
+       "    var width = Math.abs(x1 - x0);\n",
+       "    var height = Math.abs(y1 - y0);\n",
+       "\n",
+       "    fig.rubberband_context.clearRect(\n",
+       "        0,\n",
+       "        0,\n",
+       "        fig.canvas.width / fig.ratio,\n",
+       "        fig.canvas.height / fig.ratio\n",
+       "    );\n",
+       "\n",
+       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_figure_label = function (fig, msg) {\n",
+       "    // Updates the figure title.\n",
+       "    fig.header.textContent = msg['label'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_cursor = function (fig, msg) {\n",
+       "    fig.rubberband_canvas.style.cursor = msg['cursor'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_message = function (fig, msg) {\n",
+       "    fig.message.textContent = msg['message'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_draw = function (fig, _msg) {\n",
+       "    // Request the server to send over a new figure.\n",
+       "    fig.send_draw_message();\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_image_mode = function (fig, msg) {\n",
+       "    fig.image_mode = msg['mode'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_history_buttons = function (fig, msg) {\n",
+       "    for (var key in msg) {\n",
+       "        if (!(key in fig.buttons)) {\n",
+       "            continue;\n",
+       "        }\n",
+       "        fig.buttons[key].disabled = !msg[key];\n",
+       "        fig.buttons[key].setAttribute('aria-disabled', !msg[key]);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_navigate_mode = function (fig, msg) {\n",
+       "    if (msg['mode'] === 'PAN') {\n",
+       "        fig.buttons['Pan'].classList.add('active');\n",
+       "        fig.buttons['Zoom'].classList.remove('active');\n",
+       "    } else if (msg['mode'] === 'ZOOM') {\n",
+       "        fig.buttons['Pan'].classList.remove('active');\n",
+       "        fig.buttons['Zoom'].classList.add('active');\n",
+       "    } else {\n",
+       "        fig.buttons['Pan'].classList.remove('active');\n",
+       "        fig.buttons['Zoom'].classList.remove('active');\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function () {\n",
+       "    // Called whenever the canvas gets updated.\n",
+       "    this.send_message('ack', {});\n",
+       "};\n",
+       "\n",
+       "// A function to construct a web socket function for onmessage handling.\n",
+       "// Called in the figure constructor.\n",
+       "mpl.figure.prototype._make_on_message_function = function (fig) {\n",
+       "    return function socket_on_message(evt) {\n",
+       "        if (evt.data instanceof Blob) {\n",
+       "            var img = evt.data;\n",
+       "            if (img.type !== 'image/png') {\n",
+       "                /* FIXME: We get \"Resource interpreted as Image but\n",
+       "                 * transferred with MIME type text/plain:\" errors on\n",
+       "                 * Chrome.  But how to set the MIME type?  It doesn't seem\n",
+       "                 * to be part of the websocket stream */\n",
+       "                img.type = 'image/png';\n",
+       "            }\n",
+       "\n",
+       "            /* Free the memory for the previous frames */\n",
+       "            if (fig.imageObj.src) {\n",
+       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
+       "                    fig.imageObj.src\n",
+       "                );\n",
+       "            }\n",
+       "\n",
+       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
+       "                img\n",
+       "            );\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        } else if (\n",
+       "            typeof evt.data === 'string' &&\n",
+       "            evt.data.slice(0, 21) === 'data:image/png;base64'\n",
+       "        ) {\n",
+       "            fig.imageObj.src = evt.data;\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        var msg = JSON.parse(evt.data);\n",
+       "        var msg_type = msg['type'];\n",
+       "\n",
+       "        // Call the  \"handle_{type}\" callback, which takes\n",
+       "        // the figure and JSON message as its only arguments.\n",
+       "        try {\n",
+       "            var callback = fig['handle_' + msg_type];\n",
+       "        } catch (e) {\n",
+       "            console.log(\n",
+       "                \"No handler for the '\" + msg_type + \"' message type: \",\n",
+       "                msg\n",
+       "            );\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        if (callback) {\n",
+       "            try {\n",
+       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
+       "                callback(fig, msg);\n",
+       "            } catch (e) {\n",
+       "                console.log(\n",
+       "                    \"Exception inside the 'handler_\" + msg_type + \"' callback:\",\n",
+       "                    e,\n",
+       "                    e.stack,\n",
+       "                    msg\n",
+       "                );\n",
+       "            }\n",
+       "        }\n",
+       "    };\n",
+       "};\n",
+       "\n",
+       "// from https://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
+       "mpl.findpos = function (e) {\n",
+       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
+       "    var targ;\n",
+       "    if (!e) {\n",
+       "        e = window.event;\n",
+       "    }\n",
+       "    if (e.target) {\n",
+       "        targ = e.target;\n",
+       "    } else if (e.srcElement) {\n",
+       "        targ = e.srcElement;\n",
+       "    }\n",
+       "    if (targ.nodeType === 3) {\n",
+       "        // defeat Safari bug\n",
+       "        targ = targ.parentNode;\n",
+       "    }\n",
+       "\n",
+       "    // pageX,Y are the mouse positions relative to the document\n",
+       "    var boundingRect = targ.getBoundingClientRect();\n",
+       "    var x = e.pageX - (boundingRect.left + document.body.scrollLeft);\n",
+       "    var y = e.pageY - (boundingRect.top + document.body.scrollTop);\n",
+       "\n",
+       "    return { x: x, y: y };\n",
+       "};\n",
+       "\n",
+       "/*\n",
+       " * return a copy of an object with only non-object keys\n",
+       " * we need this to avoid circular references\n",
+       " * https://stackoverflow.com/a/24161582/3208463\n",
+       " */\n",
+       "function simpleKeys(original) {\n",
+       "    return Object.keys(original).reduce(function (obj, key) {\n",
+       "        if (typeof original[key] !== 'object') {\n",
+       "            obj[key] = original[key];\n",
+       "        }\n",
+       "        return obj;\n",
+       "    }, {});\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.mouse_event = function (event, name) {\n",
+       "    var canvas_pos = mpl.findpos(event);\n",
+       "\n",
+       "    if (name === 'button_press') {\n",
+       "        this.canvas.focus();\n",
+       "        this.canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    var x = canvas_pos.x * this.ratio;\n",
+       "    var y = canvas_pos.y * this.ratio;\n",
+       "\n",
+       "    this.send_message(name, {\n",
+       "        x: x,\n",
+       "        y: y,\n",
+       "        button: event.button,\n",
+       "        step: event.step,\n",
+       "        guiEvent: simpleKeys(event),\n",
+       "    });\n",
+       "\n",
+       "    /* This prevents the web browser from automatically changing to\n",
+       "     * the text insertion cursor when the button is pressed.  We want\n",
+       "     * to control all of the cursor setting manually through the\n",
+       "     * 'cursor' event from matplotlib */\n",
+       "    event.preventDefault();\n",
+       "    return false;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function (_event, _name) {\n",
+       "    // Handle any extra behaviour associated with a key event\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.key_event = function (event, name) {\n",
+       "    // Prevent repeat events\n",
+       "    if (name === 'key_press') {\n",
+       "        if (event.key === this._key) {\n",
+       "            return;\n",
+       "        } else {\n",
+       "            this._key = event.key;\n",
+       "        }\n",
+       "    }\n",
+       "    if (name === 'key_release') {\n",
+       "        this._key = null;\n",
+       "    }\n",
+       "\n",
+       "    var value = '';\n",
+       "    if (event.ctrlKey && event.key !== 'Control') {\n",
+       "        value += 'ctrl+';\n",
+       "    }\n",
+       "    else if (event.altKey && event.key !== 'Alt') {\n",
+       "        value += 'alt+';\n",
+       "    }\n",
+       "    else if (event.shiftKey && event.key !== 'Shift') {\n",
+       "        value += 'shift+';\n",
+       "    }\n",
+       "\n",
+       "    value += 'k' + event.key;\n",
+       "\n",
+       "    this._key_event_extra(event, name);\n",
+       "\n",
+       "    this.send_message(name, { key: value, guiEvent: simpleKeys(event) });\n",
+       "    return false;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onclick = function (name) {\n",
+       "    if (name === 'download') {\n",
+       "        this.handle_save(this, null);\n",
+       "    } else {\n",
+       "        this.send_message('toolbar_button', { name: name });\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onmouseover = function (tooltip) {\n",
+       "    this.message.textContent = tooltip;\n",
+       "};\n",
+       "\n",
+       "///////////////// REMAINING CONTENT GENERATED BY embed_js.py /////////////////\n",
+       "// prettier-ignore\n",
+       "var _JSXTOOLS_RESIZE_OBSERVER=function(A){var t,i=new WeakMap,n=new WeakMap,a=new WeakMap,r=new WeakMap,o=new Set;function s(e){if(!(this instanceof s))throw new TypeError(\"Constructor requires 'new' operator\");i.set(this,e)}function h(){throw new TypeError(\"Function is not a constructor\")}function c(e,t,i,n){e=0 in arguments?Number(arguments[0]):0,t=1 in arguments?Number(arguments[1]):0,i=2 in arguments?Number(arguments[2]):0,n=3 in arguments?Number(arguments[3]):0,this.right=(this.x=this.left=e)+(this.width=i),this.bottom=(this.y=this.top=t)+(this.height=n),Object.freeze(this)}function d(){t=requestAnimationFrame(d);var s=new WeakMap,p=new Set;o.forEach((function(t){r.get(t).forEach((function(i){var r=t instanceof window.SVGElement,o=a.get(t),d=r?0:parseFloat(o.paddingTop),f=r?0:parseFloat(o.paddingRight),l=r?0:parseFloat(o.paddingBottom),u=r?0:parseFloat(o.paddingLeft),g=r?0:parseFloat(o.borderTopWidth),m=r?0:parseFloat(o.borderRightWidth),w=r?0:parseFloat(o.borderBottomWidth),b=u+f,F=d+l,v=(r?0:parseFloat(o.borderLeftWidth))+m,W=g+w,y=r?0:t.offsetHeight-W-t.clientHeight,E=r?0:t.offsetWidth-v-t.clientWidth,R=b+v,z=F+W,M=r?t.width:parseFloat(o.width)-R-E,O=r?t.height:parseFloat(o.height)-z-y;if(n.has(t)){var k=n.get(t);if(k[0]===M&&k[1]===O)return}n.set(t,[M,O]);var S=Object.create(h.prototype);S.target=t,S.contentRect=new c(u,d,M,O),s.has(i)||(s.set(i,[]),p.add(i)),s.get(i).push(S)}))})),p.forEach((function(e){i.get(e).call(e,s.get(e),e)}))}return s.prototype.observe=function(i){if(i instanceof window.Element){r.has(i)||(r.set(i,new Set),o.add(i),a.set(i,window.getComputedStyle(i)));var n=r.get(i);n.has(this)||n.add(this),cancelAnimationFrame(t),t=requestAnimationFrame(d)}},s.prototype.unobserve=function(i){if(i instanceof window.Element&&r.has(i)){var n=r.get(i);n.has(this)&&(n.delete(this),n.size||(r.delete(i),o.delete(i))),n.size||r.delete(i),o.size||cancelAnimationFrame(t)}},A.DOMRectReadOnly=c,A.ResizeObserver=s,A.ResizeObserverEntry=h,A}; // eslint-disable-line\n",
+       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Left button pans, Right button zooms\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\\nx/y fixes axis\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
+       "\n",
+       "mpl.extensions = [\"eps\", \"jpeg\", \"pgf\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
+       "\n",
+       "mpl.default_extension = \"png\";/* global mpl */\n",
+       "\n",
+       "var comm_websocket_adapter = function (comm) {\n",
+       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
+       "    // object with the appropriate methods. Currently this is a non binary\n",
+       "    // socket, so there is still some room for performance tuning.\n",
+       "    var ws = {};\n",
+       "\n",
+       "    ws.binaryType = comm.kernel.ws.binaryType;\n",
+       "    ws.readyState = comm.kernel.ws.readyState;\n",
+       "    function updateReadyState(_event) {\n",
+       "        if (comm.kernel.ws) {\n",
+       "            ws.readyState = comm.kernel.ws.readyState;\n",
+       "        } else {\n",
+       "            ws.readyState = 3; // Closed state.\n",
+       "        }\n",
+       "    }\n",
+       "    comm.kernel.ws.addEventListener('open', updateReadyState);\n",
+       "    comm.kernel.ws.addEventListener('close', updateReadyState);\n",
+       "    comm.kernel.ws.addEventListener('error', updateReadyState);\n",
+       "\n",
+       "    ws.close = function () {\n",
+       "        comm.close();\n",
+       "    };\n",
+       "    ws.send = function (m) {\n",
+       "        //console.log('sending', m);\n",
+       "        comm.send(m);\n",
+       "    };\n",
+       "    // Register the callback with on_msg.\n",
+       "    comm.on_msg(function (msg) {\n",
+       "        //console.log('receiving', msg['content']['data'], msg);\n",
+       "        var data = msg['content']['data'];\n",
+       "        if (data['blob'] !== undefined) {\n",
+       "            data = {\n",
+       "                data: new Blob(msg['buffers'], { type: data['blob'] }),\n",
+       "            };\n",
+       "        }\n",
+       "        // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
+       "        ws.onmessage(data);\n",
+       "    });\n",
+       "    return ws;\n",
+       "};\n",
+       "\n",
+       "mpl.mpl_figure_comm = function (comm, msg) {\n",
+       "    // This is the function which gets called when the mpl process\n",
+       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
+       "\n",
+       "    var id = msg.content.data.id;\n",
+       "    // Get hold of the div created by the display call when the Comm\n",
+       "    // socket was opened in Python.\n",
+       "    var element = document.getElementById(id);\n",
+       "    var ws_proxy = comm_websocket_adapter(comm);\n",
+       "\n",
+       "    function ondownload(figure, _format) {\n",
+       "        window.open(figure.canvas.toDataURL());\n",
+       "    }\n",
+       "\n",
+       "    var fig = new mpl.figure(id, ws_proxy, ondownload, element);\n",
+       "\n",
+       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
+       "    // web socket which is closed, not our websocket->open comm proxy.\n",
+       "    ws_proxy.onopen();\n",
+       "\n",
+       "    fig.parent_element = element;\n",
+       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
+       "    if (!fig.cell_info) {\n",
+       "        console.error('Failed to find cell for figure', id, fig);\n",
+       "        return;\n",
+       "    }\n",
+       "    fig.cell_info[0].output_area.element.on(\n",
+       "        'cleared',\n",
+       "        { fig: fig },\n",
+       "        fig._remove_fig_handler\n",
+       "    );\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_close = function (fig, msg) {\n",
+       "    var width = fig.canvas.width / fig.ratio;\n",
+       "    fig.cell_info[0].output_area.element.off(\n",
+       "        'cleared',\n",
+       "        fig._remove_fig_handler\n",
+       "    );\n",
+       "    fig.resizeObserverInstance.unobserve(fig.canvas_div);\n",
+       "\n",
+       "    // Update the output cell to use the data from the current canvas.\n",
+       "    fig.push_to_output();\n",
+       "    var dataURL = fig.canvas.toDataURL();\n",
+       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
+       "    // the notebook keyboard shortcuts fail.\n",
+       "    IPython.keyboard_manager.enable();\n",
+       "    fig.parent_element.innerHTML =\n",
+       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
+       "    fig.close_ws(fig, msg);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.close_ws = function (fig, msg) {\n",
+       "    fig.send_message('closing', msg);\n",
+       "    // fig.ws.close()\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.push_to_output = function (_remove_interactive) {\n",
+       "    // Turn the data on the canvas into data in the output cell.\n",
+       "    var width = this.canvas.width / this.ratio;\n",
+       "    var dataURL = this.canvas.toDataURL();\n",
+       "    this.cell_info[1]['text/html'] =\n",
+       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function () {\n",
+       "    // Tell IPython that the notebook contents must change.\n",
+       "    IPython.notebook.set_dirty(true);\n",
+       "    this.send_message('ack', {});\n",
+       "    var fig = this;\n",
+       "    // Wait a second, then push the new image to the DOM so\n",
+       "    // that it is saved nicely (might be nice to debounce this).\n",
+       "    setTimeout(function () {\n",
+       "        fig.push_to_output();\n",
+       "    }, 1000);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var toolbar = document.createElement('div');\n",
+       "    toolbar.classList = 'btn-toolbar';\n",
+       "    this.root.appendChild(toolbar);\n",
+       "\n",
+       "    function on_click_closure(name) {\n",
+       "        return function (_event) {\n",
+       "            return fig.toolbar_button_onclick(name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    function on_mouseover_closure(tooltip) {\n",
+       "        return function (event) {\n",
+       "            if (!event.currentTarget.disabled) {\n",
+       "                return fig.toolbar_button_onmouseover(tooltip);\n",
+       "            }\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    fig.buttons = {};\n",
+       "    var buttonGroup = document.createElement('div');\n",
+       "    buttonGroup.classList = 'btn-group';\n",
+       "    var button;\n",
+       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) {\n",
+       "            /* Instead of a spacer, we start a new button group. */\n",
+       "            if (buttonGroup.hasChildNodes()) {\n",
+       "                toolbar.appendChild(buttonGroup);\n",
+       "            }\n",
+       "            buttonGroup = document.createElement('div');\n",
+       "            buttonGroup.classList = 'btn-group';\n",
+       "            continue;\n",
+       "        }\n",
+       "\n",
+       "        button = fig.buttons[name] = document.createElement('button');\n",
+       "        button.classList = 'btn btn-default';\n",
+       "        button.href = '#';\n",
+       "        button.title = name;\n",
+       "        button.innerHTML = '<i class=\"fa ' + image + ' fa-lg\"></i>';\n",
+       "        button.addEventListener('click', on_click_closure(method_name));\n",
+       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
+       "        buttonGroup.appendChild(button);\n",
+       "    }\n",
+       "\n",
+       "    if (buttonGroup.hasChildNodes()) {\n",
+       "        toolbar.appendChild(buttonGroup);\n",
+       "    }\n",
+       "\n",
+       "    // Add the status bar.\n",
+       "    var status_bar = document.createElement('span');\n",
+       "    status_bar.classList = 'mpl-message pull-right';\n",
+       "    toolbar.appendChild(status_bar);\n",
+       "    this.message = status_bar;\n",
+       "\n",
+       "    // Add the close button to the window.\n",
+       "    var buttongrp = document.createElement('div');\n",
+       "    buttongrp.classList = 'btn-group inline pull-right';\n",
+       "    button = document.createElement('button');\n",
+       "    button.classList = 'btn btn-mini btn-primary';\n",
+       "    button.href = '#';\n",
+       "    button.title = 'Stop Interaction';\n",
+       "    button.innerHTML = '<i class=\"fa fa-power-off icon-remove icon-large\"></i>';\n",
+       "    button.addEventListener('click', function (_evt) {\n",
+       "        fig.handle_close(fig, {});\n",
+       "    });\n",
+       "    button.addEventListener(\n",
+       "        'mouseover',\n",
+       "        on_mouseover_closure('Stop Interaction')\n",
+       "    );\n",
+       "    buttongrp.appendChild(button);\n",
+       "    var titlebar = this.root.querySelector('.ui-dialog-titlebar');\n",
+       "    titlebar.insertBefore(buttongrp, titlebar.firstChild);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._remove_fig_handler = function (event) {\n",
+       "    var fig = event.data.fig;\n",
+       "    if (event.target !== this) {\n",
+       "        // Ignore bubbled events from children.\n",
+       "        return;\n",
+       "    }\n",
+       "    fig.close_ws(fig, {});\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function (el) {\n",
+       "    el.style.boxSizing = 'content-box'; // override notebook setting of border-box.\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function (el) {\n",
+       "    // this is important to make the div 'focusable\n",
+       "    el.setAttribute('tabindex', 0);\n",
+       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
+       "    // off when our div gets focus\n",
+       "\n",
+       "    // location in version 3\n",
+       "    if (IPython.notebook.keyboard_manager) {\n",
+       "        IPython.notebook.keyboard_manager.register_events(el);\n",
+       "    } else {\n",
+       "        // location in version 2\n",
+       "        IPython.keyboard_manager.register_events(el);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function (event, _name) {\n",
+       "    // Check for shift+enter\n",
+       "    if (event.shiftKey && event.which === 13) {\n",
+       "        this.canvas_div.blur();\n",
+       "        // select the cell after this one\n",
+       "        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
+       "        IPython.notebook.select(index + 1);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
+       "    fig.ondownload(fig, null);\n",
+       "};\n",
+       "\n",
+       "mpl.find_output_cell = function (html_output) {\n",
+       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
+       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
+       "    // IPython event is triggered only after the cells have been serialised, which for\n",
+       "    // our purposes (turning an active figure into a static one), is too late.\n",
+       "    var cells = IPython.notebook.get_cells();\n",
+       "    var ncells = cells.length;\n",
+       "    for (var i = 0; i < ncells; i++) {\n",
+       "        var cell = cells[i];\n",
+       "        if (cell.cell_type === 'code') {\n",
+       "            for (var j = 0; j < cell.output_area.outputs.length; j++) {\n",
+       "                var data = cell.output_area.outputs[j];\n",
+       "                if (data.data) {\n",
+       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
+       "                    data = data.data;\n",
+       "                }\n",
+       "                if (data['text/html'] === html_output) {\n",
+       "                    return [cell, data, j];\n",
+       "                }\n",
+       "            }\n",
+       "        }\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "// Register the function which deals with the matplotlib target/channel.\n",
+       "// The kernel may be null if the page has been refreshed.\n",
+       "if (IPython.notebook.kernel !== null) {\n",
+       "    IPython.notebook.kernel.comm_manager.register_target(\n",
+       "        'matplotlib',\n",
+       "        mpl.mpl_figure_comm\n",
+       "    );\n",
+       "}\n"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Javascript object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<img 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\" width=\"640\">"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/javascript": [
+       "/* Put everything inside the global mpl namespace */\n",
+       "/* global mpl */\n",
+       "window.mpl = {};\n",
+       "\n",
+       "mpl.get_websocket_type = function () {\n",
+       "    if (typeof WebSocket !== 'undefined') {\n",
+       "        return WebSocket;\n",
+       "    } else if (typeof MozWebSocket !== 'undefined') {\n",
+       "        return MozWebSocket;\n",
+       "    } else {\n",
+       "        alert(\n",
+       "            'Your browser does not have WebSocket support. ' +\n",
+       "                'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
+       "                'Firefox 4 and 5 are also supported but you ' +\n",
+       "                'have to enable WebSockets in about:config.'\n",
+       "        );\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure = function (figure_id, websocket, ondownload, parent_element) {\n",
+       "    this.id = figure_id;\n",
+       "\n",
+       "    this.ws = websocket;\n",
+       "\n",
+       "    this.supports_binary = this.ws.binaryType !== undefined;\n",
+       "\n",
+       "    if (!this.supports_binary) {\n",
+       "        var warnings = document.getElementById('mpl-warnings');\n",
+       "        if (warnings) {\n",
+       "            warnings.style.display = 'block';\n",
+       "            warnings.textContent =\n",
+       "                'This browser does not support binary websocket messages. ' +\n",
+       "                'Performance may be slow.';\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    this.imageObj = new Image();\n",
+       "\n",
+       "    this.context = undefined;\n",
+       "    this.message = undefined;\n",
+       "    this.canvas = undefined;\n",
+       "    this.rubberband_canvas = undefined;\n",
+       "    this.rubberband_context = undefined;\n",
+       "    this.format_dropdown = undefined;\n",
+       "\n",
+       "    this.image_mode = 'full';\n",
+       "\n",
+       "    this.root = document.createElement('div');\n",
+       "    this.root.setAttribute('style', 'display: inline-block');\n",
+       "    this._root_extra_style(this.root);\n",
+       "\n",
+       "    parent_element.appendChild(this.root);\n",
+       "\n",
+       "    this._init_header(this);\n",
+       "    this._init_canvas(this);\n",
+       "    this._init_toolbar(this);\n",
+       "\n",
+       "    var fig = this;\n",
+       "\n",
+       "    this.waiting = false;\n",
+       "\n",
+       "    this.ws.onopen = function () {\n",
+       "        fig.send_message('supports_binary', { value: fig.supports_binary });\n",
+       "        fig.send_message('send_image_mode', {});\n",
+       "        if (fig.ratio !== 1) {\n",
+       "            fig.send_message('set_device_pixel_ratio', {\n",
+       "                device_pixel_ratio: fig.ratio,\n",
+       "            });\n",
+       "        }\n",
+       "        fig.send_message('refresh', {});\n",
+       "    };\n",
+       "\n",
+       "    this.imageObj.onload = function () {\n",
+       "        if (fig.image_mode === 'full') {\n",
+       "            // Full images could contain transparency (where diff images\n",
+       "            // almost always do), so we need to clear the canvas so that\n",
+       "            // there is no ghosting.\n",
+       "            fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
+       "        }\n",
+       "        fig.context.drawImage(fig.imageObj, 0, 0);\n",
+       "    };\n",
+       "\n",
+       "    this.imageObj.onunload = function () {\n",
+       "        fig.ws.close();\n",
+       "    };\n",
+       "\n",
+       "    this.ws.onmessage = this._make_on_message_function(this);\n",
+       "\n",
+       "    this.ondownload = ondownload;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_header = function () {\n",
+       "    var titlebar = document.createElement('div');\n",
+       "    titlebar.classList =\n",
+       "        'ui-dialog-titlebar ui-widget-header ui-corner-all ui-helper-clearfix';\n",
+       "    var titletext = document.createElement('div');\n",
+       "    titletext.classList = 'ui-dialog-title';\n",
+       "    titletext.setAttribute(\n",
+       "        'style',\n",
+       "        'width: 100%; text-align: center; padding: 3px;'\n",
+       "    );\n",
+       "    titlebar.appendChild(titletext);\n",
+       "    this.root.appendChild(titlebar);\n",
+       "    this.header = titletext;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function (_canvas_div) {};\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function (_canvas_div) {};\n",
+       "\n",
+       "mpl.figure.prototype._init_canvas = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var canvas_div = (this.canvas_div = document.createElement('div'));\n",
+       "    canvas_div.setAttribute(\n",
+       "        'style',\n",
+       "        'border: 1px solid #ddd;' +\n",
+       "            'box-sizing: content-box;' +\n",
+       "            'clear: both;' +\n",
+       "            'min-height: 1px;' +\n",
+       "            'min-width: 1px;' +\n",
+       "            'outline: 0;' +\n",
+       "            'overflow: hidden;' +\n",
+       "            'position: relative;' +\n",
+       "            'resize: both;'\n",
+       "    );\n",
+       "\n",
+       "    function on_keyboard_event_closure(name) {\n",
+       "        return function (event) {\n",
+       "            return fig.key_event(event, name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    canvas_div.addEventListener(\n",
+       "        'keydown',\n",
+       "        on_keyboard_event_closure('key_press')\n",
+       "    );\n",
+       "    canvas_div.addEventListener(\n",
+       "        'keyup',\n",
+       "        on_keyboard_event_closure('key_release')\n",
+       "    );\n",
+       "\n",
+       "    this._canvas_extra_style(canvas_div);\n",
+       "    this.root.appendChild(canvas_div);\n",
+       "\n",
+       "    var canvas = (this.canvas = document.createElement('canvas'));\n",
+       "    canvas.classList.add('mpl-canvas');\n",
+       "    canvas.setAttribute('style', 'box-sizing: content-box;');\n",
+       "\n",
+       "    this.context = canvas.getContext('2d');\n",
+       "\n",
+       "    var backingStore =\n",
+       "        this.context.backingStorePixelRatio ||\n",
+       "        this.context.webkitBackingStorePixelRatio ||\n",
+       "        this.context.mozBackingStorePixelRatio ||\n",
+       "        this.context.msBackingStorePixelRatio ||\n",
+       "        this.context.oBackingStorePixelRatio ||\n",
+       "        this.context.backingStorePixelRatio ||\n",
+       "        1;\n",
+       "\n",
+       "    this.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
+       "\n",
+       "    var rubberband_canvas = (this.rubberband_canvas = document.createElement(\n",
+       "        'canvas'\n",
+       "    ));\n",
+       "    rubberband_canvas.setAttribute(\n",
+       "        'style',\n",
+       "        'box-sizing: content-box; position: absolute; left: 0; top: 0; z-index: 1;'\n",
+       "    );\n",
+       "\n",
+       "    // Apply a ponyfill if ResizeObserver is not implemented by browser.\n",
+       "    if (this.ResizeObserver === undefined) {\n",
+       "        if (window.ResizeObserver !== undefined) {\n",
+       "            this.ResizeObserver = window.ResizeObserver;\n",
+       "        } else {\n",
+       "            var obs = _JSXTOOLS_RESIZE_OBSERVER({});\n",
+       "            this.ResizeObserver = obs.ResizeObserver;\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    this.resizeObserverInstance = new this.ResizeObserver(function (entries) {\n",
+       "        var nentries = entries.length;\n",
+       "        for (var i = 0; i < nentries; i++) {\n",
+       "            var entry = entries[i];\n",
+       "            var width, height;\n",
+       "            if (entry.contentBoxSize) {\n",
+       "                if (entry.contentBoxSize instanceof Array) {\n",
+       "                    // Chrome 84 implements new version of spec.\n",
+       "                    width = entry.contentBoxSize[0].inlineSize;\n",
+       "                    height = entry.contentBoxSize[0].blockSize;\n",
+       "                } else {\n",
+       "                    // Firefox implements old version of spec.\n",
+       "                    width = entry.contentBoxSize.inlineSize;\n",
+       "                    height = entry.contentBoxSize.blockSize;\n",
+       "                }\n",
+       "            } else {\n",
+       "                // Chrome <84 implements even older version of spec.\n",
+       "                width = entry.contentRect.width;\n",
+       "                height = entry.contentRect.height;\n",
+       "            }\n",
+       "\n",
+       "            // Keep the size of the canvas and rubber band canvas in sync with\n",
+       "            // the canvas container.\n",
+       "            if (entry.devicePixelContentBoxSize) {\n",
+       "                // Chrome 84 implements new version of spec.\n",
+       "                canvas.setAttribute(\n",
+       "                    'width',\n",
+       "                    entry.devicePixelContentBoxSize[0].inlineSize\n",
+       "                );\n",
+       "                canvas.setAttribute(\n",
+       "                    'height',\n",
+       "                    entry.devicePixelContentBoxSize[0].blockSize\n",
+       "                );\n",
+       "            } else {\n",
+       "                canvas.setAttribute('width', width * fig.ratio);\n",
+       "                canvas.setAttribute('height', height * fig.ratio);\n",
+       "            }\n",
+       "            canvas.setAttribute(\n",
+       "                'style',\n",
+       "                'width: ' + width + 'px; height: ' + height + 'px;'\n",
+       "            );\n",
+       "\n",
+       "            rubberband_canvas.setAttribute('width', width);\n",
+       "            rubberband_canvas.setAttribute('height', height);\n",
+       "\n",
+       "            // And update the size in Python. We ignore the initial 0/0 size\n",
+       "            // that occurs as the element is placed into the DOM, which should\n",
+       "            // otherwise not happen due to the minimum size styling.\n",
+       "            if (fig.ws.readyState == 1 && width != 0 && height != 0) {\n",
+       "                fig.request_resize(width, height);\n",
+       "            }\n",
+       "        }\n",
+       "    });\n",
+       "    this.resizeObserverInstance.observe(canvas_div);\n",
+       "\n",
+       "    function on_mouse_event_closure(name) {\n",
+       "        return function (event) {\n",
+       "            return fig.mouse_event(event, name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mousedown',\n",
+       "        on_mouse_event_closure('button_press')\n",
+       "    );\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mouseup',\n",
+       "        on_mouse_event_closure('button_release')\n",
+       "    );\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'dblclick',\n",
+       "        on_mouse_event_closure('dblclick')\n",
+       "    );\n",
+       "    // Throttle sequential mouse events to 1 every 20ms.\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mousemove',\n",
+       "        on_mouse_event_closure('motion_notify')\n",
+       "    );\n",
+       "\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mouseenter',\n",
+       "        on_mouse_event_closure('figure_enter')\n",
+       "    );\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mouseleave',\n",
+       "        on_mouse_event_closure('figure_leave')\n",
+       "    );\n",
+       "\n",
+       "    canvas_div.addEventListener('wheel', function (event) {\n",
+       "        if (event.deltaY < 0) {\n",
+       "            event.step = 1;\n",
+       "        } else {\n",
+       "            event.step = -1;\n",
+       "        }\n",
+       "        on_mouse_event_closure('scroll')(event);\n",
+       "    });\n",
+       "\n",
+       "    canvas_div.appendChild(canvas);\n",
+       "    canvas_div.appendChild(rubberband_canvas);\n",
+       "\n",
+       "    this.rubberband_context = rubberband_canvas.getContext('2d');\n",
+       "    this.rubberband_context.strokeStyle = '#000000';\n",
+       "\n",
+       "    this._resize_canvas = function (width, height, forward) {\n",
+       "        if (forward) {\n",
+       "            canvas_div.style.width = width + 'px';\n",
+       "            canvas_div.style.height = height + 'px';\n",
+       "        }\n",
+       "    };\n",
+       "\n",
+       "    // Disable right mouse context menu.\n",
+       "    this.rubberband_canvas.addEventListener('contextmenu', function (_e) {\n",
+       "        event.preventDefault();\n",
+       "        return false;\n",
+       "    });\n",
+       "\n",
+       "    function set_focus() {\n",
+       "        canvas.focus();\n",
+       "        canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    window.setTimeout(set_focus, 100);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var toolbar = document.createElement('div');\n",
+       "    toolbar.classList = 'mpl-toolbar';\n",
+       "    this.root.appendChild(toolbar);\n",
+       "\n",
+       "    function on_click_closure(name) {\n",
+       "        return function (_event) {\n",
+       "            return fig.toolbar_button_onclick(name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    function on_mouseover_closure(tooltip) {\n",
+       "        return function (event) {\n",
+       "            if (!event.currentTarget.disabled) {\n",
+       "                return fig.toolbar_button_onmouseover(tooltip);\n",
+       "            }\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    fig.buttons = {};\n",
+       "    var buttonGroup = document.createElement('div');\n",
+       "    buttonGroup.classList = 'mpl-button-group';\n",
+       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) {\n",
+       "            /* Instead of a spacer, we start a new button group. */\n",
+       "            if (buttonGroup.hasChildNodes()) {\n",
+       "                toolbar.appendChild(buttonGroup);\n",
+       "            }\n",
+       "            buttonGroup = document.createElement('div');\n",
+       "            buttonGroup.classList = 'mpl-button-group';\n",
+       "            continue;\n",
+       "        }\n",
+       "\n",
+       "        var button = (fig.buttons[name] = document.createElement('button'));\n",
+       "        button.classList = 'mpl-widget';\n",
+       "        button.setAttribute('role', 'button');\n",
+       "        button.setAttribute('aria-disabled', 'false');\n",
+       "        button.addEventListener('click', on_click_closure(method_name));\n",
+       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
+       "\n",
+       "        var icon_img = document.createElement('img');\n",
+       "        icon_img.src = '_images/' + image + '.png';\n",
+       "        icon_img.srcset = '_images/' + image + '_large.png 2x';\n",
+       "        icon_img.alt = tooltip;\n",
+       "        button.appendChild(icon_img);\n",
+       "\n",
+       "        buttonGroup.appendChild(button);\n",
+       "    }\n",
+       "\n",
+       "    if (buttonGroup.hasChildNodes()) {\n",
+       "        toolbar.appendChild(buttonGroup);\n",
+       "    }\n",
+       "\n",
+       "    var fmt_picker = document.createElement('select');\n",
+       "    fmt_picker.classList = 'mpl-widget';\n",
+       "    toolbar.appendChild(fmt_picker);\n",
+       "    this.format_dropdown = fmt_picker;\n",
+       "\n",
+       "    for (var ind in mpl.extensions) {\n",
+       "        var fmt = mpl.extensions[ind];\n",
+       "        var option = document.createElement('option');\n",
+       "        option.selected = fmt === mpl.default_extension;\n",
+       "        option.innerHTML = fmt;\n",
+       "        fmt_picker.appendChild(option);\n",
+       "    }\n",
+       "\n",
+       "    var status_bar = document.createElement('span');\n",
+       "    status_bar.classList = 'mpl-message';\n",
+       "    toolbar.appendChild(status_bar);\n",
+       "    this.message = status_bar;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.request_resize = function (x_pixels, y_pixels) {\n",
+       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
+       "    // which will in turn request a refresh of the image.\n",
+       "    this.send_message('resize', { width: x_pixels, height: y_pixels });\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.send_message = function (type, properties) {\n",
+       "    properties['type'] = type;\n",
+       "    properties['figure_id'] = this.id;\n",
+       "    this.ws.send(JSON.stringify(properties));\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.send_draw_message = function () {\n",
+       "    if (!this.waiting) {\n",
+       "        this.waiting = true;\n",
+       "        this.ws.send(JSON.stringify({ type: 'draw', figure_id: this.id }));\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
+       "    var format_dropdown = fig.format_dropdown;\n",
+       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
+       "    fig.ondownload(fig, format);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_resize = function (fig, msg) {\n",
+       "    var size = msg['size'];\n",
+       "    if (size[0] !== fig.canvas.width || size[1] !== fig.canvas.height) {\n",
+       "        fig._resize_canvas(size[0], size[1], msg['forward']);\n",
+       "        fig.send_message('refresh', {});\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_rubberband = function (fig, msg) {\n",
+       "    var x0 = msg['x0'] / fig.ratio;\n",
+       "    var y0 = (fig.canvas.height - msg['y0']) / fig.ratio;\n",
+       "    var x1 = msg['x1'] / fig.ratio;\n",
+       "    var y1 = (fig.canvas.height - msg['y1']) / fig.ratio;\n",
+       "    x0 = Math.floor(x0) + 0.5;\n",
+       "    y0 = Math.floor(y0) + 0.5;\n",
+       "    x1 = Math.floor(x1) + 0.5;\n",
+       "    y1 = Math.floor(y1) + 0.5;\n",
+       "    var min_x = Math.min(x0, x1);\n",
+       "    var min_y = Math.min(y0, y1);\n",
+       "    var width = Math.abs(x1 - x0);\n",
+       "    var height = Math.abs(y1 - y0);\n",
+       "\n",
+       "    fig.rubberband_context.clearRect(\n",
+       "        0,\n",
+       "        0,\n",
+       "        fig.canvas.width / fig.ratio,\n",
+       "        fig.canvas.height / fig.ratio\n",
+       "    );\n",
+       "\n",
+       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_figure_label = function (fig, msg) {\n",
+       "    // Updates the figure title.\n",
+       "    fig.header.textContent = msg['label'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_cursor = function (fig, msg) {\n",
+       "    fig.rubberband_canvas.style.cursor = msg['cursor'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_message = function (fig, msg) {\n",
+       "    fig.message.textContent = msg['message'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_draw = function (fig, _msg) {\n",
+       "    // Request the server to send over a new figure.\n",
+       "    fig.send_draw_message();\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_image_mode = function (fig, msg) {\n",
+       "    fig.image_mode = msg['mode'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_history_buttons = function (fig, msg) {\n",
+       "    for (var key in msg) {\n",
+       "        if (!(key in fig.buttons)) {\n",
+       "            continue;\n",
+       "        }\n",
+       "        fig.buttons[key].disabled = !msg[key];\n",
+       "        fig.buttons[key].setAttribute('aria-disabled', !msg[key]);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_navigate_mode = function (fig, msg) {\n",
+       "    if (msg['mode'] === 'PAN') {\n",
+       "        fig.buttons['Pan'].classList.add('active');\n",
+       "        fig.buttons['Zoom'].classList.remove('active');\n",
+       "    } else if (msg['mode'] === 'ZOOM') {\n",
+       "        fig.buttons['Pan'].classList.remove('active');\n",
+       "        fig.buttons['Zoom'].classList.add('active');\n",
+       "    } else {\n",
+       "        fig.buttons['Pan'].classList.remove('active');\n",
+       "        fig.buttons['Zoom'].classList.remove('active');\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function () {\n",
+       "    // Called whenever the canvas gets updated.\n",
+       "    this.send_message('ack', {});\n",
+       "};\n",
+       "\n",
+       "// A function to construct a web socket function for onmessage handling.\n",
+       "// Called in the figure constructor.\n",
+       "mpl.figure.prototype._make_on_message_function = function (fig) {\n",
+       "    return function socket_on_message(evt) {\n",
+       "        if (evt.data instanceof Blob) {\n",
+       "            var img = evt.data;\n",
+       "            if (img.type !== 'image/png') {\n",
+       "                /* FIXME: We get \"Resource interpreted as Image but\n",
+       "                 * transferred with MIME type text/plain:\" errors on\n",
+       "                 * Chrome.  But how to set the MIME type?  It doesn't seem\n",
+       "                 * to be part of the websocket stream */\n",
+       "                img.type = 'image/png';\n",
+       "            }\n",
+       "\n",
+       "            /* Free the memory for the previous frames */\n",
+       "            if (fig.imageObj.src) {\n",
+       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
+       "                    fig.imageObj.src\n",
+       "                );\n",
+       "            }\n",
+       "\n",
+       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
+       "                img\n",
+       "            );\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        } else if (\n",
+       "            typeof evt.data === 'string' &&\n",
+       "            evt.data.slice(0, 21) === 'data:image/png;base64'\n",
+       "        ) {\n",
+       "            fig.imageObj.src = evt.data;\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        var msg = JSON.parse(evt.data);\n",
+       "        var msg_type = msg['type'];\n",
+       "\n",
+       "        // Call the  \"handle_{type}\" callback, which takes\n",
+       "        // the figure and JSON message as its only arguments.\n",
+       "        try {\n",
+       "            var callback = fig['handle_' + msg_type];\n",
+       "        } catch (e) {\n",
+       "            console.log(\n",
+       "                \"No handler for the '\" + msg_type + \"' message type: \",\n",
+       "                msg\n",
+       "            );\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        if (callback) {\n",
+       "            try {\n",
+       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
+       "                callback(fig, msg);\n",
+       "            } catch (e) {\n",
+       "                console.log(\n",
+       "                    \"Exception inside the 'handler_\" + msg_type + \"' callback:\",\n",
+       "                    e,\n",
+       "                    e.stack,\n",
+       "                    msg\n",
+       "                );\n",
+       "            }\n",
+       "        }\n",
+       "    };\n",
+       "};\n",
+       "\n",
+       "// from https://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
+       "mpl.findpos = function (e) {\n",
+       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
+       "    var targ;\n",
+       "    if (!e) {\n",
+       "        e = window.event;\n",
+       "    }\n",
+       "    if (e.target) {\n",
+       "        targ = e.target;\n",
+       "    } else if (e.srcElement) {\n",
+       "        targ = e.srcElement;\n",
+       "    }\n",
+       "    if (targ.nodeType === 3) {\n",
+       "        // defeat Safari bug\n",
+       "        targ = targ.parentNode;\n",
+       "    }\n",
+       "\n",
+       "    // pageX,Y are the mouse positions relative to the document\n",
+       "    var boundingRect = targ.getBoundingClientRect();\n",
+       "    var x = e.pageX - (boundingRect.left + document.body.scrollLeft);\n",
+       "    var y = e.pageY - (boundingRect.top + document.body.scrollTop);\n",
+       "\n",
+       "    return { x: x, y: y };\n",
+       "};\n",
+       "\n",
+       "/*\n",
+       " * return a copy of an object with only non-object keys\n",
+       " * we need this to avoid circular references\n",
+       " * https://stackoverflow.com/a/24161582/3208463\n",
+       " */\n",
+       "function simpleKeys(original) {\n",
+       "    return Object.keys(original).reduce(function (obj, key) {\n",
+       "        if (typeof original[key] !== 'object') {\n",
+       "            obj[key] = original[key];\n",
+       "        }\n",
+       "        return obj;\n",
+       "    }, {});\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.mouse_event = function (event, name) {\n",
+       "    var canvas_pos = mpl.findpos(event);\n",
+       "\n",
+       "    if (name === 'button_press') {\n",
+       "        this.canvas.focus();\n",
+       "        this.canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    var x = canvas_pos.x * this.ratio;\n",
+       "    var y = canvas_pos.y * this.ratio;\n",
+       "\n",
+       "    this.send_message(name, {\n",
+       "        x: x,\n",
+       "        y: y,\n",
+       "        button: event.button,\n",
+       "        step: event.step,\n",
+       "        guiEvent: simpleKeys(event),\n",
+       "    });\n",
+       "\n",
+       "    /* This prevents the web browser from automatically changing to\n",
+       "     * the text insertion cursor when the button is pressed.  We want\n",
+       "     * to control all of the cursor setting manually through the\n",
+       "     * 'cursor' event from matplotlib */\n",
+       "    event.preventDefault();\n",
+       "    return false;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function (_event, _name) {\n",
+       "    // Handle any extra behaviour associated with a key event\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.key_event = function (event, name) {\n",
+       "    // Prevent repeat events\n",
+       "    if (name === 'key_press') {\n",
+       "        if (event.key === this._key) {\n",
+       "            return;\n",
+       "        } else {\n",
+       "            this._key = event.key;\n",
+       "        }\n",
+       "    }\n",
+       "    if (name === 'key_release') {\n",
+       "        this._key = null;\n",
+       "    }\n",
+       "\n",
+       "    var value = '';\n",
+       "    if (event.ctrlKey && event.key !== 'Control') {\n",
+       "        value += 'ctrl+';\n",
+       "    }\n",
+       "    else if (event.altKey && event.key !== 'Alt') {\n",
+       "        value += 'alt+';\n",
+       "    }\n",
+       "    else if (event.shiftKey && event.key !== 'Shift') {\n",
+       "        value += 'shift+';\n",
+       "    }\n",
+       "\n",
+       "    value += 'k' + event.key;\n",
+       "\n",
+       "    this._key_event_extra(event, name);\n",
+       "\n",
+       "    this.send_message(name, { key: value, guiEvent: simpleKeys(event) });\n",
+       "    return false;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onclick = function (name) {\n",
+       "    if (name === 'download') {\n",
+       "        this.handle_save(this, null);\n",
+       "    } else {\n",
+       "        this.send_message('toolbar_button', { name: name });\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onmouseover = function (tooltip) {\n",
+       "    this.message.textContent = tooltip;\n",
+       "};\n",
+       "\n",
+       "///////////////// REMAINING CONTENT GENERATED BY embed_js.py /////////////////\n",
+       "// prettier-ignore\n",
+       "var _JSXTOOLS_RESIZE_OBSERVER=function(A){var t,i=new WeakMap,n=new WeakMap,a=new WeakMap,r=new WeakMap,o=new Set;function s(e){if(!(this instanceof s))throw new TypeError(\"Constructor requires 'new' operator\");i.set(this,e)}function h(){throw new TypeError(\"Function is not a constructor\")}function c(e,t,i,n){e=0 in arguments?Number(arguments[0]):0,t=1 in arguments?Number(arguments[1]):0,i=2 in arguments?Number(arguments[2]):0,n=3 in arguments?Number(arguments[3]):0,this.right=(this.x=this.left=e)+(this.width=i),this.bottom=(this.y=this.top=t)+(this.height=n),Object.freeze(this)}function d(){t=requestAnimationFrame(d);var s=new WeakMap,p=new Set;o.forEach((function(t){r.get(t).forEach((function(i){var r=t instanceof window.SVGElement,o=a.get(t),d=r?0:parseFloat(o.paddingTop),f=r?0:parseFloat(o.paddingRight),l=r?0:parseFloat(o.paddingBottom),u=r?0:parseFloat(o.paddingLeft),g=r?0:parseFloat(o.borderTopWidth),m=r?0:parseFloat(o.borderRightWidth),w=r?0:parseFloat(o.borderBottomWidth),b=u+f,F=d+l,v=(r?0:parseFloat(o.borderLeftWidth))+m,W=g+w,y=r?0:t.offsetHeight-W-t.clientHeight,E=r?0:t.offsetWidth-v-t.clientWidth,R=b+v,z=F+W,M=r?t.width:parseFloat(o.width)-R-E,O=r?t.height:parseFloat(o.height)-z-y;if(n.has(t)){var k=n.get(t);if(k[0]===M&&k[1]===O)return}n.set(t,[M,O]);var S=Object.create(h.prototype);S.target=t,S.contentRect=new c(u,d,M,O),s.has(i)||(s.set(i,[]),p.add(i)),s.get(i).push(S)}))})),p.forEach((function(e){i.get(e).call(e,s.get(e),e)}))}return s.prototype.observe=function(i){if(i instanceof window.Element){r.has(i)||(r.set(i,new Set),o.add(i),a.set(i,window.getComputedStyle(i)));var n=r.get(i);n.has(this)||n.add(this),cancelAnimationFrame(t),t=requestAnimationFrame(d)}},s.prototype.unobserve=function(i){if(i instanceof window.Element&&r.has(i)){var n=r.get(i);n.has(this)&&(n.delete(this),n.size||(r.delete(i),o.delete(i))),n.size||r.delete(i),o.size||cancelAnimationFrame(t)}},A.DOMRectReadOnly=c,A.ResizeObserver=s,A.ResizeObserverEntry=h,A}; // eslint-disable-line\n",
+       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Left button pans, Right button zooms\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\\nx/y fixes axis\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
+       "\n",
+       "mpl.extensions = [\"eps\", \"jpeg\", \"pgf\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
+       "\n",
+       "mpl.default_extension = \"png\";/* global mpl */\n",
+       "\n",
+       "var comm_websocket_adapter = function (comm) {\n",
+       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
+       "    // object with the appropriate methods. Currently this is a non binary\n",
+       "    // socket, so there is still some room for performance tuning.\n",
+       "    var ws = {};\n",
+       "\n",
+       "    ws.binaryType = comm.kernel.ws.binaryType;\n",
+       "    ws.readyState = comm.kernel.ws.readyState;\n",
+       "    function updateReadyState(_event) {\n",
+       "        if (comm.kernel.ws) {\n",
+       "            ws.readyState = comm.kernel.ws.readyState;\n",
+       "        } else {\n",
+       "            ws.readyState = 3; // Closed state.\n",
+       "        }\n",
+       "    }\n",
+       "    comm.kernel.ws.addEventListener('open', updateReadyState);\n",
+       "    comm.kernel.ws.addEventListener('close', updateReadyState);\n",
+       "    comm.kernel.ws.addEventListener('error', updateReadyState);\n",
+       "\n",
+       "    ws.close = function () {\n",
+       "        comm.close();\n",
+       "    };\n",
+       "    ws.send = function (m) {\n",
+       "        //console.log('sending', m);\n",
+       "        comm.send(m);\n",
+       "    };\n",
+       "    // Register the callback with on_msg.\n",
+       "    comm.on_msg(function (msg) {\n",
+       "        //console.log('receiving', msg['content']['data'], msg);\n",
+       "        var data = msg['content']['data'];\n",
+       "        if (data['blob'] !== undefined) {\n",
+       "            data = {\n",
+       "                data: new Blob(msg['buffers'], { type: data['blob'] }),\n",
+       "            };\n",
+       "        }\n",
+       "        // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
+       "        ws.onmessage(data);\n",
+       "    });\n",
+       "    return ws;\n",
+       "};\n",
+       "\n",
+       "mpl.mpl_figure_comm = function (comm, msg) {\n",
+       "    // This is the function which gets called when the mpl process\n",
+       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
+       "\n",
+       "    var id = msg.content.data.id;\n",
+       "    // Get hold of the div created by the display call when the Comm\n",
+       "    // socket was opened in Python.\n",
+       "    var element = document.getElementById(id);\n",
+       "    var ws_proxy = comm_websocket_adapter(comm);\n",
+       "\n",
+       "    function ondownload(figure, _format) {\n",
+       "        window.open(figure.canvas.toDataURL());\n",
+       "    }\n",
+       "\n",
+       "    var fig = new mpl.figure(id, ws_proxy, ondownload, element);\n",
+       "\n",
+       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
+       "    // web socket which is closed, not our websocket->open comm proxy.\n",
+       "    ws_proxy.onopen();\n",
+       "\n",
+       "    fig.parent_element = element;\n",
+       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
+       "    if (!fig.cell_info) {\n",
+       "        console.error('Failed to find cell for figure', id, fig);\n",
+       "        return;\n",
+       "    }\n",
+       "    fig.cell_info[0].output_area.element.on(\n",
+       "        'cleared',\n",
+       "        { fig: fig },\n",
+       "        fig._remove_fig_handler\n",
+       "    );\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_close = function (fig, msg) {\n",
+       "    var width = fig.canvas.width / fig.ratio;\n",
+       "    fig.cell_info[0].output_area.element.off(\n",
+       "        'cleared',\n",
+       "        fig._remove_fig_handler\n",
+       "    );\n",
+       "    fig.resizeObserverInstance.unobserve(fig.canvas_div);\n",
+       "\n",
+       "    // Update the output cell to use the data from the current canvas.\n",
+       "    fig.push_to_output();\n",
+       "    var dataURL = fig.canvas.toDataURL();\n",
+       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
+       "    // the notebook keyboard shortcuts fail.\n",
+       "    IPython.keyboard_manager.enable();\n",
+       "    fig.parent_element.innerHTML =\n",
+       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
+       "    fig.close_ws(fig, msg);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.close_ws = function (fig, msg) {\n",
+       "    fig.send_message('closing', msg);\n",
+       "    // fig.ws.close()\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.push_to_output = function (_remove_interactive) {\n",
+       "    // Turn the data on the canvas into data in the output cell.\n",
+       "    var width = this.canvas.width / this.ratio;\n",
+       "    var dataURL = this.canvas.toDataURL();\n",
+       "    this.cell_info[1]['text/html'] =\n",
+       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function () {\n",
+       "    // Tell IPython that the notebook contents must change.\n",
+       "    IPython.notebook.set_dirty(true);\n",
+       "    this.send_message('ack', {});\n",
+       "    var fig = this;\n",
+       "    // Wait a second, then push the new image to the DOM so\n",
+       "    // that it is saved nicely (might be nice to debounce this).\n",
+       "    setTimeout(function () {\n",
+       "        fig.push_to_output();\n",
+       "    }, 1000);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var toolbar = document.createElement('div');\n",
+       "    toolbar.classList = 'btn-toolbar';\n",
+       "    this.root.appendChild(toolbar);\n",
+       "\n",
+       "    function on_click_closure(name) {\n",
+       "        return function (_event) {\n",
+       "            return fig.toolbar_button_onclick(name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    function on_mouseover_closure(tooltip) {\n",
+       "        return function (event) {\n",
+       "            if (!event.currentTarget.disabled) {\n",
+       "                return fig.toolbar_button_onmouseover(tooltip);\n",
+       "            }\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    fig.buttons = {};\n",
+       "    var buttonGroup = document.createElement('div');\n",
+       "    buttonGroup.classList = 'btn-group';\n",
+       "    var button;\n",
+       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) {\n",
+       "            /* Instead of a spacer, we start a new button group. */\n",
+       "            if (buttonGroup.hasChildNodes()) {\n",
+       "                toolbar.appendChild(buttonGroup);\n",
+       "            }\n",
+       "            buttonGroup = document.createElement('div');\n",
+       "            buttonGroup.classList = 'btn-group';\n",
+       "            continue;\n",
+       "        }\n",
+       "\n",
+       "        button = fig.buttons[name] = document.createElement('button');\n",
+       "        button.classList = 'btn btn-default';\n",
+       "        button.href = '#';\n",
+       "        button.title = name;\n",
+       "        button.innerHTML = '<i class=\"fa ' + image + ' fa-lg\"></i>';\n",
+       "        button.addEventListener('click', on_click_closure(method_name));\n",
+       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
+       "        buttonGroup.appendChild(button);\n",
+       "    }\n",
+       "\n",
+       "    if (buttonGroup.hasChildNodes()) {\n",
+       "        toolbar.appendChild(buttonGroup);\n",
+       "    }\n",
+       "\n",
+       "    // Add the status bar.\n",
+       "    var status_bar = document.createElement('span');\n",
+       "    status_bar.classList = 'mpl-message pull-right';\n",
+       "    toolbar.appendChild(status_bar);\n",
+       "    this.message = status_bar;\n",
+       "\n",
+       "    // Add the close button to the window.\n",
+       "    var buttongrp = document.createElement('div');\n",
+       "    buttongrp.classList = 'btn-group inline pull-right';\n",
+       "    button = document.createElement('button');\n",
+       "    button.classList = 'btn btn-mini btn-primary';\n",
+       "    button.href = '#';\n",
+       "    button.title = 'Stop Interaction';\n",
+       "    button.innerHTML = '<i class=\"fa fa-power-off icon-remove icon-large\"></i>';\n",
+       "    button.addEventListener('click', function (_evt) {\n",
+       "        fig.handle_close(fig, {});\n",
+       "    });\n",
+       "    button.addEventListener(\n",
+       "        'mouseover',\n",
+       "        on_mouseover_closure('Stop Interaction')\n",
+       "    );\n",
+       "    buttongrp.appendChild(button);\n",
+       "    var titlebar = this.root.querySelector('.ui-dialog-titlebar');\n",
+       "    titlebar.insertBefore(buttongrp, titlebar.firstChild);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._remove_fig_handler = function (event) {\n",
+       "    var fig = event.data.fig;\n",
+       "    if (event.target !== this) {\n",
+       "        // Ignore bubbled events from children.\n",
+       "        return;\n",
+       "    }\n",
+       "    fig.close_ws(fig, {});\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function (el) {\n",
+       "    el.style.boxSizing = 'content-box'; // override notebook setting of border-box.\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function (el) {\n",
+       "    // this is important to make the div 'focusable\n",
+       "    el.setAttribute('tabindex', 0);\n",
+       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
+       "    // off when our div gets focus\n",
+       "\n",
+       "    // location in version 3\n",
+       "    if (IPython.notebook.keyboard_manager) {\n",
+       "        IPython.notebook.keyboard_manager.register_events(el);\n",
+       "    } else {\n",
+       "        // location in version 2\n",
+       "        IPython.keyboard_manager.register_events(el);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function (event, _name) {\n",
+       "    // Check for shift+enter\n",
+       "    if (event.shiftKey && event.which === 13) {\n",
+       "        this.canvas_div.blur();\n",
+       "        // select the cell after this one\n",
+       "        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
+       "        IPython.notebook.select(index + 1);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
+       "    fig.ondownload(fig, null);\n",
+       "};\n",
+       "\n",
+       "mpl.find_output_cell = function (html_output) {\n",
+       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
+       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
+       "    // IPython event is triggered only after the cells have been serialised, which for\n",
+       "    // our purposes (turning an active figure into a static one), is too late.\n",
+       "    var cells = IPython.notebook.get_cells();\n",
+       "    var ncells = cells.length;\n",
+       "    for (var i = 0; i < ncells; i++) {\n",
+       "        var cell = cells[i];\n",
+       "        if (cell.cell_type === 'code') {\n",
+       "            for (var j = 0; j < cell.output_area.outputs.length; j++) {\n",
+       "                var data = cell.output_area.outputs[j];\n",
+       "                if (data.data) {\n",
+       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
+       "                    data = data.data;\n",
+       "                }\n",
+       "                if (data['text/html'] === html_output) {\n",
+       "                    return [cell, data, j];\n",
+       "                }\n",
+       "            }\n",
+       "        }\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "// Register the function which deals with the matplotlib target/channel.\n",
+       "// The kernel may be null if the page has been refreshed.\n",
+       "if (IPython.notebook.kernel !== null) {\n",
+       "    IPython.notebook.kernel.comm_manager.register_target(\n",
+       "        'matplotlib',\n",
+       "        mpl.mpl_figure_comm\n",
+       "    );\n",
+       "}\n"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Javascript object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<img 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9ti/2ubNm21ycnKgnmF01gwAJApSKQAA7pYNAHTJZf1hBAA2dAEAd+ogjrnNAoByHc7irJ+rHABM9agr9EUAYKGHt3OdAwABwAXRBQBGcqgdPQAQAGzOl1686gUAO/cszHPNAGCeR6+HbQcAAUAAsHUCAoANTXgFrBdnALCHDy5uvXDZrtfrYYduEBAFzAwABAABQACQM4D9ldu33cOJV8A8uvdUgB1AYiKVAgAgAAgAAoAAIACY6gHCRX2hAADYF8OQv0a0A0DVm35zB88FupVD3cHLn5j1SlGe9bsY1ceCfZXUyiLJq3KDCteqyglr4sWAesUZmsFDxYjSoCQ0UzmOZYaQssrV629Radafc9lEPeq+9aEwZ7zK4atyPYfEjuupykGszDzKNaz6q3IKV4UreWxL65xQ5qptK/1Oksoi/xhWR8Xvx8Nefs2uELEggrnTr3p9O3qhTxJcwKGKFas8AFis8exabwDAeKkBwHiNWl5JiM+fAIANpQBAMwCwEQsAYPj6whULFQAAiYhUCgCA8bIBgPEaAYB+jdgBNGMHsP38AQDD1xeuAACJgQwUAADjRQQA4zUCAAFApwCvgM1Cv/cHAIavL1wBABIDGSgAAMaLCADGawQAAoAAYCMGAMDw9YIr9k4BXgHvnX4DezUAGD/0AGC8RgAgAAgAAoDhKwVXZKEAAJiFigNYRxoAVDJ12h2s7ju+0e8CDHUHL/vPGe8tlNOyPOd3AStnr8/hqepWJgF1pkzl0lWmC+USNWGoVO5UlSJO/V61R7mPVS5gpVtpzt8BlSNYuY+VDsotG6qn6ld5xu9QrQm3cm3M7yIfEkbX6liYe3rOk9rNTZKqyEE85HGdl/ypfU3lCFblZ5f62z612r8yFNHt63r6l9fv29Lh6uy0/fbGfyYX8AA+w12XAcABHfi97TYAuFtBANDZU/0RBQA2dAEAGzoAgL151QsA7u0Tr5jXA4DFHNeO9woABAAXBBkAuJP0/FMPAAQAm5HRi7N+AGDHH4m5vAEAmMth632jAUAAEAD0zEMBwgAgAAgA9v65RQsWKgAAEhGpFAAAAUAAEABUZ0g5A6iXVXYAUz1yuKgDCgCAHRB1EKoEAAFAABAABADN8pDyjVfAg/BUDu8jABiuGVeYWRMAj7jwSiuPjSfSZHRLWO7NUHewasTwjrD7Knfw+F/9tsRSVb3387dIOTlNpEGrjXgcmyq1rDqLJ36vXK6huX1leZGy2PxGaJPu4JLosPp1iJbODVdRwomoUiEl2lNX4yX6pfRUpprqqF/okuiXzAUsuqtiVrmnVe5glQt4blFr+1XbVYYQ+Zpd9GnrQf5B2b664r0iz6Cn1kZcwIkeXYUtBAAWdmg72zEAcLe+AKAZALgzHgDASAgAsL/cvgBgZ5+Hea0dAMzryPW43QAgADg/BAFAAHB+PACAAGCPH1HcPoECAGACkSjSqgAACAACgJ6VgR1AdgB3hkU/mT3YAeQp7lMAACQuUikAAAKAACAAyBlAvXwCgKkeLVzURQUAwC6K3a1b3XfffXbttdfab37zG3v++eft9ttvt3e96127bl+v1+2yyy6zb33rW7Zp0yZ7wxveYDfccIMdfvjhiZsIAAKAACAACAACgIkfGhTsOwUAwL4bkr1v0F133WXr16+317zmNfae97ynBQCvueYau+qqq+zGG2+0Qw891D772c/aww8/bI8++qiNjydz9KYBQNWzUHewqifUNazcwZN/8LsAZVqzYIeqvwfSKep7rRjo6lVGlfqQyPHqyc3qWh2sgTJIixy1qn415sr5qbSUuYaVCzjMQG4qR7ByW1fGy96ujWz3x2B1zF9+eJu/vHLvSt3UuCinuxgYr3PdpcTzN99mJlv/MCS0V05i6RoWTnRVT3XM36ntB/p/n4edPjV/cAHv/fM2zzUAgHkevQRtHxoaWgCAbvfvxS9+sV100UV28cUXRzVs3rzZVq5caevWrbOzzjorQa3pPgMDADYUUN9OAwA1YAKADQUAQDMAsBELf3n9vonW6naFAMC9ljDXFQCAuR6++MbvCYBPPvmkHXbYYfbggw/aMcccs6uCN73pTdH/vu6667yVzszMmPuv+eN2AFetWmUh3wEEAAHAZgyonTh2ABsKsQNoxg5g+/UdAIx//lGivQIAYMEjZE8A3LBhQ3Tm77nnnrMDD9z9TuPMM880V/bWW2/1KrJmzRpbu3Zty98AQLPQPK/sALpXgeLVs/iAMzuA7AA2Y4AdQHYAC/7Y7lr3AMCuSd2bG2UFgOwApjj/JrNU+GOBV8C8Am5GBjuA7ADGPTHYAYxTiL/HKQAAximU879n9Qp4TxkwgexWhB3ANrugmECiQMEE0pgvmEDMDrznr5k8VQDATGQc6EoAwIIPvzKBOAOIM4K4Hwdz+++/fyoTyD9ceoWV9nAOj2xRiU/DxO60O3j/B6e9DVIORpmrd8xvM1QOW6WCcjH6zsWF5q4tVfzJd1UblXtUZvxQoCccmMqVrHLaqvuqV8lhkdYmlZ2oSObGFW7i2aV+++voZuE4V6mJlRtX7TarXMAid7B0eQu3uALbqpgTMq484Tm3WMwrcXygrty+I35xhmf8IteEU3nHfv4bqLOKoaCXBdC1i/vRqdb+Vuam7Tf/z79ERsDJycnQaUP5nCsAAOZ8AH3N37p1qz3xxBPRn171qlfZF77wBTvppJNsn332sUMOOcTcZ2CuvvrqBZ+B+e1vf5vqMzAAoFkNADQDABs7fQBgpAMAGL7TBwAW8GHc510CAPt8gNI07+c//3kEfHv+nH322dEuX/ND0N/85jejD0GfeOKJdv3119sRRxyR+HbNV8AAIADYeLfnDx21K8MOYEMvdgAbOviMUewAJl6OExVkBzCRTANVCAAcqOHOrrMA4G4t2QEEAJvRwA5gQwl2ANkBzO5pQ02dUgAA7JSyBa8XAAQAF4Q4O4CRHAAgANicF5wBLPhDsADdAwALMIi96AIACAACgK0zDwAEAAHAXjyRuGcaBQDANKpxTeQcXrZsmfnOACp5snIHq/qVa3jyKb/TUtUzVM1mgNV3/ZRrUDkqfa0JdvUOZ+PMlpr5TcYyN65UWHwIWmkWevZQ3lfkc1bu49CcyMqtXFMfxBY7qjXhaB37+2xQ0KpPF6l+afeuctL6HbOyHo9LvT7sr6OySLiDhQs4NF+0gvg5cd/xjf4FY/GTm7xj0guzhwoOXMBB06ZwhQHAwg1pdzoEAMbrDAAaALgzTADAhhAAYDY5fNutPj6zBwAYv14PYgkAcBBHPYM+A4DxIgKAAGAzSgBAALAZC+wAxq+dlOiOAgBgd3Qu3F0AwPghBQABQABw4TxhB5AdwPiVkxLdUgAA7JbSBbsPABg/oAAgAAgAAoB7rhTsAMavnZTojgIAYHd0LtxdAMD4IQUAAUAAEAAEAOPXSkr0RgEAsDe65/6uaQAwtNOhruHFz/kdiYv/POe9tco7Wx/2t7Q066/fl8WgXV/L037X4FDdX7/XxSi/u5eN21e5TbUr1t9j1SfpfhVuYtWe8qzIcSxcvQrKVWaSULesdNEKR6uKk9B/PKgzhqqekSn/nFD9NZELuC7c5aHj69NNvS5WsaDaXh3zzwnZVzEo1RH/H+aWiDmn8jmLGN/4Uv8FKx8IXTmTl8cFnFyrIpYEAIs4ql3oEwC4W2QA0J/KyykEADbipAYARjqouQIAmgGAXXhwcYsFCgCABEQqBQBAAHB+4MgHu9jVDN0hYgewobb6HiI7gGbsAIYv5ewAhmtWpCsAwCKNZhf7AgACgABg64TjFfDOHU/1gWvx+pMdQHYAu/j44lY7FQAACYVUCgCAACAACAByBtCMM4CpHiFc1AcKAIB9MAh5bAIACAACgAAgAAgA5vH5RZubR0rq4pAOCqFAGwWaAHjwFz5npYnxBSVHN5Y7q51w1638tXDXqjy1oplDInWwMjSYqF85VGUeWeG0NI/JUNWhhK8s8ne2NCeczRUhsriBAgGZ31i5mMWrQ9UvdfZN3Vc6P5VjM6PlMTQfrcx9LIQIjqnAekqz/rlVG/PHVajO3uYIc21NOI/VPWvCBVwZF/mKxbpQFl8BULE5dYi/om0H+ReMTrp9XRv/+Yp1LU3dPlW1s475D9u8ebNNTk52dt2m9r5TgB3AvhuSfDQIAJw3TgCgzPkLADbiBADcOV9C/l0BAGb6MAAAM5WzEJUBgIUYxu53AgAEAOdHHTuA7ecgAAgANiOEHcDuP6+4o18BAJDISKUAAAgAAoDJpw4ACAACgMnnCyW7owAA2B2dC3cXABAABACTT2sAEAAEAJPPF0p2RwEAsDs6F+4uACAACAAmn9YAIAAIACafL5TsjgIAYHd0Ltxd2gFgaGdDXcP7PeR3XZSVo9VvYDSVXcLEQfXyjP++JeGYLe/w31idl5MuxpFWt6J0AddEPuFAd60aQ+UarvsNlTIUsspooW4gXbRCH1k+xLTgzB7CoTqkXNWBqZtVLmafU9xpUw/M4Rtq2lH3VeMiQdgTn0ozFWvVceFIFrm9K2P+oFVzqzrqHyzlDlYuY6VZeSYs2HymjtC1FxdwqGLFKg8AFms8u9YbAHC31ACgc7mGhR4AuFMvADASwvc5HwCw/ZwCAMPWHEq3KgAAEhWpFAAAAcAFr4ABwAbIsAPYdj1hB9AldPZLxA5gqkcRF+2FAgDgXog3yJcCgAAgANi6AgCA7VdFABAAHOTnZr/1HQDstxHJSXsAQAAQAAQAOQNoxhnAnDy0aGaLAgAgQZFKgSwBUDVg4nn/6e19/6dwdaiKxNlqZWhQ1ajUbqVZvzlEpY6rDYsUVB6zh2uL71C6SoelziOaMoeItpRnROovYSZRZ/pqok9yqNTrMaFxddSvpTQzlPw3UOfN1BiGunpL1bAD/iE7ZU5LFYMqVZ6c9KqZYlxKFX/sK/OJNKt4xiU0vV1VpXYT5o3QdHVVkVJOzbnKuF+0rQf5Y3b7Kv+c+8pbb0y1Rie5CBNIEpWKWwYALO7YdrRnAOC8HUAA0ADARjzUFSgBgA2BhD4+GAMAG5IBgB19lA105QDgQA9/+s4DgADg/OgBAAHA+fHADqAZO4Dpny9c2R0FAMDu6Fy4uwCAACAA2Dqt2QFsgrDY6mMH0HgFXLjHYW47BADmduh623AAEAAEAAFAzgCacQawt88i7p5eAQAwvXYDfSUACAACgAAgAAgADvSDMOedBwBzPoC9an4TAF/7nstteGQ8UTOee7PfMaguPuCXwuFZ8V+hXr8NT4elcFPuYOWMVe1Xbl+Vak4dkPc5XWUquEQjMQ9eRYoy5R5VGoemXlPu4FC3rHL7qvpDs0sMiZCV7mCRei3UTayGMatUcCrWVP3SMSsaqsZFxpUvFZxK2yd+XxWOc3XPUId6TbiJ1XyuTPjfd9eEk3769E1eNa98+e1Bs/q6s89KXL5SmbZ7/+1y27x5s01OTia+joLFUAAALMY4dr0XAGC85ACgmfr8DADYiJ9QsAIA/Z9FcloCgI2YAgDj12ZKNBQAAImEVAoAgPGyAYAAYDNK2AHcCbxi98ubC5gdwEg0dgDj11pKpFMAAEyn28BfBQDGhwAACAACgAvnCa+AzXgFHL92UqI7CgCA3dG5cHcBAOOHFAAEAAFAAHDPlQIAjF87KdEdBQDA7uhcuLsAgPFDCgACgAAgAAgAxq+VlOiNAgBgb3TP/V3TAKDq9Nwiv1tuZJvIMyrOEanvcQ2J1MHDO/z1l6f9F4Se4wo94K/y+/oO/kuXa1jKWauX/aNSFs5p5QIONXXoPKz+Duix9ZcPdX4OiZy2yt2s6lcuYxX7db/R3ZQbWmbYUDdQ32MW5+tkOzNyNysTi29uKVNHqDZK49A5VJkQObz9KculwUfF1LYD/PXvWOmP8dV37tjr5wgu4L2WMNcVAIC5Hr7eNR4A3K29ghkA0DTIlFRKCADQRVYo5MiVAAA0AFA/JwDA3j1D++HOAGA/jEIO2wAAAoDzw5YdwIYApAYNAAAgAElEQVQa7AA2dFD/+GEH0H16w7/gswOYwwdhzpsMAOZ8AHvVfAAQAAQAW2cfAAgANqNCQjAA2KvHFvfdQwEAkJBIpQAACAACgABg6LlYdgDZAUz1wOGijigAAHZE1uJXCgACgAAgAAgAmtUwgRT/gVfQHgKABR3YTnerCYBHfOJKK48tzAW87MmwnL9qAVV5WKsiJ+foVFjO3/KMcAHP+F3A6rMuKi9vdcxvsVWH0mUe1uHWk/wqX7H6xpjM1VsXLlrPPV1MlYRmoW5ZlSu2Mu7XTGmsNFMmCl9e5XZzJTTHsdY5bEbWRvzuDeWGVrUr17aqR7qbA7NyhH4CyQeS8lzpnFhfxKvV2qjfXau0qYvYr44JF7Bw0lfHhANHDJaau4v/7E9+PjI1563pyff4c7Mf/LPWda0yN233//fLyAUcNj0LUxoALMxQdrcjAOBuvQFA/VpLAQUA2H6+AoBmAGAjRgDA7j7bBuluAOAgjXaGfQUAAcD54cQOYEMNdgAbOrADaMYOYIYPHKrqiAIAYEdkLX6lACAACAC2znMAEABsRgUAWPznYN57CADmfQR71H4AEAAEAAFAdfyBHUB2AHv0aOK2AQoAgAFi5aXoVVddZd///vftscces4mJCXv9619v11xzjR155JG7ujA9PW0XXXSR3XLLLTYzM2OnnXaaXX/99bZy5cpE3QQAAUAAEAAEAM1qmEASPTMo1H8KAID9NyZ73aK3vvWtdtZZZ9mxxx5rlUrFPvOZz9gjjzxijz76qC1evDiq/9xzz7U77rjD1q1bZ8uWLbPzzjvPSqWSrV+/PtH9mwC46v/+vJUmFrrOFj3jXxFLs/6ql/3B77qdWep33ZVn/Xa/4Wn/78uzwu0rcgGrh5oyNCg3oXodWFkknhgBeXzV5zdMGCRDXcBKM5n2TuRnVtqoIFPu5uq4Pxbkd+WqAWK6zBXDov7AnLly8oh6VEyF6mMqs57Kmy3mRGXCH5vKMa8NUH49Q13MPh3UmEsNRB5jZbRRrmFVXrn650TuYDV31VcPplb5tZze3z/ZfW5fFU+4gBM97gpbCAAs7NDu7tgLL7xg+++/v9177732xje+MbL8r1ixwm666SY744wzooJut/Doo4+2+++/344//vhYVQDA3RIBgGahcBwKOABgQzEFyACgc+D4o6oOAMr1HACMfdQVugAAWOjhbXTuiSeesMMPP9wefvhhe/nLX2733HOPnXzyybZx40Zbvnz5LgVWr15tF1xwgV144YWxqgCAAOD8IAEAY6YMO4ANgK2E7cyyA2jGDmDs44gCKRUAAFMKl5fLarWavfOd77RNmzbZL3/5y6jZbufvnHPOic7+zf857rjj7KSTTorOC+7548rOL+8AcNWqVcYrYDN2ANkBjF0PAEAAcGeQ8Ao4drZQoEsKAIBdErpXt3Fn/e66664I/g4++ODUALhmzRpbu3ZtSzcAQADQBQU7gOwAzldAZc1gB9B9K9K/C8oZwF49JQf3vgBggcfeGTt++MMf2n333WeHHnrorp6meQXMDmA45GAC0XCsph0mkPYLEmcAzTCBNGIEE0iBH95d6hoA2CWhu3mber1u559/vt1+++3285//PDr/N/+naQK5+eab7fTTT4/+9Pjjj9tRRx2ViQlE9XXR036H4ZJn/W42dXh7eEa4fUWe2pJ0Dfvdx6GHxk0cMrfAPLtKN197pAtYVKLcuxIoRD1DlbA8z8pdK+eD2h1ReV5VzuLAs2Y1UY90GYv2SNezihE56GKXSLibZSYWYYxQ5dXOnXIBq+arNG4qfrw7g6rt4nW6+vZgqBO9sli49JXJpOT/g/o8TEW4g9VXDDb/g98FvO8j/hzBoyJHsG+sKpVpu++XnycXcDcf0H10LwCwjwYjq6Z89KMfjc75ud2/+d/+c597cd8FdD/u1fCdd94ZfQZmcnIyAkb3s2HDhkTNaGcCAQB3KgAAys+rAIAx00yBMABood8eBAB1rAGAiR53hS0EABZwaIfEbsN3vvMd+9CHPhT1uPkhaLcLOP9D0AcccEAiRQDAeTKxA6h5TnxfDwAEAOcrwA6gGTuAiR49FMpQAQAwQzEHqSoAEABMEu+8At6pEq+AIyF4BWzGK+AkKwdluqEAANgNlQt4DwAQAEwS1gAgADg/TgBAADDJukGZ7igAAHZH58LdBQAEAJMENQAIAAKAC2cKO4BJVg7KdEMBALAbKhfwHk0APO6dn7fhkYW5gJ99i7/Dyx4VeUbnhKt32l/P8LTI7avqETl/lQNW5fYMhRmZU1i5BoUT1auCckiqHLjKtSpyxcpPbQTGstJAVhP4qlTtKKmxKs0Jx3lGuYwD5TGZo1lVJBywJTHu1TGVdzosI4f6fl+owULnpG7tsJqHqq/Keawc8KF5jC1MMquO+SdpZVxNXv+gzy32lx/b5G/Q4j8t/MB/s9b//KfW8rXt0/bHD1+OCzh04hakPABYkIHsdjcAwHjFAUCTjk0AsKEAALgzEjwsAwA2tAEA49daSqRTAABMp9vAXwUAxocAAAgAxkUJAAgA7ooRsTEIAMbNIv6eVgEAMK1yA34dABgfAAAgABgXJQAgAAgAxs0S/t4pBQDATilb8HoBwPgBBgABwLgoAQABQAAwbpbw904pAAB2StmC1wsAxg8wAAgAxkUJAAgAAoBxs4S/d0oBALBTyha83iYAHn3ulVYeW+gCnnzan2N3bpH/kIv6fdlvZrPRbcIFPO13xY1s9efMtMDcnnXlFBWuXuWQDM3b6ruvygWs8hhL96tou4RXoYFyiaocu6q8CZerhWqs3NBqXor6VXHpLBW5kmVuXOUsDUwFJ/VR/RL1y3EJdMDWhaO9PONfG7xu5cBYqInYVGNYnvWvIyofslovTKTHriz25/CdE7mA68KwrXIKTx3q71n1H3Z4/1DdNNry+9qOaXvmE5fiAi7481p1DwAc0IHf224DgLsVVDAAAJoBgI04AQAbOgCAZgDg3j59uD4rBQDArJQcsHoAQABwfsizA9hQQ32XEAAEAJvzBQAcsIdlH3cXAOzjwennpgGAACAA2DpDAcCGJrwCNuMVcD8/wWhb9A/Wel0cBkEfFGijAAAIAAKAAKBaIgBAAJAHaP8rAAD2/xj1ZQsBQAAQAAQAAUB3wNOvAjuAffnoolHzFAAACYdUCjQB8K13fcRGFi90lz38oN+etuLX/lupnJnDwtWrfj+y1e8wHKoIC6NyAYvfhzpRQ13DQQMRmgtYlC/NiNy4w34HY3BuX+HkVGfilFtZapORe1eaE0aFDoEuYxULJnIfh+osDUeB7Qx1qAfFrHvlJGBJudp99VfFmKi2qLzWsq/CTSzdweLG1VH/pFO/V4Yppc3Wg/2xufQpIbKnndW5afvNd/8FF3BoIBekPABYkIHsdjcAwHk7gAokAz8bEzSGAGBDLgAwkgEA1LMHANTaAIBBq27hCgOAhRvS7nQIAAQAE0UaO4ANQFPfqGMHMNKHHUD9ySR2ABOtNBRKoQAAmEI0LjEDAAHARPMAAAQA5wUKr4DNeAWcaOWgUBcUAAC7IHIRbwEAAoCJ4hoABAABwAVTBQBMtHJQqAsKAIBdELmItwAAAcBEcQ0AAoAAIACYaLGgULcVAAC7rXhB7tcEwNVXXm6l8YW5gE2Ybvd52O9cUDkwxzb73WzqNdLIlD/nr8pSoXN+inZKd7B/UEPToKmUcr7a634DoKm+DvkN0to8oPKwijNrqj3laf8Y1kb8YpbmwhzboRrLjByBOXylW1mYUqTDM9Slq8qrnM6ivMz1LMa3Jpy3wa5ttf4F5BrOKnakBkLLuaX+ZL0qB7Fap2rDfhHUzqA6Pzqz3D+HJl7wz7mxLa2LQGVu2u6/+zJcwAV5Lod2AwAMVYzykQIA4LxAEDAWCicAoBkA2H6BUY5W5YaWDlgB+HUA0NQ8BAB5+BVNAQCwaCPapf4AgADg/FBjB3CnGuwApluB2AGU5hB2ANOFFFfFKwAAxmtECY8CACAACAB6JgYAmG69BAABwHSRw1V7oQAAuBfiDfKlACAACAACgJwBNOMM4CA/CfPddwAw3+PXs9YDgAAgAAgAAoAAYM8eQtx4rxUAAPdawsGsoAmAq/7181aaWOgCXvo7v1tuZKv/PY/KyTm+SbiAhbNxZErkAq777xuaUzQ0t69yN8uP4SrnrSfE1GF9lTVA50NW1mZ/XKs+mczx6q9HOTClaUGMeaiTWwGLcgfLFGvKRKFS0wWm7pNubvVZHZFpRMWaBebBVrEvTSliWSyJcfTqr+ZDoOM51PmtDDWzk/51TWoc8FrbyTW71O8mG97hn1zbV/jbs/UQ/41//8EbWkZly1TNXnTEk7iAB/Mx7jLwiKfjgApCt5MpAADu1km5BgFAl+ILAIwUAAAjGQBAvb4CgMmePZTKTgEAMDstB6omABAAXBDw7ABGcshP+QCAAGDMEwIAHKhHaF90FgDsi2HIXyMAQAAQAGydtwBg+7WMHUB2APP3tCtuiwHA4o5tR3sGAAKAACAAyBlAM84AdvRRQ+UdVAAA7KC4Ra4aAAQAAUAAEAAEAIv8nCt63wDAoo9wh/rXBMCjz73SymMLXcDK7Ts87XcEKIfh6Fb/wbLyjP/3Mo1YoJtQpXBTOY6lQ1L4q6RpROX39eXHVeYK5TwUbVFuU6mBygUszripV34mxkSZRpQbV4V3qGtVlTfRXwv1zgXmUFbjEjydA5zljUN6/oFUoCdd0io+lQvYl2tYtF3FlJxXyvE87J9w5Rn/1wRmJ/1JfGWeZ6GBKl/zm3qlkWp2qb9j+/3vT3nD5IVti1t+X90+Yw+f+a+4gIMnVjEuAACLMY5d7wUAOG8HUH2CAwCUrk8AsBE/KoUeAGimYgQAbMQOANj1x17hbggAFm5Iu9MhABAAnB9paieIHcCdKrEDGAmhdhJr7AAaO4DdeXZxl90KAIBEQyoFAEAAEAAMmDoAIAC4M1x4BRwwbyjaUQUAwI7KW9zKAUAAEAAMmN8AIAAIAAZMGIp2QwEAsBsqF/AeACAACAAGTGwAEAAEAAMmDEW7oQAA2A2VC3iPJgAe8YlWF/D4X/32t9Ep5QL2C6RcvaNTwh087XfvqVcuMrevMHUol6HKayudqCqf64hwYFZa9VE5f1VOXnlwXjkklbFFuDhlyjdRXjmqQ6eKMlF02gUcnCNY6ClTxFVE3myhp3aiC0UD3cGh7uzQFIA1jz7q+3qlqkg7I7qq5q3KEVya9dc/t8TvAq6OK+e0v0EqZqtj/nqqYl2o+Ztjf3udZ8Ews9X/5YWWBlW2zdj97/oKLuDQhacg5QHAggxkt7sBAO5WHABsk/MXAIwCRX9mxj9zhwBA+YFlALARMwBgt596xbsfAFi8Me1KjwBAAHB+oLED2FAj9B8D7ADuhBl2AI0dwK48urjJPAUAQMIhlQIAIAAIALZOHQBwJwirD0Gr4w8AIACY6knERXujAAC4N+oN8LUAIAAIAAKAwZlAAED58W92AAf4gdqjrgOAPRI+77cFAAFAABAABADNMIHk/Wk2uO0HAAd37Peq500APPhLn7PSxMJcwCvu9ye1HN3md9dVhItO5Q4e3eJ3+4YmplcuQOXSU4JJd7BKBafyywpHrnqt6GuPMg+oNoam1ZJtUbl9lWEzsK8+l2jU/4xy10qThhh0WV7lYhZ5nof8oSzPEqr0aEoHCWjKnBO6Kgj9Zao/EQ8+V7uM2Yq/klrZL7JyzFd92UfMrCxcwLPLhAtY1DOyzT+46r6VCTEpxJiorxu8cJxfn/p4a3tqO6btmfPW4AIOjfuClAcACzKQ3e4GALhbcQBQ521Vn/KQ5oeAV4QA4LxZL0AMAHQOdT+VA4BmAGC3n5z9dT8AsL/GIzetAQABwAXByg5gQw52ABs6BMYDO4Bm7ADm5vFXmIYCgIUZyu52BAAEAAFAz5wDAAHAnWHBK+DuPpO4W7gCAGC4ZlxhZgAgAAgAAoDq7CE7gGYAII/KflcAAOz3EUrRvhtuuMHcf3/4wx+iq1/2spfZpZdeam9729ui/z09PW0XXXSR3XLLLTYzM2OnnXaaXX/99bZy5crEdwMAAUAAEAAEAM3UWUIAMPHjhII9UgAA7JHwnbztj370IyuXy3b44YdbvV63G2+80a699lp78MEHIxg899xz7Y477rB169bZsmXL7LzzzrNSqWTr169P3KwmAL7sn6608uhCF3B5h/892JjIBVzzm4atPOuvZ0S4icszftedMmlUx/yuQZlXVaTnqo363Xsql7FyK9eH/fXUPa5h5cYNdUJLp+Wc30moMn4E5/ZVhsfADwjLfM7KZSzqV/XURB7WxBNlZ8Hg1G7DwtEqHLB1UV61syTGV+c49tek9FGxr9rjOwMYatJQsaxiM7TtlcX+hUrVU54WXz2Y8I+t+hpCec6v2uxif5BvOtpfft+Xt+YCrm6bsX8/44u4gEMndEHKA4AFGci4buyzzz4RBJ5xxhm2YsUKu+mmm6L/3/089thjdvTRR9v9999vxx9/fFxV0d8BwN0yAYBtzA/yiS/+AABGwiigGwIA5WdaAMDGnAIAEz3CKORSV9bdFhE/hVWgWq3a9773PTv77LOjHcA//elPdvLJJ9vGjRtt+fLlu/q9evVqu+CCC+zCCy/0auFeFbv/mj8OAFetWmXsAJoBgABg3ALCDmB7hdgBNGMHMG4W8fesFQAAs1a0T+p7+OGH7YQTTojO+y1ZsiTa8Xv7298e/d9zzjlnAcy5Jh933HF20kkn2TXXXOPtwZo1a2zt2rUtfwMAAcDGllVg4PMKOBJMHwfgFTCvgBtzilfAgWsLxRMrAAAmlipfBWdnZ+2pp56Kznbcdttt9u1vf9vuvfdee+ihh1IBIDuAZmoXhx1AADBudWAHkB3ApgIVzgDGTRf+3iUFAMAuCd3r25xyyil22GGH2fve975Ur4D3bD9nAHcrAgACgHHzGwAEAAHAuFnC37utAADYbcV7dL+3vOUtdsghh9h1110XmUBuvvlmO/3006PWPP7443bUUUelMoG87n/7nA2PLHQBzy71v75SuStV7t2xzX4XnXIBl0QOT+X2VU5a6QIW+VOr4l/05Wn/e1GlgwoNb5YEkU84K3ewqXzF4shwSTmkhbNZ5VtVGvic0K5saN5mlZquJvK5yvrVK2yV61ZkxlA6B4+jeAWvHKrq1bNyeav2qNe0oS5gn87KCKPmeakaliNYrQvD0/6vCcxOqlzA/mAY2epvj1ovZhf7102Vr3t2qf++2w/0/35mX38u4Kf/r8/iAu7Rc7nXtwUAez0CHbj/pz/96eibfw74pqamonN/7mzf3Xffbaeeemr0GZg777wz+gzM5OSknX/++VErNmzYkLg1zR1AANAMADQDAHdOHQAwEgIANAMAEz9OKNgjBQDAHgnfydt++MMftp/97Gf2/PPPR9/5e8UrXmGXXHJJBH/up/khaLcLOP9D0AcccEDiZgGAu6UCAAHAXdEAAAKAO4MBAEz8OKFgjxQAAHskfN5vCwACgPNjmB1AdgAXxMNcmC2cV8BmvALO+1Mxf+0HAPM3Zn3RYgAQAAQAPVORHUB2ANkB7ItnFI2IVwAAjNeIEh4FAEAAEAAEADGBuFzAmEB4SOZTAQAwn+PW81Y3AfAVH7yiJRfw2BaRA3Pc73Iz4agc2e6vZ1j+XuQCLvtvIF3Jorz62LFyTioHpnKWlmf8r82qY8py2hoGKv9ocMAoF7CqSLiD5YeOhcbqVXKoCzU4J7Joj0ovpsa8LvJaW+DOoHKiqxhUuX2tlDx23NDKz9WI8a2NiA9WC8d8SeTrro22CqfGXDm2Vdulk1too7ScWT7ijX5Vv4plBYwVsT6qeuaWiFzAR4l1ZJ/WpMK1HdP2zLlrcQEHL5DFuAAALMY4dr0XAOBuyQFA9z0W/0MHANwZJwBg49UwACh3DAHArj/GBv6GAODAh0A6AQBAAHBB5ACAkRzsADaiQoE/AKhfGQOA6Z5FXJVeAQAwvXYDfSUACAACgK1LAAAIADajglfAA/2IzEXnAcBcDFP/NRIABAABQACQM4A6Gw0A2H/PLVq0UAEAkIhIpQAACAACgAAgAAgApnqAcFFfKAAA9sUw5K8RTQA8+Iufs9LEwlzA+/4PvxVyZLvfKBCaC7gscnWqPK++XLpO8cq4v53K1KGMDsopWhPuXZkjeMTv6gtytArTp0zNJXLUqjysKlKVY1OWF7mDVSzI9oizh6EzSu3W1IWetTHhaBdmD9Ue5ThVTlflAjZlsPcb46VpR7dTmHyE/ip3s+pv3ZMzWn5iRsWOin2Vw1vkfx7eVvHKsOOAMe/v5boj5lZFxI5yB6sxqUz4/zJ10nbvH45Z9UzL7+e2zdp/+1+/gws4dMEoSHkAsCAD2e1uAIC7FQcAzQDAnfEAAEZCAIB6TgCA3X5acT/5D/F6PaN/QqPxQCkAAAKA8wMeAAQA58cDAAgADtQDMaedZQcwpwPX62YDgAAgAOiZhewAsgO4MyzUP4rYAez104v7NxUAAImFVAoAgAAgAAgAqvO17ACyA5jqwcJFXVUAAOyq3MW5GQAIAAKAACAA6EDPv66zA1ic511RewIAFnVkO9yvJgC+6qzWXMA1f8pMK/nNdaacjWNb/BZGteCObPXfoCbyvMp8rsr5KfKeKgemyv+qch/LIQtI5yrzoQbmN1ZuzVDNgnPRCsem0kblzFXuXdX+0Dyy6vMnJdF+lXdaxcKQcO8OVfy0odqj6leuZ6mzyJtbFqndZN5s0f6qx5Ef3MbAGPc5j13/Vezv2M+/sI1s84+Jik2VI7wyHjDRzWxusb/8O8671zuMl614tOX3W6Zq9qIjnsQF3OHnZb9WDwD268j0ebsAwHkDJD7BAQC6p2nYQy3okzdR6jV//QDgzvhUn0YRn1IBAAHAPn/00LwMFQAAMxRzkKoCAAHA+fGugAsAbKjEDmBDB7WDyQ6g+y5p2D+W2AEcpCduZ/oKAHZG18LXCgACgABg6zTnFfBOTfzfjQYA3T8GxAffAcDCPzb7roMAYN8NST4aBAACgAAgAMgZQDPOAObjmUUrWxUAAImKVAoAgAAgAAgAAoAAYKoHCBf1hQIAYF8MQ/4a0QTAIy680spjC3MBD/tTUdroFv97oeFp/+/Lc+L3037X3YjI4am+SSbPZYnhqCzx5w4uzYj3XaIeZVwI+aSGzKmqnJAqxNSrOpHHVJo0As0esjniGFRW5hB1X5n/WeVKDtRZ1i8aJMdX6BxqhinPCueqqj8wz67SuSTu68t9PDQn2jjsd13J+RzYJzVWM8v88394R1ie5Mq4v/3qFbD66sH0i/z1rHxgs1f+8p83tfy+Upuxnz77dVzA+XsEZ9JiADATGQevEgBw95gDgOFuXwCw/ZoBAJoBgI0YAQAH7/narR4DgN1SumD3AQABwAUhzQ5g2xnODmBDHnYAnduXHcCCPQ5z2x0AMLdD19uGA4AAIACYfA4CgABgM1oAwOTzhpKdVQAA7Ky+ha0dAAQAAcDk0xsABAABwOTzhZLdUQAA7I7OhbsLAAgAAoDJpzUACAACgMnnCyW7owAA2B2dC3eXJgAeedMlVl40tqB/cw8v8/Z3n0f9bjmV81Nll1CuO+UCVnleVQ7fysRw0HiFZDdwFdf9ZkJ52Ls80+qGlI7HMEOyheYlDh0rmXs3o5y/QQPlCge6ekPBTY2LcjGHuqqlOWTIb9MdEv31uW6dPOqzLnXlpBW/V/dVc9HrAlZtV7m9/aZhK1VF/uSycBOLDzXPia8AqO8AqliojvnHSn0gWsX4tgP87V/yrEgk7amoMjdt/+P2z+ICDl5IinEBAFiMcex6LwDA3ZIDgGbBuXcBwCiAAMDGPAIAdYYQALDrj7eBuSEAODBDnW1HAUAAcH5EAYA7QWZY7MQJ4AUAAcDmPGIHMNtnFLXFKwAAxmtECY8CACAACAC2TgxeATc04RWwGa+AeXT2uwIAYL+PUJ+2DwAEAAFAAFCdDQQAAcA+fXTRrHkKAICEQyoFAEAAEAAEAAFAnQuYHcBUjxYu6qICAGAXxS7SrdoB4LanJr1dPehev0W1Klx3JXFuqixy76osAyrvqQnHbGWR36arUjIpZ2ZtxO/Sq/t/bao9Ks+rT2SVT1i5L9UDXMWq2tmR5ZUrWeUaFk5OqVnopAp0s1o90FYt3LiqHhWb1VF/kEg3sWimqsfnLG/36laCXqg+qp1jrf0dnva7WatiXknHeaCbeG7S/xUAFfvlHf6grYqMHzJvs1gX1Po4dYj/gh0H+ttzwPpW8XEBhy4gxSoPABZrPLvWGwBwt9QAoA47+RkVADASDQBsxE4VADT1jxwAsGuPtYG7EQA4cEOeTYcBQAAwSSQBgDtVEjtlACAA2JxHAGCSFYUyWSoAAGap5gDVBQACgEnCHQAEABfECa+AjVfASVYOynRDAQCwGyoX8B4AIACYJKwBQAAQAFw4UwDAJCsHZbqhAADYDZULeA8AEABMEtYAIAAIAAKASdYKynRfAQCw+5oX4o5NADzqvCutPDaeqE9LnxauPpEbU+X8VW7c4e3++pWbUDkba4G5Rusi+0Nodgx1X++OgT/hhCm3b1bu3VDXcKLAmFdIfj+u06njhCnFAl3DKi2g2vUJBWTVHuWAr477He3KuKRdxv53txVRvzrbqJzxvrhVZ+Lqw373q+yTGNvqmF+b6rh/ctWFw1v31V9PxWN4cVNAxUJFtOdvr/CPydCLpxNPu9r2afvDhy8nF3BixYpVEAAs1nh2rTcA4G6pAcDswg4A3KllIJACgGYAYCN2AMDs1qOi1wQAFn2EO9Q/ABAA7ERoAYAAYDOu2AFsKMEOYCdWGups7DrXQ7/kiXAoYAYAAoCdmAcAIAAIAC6cWet7tKsAACAASURBVABgJ1Ya6gQAiYHUCgCAAGDq4GlzIQAIAAKAAGAn1hbqbFWAHUCiIpUCACAAmCpwYi4CAAFAABAA7MTaQp0AIDGQkQJNAHzJJ5O7gJc87XetTfzd796dWeZ3+41O+XNdKnfwyNZKUK9Dna7K7au/9+V3Byr48bZHuYBVLl1VPjDVrRRSnCRRWqoD+8GuW5VSTriG1Vip+8ocysL5rcrXVL7rin8AaqL+kiivxqVU8QdETThplQs4eE6IvLYqv7cv9pVLV42hym+s5qHK1Su1n/WPlTKBqTGZW6ySgfuvmF3sn7wj2/3tGdkuFgFP9S4X8AN3XIoLOOgJUZzC7AAWZyy72hMAcN4OoIArANAMAGzECQDY0AEANAMAu/qo4mZtFAAACY9UCgCAAOCCwGEHMJKDHcBGVCgHLwAIAKZ64HBRRxQAADsia/ErBQABQACwdZ4DgABg3OrPDmCcQvy9WwoAgN1SumD3AQABQAAQAFTLGjuAesEHAAv2MMxxdwDAHA9e0qZfffXV9ulPf9o+/vGP25e+9KXosunpabvooovslltusZmZGTvttNPs+uuvt5UrVyaqFgAEAAFAABAANMMEkuiRQaE+VAAA7MNBybJJv/71r+3MM8+0yclJO+mkk3YB4Lnnnmt33HGHrVu3zpYtW2bnnXeelUolW79+faLbNwHw4C9+zkoTyXIBL3pq2Fv3vo/6XbqVCb9brizceMrBOLzD74pT6bNMmTpUXlhRvjYq2j+jnJkiB6kvN7G4pyU3ADbGQtUjokBprIImtLysJ9CtLPMwK5e0MGYqI48GH7+gMk2Z6Fdo+6XJZC5MOOVEV7GsTD5qB1Dl6/bprGIntC3lGf9XBmaX+dcjmfN3WszbUf+YqzFRLmOl2faV/uCs+ZufaP1uFqrOTNvj130GF3CQasUpDAAWZyxberJ161Z79atfHe3sXX755XbMMcdEALh582ZbsWKF3XTTTXbGGWdE1z322GN29NFH2/3332/HH398rCoAYPwOIABoBgA24gQAbOgAAJoBgLGPFwp0SQEAsEtC9+I2Z599tu2zzz72xS9+0d785jfvAsB77rnHTj75ZNu4caMtX758V9NWr15tF1xwgV144YUtzXWvid1/zR8HgKtWrTJ2AM3Ubg0ACAA25wsACAA2YwEA7MXTkHv6FAAACxoX7mzfFVdcYe4V8Pj4+AIAdDt/55xzzgKgczIcd9xx0Wvia665pkWVNWvW2Nq1a1t+DwACgO2mEDuA7ADOjw92ANkBLOgjN5fdAgBzOWztG/3000/ba1/7WvvJT35ir3jFK6LC83cA0wAgO4D6o8bsAOp4BAABQABw4fxgB7CAD92cdgkAzOnAtWv2D37wA3v3u99t5XJ5V7FqtWpDQ0OR0ePuu++2U045JegV8J734wzgbkUAQACwqUBo5pMhTCCRdJhA9MezMYEU8CHdJ10CAPtkILJsxtTUlP3xj39cUKV75XvUUUfZJZdcEp3dcyaQm2++2U4//fSo3OOPPx79vZMmENXHg34m3K/CoVrym/qsJByP6vflaX9FMu+paI/KKWri4a52xRQMKDehT88hoY2JTB02pCzPYe7R0By10l2rcvsGgpKKNZUvWjkwVT2yv0pOpbNyYSv5A9MOqrOHNZ+z3JnCxX1VTuG5RX4rqsrLq1zntZFWp6ty7yqXrhor5fZVY6hiQc2t6rh/UObEVwykBrv/vb6gK1tX+eufPnT3mez5Fyx5dCzx4wQXcGKpClkQACzksLZ2av4rYPdX9xmYO++8M/oMjPtEzPnnnx9dtGHDhkSKpNkBBAAbCgCA/h2fSBwAsBEkAKABgI1QAAATPZIolEIBADCFaHm8ZE8AbH4I2u0Czv8Q9AEHHJCoewDgbpnYATRjB3BnPLADGAnBDqAZO4CJHiUU6qECAGAPxc/zrQFAAHB+/AKAAOD8eAAAAcA8P98Gpe0A4KCMdMb9BAABQADQM6nYAWQHcGdYsAOY8UOH6jJXAADMXNLBqBAABAABQAAQE4gZJpDBeOYVsZcAYBFHtQt9agLg6suvsNJ4slzAqlnLH/P/ZdFfRQ7PJf7cmKPbRM5f4Q5Wrj55+FzkAlb9Ut/7kt/GU7mGPb+XdQu371AlzNWr3KDKpCFDTmkWaPZQOWqlY1s0SH2yR7qSA13SoQYf1a+qyCMd+l1F5XSvjvstp3LchZ6q/sqEv/7ynMinW26d0yqTjszhLdpYWexvS124boe3+tedmReJ5LsqRgJjcGa5f/t4//UbvTXVHhELZ8D6X6nP2c/th+QCDtCsSEUBwCKNZhf7AgDGiw0AuiS44p0oABgFEADYmEc1ANAAwPg1lRLZKgAAZqvnwNQGAMYPNQAIADajRO2sAYAAYDNGAMD4NZUS2SoAAGar58DUBgDGDzUACAACgAvnCa+Ade5wADB+TaVEtgoAgNnqOTC1AYDxQw0AAoAAIAC450qhzqECgPFrKiWyVQAAzFbPgakNAIwfagAQAAQAAUAAMH6tpERvFAAAe6N77u+aBgAXPe83BIxs9TtUJ5+qeHWanfTb99THiOVHaf2GRBveIXIEi/ypykGqHJvScSqiwud0VbsIoWfNFKSqAA11oWbmJlYNCnBOt5t06ixeaGo6padyK6v7hrpxZd+E2UbNieqY32EfmvvYl9vXtbG83T+na2Otc1rFuIxNlS9azVv1zUYRU5XFfm2qI/6KyuLrA3OL/PVsPchfz8y+/oXqsIv/ba+fI7iA91rCXFcAAOZ6+HrXeABwt/YAoI5DALChDQDY0AEANAMAe/fc4s4LFQAAiYhUCgCAAGCSwAEAAcD5cQIAAoBJ1g3KdEcBALA7OhfuLgAgAJgkqAFAABAAXDhT2AFMsnJQphsKAIDdULmA9wAAAcAkYQ0AAoAAIACYZK2gTPcVAAC7r3kh7ggAAoBJAhkABAABQAAwyVpBme4rAAB2X/NC3LEdAB7yk7lM+liZ8Lvl1IH6mkjVWZ712wPL08IGLHJ7qrynqj11f/NNOSpV7lOfE7U+LCoXyqu2mHBCmpBGlhf1qHzLoa5blVIuK6eoDNjAlHXSEKRyMatMeSP+8ZU5kdU4io5JV69w0taE01UBvsrXGzpXfM2Xsa/yYCt3sHL7CpeumkOqT0rj6eX+sT3yH//DO1qfP+jHmayn/+fqE1vqwQWcibS5rQQAzO3Q9bbhAOC8HUD5KRL/GAGAOgeu+uwKANiIJQDQDABMt/YDgOl0K/JVAGCRR7eDfQMAAcAF4cUOYCQHO4CNqGAH0OROPzuAHXwwUXWQAgBgkFwUbioAAAKAAGDregAAAoDNqOAVMM/LflcAAOz3EerT9gGAACAACAByBlB/5BsA7NOHF83apQAASDCkUgAABAABQAAQAAQAUz1AuKgvFAAA+2IY8teIJgC+4eQ1Njw8vlcd2HjEqPf6uSX+avf/91nvHyrCvaecqMrZqJylY5v8eUzVeSclinL7qvuWqq02xprIb6rMEiqHb3VUWZX9rQ929QoRQt276tVqaBo+tSujxjDEme26Kj97I5yoQ8q5KtzHKqbqwrkuc/uKPLVqTgxv9+fHtjAzukyJ52u/ct3WRL7iIeG0VmMyu9SfU3xIOOCVNtUR/6iU/MuFTa32i7b9f9nhreinb/zKXq2v7S6emqrZq172F9u8ebNNTk527D5U3J8KAID9OS593yoAcPcQAYBtXL0AYEMBALAhg3LMewAWAGyEDgDY94/D3DYQAMzt0PW24QAgADg/AuV3/QBAAHBeDACAxg5gbx9d3H2eAgAg4ZBKAQAQAAQAW6cOr4DbLycAIACY6oHDRR1RAADsiKzFrxQABAABQACQM4BmnAEs/vOuqD0EAIs6sh3uFwAIAAKAACAACAB2+FFD9R1UAADsoLhFrjoNAP7hv/pdd6E67fPvfhfd0mf8OYir4yKvqjA2qny3ymVYnvXbBpXzVjpXhfPT99os1EVbU7lllTmh4u+TdOOKw/3qlahMaabqEe1Rjs36cFhyXPVqckjcV8Wsao8sL1zAqrxybQ9P+4O5JnJGl2ZE8As3sWqP0lnqGRLjyukuGiNd/SKmqmP+GJldLNYLMVeGp/1/2L6fvx6Vm3zxn9WCFLZCrvvqFxJfgAs4sVSFLAgAFnJYO98pAHC3xgCgdncCgO3novoMDACo0+opbQDAhjIAYOeff0W5AwBYlJHscj8AQABwfsjJHR+1wxiwE+Tuo3bi2AFsjAI7gGYAIADY5cdg7m8HAOZ+CHvTAQAQAAQAW+cer4AbmvAK2IxXwL15NnHX5AoAgMm1ouQ8BQBAABAABAA5A+h2XzkDyMMxnwoAgPkct563ugmAq/7181aa2LtUcKozk4+HmUZe9Du/CURl6pAPL+EfkEYKT6o216fyjDCHqDRfIb4F8Wq1Fmh+UGf0VF9Vdga18yU/EK1eAYuD/2qsVGo6ZZIJ/WB1SaRMU0YhZZLJbMIK3dQ4SsORSJtWmhN50ETKN22eEQEqhKhOtM51le5Q9lW0UaXDU6+MZ5f4J+LE3/0mjZlJ/zpVEcvippf6tTn4Z0L7zIKntaLK3LT9212Xkgqugxr3c9UAYD+PTh+3DQDcPTjK7QsAtkkRBwCmm90AoMy3rP5xAgDqUAMA003DolwFABZlJLvcDwAQAJwfcuwANtRgB7Chg/pkklqm2AE0Ywewyw8xbmcAIEGQSgEAEAAEAFunDgAIADajglfAqR4tXNRFBQDALopdpFsBgAAgAAgAcgbQjDOARXqyDVZfAMDBGu/MegsAAoAAIAAIAAKAmT1UqKjrCgCAXZe8GDfMEgDr5TDHoFJw6e+HvX9a8dCM9/cyrZlw4yonqnITlmZFv8SvlQOz5HMZB7qAQz+YrB7splKXiRRi0lUqBlGlOpOzRjg/TRgqQzOThLZftVOmvhO6Sf3lDfx/GNksYl+kiFP3rSzyzy0TadbKItVcXfS3sji541853ZVje1a4dE3NQ+HqV9rMLvYvGC96bHsmi/3/974Jbz1ZnBnEBJLJEOW2EgAwt0PX24YDgLv1BwDdqX//QzAUoADARlwBgHp9AwAb2gCAvX0GFuHuAGARRrEHfQAAAcAFYQcAtp2F7ADuBFt2AINXa3YAgyXjgoQKAIAJhaLYQgUAQAAQAEy+KgCAAGDyaFlYEgBMqxzXxSkAAMYpxN+9CgCAACAAmHxxAAABwOTRAgCm1YrrwhQAAMP0ovROBQBAABAATL4cAIAAYPJoAQDTasV1YQoAgGF6UXovADArt++iPwpHohidZU/6LaGL/jLrvULlIK2N+S2n6lC6ct4qt6J0AVeS5whVLstQU4HM+Rto2A52WgtXqQIolYZPTVQ1JsG5fVU+Z9F+1R6Zszgwv3R5hz8Pdm3E766tjyr7tL+l1TF/PSpmQ+PNl3tamauqo37DkYq16qi/T8PT/mCeWerXZna5/77VMX/9S59KPm9dDUv/c0cmz5eZ/USDPLXjAs5E8txWAgDmduh62/A0O4AAYGPMAEAzBT7yu3IqB64AJQCwoQAAaAYA6mcFANjb52iv7w4A9noEcnp/AHD3wLEDqIOYHcD2E5wdwCaotu66sQOY7uHADmA63QbxKgBwEEc9gz4DgABgkjACAAHAJHHCK2BeASeJE8pkqwAAmK2eA1MbAAgAJgl2ABAATBInACAAmCROKJOtAgBgtnr2RW1r1qyxtWvXLmjLkUceaY899lj0u+npabvooovslltusZmZGTvttNPs+uuvt5UrVyZuPwAIACYJFgAQAEwSJwAgAJgkTiiTrQIAYLZ69kVtDgBvu+02++lPf7qrPcPDw7bffvtF//vcc8+1O+64w9atW2fLli2z8847z0qlkq1fvz5x+5sAePCXPmelifHE14UUDHX7jmwNqd1s6bNV7wWjmyre3ytnrLqryjvre9i5OuoqHarHrFiqqGTA/t8r9+uQyO2r3MTSLavyJ5fFH4Ro0j2qqlH3VW5iYRqR7mA1uEI35Uouz/gdocrdXBMuXTUuoeOo7hs2g3RpdS62LnMQt9YlXb1jwo074v99ec4/J5SbePtKvwt4y5H+dWFowv/7lXcL+3GgyFm5g323rVSm7d5fXWGbN2+2ycnJwJZRPO8KAIB5H0FP+x0A/uAHP7CHHnqo5a9uoq9YscJuuukmO+OMM6K/u53Bo48+2u6//347/vjjEykCAMbLBAA6qAUAXaQAgI35AgDGrxt7lgAAwzXjimQKAIDJdMpVKQeA1157bbS7Nz4+bieccIJdddVVdsghh9g999xjJ598sm3cuNGWL1++q1+rV6+2Cy64wC688MJEfQUA42UCAAHAZpQAgABg/IrhLwEAplWO6+IUAADjFMrh3++66y7bunWruXN/zz//fHQe8Nlnn7VHHnnEfvSjH9k555wTnf2b/3PcccfZSSedZNdcc423x678/GscAK5atcp4BawDBAAEAAHAhfODHcDwBwoAGK4ZVyRTAABMplOuS23atMncDt8XvvAFm5iYSAWAPmOJEwUABACdAvLDzrwCjgKEHUB2ANM+RADAtMpxXZwCAGCcQgX5+7HHHmunnHKKnXrqqaleAbMDaIYJxAwTyM4FARNI25URE4gZJpCCPDwL3A0AsMCD2+yaex3szv+5Xbyzzz47MoHcfPPNdvrpp0dFHn/8cTvqqKM6bgIJdfWqoQl1+078NSwn56I/+/OqhoaKclpWx0V+1gxcwCo3q6kcvsKjMaRcxkIE7Vr1X6BctxKyhau3PON3cquxGpoVsaBy+MoUdP56amP+PNUqFkJT3ykHueqvAjHlItf5dP3O2JJwVct82iKPr+8fFrOL1T3DYmp0iz9GNh024q1o85EippaLdSEwP7Yaq1BgzGJnEBdw6KperPIAYLHGM+rNxRdfbO94xzui177PPfecXXbZZZEj+NFHH43gz30G5s4774w+A+Os/+eff3503YYNGxKrkcYEAgA25AUAzQDARiwAgDuXHM8/RADA9ssxAJj4cUVBoQAAWMDQOOuss+y+++6zv/3tbxHwnXjiiXbFFVfYYYcdFvW2+SFotws4/0PQBxxwQGI1AMB4qdgB1GcDAUAAcMEMAgCDXxkDgPFrMCXaKwAAEiGpFAAA42UDAAHAZpTwCrihRI1XwHLh4BVw/JpKiWwVAACz1XNgagMA44caAAQAAcCF8wQA1OsGABi/plIiWwUAwGz1HJjaAMD4oQYAAUAAEACMXykaJQDApEpRLisFAMCslBywetoBYF7MHsPTYfa90c3+nJ/KiVof9lts1cF/lee15slxqtyaKhetdH0KF7Byd0p3sN+waVnlrlXTS+XANWX8Fu2siRy1CuKVDmpc5JiL9qj+Krd1SbibpUt3xH9j5d6V7nLR0MoSv6W9KnIc++JWOZiHRV5lVffsEn+Qb/kHf+Nn9/G7gIeW+Od/8NIftux0FAxxAQePXqEuAAALNZzd6wwAuFtrANDMAMAoIADAxrwAANusxQBg9x5U3KmtAgAgAZJKAQAQAFwQOAAgADgvIABAADDVg4WLuqoAANhVuYtzMwAQAAQAW+czO4DsAMau8uwAxkpEge4oAAB2R+fC3QUABAABQABQLWzsALIDWLiHXgE7BAAWcFC70SUAEAAEAAFAADDFassOYArRuKQTCgCAnVB1AOpsAuDhF11p5bHxvepxp3P7hrp9ZT5a0cvxv/lzhCpHrnIHhzhsa2X/oTvlilVu3NC+KjexvK/IsSs/jDwkbMlC+6xcwKGu4VB3s4mcuSb6G5rz15dL10kmXbcix7FqT13kqVbu5qr44HNIvKl5q+bJ1oP8eZinDhXBE5Yi3Gb3zbc72KdCdW7afvPdf7HNmzdHaUH5GSwFAMDBGu/MegsA7pYSADQDABvxIIEUAIz0AQB792oYAMzs8VeYigDAwgxldzsCAAKA8yMOAAQA58cDO4Ap1uMOvxoGAFOMScEvAQALPsCd6h4ACAACgK2zix3AhiYAYIqVFwBMIRqX7I0CAODeqDfA1wKAACAACAByBtAsLxlC2AEc4Ae26DoASEykUgAABAABQAAQAAQAUz1AuKgvFAAA+2IY8teINACYd7fv8PYw2+CQeKUzMuV3DZt0ZrbGh3rw1sb8dk31gWKVQ1blYTXh6lXp8JRbWZkBhsIkNuV+VS5jNdOUszTUjav6pXL4lkVeW9V+5epV4ytXFvW6UZiwa8LVq+JEjWMtwE2stJze1++A3/RSf67e0mxYwuXhqTAnunIHy1gLzSncwVfDuIDz9+zNssUAYJZqDlBdAGD8YAOAZgBgI04AwJ06AIDhr4wBwPjFlhKpFAAAU8nGRQBgfAwAgABgM0oAQACwGQvBZwYBwPjFlhKpFAAAU8nGRQBgfAwAgAAgALhwnvAKOMWZQQAwfrGlRCoFAMBUsnERABgfAwAgAAgAAoB7rhTsAMavnZTojgIAYHd0LtxdAMD4IQUAAUAAEAAEAOPXSkr0RgEAsDe65/6u7QBw0Ny+lUVhLsNtB/hPwq94aLs3LoaqrdZY5QK2QHenCsTaqDitLy4I/gBy2e+0rAoXs8qrLHMKC7eydMsKB7aCeKVbdVzEQqC7OdTFrM4YKpe3ip+5pf5xV+0pzfkDTrmAVfktq1vz+JaEWX7Js/4//OG9Yctqaas/d3CnXcCqlb3YGcQFHBYzRSsNABZtRLvUHwBwt9AAYIocuABg25kKAJoBgDGLeQZnAwHALj0w+/Q2AGCfDky/NwsABADnxyg7gA012AFs6MAOYPgKzg5guGZcsXcKAIB7p9/AXg0AAoAAYOv0BwABwLQPBQAwrXJcl1YBADCtcgN+HQAIAAKAACBnAM1CM4GoRwcAOOAP1R50HwDsgehFuCUACAACgAAgAAgAFuF5Nqh9AAAHdeT3st9NAHzpP11p5bHxRLVN/DXMCjk8HXbKWeUOVY0Lze0bavb4+1FhTtoD/23G29TKotZ6xv+8I5HmzULKzRqaQ7Y2LFyuQ2H5U5VrVXWqrnLUjvjbo/o7VPHHoNJB1VOa89dTE+YW1V/lbjahZ23EL4QyjYTm6q1M+PUsz/r7O1T1j1hl3N/OmUl//dP7tZavimXlgH+b9d40KxewXC86nCO4FzuDtR3T9vQ/fc42b95sk5OTQWsKhfOvAACY/zHsSQ8AwHjZAUCtEQDY0AYAbOgAAOq50slXwwBg/Dpe5BIAYJFHt4N9AwDjxQUAAcCmAuwANpRgBzB+3dizBAAYrhlXJFMAAEymE6X2UAAAjA8JABAABAAXxgAAGL9uAIDhGnFFOgUAwHS6DfxVAGB8CACAACAACADGrxTtS7ADuLcKcr1SAAAkNlIpAADGywYAAoAAIAAYv1IAgHurEdenUwAATKfbwF/VDgBx+7YPD+X23XrQaOK4WvZ7f97gmf3GvHWMTFW8vy/NChun/CdjmNu3Pqzsu4m7GhUMPUOnMpNUxv3ObOVyVTlzlSs51FUty4fJbModXBduYuWYVxk85hb7G1SZ8P9+bonK9ewfd3VfX+n9/l+/C1hFFO7gncp4PqqACSRsHSpaaQCwaCPapf4AgLuFzmqnDwAM3zFULloAsKElAGgGAAKAXXos5u42AGDuhqw/GgwAAoBJIpEdwPYqsQPY0IcdwCSzaWGZLM4GsgMYrnuRrgAAizSaXewLAAgAJgk3ABAAnK9A1X9CAQBMMpn2KAMAphCNSxYoAAASEKkUAAABwCSBAwACgADgwhjop9zB7AAmWcWKWwYALO7YdrRnACAAmCTAAEAAEAAEAJOsFZTpvgIAYPc1L8QdmwD4mvdebuWRZLmA857bVw1cqAlk6dNhOY5991UuVNXGRX/1u4DnFvtdsWN/n/NWVar6214TOXlVe4Yqe6+Bq1uZPZT5QZVXOXyt5HezyvKyw2HTXrmPZc7fUX87Zxf7c+/qnML+du7w5Op1JWsjol+BLuaQM4CVCf89VY5gpTzmELNoB/D/IBdw2OwsTmkAsDhj2dWeAIDpdwABQDMAMGZnUIAnAGgGALaPnZCzgQBgVx+bfXczALDvhiQfDQIAAcD5kcoOYMy8DdwRYwdQ6wkAAoD5eEr2fysBwP4fo75sIQAIAAKAAVMTAGwrFq+AzXphDmEHMGAOF7AoAFjAQe1GlwBAABAADJhpACAAGBMuAGDAfKJoJgoAgJnIOHiVAIAAIAAYMO8BQAAQAAyYMBTthgIAYDdULuA92gEgbt/2Ax5qAgl1/PruXhsOC8LFf/HnCN56oN81PL7J7+od3SJyDdf95VVqN5UxI/SsnPoszZBKiSzaKesR7ubgz+H4zbtWGff/YWbS//vKIj95bjvYr//iZ4WbeGlY/AwFmrxDXgGrloTmCFb1DJI7mFfAYXFdtNIAYNFGtEv9AQDTCw0AuiS1AGAUQTURRwBg8AQDANtL5nMHA4DBYVaoCwDAQg1n9zoDAKbXGgAEAHdFDwAYScEOoF5POnk2EABMv44X4UoAsAij2IM+AIDpRQcAAUAAcOH8AQABwPQrKlemVQAATKvcgF8HAKYPAAAQAAQAAcCkKwg7gEmVolyoAgBgqGI5Kf/ss8/aJZdcYnfddZdt377dXvKSl9h3vvMde+1rXxv1oF6v22WXXWbf+ta3bNOmTfaGN7zBbrjhBjv88MMT9RAATCSTtxAACAACgABg0hUEAEyqFOVCFQAAQxXLQfmNGzfaq171KjvppJPs3HPPtRUrVtjvf/97O+yww6L/3M8111xjV111ld1444126KGH2mc/+1l7+OGH7dFHH7Xx8fjcvk0APO4dn7fhhLmA6+Jgu5J0eLs6IBU2CJVFYTcOze2rWhMKeqqeEBdwVm7fzf/Fbxte9JewMRmd8ttrq2P+MSmpHMHCVapcw0rLUHdq3W96HHhhSAAAD0BJREFUNhPtUbGm3MpqTkyt8usz+Ue//tv385efE+7d2eVhNt2RLWHfsQnV2TdeWbwWdvViDtHrpTsD+MwnLrXNmzfb5ORk2MJK6dwrAADmfghbO/CpT33K1q9fb7/4xS+8vXO7fy9+8Yvtoosusosvvjgq4xaAlStX2rp16+yss86KVQUAjJXIAEAzALARJwBg/HzZswQA2F6zLHYGAcDwuCzSFQBgkUZzZ19e+tKX2mmnnWbPPPOM3XvvvXbQQQfZRz/6UfvIRz4SlXjyySejncAHH3zQjjnmmF0KvOlNb4r+93XXXdeiyszMjLn/mj8OAFetWmXsAOoAAgABwGZ0AIDhCy0ACACGRw1XhCgAAIaolZOyzVe4n/jEJ+y9732v/frXv7aPf/zj9vWvf93OPvts27BhQ3Tm77nnnrMDDzxwV6/OPPNMGxoasltvvbWlp2vWrLG1a9e2/B4ABADbTQt2ANkBTLtsAoAAYNrY4bpkCgCAyXTKVanR0dHI7OFAr/nzsY99LALB+++/PxUAsgMYHgLsALIDyA5g+LxpXgEAAoDpo4crkygAACZRKWdlVq9ebaeeeqp9+9vf3tVy5/C9/PLLzbmD07wC3lMCzgDGBwUACAACgPHzRJUAAAHA9NHDlUkUAACTqJSzMu9///vt6aefXmACufDCC+2BBx6Idv+aJhBnAHFGEPfjgG7//ffPxASC2zddwIS4fdUdQl3AKlesql+5gNWrXpXDtzbsd5UO7/C7XKUbN8yUbKWq3/06t9hv9x2SKev8Cs0u9btx1dgqt6xyAatxGZny/6VXLmAJdQHm47wDoNKgtDUsMffwVJgDO8Qcggkk3VpdlKsAwKKM5Lx+uFe9r3/966Mze+5c369+9avIAPLNb37TPvCBD0Ql3Wdgrr766gWfgfntb3+byWdgAMB0QQUAmgGAjdgBALNJD+e07NVnYADAdOsgV3VPAQCwe1p39U4//vGP7dOf/nT0/T/3nT9nCGm6gF1Dmh+CdlDoPgR94okn2vXXX29HHHFEona2ewUMACaSsKUQAAgANoMCAAQAm7HADmC69ZSr4hUAAOM1ooRHAQBwtyi9OOungpJXwO2nK6+AG/p0+kPQahRCPhDNK+CGigAgj+BOKQAAdkrZgtcLAAKA80OcM4A7wYozgG1XPgDQjDOABX845qh7AGCOBqufmuoyhyxfvtxe89Z/tvIeqeDy8gp44xEqz1eY0kufCTjZ3qbqnrwCngg7YD7xV7/rIjcAWBMmkEXZmEDmFACKcVfqTx0Ulr5wZKv/BnNLxO+XhcVs6C5UP+0A7vvIbNiEFqWfelcm1VhpW4dNIPv40y/6Wl+bnrbnPnNldAxo2bJl2XSQWnKjAACYm6Hqr4a6LCMuEwg/KIACKIAC+VbAfTXi4IMPzncnaH2wAgBgsGRc4BSo1WpRJpGlS5fa1NRUBINuERmEhOLNNHiD0N9B6quLa/pb3PWNsW0dW2cGdOu3yw1fKoXtOhc3UganZwDg4Ix1x3raPA/oXgsPCgC61yWD0F/GtmPTpi8qHqTxHaS+Nv8xMyjrVF9Mphw2AgDM4aD1W5NZWPttRLJrD2ObnZb9WNMgje8g9RUA7MfZ1n9tAgD7b0xy1yIW1twNWeIGM7aJpcplwUEa30HqKwCYy+nY9UYDgF2XvHg3nJmZsauuuir68PTY2FjxOrhHjwapv4PUVzfM9Le405exLe7Y0rN0CgCA6XTjKhRAARRAARRAARTIrQIAYG6HjoajAAqgAAqgAAqgQDoFAMB0unEVCqAACqAACqAACuRWAQAwt0NHw1EABVAABVAABVAgnQIAYDrduAoFUAAFUAAFUAAFcqsAAJjboeufhn/ta1+za6+91v70pz/ZK1/5SvvKV75ixx13XP80MGVL7rvvvqhfv/nNb+z555+322+/3d71rt0JQd1X9C+77DL71re+FeXSfMMb3mA33HCDHX744Snv2LvLnIv7+9//vj322GM2MTFhr3/96+2aa66xI488clejpqen7aKLLrJbbrklcsuedtppdv3119vKlSt71/AUd3Zj5P77wx/+EF39spe9zC699FJ729veFv3vovRTSXP11VdHjv2Pf/zj9qUvfalwfV6zZo2tXbt2QfddHLvYLuL4Pvvss3bJJZfYXXfdZdu3b7eXvOQl9p3vfMde+9rXRv0t0jqVYrpzSRsFAEDCY68UuPXWW+2DH/ygff3rX7fXve510QPle9/7nj3++OO2//7771Xdvb7YLajr16+317zmNfae97ynBQAdIDlwuvHGG+3QQw+1z372s/bwww/bo48+auPj471uftD93/rWt9pZZ51lxx57rFUqFfvMZz5jjzzySNSXxYsXR3Wde+65dscdd9i6deuixPHnnXdelD7KaZSnnx/96EdWLpcjUHcPRzd+DvQffPDBCAaL0k/fmPz617+2M888M8rYc9JJJ+0CwCL12QHgbbfdZj/96U93STA8PGz77bdfoeLYdWbjxo32qle9KhpLN4YrVqyw3//+93bYYYdF/7mfIq1TeVpn8tBWADAPo9THbXTQ56Dhq1/9atRKlyPY5QU+//zz7VOf+lQftzysaUNDQwsA0IGDy5/pdsQuvvjiqDKXGs7thjlAcjCV558XXnghAvh7773X3vjGN0Z9cw+Xm266yc4444yoa25H5eijj7b777/fjj/++Dx31/bZZ58IAl3fitrPrVu32qtf/epo1/byyy+3Y445JgLAoo2tA8Af/OAH9tBDD7XEZNH66tZY9w+wX/ziF975V/R1KteLTh80HgDsg0HIaxNmZ2dt0aJF0b+2578aPfvss6NXoj/84Q/z2rWWdu8JgE8++WT0L2y3a+QepM2fN73pTdH/vu6663Ld9yeeeCLaIXM7mi9/+cvtnnvusZNPPjnacVi+fPmuvq1evdouuOACu/DCC3PZ32q1Gu1Yu5h1Y+mOMRSxn25wXB8d6H7xi1+0N7/5zbsAsGhj6wDQwbzbpXY78SeccEK0U3/IIYcULo5f+tKXRkcxnnnmmegfawcddJB99KMftY985CPRfCz6OpXLRaePGg0A9tFg5K0pzz33XLTgbNiwIVpkmz+f/OQno8XogQceyFuXZHv3BEDXZ3fmz2lw4IEH7rrOvV5zZd2r8bz+uF3cd77znRHE//KXv4y64Xb+zjnnnOjs3/wfd9bTvX5yr5ny9OPA1sWsO++3ZMmSqH9vf/vbC9fP5pi4c5tXXHGFuVfADormA2DRxtYd3XC7ne7cnzu7684DunNy7kiDe/1fpDhuHjX5xCc+Ye9973uj8XVnO92RHAf8RV6n8rTe9GtbAcB+HZkctAsALCYAurNE7iHq4O/ggw8uJAC63eunnnoqev3pdrC//e1vR/9oca8NiwQIbvCefvrpyBDwk5/8xF7xildE41lkANxz6XT/kHE71V/4whcig1ORxnd0dDQaWwd6zZ+PfexjEQi6oxkAYA4epD1sIgDYQ/HzfmteARfvFbAzdrhX984B7YwtzZ+ivSbcc+6dcsop0Sv9973vfYV7BezOw7373e+OjC/NH/fq2+1UOxPP3Xffba7/RXu9P3+M3Tll18dTTz21UOPrwNb1yf0DpvnjHO7ujKfb9eQVcN6fsp1tPwDYWX0LX7szgbjXgO7TL+7HvT50Z20cSAyCCcQZQJwRxP1s2bIlMk7k0QTiDos744771M3Pf/7zlk/ZNA/P33zzzXb66adH/XVO76OOOqoQJpC3vOUtUdy6s5vOBFKkfk5NTdkf//jHBWuR2wVzY+c+H+JMW0Xr8/zOutfBbmzd2UD3WrRIfX3/+98f7fDON4G487ju+I3b/WuaQIqyThX+gdrlDgKAXRa8aLdzZ93covqNb3wjAkHnKvzud78bOUTz9n24PcfGPTicGcL9uE8tuFdI7rybO0jvHiju3Jv7ptr8z8D89re/zeVnYNzBcXcWzO3+zf/2nztI716buR/3avjOO++MANd9RsQBo/uZ//opD/HtvoHnvvnnxtDBkeu3G0u3E+Z2U4rSz3ZjMf8VcJHG1vXFwc473vGO6LWvO6bivtXpXu27Txo5+CvS+LpXve6bne6cozt//Ktf/SoygHzzm9+0D3zgA1EIFGmdysP6kqc2AoB5Gq0+bav7BEzzQ9DOAfvlL385+iZg3n/cTpgDvj1/HPA6CGp+YNUttu6c0Yknnhh9YuOII47IXdfd60Dfj/ug7Ic+9KHoT80PJLvdsfkfgj7ggANy1d8Pf/jD9rOf/SwyCDjAdefi3E6Yg78i9TMEAIsytq7P7hNM7gjD3/72twj43Lx0Bpjmd/GK1FfX3x//+MfRh73d9//csQ1nCGm6gN3fi7RO5WqhyUFjAcAcDBJNRAEUQAEUQAEUQIEsFQAAs1STulAABVAABVAABVAgBwoAgDkYJJqIAiiAAiiAAiiAAlkqAABmqSZ1oQAKoAAKoAAKoEAOFAAAczBINBEFUAAFUAAFUAAFslQAAMxSTepCARRAARRAARRAgRwoAADmYJBoIgqgAAqgAAqgAApkqQAAmKWa1IUCKIACKIACKIACOVAAAMzBINFEFEABFEABFEABFMhSAQAwSzWpCwVQAAVQAAVQAAVyoAAAmINBookogAIogAIogAIokKUCAGCWalIXCqAACqAACqAACuRAAQAwB4NEE1EABVAABVAABVAgSwUAwCzVpC4UQAEUQAEUQAEUyIECAGAOBokmogAKoAAKoAAKoECWCgCAWapJXSiAAiiAAiiAAiiQAwUAwBwMEk1EARRAARRAARRAgSwVAACzVJO6UAAFUAAFUAAFUCAHCgCAORgkmogCKIACKIACKIACWSoAAGapJnWhAAqgAAqgAAqgQA4UAABzMEg0EQVQAAVQAAVQAAWyVAAAzFJN6kIBFEABFEABFECBHCgAAOZgkGgiCqAACqAACqAACmSpAACYpZrUhQIogAIogAIogAI5UAAAzMEg0UQUQAEUQAEUQAEUyFIBADBLNakLBVAABVAABVAABXKgAACYg0GiiSiAAiiAAiiAAiiQpQIAYJZqUhcKoAAKoAAKoAAK5EABADAHg0QTUQAFUAAFUAAFUCBLBQDALNWkLhRAARRAARRAARTIgQIAYA4GiSaiAAqgAAqgAAqgQJYKAIBZqkldKIACKIACKIACKJADBf5/g/DUpTjxg70AAAAASUVORK5CYII=\" width=\"640\">"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/javascript": [
+       "/* Put everything inside the global mpl namespace */\n",
+       "/* global mpl */\n",
+       "window.mpl = {};\n",
+       "\n",
+       "mpl.get_websocket_type = function () {\n",
+       "    if (typeof WebSocket !== 'undefined') {\n",
+       "        return WebSocket;\n",
+       "    } else if (typeof MozWebSocket !== 'undefined') {\n",
+       "        return MozWebSocket;\n",
+       "    } else {\n",
+       "        alert(\n",
+       "            'Your browser does not have WebSocket support. ' +\n",
+       "                'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
+       "                'Firefox 4 and 5 are also supported but you ' +\n",
+       "                'have to enable WebSockets in about:config.'\n",
+       "        );\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure = function (figure_id, websocket, ondownload, parent_element) {\n",
+       "    this.id = figure_id;\n",
+       "\n",
+       "    this.ws = websocket;\n",
+       "\n",
+       "    this.supports_binary = this.ws.binaryType !== undefined;\n",
+       "\n",
+       "    if (!this.supports_binary) {\n",
+       "        var warnings = document.getElementById('mpl-warnings');\n",
+       "        if (warnings) {\n",
+       "            warnings.style.display = 'block';\n",
+       "            warnings.textContent =\n",
+       "                'This browser does not support binary websocket messages. ' +\n",
+       "                'Performance may be slow.';\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    this.imageObj = new Image();\n",
+       "\n",
+       "    this.context = undefined;\n",
+       "    this.message = undefined;\n",
+       "    this.canvas = undefined;\n",
+       "    this.rubberband_canvas = undefined;\n",
+       "    this.rubberband_context = undefined;\n",
+       "    this.format_dropdown = undefined;\n",
+       "\n",
+       "    this.image_mode = 'full';\n",
+       "\n",
+       "    this.root = document.createElement('div');\n",
+       "    this.root.setAttribute('style', 'display: inline-block');\n",
+       "    this._root_extra_style(this.root);\n",
+       "\n",
+       "    parent_element.appendChild(this.root);\n",
+       "\n",
+       "    this._init_header(this);\n",
+       "    this._init_canvas(this);\n",
+       "    this._init_toolbar(this);\n",
+       "\n",
+       "    var fig = this;\n",
+       "\n",
+       "    this.waiting = false;\n",
+       "\n",
+       "    this.ws.onopen = function () {\n",
+       "        fig.send_message('supports_binary', { value: fig.supports_binary });\n",
+       "        fig.send_message('send_image_mode', {});\n",
+       "        if (fig.ratio !== 1) {\n",
+       "            fig.send_message('set_device_pixel_ratio', {\n",
+       "                device_pixel_ratio: fig.ratio,\n",
+       "            });\n",
+       "        }\n",
+       "        fig.send_message('refresh', {});\n",
+       "    };\n",
+       "\n",
+       "    this.imageObj.onload = function () {\n",
+       "        if (fig.image_mode === 'full') {\n",
+       "            // Full images could contain transparency (where diff images\n",
+       "            // almost always do), so we need to clear the canvas so that\n",
+       "            // there is no ghosting.\n",
+       "            fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
+       "        }\n",
+       "        fig.context.drawImage(fig.imageObj, 0, 0);\n",
+       "    };\n",
+       "\n",
+       "    this.imageObj.onunload = function () {\n",
+       "        fig.ws.close();\n",
+       "    };\n",
+       "\n",
+       "    this.ws.onmessage = this._make_on_message_function(this);\n",
+       "\n",
+       "    this.ondownload = ondownload;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_header = function () {\n",
+       "    var titlebar = document.createElement('div');\n",
+       "    titlebar.classList =\n",
+       "        'ui-dialog-titlebar ui-widget-header ui-corner-all ui-helper-clearfix';\n",
+       "    var titletext = document.createElement('div');\n",
+       "    titletext.classList = 'ui-dialog-title';\n",
+       "    titletext.setAttribute(\n",
+       "        'style',\n",
+       "        'width: 100%; text-align: center; padding: 3px;'\n",
+       "    );\n",
+       "    titlebar.appendChild(titletext);\n",
+       "    this.root.appendChild(titlebar);\n",
+       "    this.header = titletext;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function (_canvas_div) {};\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function (_canvas_div) {};\n",
+       "\n",
+       "mpl.figure.prototype._init_canvas = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var canvas_div = (this.canvas_div = document.createElement('div'));\n",
+       "    canvas_div.setAttribute(\n",
+       "        'style',\n",
+       "        'border: 1px solid #ddd;' +\n",
+       "            'box-sizing: content-box;' +\n",
+       "            'clear: both;' +\n",
+       "            'min-height: 1px;' +\n",
+       "            'min-width: 1px;' +\n",
+       "            'outline: 0;' +\n",
+       "            'overflow: hidden;' +\n",
+       "            'position: relative;' +\n",
+       "            'resize: both;'\n",
+       "    );\n",
+       "\n",
+       "    function on_keyboard_event_closure(name) {\n",
+       "        return function (event) {\n",
+       "            return fig.key_event(event, name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    canvas_div.addEventListener(\n",
+       "        'keydown',\n",
+       "        on_keyboard_event_closure('key_press')\n",
+       "    );\n",
+       "    canvas_div.addEventListener(\n",
+       "        'keyup',\n",
+       "        on_keyboard_event_closure('key_release')\n",
+       "    );\n",
+       "\n",
+       "    this._canvas_extra_style(canvas_div);\n",
+       "    this.root.appendChild(canvas_div);\n",
+       "\n",
+       "    var canvas = (this.canvas = document.createElement('canvas'));\n",
+       "    canvas.classList.add('mpl-canvas');\n",
+       "    canvas.setAttribute('style', 'box-sizing: content-box;');\n",
+       "\n",
+       "    this.context = canvas.getContext('2d');\n",
+       "\n",
+       "    var backingStore =\n",
+       "        this.context.backingStorePixelRatio ||\n",
+       "        this.context.webkitBackingStorePixelRatio ||\n",
+       "        this.context.mozBackingStorePixelRatio ||\n",
+       "        this.context.msBackingStorePixelRatio ||\n",
+       "        this.context.oBackingStorePixelRatio ||\n",
+       "        this.context.backingStorePixelRatio ||\n",
+       "        1;\n",
+       "\n",
+       "    this.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
+       "\n",
+       "    var rubberband_canvas = (this.rubberband_canvas = document.createElement(\n",
+       "        'canvas'\n",
+       "    ));\n",
+       "    rubberband_canvas.setAttribute(\n",
+       "        'style',\n",
+       "        'box-sizing: content-box; position: absolute; left: 0; top: 0; z-index: 1;'\n",
+       "    );\n",
+       "\n",
+       "    // Apply a ponyfill if ResizeObserver is not implemented by browser.\n",
+       "    if (this.ResizeObserver === undefined) {\n",
+       "        if (window.ResizeObserver !== undefined) {\n",
+       "            this.ResizeObserver = window.ResizeObserver;\n",
+       "        } else {\n",
+       "            var obs = _JSXTOOLS_RESIZE_OBSERVER({});\n",
+       "            this.ResizeObserver = obs.ResizeObserver;\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    this.resizeObserverInstance = new this.ResizeObserver(function (entries) {\n",
+       "        var nentries = entries.length;\n",
+       "        for (var i = 0; i < nentries; i++) {\n",
+       "            var entry = entries[i];\n",
+       "            var width, height;\n",
+       "            if (entry.contentBoxSize) {\n",
+       "                if (entry.contentBoxSize instanceof Array) {\n",
+       "                    // Chrome 84 implements new version of spec.\n",
+       "                    width = entry.contentBoxSize[0].inlineSize;\n",
+       "                    height = entry.contentBoxSize[0].blockSize;\n",
+       "                } else {\n",
+       "                    // Firefox implements old version of spec.\n",
+       "                    width = entry.contentBoxSize.inlineSize;\n",
+       "                    height = entry.contentBoxSize.blockSize;\n",
+       "                }\n",
+       "            } else {\n",
+       "                // Chrome <84 implements even older version of spec.\n",
+       "                width = entry.contentRect.width;\n",
+       "                height = entry.contentRect.height;\n",
+       "            }\n",
+       "\n",
+       "            // Keep the size of the canvas and rubber band canvas in sync with\n",
+       "            // the canvas container.\n",
+       "            if (entry.devicePixelContentBoxSize) {\n",
+       "                // Chrome 84 implements new version of spec.\n",
+       "                canvas.setAttribute(\n",
+       "                    'width',\n",
+       "                    entry.devicePixelContentBoxSize[0].inlineSize\n",
+       "                );\n",
+       "                canvas.setAttribute(\n",
+       "                    'height',\n",
+       "                    entry.devicePixelContentBoxSize[0].blockSize\n",
+       "                );\n",
+       "            } else {\n",
+       "                canvas.setAttribute('width', width * fig.ratio);\n",
+       "                canvas.setAttribute('height', height * fig.ratio);\n",
+       "            }\n",
+       "            canvas.setAttribute(\n",
+       "                'style',\n",
+       "                'width: ' + width + 'px; height: ' + height + 'px;'\n",
+       "            );\n",
+       "\n",
+       "            rubberband_canvas.setAttribute('width', width);\n",
+       "            rubberband_canvas.setAttribute('height', height);\n",
+       "\n",
+       "            // And update the size in Python. We ignore the initial 0/0 size\n",
+       "            // that occurs as the element is placed into the DOM, which should\n",
+       "            // otherwise not happen due to the minimum size styling.\n",
+       "            if (fig.ws.readyState == 1 && width != 0 && height != 0) {\n",
+       "                fig.request_resize(width, height);\n",
+       "            }\n",
+       "        }\n",
+       "    });\n",
+       "    this.resizeObserverInstance.observe(canvas_div);\n",
+       "\n",
+       "    function on_mouse_event_closure(name) {\n",
+       "        return function (event) {\n",
+       "            return fig.mouse_event(event, name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mousedown',\n",
+       "        on_mouse_event_closure('button_press')\n",
+       "    );\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mouseup',\n",
+       "        on_mouse_event_closure('button_release')\n",
+       "    );\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'dblclick',\n",
+       "        on_mouse_event_closure('dblclick')\n",
+       "    );\n",
+       "    // Throttle sequential mouse events to 1 every 20ms.\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mousemove',\n",
+       "        on_mouse_event_closure('motion_notify')\n",
+       "    );\n",
+       "\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mouseenter',\n",
+       "        on_mouse_event_closure('figure_enter')\n",
+       "    );\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mouseleave',\n",
+       "        on_mouse_event_closure('figure_leave')\n",
+       "    );\n",
+       "\n",
+       "    canvas_div.addEventListener('wheel', function (event) {\n",
+       "        if (event.deltaY < 0) {\n",
+       "            event.step = 1;\n",
+       "        } else {\n",
+       "            event.step = -1;\n",
+       "        }\n",
+       "        on_mouse_event_closure('scroll')(event);\n",
+       "    });\n",
+       "\n",
+       "    canvas_div.appendChild(canvas);\n",
+       "    canvas_div.appendChild(rubberband_canvas);\n",
+       "\n",
+       "    this.rubberband_context = rubberband_canvas.getContext('2d');\n",
+       "    this.rubberband_context.strokeStyle = '#000000';\n",
+       "\n",
+       "    this._resize_canvas = function (width, height, forward) {\n",
+       "        if (forward) {\n",
+       "            canvas_div.style.width = width + 'px';\n",
+       "            canvas_div.style.height = height + 'px';\n",
+       "        }\n",
+       "    };\n",
+       "\n",
+       "    // Disable right mouse context menu.\n",
+       "    this.rubberband_canvas.addEventListener('contextmenu', function (_e) {\n",
+       "        event.preventDefault();\n",
+       "        return false;\n",
+       "    });\n",
+       "\n",
+       "    function set_focus() {\n",
+       "        canvas.focus();\n",
+       "        canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    window.setTimeout(set_focus, 100);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var toolbar = document.createElement('div');\n",
+       "    toolbar.classList = 'mpl-toolbar';\n",
+       "    this.root.appendChild(toolbar);\n",
+       "\n",
+       "    function on_click_closure(name) {\n",
+       "        return function (_event) {\n",
+       "            return fig.toolbar_button_onclick(name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    function on_mouseover_closure(tooltip) {\n",
+       "        return function (event) {\n",
+       "            if (!event.currentTarget.disabled) {\n",
+       "                return fig.toolbar_button_onmouseover(tooltip);\n",
+       "            }\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    fig.buttons = {};\n",
+       "    var buttonGroup = document.createElement('div');\n",
+       "    buttonGroup.classList = 'mpl-button-group';\n",
+       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) {\n",
+       "            /* Instead of a spacer, we start a new button group. */\n",
+       "            if (buttonGroup.hasChildNodes()) {\n",
+       "                toolbar.appendChild(buttonGroup);\n",
+       "            }\n",
+       "            buttonGroup = document.createElement('div');\n",
+       "            buttonGroup.classList = 'mpl-button-group';\n",
+       "            continue;\n",
+       "        }\n",
+       "\n",
+       "        var button = (fig.buttons[name] = document.createElement('button'));\n",
+       "        button.classList = 'mpl-widget';\n",
+       "        button.setAttribute('role', 'button');\n",
+       "        button.setAttribute('aria-disabled', 'false');\n",
+       "        button.addEventListener('click', on_click_closure(method_name));\n",
+       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
+       "\n",
+       "        var icon_img = document.createElement('img');\n",
+       "        icon_img.src = '_images/' + image + '.png';\n",
+       "        icon_img.srcset = '_images/' + image + '_large.png 2x';\n",
+       "        icon_img.alt = tooltip;\n",
+       "        button.appendChild(icon_img);\n",
+       "\n",
+       "        buttonGroup.appendChild(button);\n",
+       "    }\n",
+       "\n",
+       "    if (buttonGroup.hasChildNodes()) {\n",
+       "        toolbar.appendChild(buttonGroup);\n",
+       "    }\n",
+       "\n",
+       "    var fmt_picker = document.createElement('select');\n",
+       "    fmt_picker.classList = 'mpl-widget';\n",
+       "    toolbar.appendChild(fmt_picker);\n",
+       "    this.format_dropdown = fmt_picker;\n",
+       "\n",
+       "    for (var ind in mpl.extensions) {\n",
+       "        var fmt = mpl.extensions[ind];\n",
+       "        var option = document.createElement('option');\n",
+       "        option.selected = fmt === mpl.default_extension;\n",
+       "        option.innerHTML = fmt;\n",
+       "        fmt_picker.appendChild(option);\n",
+       "    }\n",
+       "\n",
+       "    var status_bar = document.createElement('span');\n",
+       "    status_bar.classList = 'mpl-message';\n",
+       "    toolbar.appendChild(status_bar);\n",
+       "    this.message = status_bar;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.request_resize = function (x_pixels, y_pixels) {\n",
+       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
+       "    // which will in turn request a refresh of the image.\n",
+       "    this.send_message('resize', { width: x_pixels, height: y_pixels });\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.send_message = function (type, properties) {\n",
+       "    properties['type'] = type;\n",
+       "    properties['figure_id'] = this.id;\n",
+       "    this.ws.send(JSON.stringify(properties));\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.send_draw_message = function () {\n",
+       "    if (!this.waiting) {\n",
+       "        this.waiting = true;\n",
+       "        this.ws.send(JSON.stringify({ type: 'draw', figure_id: this.id }));\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
+       "    var format_dropdown = fig.format_dropdown;\n",
+       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
+       "    fig.ondownload(fig, format);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_resize = function (fig, msg) {\n",
+       "    var size = msg['size'];\n",
+       "    if (size[0] !== fig.canvas.width || size[1] !== fig.canvas.height) {\n",
+       "        fig._resize_canvas(size[0], size[1], msg['forward']);\n",
+       "        fig.send_message('refresh', {});\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_rubberband = function (fig, msg) {\n",
+       "    var x0 = msg['x0'] / fig.ratio;\n",
+       "    var y0 = (fig.canvas.height - msg['y0']) / fig.ratio;\n",
+       "    var x1 = msg['x1'] / fig.ratio;\n",
+       "    var y1 = (fig.canvas.height - msg['y1']) / fig.ratio;\n",
+       "    x0 = Math.floor(x0) + 0.5;\n",
+       "    y0 = Math.floor(y0) + 0.5;\n",
+       "    x1 = Math.floor(x1) + 0.5;\n",
+       "    y1 = Math.floor(y1) + 0.5;\n",
+       "    var min_x = Math.min(x0, x1);\n",
+       "    var min_y = Math.min(y0, y1);\n",
+       "    var width = Math.abs(x1 - x0);\n",
+       "    var height = Math.abs(y1 - y0);\n",
+       "\n",
+       "    fig.rubberband_context.clearRect(\n",
+       "        0,\n",
+       "        0,\n",
+       "        fig.canvas.width / fig.ratio,\n",
+       "        fig.canvas.height / fig.ratio\n",
+       "    );\n",
+       "\n",
+       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_figure_label = function (fig, msg) {\n",
+       "    // Updates the figure title.\n",
+       "    fig.header.textContent = msg['label'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_cursor = function (fig, msg) {\n",
+       "    fig.rubberband_canvas.style.cursor = msg['cursor'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_message = function (fig, msg) {\n",
+       "    fig.message.textContent = msg['message'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_draw = function (fig, _msg) {\n",
+       "    // Request the server to send over a new figure.\n",
+       "    fig.send_draw_message();\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_image_mode = function (fig, msg) {\n",
+       "    fig.image_mode = msg['mode'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_history_buttons = function (fig, msg) {\n",
+       "    for (var key in msg) {\n",
+       "        if (!(key in fig.buttons)) {\n",
+       "            continue;\n",
+       "        }\n",
+       "        fig.buttons[key].disabled = !msg[key];\n",
+       "        fig.buttons[key].setAttribute('aria-disabled', !msg[key]);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_navigate_mode = function (fig, msg) {\n",
+       "    if (msg['mode'] === 'PAN') {\n",
+       "        fig.buttons['Pan'].classList.add('active');\n",
+       "        fig.buttons['Zoom'].classList.remove('active');\n",
+       "    } else if (msg['mode'] === 'ZOOM') {\n",
+       "        fig.buttons['Pan'].classList.remove('active');\n",
+       "        fig.buttons['Zoom'].classList.add('active');\n",
+       "    } else {\n",
+       "        fig.buttons['Pan'].classList.remove('active');\n",
+       "        fig.buttons['Zoom'].classList.remove('active');\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function () {\n",
+       "    // Called whenever the canvas gets updated.\n",
+       "    this.send_message('ack', {});\n",
+       "};\n",
+       "\n",
+       "// A function to construct a web socket function for onmessage handling.\n",
+       "// Called in the figure constructor.\n",
+       "mpl.figure.prototype._make_on_message_function = function (fig) {\n",
+       "    return function socket_on_message(evt) {\n",
+       "        if (evt.data instanceof Blob) {\n",
+       "            var img = evt.data;\n",
+       "            if (img.type !== 'image/png') {\n",
+       "                /* FIXME: We get \"Resource interpreted as Image but\n",
+       "                 * transferred with MIME type text/plain:\" errors on\n",
+       "                 * Chrome.  But how to set the MIME type?  It doesn't seem\n",
+       "                 * to be part of the websocket stream */\n",
+       "                img.type = 'image/png';\n",
+       "            }\n",
+       "\n",
+       "            /* Free the memory for the previous frames */\n",
+       "            if (fig.imageObj.src) {\n",
+       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
+       "                    fig.imageObj.src\n",
+       "                );\n",
+       "            }\n",
+       "\n",
+       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
+       "                img\n",
+       "            );\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        } else if (\n",
+       "            typeof evt.data === 'string' &&\n",
+       "            evt.data.slice(0, 21) === 'data:image/png;base64'\n",
+       "        ) {\n",
+       "            fig.imageObj.src = evt.data;\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        var msg = JSON.parse(evt.data);\n",
+       "        var msg_type = msg['type'];\n",
+       "\n",
+       "        // Call the  \"handle_{type}\" callback, which takes\n",
+       "        // the figure and JSON message as its only arguments.\n",
+       "        try {\n",
+       "            var callback = fig['handle_' + msg_type];\n",
+       "        } catch (e) {\n",
+       "            console.log(\n",
+       "                \"No handler for the '\" + msg_type + \"' message type: \",\n",
+       "                msg\n",
+       "            );\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        if (callback) {\n",
+       "            try {\n",
+       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
+       "                callback(fig, msg);\n",
+       "            } catch (e) {\n",
+       "                console.log(\n",
+       "                    \"Exception inside the 'handler_\" + msg_type + \"' callback:\",\n",
+       "                    e,\n",
+       "                    e.stack,\n",
+       "                    msg\n",
+       "                );\n",
+       "            }\n",
+       "        }\n",
+       "    };\n",
+       "};\n",
+       "\n",
+       "// from https://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
+       "mpl.findpos = function (e) {\n",
+       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
+       "    var targ;\n",
+       "    if (!e) {\n",
+       "        e = window.event;\n",
+       "    }\n",
+       "    if (e.target) {\n",
+       "        targ = e.target;\n",
+       "    } else if (e.srcElement) {\n",
+       "        targ = e.srcElement;\n",
+       "    }\n",
+       "    if (targ.nodeType === 3) {\n",
+       "        // defeat Safari bug\n",
+       "        targ = targ.parentNode;\n",
+       "    }\n",
+       "\n",
+       "    // pageX,Y are the mouse positions relative to the document\n",
+       "    var boundingRect = targ.getBoundingClientRect();\n",
+       "    var x = e.pageX - (boundingRect.left + document.body.scrollLeft);\n",
+       "    var y = e.pageY - (boundingRect.top + document.body.scrollTop);\n",
+       "\n",
+       "    return { x: x, y: y };\n",
+       "};\n",
+       "\n",
+       "/*\n",
+       " * return a copy of an object with only non-object keys\n",
+       " * we need this to avoid circular references\n",
+       " * https://stackoverflow.com/a/24161582/3208463\n",
+       " */\n",
+       "function simpleKeys(original) {\n",
+       "    return Object.keys(original).reduce(function (obj, key) {\n",
+       "        if (typeof original[key] !== 'object') {\n",
+       "            obj[key] = original[key];\n",
+       "        }\n",
+       "        return obj;\n",
+       "    }, {});\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.mouse_event = function (event, name) {\n",
+       "    var canvas_pos = mpl.findpos(event);\n",
+       "\n",
+       "    if (name === 'button_press') {\n",
+       "        this.canvas.focus();\n",
+       "        this.canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    var x = canvas_pos.x * this.ratio;\n",
+       "    var y = canvas_pos.y * this.ratio;\n",
+       "\n",
+       "    this.send_message(name, {\n",
+       "        x: x,\n",
+       "        y: y,\n",
+       "        button: event.button,\n",
+       "        step: event.step,\n",
+       "        guiEvent: simpleKeys(event),\n",
+       "    });\n",
+       "\n",
+       "    /* This prevents the web browser from automatically changing to\n",
+       "     * the text insertion cursor when the button is pressed.  We want\n",
+       "     * to control all of the cursor setting manually through the\n",
+       "     * 'cursor' event from matplotlib */\n",
+       "    event.preventDefault();\n",
+       "    return false;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function (_event, _name) {\n",
+       "    // Handle any extra behaviour associated with a key event\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.key_event = function (event, name) {\n",
+       "    // Prevent repeat events\n",
+       "    if (name === 'key_press') {\n",
+       "        if (event.key === this._key) {\n",
+       "            return;\n",
+       "        } else {\n",
+       "            this._key = event.key;\n",
+       "        }\n",
+       "    }\n",
+       "    if (name === 'key_release') {\n",
+       "        this._key = null;\n",
+       "    }\n",
+       "\n",
+       "    var value = '';\n",
+       "    if (event.ctrlKey && event.key !== 'Control') {\n",
+       "        value += 'ctrl+';\n",
+       "    }\n",
+       "    else if (event.altKey && event.key !== 'Alt') {\n",
+       "        value += 'alt+';\n",
+       "    }\n",
+       "    else if (event.shiftKey && event.key !== 'Shift') {\n",
+       "        value += 'shift+';\n",
+       "    }\n",
+       "\n",
+       "    value += 'k' + event.key;\n",
+       "\n",
+       "    this._key_event_extra(event, name);\n",
+       "\n",
+       "    this.send_message(name, { key: value, guiEvent: simpleKeys(event) });\n",
+       "    return false;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onclick = function (name) {\n",
+       "    if (name === 'download') {\n",
+       "        this.handle_save(this, null);\n",
+       "    } else {\n",
+       "        this.send_message('toolbar_button', { name: name });\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onmouseover = function (tooltip) {\n",
+       "    this.message.textContent = tooltip;\n",
+       "};\n",
+       "\n",
+       "///////////////// REMAINING CONTENT GENERATED BY embed_js.py /////////////////\n",
+       "// prettier-ignore\n",
+       "var _JSXTOOLS_RESIZE_OBSERVER=function(A){var t,i=new WeakMap,n=new WeakMap,a=new WeakMap,r=new WeakMap,o=new Set;function s(e){if(!(this instanceof s))throw new TypeError(\"Constructor requires 'new' operator\");i.set(this,e)}function h(){throw new TypeError(\"Function is not a constructor\")}function c(e,t,i,n){e=0 in arguments?Number(arguments[0]):0,t=1 in arguments?Number(arguments[1]):0,i=2 in arguments?Number(arguments[2]):0,n=3 in arguments?Number(arguments[3]):0,this.right=(this.x=this.left=e)+(this.width=i),this.bottom=(this.y=this.top=t)+(this.height=n),Object.freeze(this)}function d(){t=requestAnimationFrame(d);var s=new WeakMap,p=new Set;o.forEach((function(t){r.get(t).forEach((function(i){var r=t instanceof window.SVGElement,o=a.get(t),d=r?0:parseFloat(o.paddingTop),f=r?0:parseFloat(o.paddingRight),l=r?0:parseFloat(o.paddingBottom),u=r?0:parseFloat(o.paddingLeft),g=r?0:parseFloat(o.borderTopWidth),m=r?0:parseFloat(o.borderRightWidth),w=r?0:parseFloat(o.borderBottomWidth),b=u+f,F=d+l,v=(r?0:parseFloat(o.borderLeftWidth))+m,W=g+w,y=r?0:t.offsetHeight-W-t.clientHeight,E=r?0:t.offsetWidth-v-t.clientWidth,R=b+v,z=F+W,M=r?t.width:parseFloat(o.width)-R-E,O=r?t.height:parseFloat(o.height)-z-y;if(n.has(t)){var k=n.get(t);if(k[0]===M&&k[1]===O)return}n.set(t,[M,O]);var S=Object.create(h.prototype);S.target=t,S.contentRect=new c(u,d,M,O),s.has(i)||(s.set(i,[]),p.add(i)),s.get(i).push(S)}))})),p.forEach((function(e){i.get(e).call(e,s.get(e),e)}))}return s.prototype.observe=function(i){if(i instanceof window.Element){r.has(i)||(r.set(i,new Set),o.add(i),a.set(i,window.getComputedStyle(i)));var n=r.get(i);n.has(this)||n.add(this),cancelAnimationFrame(t),t=requestAnimationFrame(d)}},s.prototype.unobserve=function(i){if(i instanceof window.Element&&r.has(i)){var n=r.get(i);n.has(this)&&(n.delete(this),n.size||(r.delete(i),o.delete(i))),n.size||r.delete(i),o.size||cancelAnimationFrame(t)}},A.DOMRectReadOnly=c,A.ResizeObserver=s,A.ResizeObserverEntry=h,A}; // eslint-disable-line\n",
+       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Left button pans, Right button zooms\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\\nx/y fixes axis\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
+       "\n",
+       "mpl.extensions = [\"eps\", \"jpeg\", \"pgf\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
+       "\n",
+       "mpl.default_extension = \"png\";/* global mpl */\n",
+       "\n",
+       "var comm_websocket_adapter = function (comm) {\n",
+       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
+       "    // object with the appropriate methods. Currently this is a non binary\n",
+       "    // socket, so there is still some room for performance tuning.\n",
+       "    var ws = {};\n",
+       "\n",
+       "    ws.binaryType = comm.kernel.ws.binaryType;\n",
+       "    ws.readyState = comm.kernel.ws.readyState;\n",
+       "    function updateReadyState(_event) {\n",
+       "        if (comm.kernel.ws) {\n",
+       "            ws.readyState = comm.kernel.ws.readyState;\n",
+       "        } else {\n",
+       "            ws.readyState = 3; // Closed state.\n",
+       "        }\n",
+       "    }\n",
+       "    comm.kernel.ws.addEventListener('open', updateReadyState);\n",
+       "    comm.kernel.ws.addEventListener('close', updateReadyState);\n",
+       "    comm.kernel.ws.addEventListener('error', updateReadyState);\n",
+       "\n",
+       "    ws.close = function () {\n",
+       "        comm.close();\n",
+       "    };\n",
+       "    ws.send = function (m) {\n",
+       "        //console.log('sending', m);\n",
+       "        comm.send(m);\n",
+       "    };\n",
+       "    // Register the callback with on_msg.\n",
+       "    comm.on_msg(function (msg) {\n",
+       "        //console.log('receiving', msg['content']['data'], msg);\n",
+       "        var data = msg['content']['data'];\n",
+       "        if (data['blob'] !== undefined) {\n",
+       "            data = {\n",
+       "                data: new Blob(msg['buffers'], { type: data['blob'] }),\n",
+       "            };\n",
+       "        }\n",
+       "        // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
+       "        ws.onmessage(data);\n",
+       "    });\n",
+       "    return ws;\n",
+       "};\n",
+       "\n",
+       "mpl.mpl_figure_comm = function (comm, msg) {\n",
+       "    // This is the function which gets called when the mpl process\n",
+       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
+       "\n",
+       "    var id = msg.content.data.id;\n",
+       "    // Get hold of the div created by the display call when the Comm\n",
+       "    // socket was opened in Python.\n",
+       "    var element = document.getElementById(id);\n",
+       "    var ws_proxy = comm_websocket_adapter(comm);\n",
+       "\n",
+       "    function ondownload(figure, _format) {\n",
+       "        window.open(figure.canvas.toDataURL());\n",
+       "    }\n",
+       "\n",
+       "    var fig = new mpl.figure(id, ws_proxy, ondownload, element);\n",
+       "\n",
+       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
+       "    // web socket which is closed, not our websocket->open comm proxy.\n",
+       "    ws_proxy.onopen();\n",
+       "\n",
+       "    fig.parent_element = element;\n",
+       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
+       "    if (!fig.cell_info) {\n",
+       "        console.error('Failed to find cell for figure', id, fig);\n",
+       "        return;\n",
+       "    }\n",
+       "    fig.cell_info[0].output_area.element.on(\n",
+       "        'cleared',\n",
+       "        { fig: fig },\n",
+       "        fig._remove_fig_handler\n",
+       "    );\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_close = function (fig, msg) {\n",
+       "    var width = fig.canvas.width / fig.ratio;\n",
+       "    fig.cell_info[0].output_area.element.off(\n",
+       "        'cleared',\n",
+       "        fig._remove_fig_handler\n",
+       "    );\n",
+       "    fig.resizeObserverInstance.unobserve(fig.canvas_div);\n",
+       "\n",
+       "    // Update the output cell to use the data from the current canvas.\n",
+       "    fig.push_to_output();\n",
+       "    var dataURL = fig.canvas.toDataURL();\n",
+       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
+       "    // the notebook keyboard shortcuts fail.\n",
+       "    IPython.keyboard_manager.enable();\n",
+       "    fig.parent_element.innerHTML =\n",
+       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
+       "    fig.close_ws(fig, msg);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.close_ws = function (fig, msg) {\n",
+       "    fig.send_message('closing', msg);\n",
+       "    // fig.ws.close()\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.push_to_output = function (_remove_interactive) {\n",
+       "    // Turn the data on the canvas into data in the output cell.\n",
+       "    var width = this.canvas.width / this.ratio;\n",
+       "    var dataURL = this.canvas.toDataURL();\n",
+       "    this.cell_info[1]['text/html'] =\n",
+       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function () {\n",
+       "    // Tell IPython that the notebook contents must change.\n",
+       "    IPython.notebook.set_dirty(true);\n",
+       "    this.send_message('ack', {});\n",
+       "    var fig = this;\n",
+       "    // Wait a second, then push the new image to the DOM so\n",
+       "    // that it is saved nicely (might be nice to debounce this).\n",
+       "    setTimeout(function () {\n",
+       "        fig.push_to_output();\n",
+       "    }, 1000);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var toolbar = document.createElement('div');\n",
+       "    toolbar.classList = 'btn-toolbar';\n",
+       "    this.root.appendChild(toolbar);\n",
+       "\n",
+       "    function on_click_closure(name) {\n",
+       "        return function (_event) {\n",
+       "            return fig.toolbar_button_onclick(name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    function on_mouseover_closure(tooltip) {\n",
+       "        return function (event) {\n",
+       "            if (!event.currentTarget.disabled) {\n",
+       "                return fig.toolbar_button_onmouseover(tooltip);\n",
+       "            }\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    fig.buttons = {};\n",
+       "    var buttonGroup = document.createElement('div');\n",
+       "    buttonGroup.classList = 'btn-group';\n",
+       "    var button;\n",
+       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) {\n",
+       "            /* Instead of a spacer, we start a new button group. */\n",
+       "            if (buttonGroup.hasChildNodes()) {\n",
+       "                toolbar.appendChild(buttonGroup);\n",
+       "            }\n",
+       "            buttonGroup = document.createElement('div');\n",
+       "            buttonGroup.classList = 'btn-group';\n",
+       "            continue;\n",
+       "        }\n",
+       "\n",
+       "        button = fig.buttons[name] = document.createElement('button');\n",
+       "        button.classList = 'btn btn-default';\n",
+       "        button.href = '#';\n",
+       "        button.title = name;\n",
+       "        button.innerHTML = '<i class=\"fa ' + image + ' fa-lg\"></i>';\n",
+       "        button.addEventListener('click', on_click_closure(method_name));\n",
+       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
+       "        buttonGroup.appendChild(button);\n",
+       "    }\n",
+       "\n",
+       "    if (buttonGroup.hasChildNodes()) {\n",
+       "        toolbar.appendChild(buttonGroup);\n",
+       "    }\n",
+       "\n",
+       "    // Add the status bar.\n",
+       "    var status_bar = document.createElement('span');\n",
+       "    status_bar.classList = 'mpl-message pull-right';\n",
+       "    toolbar.appendChild(status_bar);\n",
+       "    this.message = status_bar;\n",
+       "\n",
+       "    // Add the close button to the window.\n",
+       "    var buttongrp = document.createElement('div');\n",
+       "    buttongrp.classList = 'btn-group inline pull-right';\n",
+       "    button = document.createElement('button');\n",
+       "    button.classList = 'btn btn-mini btn-primary';\n",
+       "    button.href = '#';\n",
+       "    button.title = 'Stop Interaction';\n",
+       "    button.innerHTML = '<i class=\"fa fa-power-off icon-remove icon-large\"></i>';\n",
+       "    button.addEventListener('click', function (_evt) {\n",
+       "        fig.handle_close(fig, {});\n",
+       "    });\n",
+       "    button.addEventListener(\n",
+       "        'mouseover',\n",
+       "        on_mouseover_closure('Stop Interaction')\n",
+       "    );\n",
+       "    buttongrp.appendChild(button);\n",
+       "    var titlebar = this.root.querySelector('.ui-dialog-titlebar');\n",
+       "    titlebar.insertBefore(buttongrp, titlebar.firstChild);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._remove_fig_handler = function (event) {\n",
+       "    var fig = event.data.fig;\n",
+       "    if (event.target !== this) {\n",
+       "        // Ignore bubbled events from children.\n",
+       "        return;\n",
+       "    }\n",
+       "    fig.close_ws(fig, {});\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function (el) {\n",
+       "    el.style.boxSizing = 'content-box'; // override notebook setting of border-box.\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function (el) {\n",
+       "    // this is important to make the div 'focusable\n",
+       "    el.setAttribute('tabindex', 0);\n",
+       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
+       "    // off when our div gets focus\n",
+       "\n",
+       "    // location in version 3\n",
+       "    if (IPython.notebook.keyboard_manager) {\n",
+       "        IPython.notebook.keyboard_manager.register_events(el);\n",
+       "    } else {\n",
+       "        // location in version 2\n",
+       "        IPython.keyboard_manager.register_events(el);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function (event, _name) {\n",
+       "    // Check for shift+enter\n",
+       "    if (event.shiftKey && event.which === 13) {\n",
+       "        this.canvas_div.blur();\n",
+       "        // select the cell after this one\n",
+       "        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
+       "        IPython.notebook.select(index + 1);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
+       "    fig.ondownload(fig, null);\n",
+       "};\n",
+       "\n",
+       "mpl.find_output_cell = function (html_output) {\n",
+       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
+       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
+       "    // IPython event is triggered only after the cells have been serialised, which for\n",
+       "    // our purposes (turning an active figure into a static one), is too late.\n",
+       "    var cells = IPython.notebook.get_cells();\n",
+       "    var ncells = cells.length;\n",
+       "    for (var i = 0; i < ncells; i++) {\n",
+       "        var cell = cells[i];\n",
+       "        if (cell.cell_type === 'code') {\n",
+       "            for (var j = 0; j < cell.output_area.outputs.length; j++) {\n",
+       "                var data = cell.output_area.outputs[j];\n",
+       "                if (data.data) {\n",
+       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
+       "                    data = data.data;\n",
+       "                }\n",
+       "                if (data['text/html'] === html_output) {\n",
+       "                    return [cell, data, j];\n",
+       "                }\n",
+       "            }\n",
+       "        }\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "// Register the function which deals with the matplotlib target/channel.\n",
+       "// The kernel may be null if the page has been refreshed.\n",
+       "if (IPython.notebook.kernel !== null) {\n",
+       "    IPython.notebook.kernel.comm_manager.register_target(\n",
+       "        'matplotlib',\n",
+       "        mpl.mpl_figure_comm\n",
+       "    );\n",
+       "}\n"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Javascript object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<img 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\" width=\"640\">"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/javascript": [
+       "/* Put everything inside the global mpl namespace */\n",
+       "/* global mpl */\n",
+       "window.mpl = {};\n",
+       "\n",
+       "mpl.get_websocket_type = function () {\n",
+       "    if (typeof WebSocket !== 'undefined') {\n",
+       "        return WebSocket;\n",
+       "    } else if (typeof MozWebSocket !== 'undefined') {\n",
+       "        return MozWebSocket;\n",
+       "    } else {\n",
+       "        alert(\n",
+       "            'Your browser does not have WebSocket support. ' +\n",
+       "                'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
+       "                'Firefox 4 and 5 are also supported but you ' +\n",
+       "                'have to enable WebSockets in about:config.'\n",
+       "        );\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure = function (figure_id, websocket, ondownload, parent_element) {\n",
+       "    this.id = figure_id;\n",
+       "\n",
+       "    this.ws = websocket;\n",
+       "\n",
+       "    this.supports_binary = this.ws.binaryType !== undefined;\n",
+       "\n",
+       "    if (!this.supports_binary) {\n",
+       "        var warnings = document.getElementById('mpl-warnings');\n",
+       "        if (warnings) {\n",
+       "            warnings.style.display = 'block';\n",
+       "            warnings.textContent =\n",
+       "                'This browser does not support binary websocket messages. ' +\n",
+       "                'Performance may be slow.';\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    this.imageObj = new Image();\n",
+       "\n",
+       "    this.context = undefined;\n",
+       "    this.message = undefined;\n",
+       "    this.canvas = undefined;\n",
+       "    this.rubberband_canvas = undefined;\n",
+       "    this.rubberband_context = undefined;\n",
+       "    this.format_dropdown = undefined;\n",
+       "\n",
+       "    this.image_mode = 'full';\n",
+       "\n",
+       "    this.root = document.createElement('div');\n",
+       "    this.root.setAttribute('style', 'display: inline-block');\n",
+       "    this._root_extra_style(this.root);\n",
+       "\n",
+       "    parent_element.appendChild(this.root);\n",
+       "\n",
+       "    this._init_header(this);\n",
+       "    this._init_canvas(this);\n",
+       "    this._init_toolbar(this);\n",
+       "\n",
+       "    var fig = this;\n",
+       "\n",
+       "    this.waiting = false;\n",
+       "\n",
+       "    this.ws.onopen = function () {\n",
+       "        fig.send_message('supports_binary', { value: fig.supports_binary });\n",
+       "        fig.send_message('send_image_mode', {});\n",
+       "        if (fig.ratio !== 1) {\n",
+       "            fig.send_message('set_device_pixel_ratio', {\n",
+       "                device_pixel_ratio: fig.ratio,\n",
+       "            });\n",
+       "        }\n",
+       "        fig.send_message('refresh', {});\n",
+       "    };\n",
+       "\n",
+       "    this.imageObj.onload = function () {\n",
+       "        if (fig.image_mode === 'full') {\n",
+       "            // Full images could contain transparency (where diff images\n",
+       "            // almost always do), so we need to clear the canvas so that\n",
+       "            // there is no ghosting.\n",
+       "            fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
+       "        }\n",
+       "        fig.context.drawImage(fig.imageObj, 0, 0);\n",
+       "    };\n",
+       "\n",
+       "    this.imageObj.onunload = function () {\n",
+       "        fig.ws.close();\n",
+       "    };\n",
+       "\n",
+       "    this.ws.onmessage = this._make_on_message_function(this);\n",
+       "\n",
+       "    this.ondownload = ondownload;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_header = function () {\n",
+       "    var titlebar = document.createElement('div');\n",
+       "    titlebar.classList =\n",
+       "        'ui-dialog-titlebar ui-widget-header ui-corner-all ui-helper-clearfix';\n",
+       "    var titletext = document.createElement('div');\n",
+       "    titletext.classList = 'ui-dialog-title';\n",
+       "    titletext.setAttribute(\n",
+       "        'style',\n",
+       "        'width: 100%; text-align: center; padding: 3px;'\n",
+       "    );\n",
+       "    titlebar.appendChild(titletext);\n",
+       "    this.root.appendChild(titlebar);\n",
+       "    this.header = titletext;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function (_canvas_div) {};\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function (_canvas_div) {};\n",
+       "\n",
+       "mpl.figure.prototype._init_canvas = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var canvas_div = (this.canvas_div = document.createElement('div'));\n",
+       "    canvas_div.setAttribute(\n",
+       "        'style',\n",
+       "        'border: 1px solid #ddd;' +\n",
+       "            'box-sizing: content-box;' +\n",
+       "            'clear: both;' +\n",
+       "            'min-height: 1px;' +\n",
+       "            'min-width: 1px;' +\n",
+       "            'outline: 0;' +\n",
+       "            'overflow: hidden;' +\n",
+       "            'position: relative;' +\n",
+       "            'resize: both;'\n",
+       "    );\n",
+       "\n",
+       "    function on_keyboard_event_closure(name) {\n",
+       "        return function (event) {\n",
+       "            return fig.key_event(event, name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    canvas_div.addEventListener(\n",
+       "        'keydown',\n",
+       "        on_keyboard_event_closure('key_press')\n",
+       "    );\n",
+       "    canvas_div.addEventListener(\n",
+       "        'keyup',\n",
+       "        on_keyboard_event_closure('key_release')\n",
+       "    );\n",
+       "\n",
+       "    this._canvas_extra_style(canvas_div);\n",
+       "    this.root.appendChild(canvas_div);\n",
+       "\n",
+       "    var canvas = (this.canvas = document.createElement('canvas'));\n",
+       "    canvas.classList.add('mpl-canvas');\n",
+       "    canvas.setAttribute('style', 'box-sizing: content-box;');\n",
+       "\n",
+       "    this.context = canvas.getContext('2d');\n",
+       "\n",
+       "    var backingStore =\n",
+       "        this.context.backingStorePixelRatio ||\n",
+       "        this.context.webkitBackingStorePixelRatio ||\n",
+       "        this.context.mozBackingStorePixelRatio ||\n",
+       "        this.context.msBackingStorePixelRatio ||\n",
+       "        this.context.oBackingStorePixelRatio ||\n",
+       "        this.context.backingStorePixelRatio ||\n",
+       "        1;\n",
+       "\n",
+       "    this.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
+       "\n",
+       "    var rubberband_canvas = (this.rubberband_canvas = document.createElement(\n",
+       "        'canvas'\n",
+       "    ));\n",
+       "    rubberband_canvas.setAttribute(\n",
+       "        'style',\n",
+       "        'box-sizing: content-box; position: absolute; left: 0; top: 0; z-index: 1;'\n",
+       "    );\n",
+       "\n",
+       "    // Apply a ponyfill if ResizeObserver is not implemented by browser.\n",
+       "    if (this.ResizeObserver === undefined) {\n",
+       "        if (window.ResizeObserver !== undefined) {\n",
+       "            this.ResizeObserver = window.ResizeObserver;\n",
+       "        } else {\n",
+       "            var obs = _JSXTOOLS_RESIZE_OBSERVER({});\n",
+       "            this.ResizeObserver = obs.ResizeObserver;\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    this.resizeObserverInstance = new this.ResizeObserver(function (entries) {\n",
+       "        var nentries = entries.length;\n",
+       "        for (var i = 0; i < nentries; i++) {\n",
+       "            var entry = entries[i];\n",
+       "            var width, height;\n",
+       "            if (entry.contentBoxSize) {\n",
+       "                if (entry.contentBoxSize instanceof Array) {\n",
+       "                    // Chrome 84 implements new version of spec.\n",
+       "                    width = entry.contentBoxSize[0].inlineSize;\n",
+       "                    height = entry.contentBoxSize[0].blockSize;\n",
+       "                } else {\n",
+       "                    // Firefox implements old version of spec.\n",
+       "                    width = entry.contentBoxSize.inlineSize;\n",
+       "                    height = entry.contentBoxSize.blockSize;\n",
+       "                }\n",
+       "            } else {\n",
+       "                // Chrome <84 implements even older version of spec.\n",
+       "                width = entry.contentRect.width;\n",
+       "                height = entry.contentRect.height;\n",
+       "            }\n",
+       "\n",
+       "            // Keep the size of the canvas and rubber band canvas in sync with\n",
+       "            // the canvas container.\n",
+       "            if (entry.devicePixelContentBoxSize) {\n",
+       "                // Chrome 84 implements new version of spec.\n",
+       "                canvas.setAttribute(\n",
+       "                    'width',\n",
+       "                    entry.devicePixelContentBoxSize[0].inlineSize\n",
+       "                );\n",
+       "                canvas.setAttribute(\n",
+       "                    'height',\n",
+       "                    entry.devicePixelContentBoxSize[0].blockSize\n",
+       "                );\n",
+       "            } else {\n",
+       "                canvas.setAttribute('width', width * fig.ratio);\n",
+       "                canvas.setAttribute('height', height * fig.ratio);\n",
+       "            }\n",
+       "            canvas.setAttribute(\n",
+       "                'style',\n",
+       "                'width: ' + width + 'px; height: ' + height + 'px;'\n",
+       "            );\n",
+       "\n",
+       "            rubberband_canvas.setAttribute('width', width);\n",
+       "            rubberband_canvas.setAttribute('height', height);\n",
+       "\n",
+       "            // And update the size in Python. We ignore the initial 0/0 size\n",
+       "            // that occurs as the element is placed into the DOM, which should\n",
+       "            // otherwise not happen due to the minimum size styling.\n",
+       "            if (fig.ws.readyState == 1 && width != 0 && height != 0) {\n",
+       "                fig.request_resize(width, height);\n",
+       "            }\n",
+       "        }\n",
+       "    });\n",
+       "    this.resizeObserverInstance.observe(canvas_div);\n",
+       "\n",
+       "    function on_mouse_event_closure(name) {\n",
+       "        return function (event) {\n",
+       "            return fig.mouse_event(event, name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mousedown',\n",
+       "        on_mouse_event_closure('button_press')\n",
+       "    );\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mouseup',\n",
+       "        on_mouse_event_closure('button_release')\n",
+       "    );\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'dblclick',\n",
+       "        on_mouse_event_closure('dblclick')\n",
+       "    );\n",
+       "    // Throttle sequential mouse events to 1 every 20ms.\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mousemove',\n",
+       "        on_mouse_event_closure('motion_notify')\n",
+       "    );\n",
+       "\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mouseenter',\n",
+       "        on_mouse_event_closure('figure_enter')\n",
+       "    );\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mouseleave',\n",
+       "        on_mouse_event_closure('figure_leave')\n",
+       "    );\n",
+       "\n",
+       "    canvas_div.addEventListener('wheel', function (event) {\n",
+       "        if (event.deltaY < 0) {\n",
+       "            event.step = 1;\n",
+       "        } else {\n",
+       "            event.step = -1;\n",
+       "        }\n",
+       "        on_mouse_event_closure('scroll')(event);\n",
+       "    });\n",
+       "\n",
+       "    canvas_div.appendChild(canvas);\n",
+       "    canvas_div.appendChild(rubberband_canvas);\n",
+       "\n",
+       "    this.rubberband_context = rubberband_canvas.getContext('2d');\n",
+       "    this.rubberband_context.strokeStyle = '#000000';\n",
+       "\n",
+       "    this._resize_canvas = function (width, height, forward) {\n",
+       "        if (forward) {\n",
+       "            canvas_div.style.width = width + 'px';\n",
+       "            canvas_div.style.height = height + 'px';\n",
+       "        }\n",
+       "    };\n",
+       "\n",
+       "    // Disable right mouse context menu.\n",
+       "    this.rubberband_canvas.addEventListener('contextmenu', function (_e) {\n",
+       "        event.preventDefault();\n",
+       "        return false;\n",
+       "    });\n",
+       "\n",
+       "    function set_focus() {\n",
+       "        canvas.focus();\n",
+       "        canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    window.setTimeout(set_focus, 100);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var toolbar = document.createElement('div');\n",
+       "    toolbar.classList = 'mpl-toolbar';\n",
+       "    this.root.appendChild(toolbar);\n",
+       "\n",
+       "    function on_click_closure(name) {\n",
+       "        return function (_event) {\n",
+       "            return fig.toolbar_button_onclick(name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    function on_mouseover_closure(tooltip) {\n",
+       "        return function (event) {\n",
+       "            if (!event.currentTarget.disabled) {\n",
+       "                return fig.toolbar_button_onmouseover(tooltip);\n",
+       "            }\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    fig.buttons = {};\n",
+       "    var buttonGroup = document.createElement('div');\n",
+       "    buttonGroup.classList = 'mpl-button-group';\n",
+       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) {\n",
+       "            /* Instead of a spacer, we start a new button group. */\n",
+       "            if (buttonGroup.hasChildNodes()) {\n",
+       "                toolbar.appendChild(buttonGroup);\n",
+       "            }\n",
+       "            buttonGroup = document.createElement('div');\n",
+       "            buttonGroup.classList = 'mpl-button-group';\n",
+       "            continue;\n",
+       "        }\n",
+       "\n",
+       "        var button = (fig.buttons[name] = document.createElement('button'));\n",
+       "        button.classList = 'mpl-widget';\n",
+       "        button.setAttribute('role', 'button');\n",
+       "        button.setAttribute('aria-disabled', 'false');\n",
+       "        button.addEventListener('click', on_click_closure(method_name));\n",
+       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
+       "\n",
+       "        var icon_img = document.createElement('img');\n",
+       "        icon_img.src = '_images/' + image + '.png';\n",
+       "        icon_img.srcset = '_images/' + image + '_large.png 2x';\n",
+       "        icon_img.alt = tooltip;\n",
+       "        button.appendChild(icon_img);\n",
+       "\n",
+       "        buttonGroup.appendChild(button);\n",
+       "    }\n",
+       "\n",
+       "    if (buttonGroup.hasChildNodes()) {\n",
+       "        toolbar.appendChild(buttonGroup);\n",
+       "    }\n",
+       "\n",
+       "    var fmt_picker = document.createElement('select');\n",
+       "    fmt_picker.classList = 'mpl-widget';\n",
+       "    toolbar.appendChild(fmt_picker);\n",
+       "    this.format_dropdown = fmt_picker;\n",
+       "\n",
+       "    for (var ind in mpl.extensions) {\n",
+       "        var fmt = mpl.extensions[ind];\n",
+       "        var option = document.createElement('option');\n",
+       "        option.selected = fmt === mpl.default_extension;\n",
+       "        option.innerHTML = fmt;\n",
+       "        fmt_picker.appendChild(option);\n",
+       "    }\n",
+       "\n",
+       "    var status_bar = document.createElement('span');\n",
+       "    status_bar.classList = 'mpl-message';\n",
+       "    toolbar.appendChild(status_bar);\n",
+       "    this.message = status_bar;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.request_resize = function (x_pixels, y_pixels) {\n",
+       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
+       "    // which will in turn request a refresh of the image.\n",
+       "    this.send_message('resize', { width: x_pixels, height: y_pixels });\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.send_message = function (type, properties) {\n",
+       "    properties['type'] = type;\n",
+       "    properties['figure_id'] = this.id;\n",
+       "    this.ws.send(JSON.stringify(properties));\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.send_draw_message = function () {\n",
+       "    if (!this.waiting) {\n",
+       "        this.waiting = true;\n",
+       "        this.ws.send(JSON.stringify({ type: 'draw', figure_id: this.id }));\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
+       "    var format_dropdown = fig.format_dropdown;\n",
+       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
+       "    fig.ondownload(fig, format);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_resize = function (fig, msg) {\n",
+       "    var size = msg['size'];\n",
+       "    if (size[0] !== fig.canvas.width || size[1] !== fig.canvas.height) {\n",
+       "        fig._resize_canvas(size[0], size[1], msg['forward']);\n",
+       "        fig.send_message('refresh', {});\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_rubberband = function (fig, msg) {\n",
+       "    var x0 = msg['x0'] / fig.ratio;\n",
+       "    var y0 = (fig.canvas.height - msg['y0']) / fig.ratio;\n",
+       "    var x1 = msg['x1'] / fig.ratio;\n",
+       "    var y1 = (fig.canvas.height - msg['y1']) / fig.ratio;\n",
+       "    x0 = Math.floor(x0) + 0.5;\n",
+       "    y0 = Math.floor(y0) + 0.5;\n",
+       "    x1 = Math.floor(x1) + 0.5;\n",
+       "    y1 = Math.floor(y1) + 0.5;\n",
+       "    var min_x = Math.min(x0, x1);\n",
+       "    var min_y = Math.min(y0, y1);\n",
+       "    var width = Math.abs(x1 - x0);\n",
+       "    var height = Math.abs(y1 - y0);\n",
+       "\n",
+       "    fig.rubberband_context.clearRect(\n",
+       "        0,\n",
+       "        0,\n",
+       "        fig.canvas.width / fig.ratio,\n",
+       "        fig.canvas.height / fig.ratio\n",
+       "    );\n",
+       "\n",
+       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_figure_label = function (fig, msg) {\n",
+       "    // Updates the figure title.\n",
+       "    fig.header.textContent = msg['label'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_cursor = function (fig, msg) {\n",
+       "    fig.rubberband_canvas.style.cursor = msg['cursor'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_message = function (fig, msg) {\n",
+       "    fig.message.textContent = msg['message'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_draw = function (fig, _msg) {\n",
+       "    // Request the server to send over a new figure.\n",
+       "    fig.send_draw_message();\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_image_mode = function (fig, msg) {\n",
+       "    fig.image_mode = msg['mode'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_history_buttons = function (fig, msg) {\n",
+       "    for (var key in msg) {\n",
+       "        if (!(key in fig.buttons)) {\n",
+       "            continue;\n",
+       "        }\n",
+       "        fig.buttons[key].disabled = !msg[key];\n",
+       "        fig.buttons[key].setAttribute('aria-disabled', !msg[key]);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_navigate_mode = function (fig, msg) {\n",
+       "    if (msg['mode'] === 'PAN') {\n",
+       "        fig.buttons['Pan'].classList.add('active');\n",
+       "        fig.buttons['Zoom'].classList.remove('active');\n",
+       "    } else if (msg['mode'] === 'ZOOM') {\n",
+       "        fig.buttons['Pan'].classList.remove('active');\n",
+       "        fig.buttons['Zoom'].classList.add('active');\n",
+       "    } else {\n",
+       "        fig.buttons['Pan'].classList.remove('active');\n",
+       "        fig.buttons['Zoom'].classList.remove('active');\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function () {\n",
+       "    // Called whenever the canvas gets updated.\n",
+       "    this.send_message('ack', {});\n",
+       "};\n",
+       "\n",
+       "// A function to construct a web socket function for onmessage handling.\n",
+       "// Called in the figure constructor.\n",
+       "mpl.figure.prototype._make_on_message_function = function (fig) {\n",
+       "    return function socket_on_message(evt) {\n",
+       "        if (evt.data instanceof Blob) {\n",
+       "            var img = evt.data;\n",
+       "            if (img.type !== 'image/png') {\n",
+       "                /* FIXME: We get \"Resource interpreted as Image but\n",
+       "                 * transferred with MIME type text/plain:\" errors on\n",
+       "                 * Chrome.  But how to set the MIME type?  It doesn't seem\n",
+       "                 * to be part of the websocket stream */\n",
+       "                img.type = 'image/png';\n",
+       "            }\n",
+       "\n",
+       "            /* Free the memory for the previous frames */\n",
+       "            if (fig.imageObj.src) {\n",
+       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
+       "                    fig.imageObj.src\n",
+       "                );\n",
+       "            }\n",
+       "\n",
+       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
+       "                img\n",
+       "            );\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        } else if (\n",
+       "            typeof evt.data === 'string' &&\n",
+       "            evt.data.slice(0, 21) === 'data:image/png;base64'\n",
+       "        ) {\n",
+       "            fig.imageObj.src = evt.data;\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        var msg = JSON.parse(evt.data);\n",
+       "        var msg_type = msg['type'];\n",
+       "\n",
+       "        // Call the  \"handle_{type}\" callback, which takes\n",
+       "        // the figure and JSON message as its only arguments.\n",
+       "        try {\n",
+       "            var callback = fig['handle_' + msg_type];\n",
+       "        } catch (e) {\n",
+       "            console.log(\n",
+       "                \"No handler for the '\" + msg_type + \"' message type: \",\n",
+       "                msg\n",
+       "            );\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        if (callback) {\n",
+       "            try {\n",
+       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
+       "                callback(fig, msg);\n",
+       "            } catch (e) {\n",
+       "                console.log(\n",
+       "                    \"Exception inside the 'handler_\" + msg_type + \"' callback:\",\n",
+       "                    e,\n",
+       "                    e.stack,\n",
+       "                    msg\n",
+       "                );\n",
+       "            }\n",
+       "        }\n",
+       "    };\n",
+       "};\n",
+       "\n",
+       "// from https://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
+       "mpl.findpos = function (e) {\n",
+       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
+       "    var targ;\n",
+       "    if (!e) {\n",
+       "        e = window.event;\n",
+       "    }\n",
+       "    if (e.target) {\n",
+       "        targ = e.target;\n",
+       "    } else if (e.srcElement) {\n",
+       "        targ = e.srcElement;\n",
+       "    }\n",
+       "    if (targ.nodeType === 3) {\n",
+       "        // defeat Safari bug\n",
+       "        targ = targ.parentNode;\n",
+       "    }\n",
+       "\n",
+       "    // pageX,Y are the mouse positions relative to the document\n",
+       "    var boundingRect = targ.getBoundingClientRect();\n",
+       "    var x = e.pageX - (boundingRect.left + document.body.scrollLeft);\n",
+       "    var y = e.pageY - (boundingRect.top + document.body.scrollTop);\n",
+       "\n",
+       "    return { x: x, y: y };\n",
+       "};\n",
+       "\n",
+       "/*\n",
+       " * return a copy of an object with only non-object keys\n",
+       " * we need this to avoid circular references\n",
+       " * https://stackoverflow.com/a/24161582/3208463\n",
+       " */\n",
+       "function simpleKeys(original) {\n",
+       "    return Object.keys(original).reduce(function (obj, key) {\n",
+       "        if (typeof original[key] !== 'object') {\n",
+       "            obj[key] = original[key];\n",
+       "        }\n",
+       "        return obj;\n",
+       "    }, {});\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.mouse_event = function (event, name) {\n",
+       "    var canvas_pos = mpl.findpos(event);\n",
+       "\n",
+       "    if (name === 'button_press') {\n",
+       "        this.canvas.focus();\n",
+       "        this.canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    var x = canvas_pos.x * this.ratio;\n",
+       "    var y = canvas_pos.y * this.ratio;\n",
+       "\n",
+       "    this.send_message(name, {\n",
+       "        x: x,\n",
+       "        y: y,\n",
+       "        button: event.button,\n",
+       "        step: event.step,\n",
+       "        guiEvent: simpleKeys(event),\n",
+       "    });\n",
+       "\n",
+       "    /* This prevents the web browser from automatically changing to\n",
+       "     * the text insertion cursor when the button is pressed.  We want\n",
+       "     * to control all of the cursor setting manually through the\n",
+       "     * 'cursor' event from matplotlib */\n",
+       "    event.preventDefault();\n",
+       "    return false;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function (_event, _name) {\n",
+       "    // Handle any extra behaviour associated with a key event\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.key_event = function (event, name) {\n",
+       "    // Prevent repeat events\n",
+       "    if (name === 'key_press') {\n",
+       "        if (event.key === this._key) {\n",
+       "            return;\n",
+       "        } else {\n",
+       "            this._key = event.key;\n",
+       "        }\n",
+       "    }\n",
+       "    if (name === 'key_release') {\n",
+       "        this._key = null;\n",
+       "    }\n",
+       "\n",
+       "    var value = '';\n",
+       "    if (event.ctrlKey && event.key !== 'Control') {\n",
+       "        value += 'ctrl+';\n",
+       "    }\n",
+       "    else if (event.altKey && event.key !== 'Alt') {\n",
+       "        value += 'alt+';\n",
+       "    }\n",
+       "    else if (event.shiftKey && event.key !== 'Shift') {\n",
+       "        value += 'shift+';\n",
+       "    }\n",
+       "\n",
+       "    value += 'k' + event.key;\n",
+       "\n",
+       "    this._key_event_extra(event, name);\n",
+       "\n",
+       "    this.send_message(name, { key: value, guiEvent: simpleKeys(event) });\n",
+       "    return false;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onclick = function (name) {\n",
+       "    if (name === 'download') {\n",
+       "        this.handle_save(this, null);\n",
+       "    } else {\n",
+       "        this.send_message('toolbar_button', { name: name });\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onmouseover = function (tooltip) {\n",
+       "    this.message.textContent = tooltip;\n",
+       "};\n",
+       "\n",
+       "///////////////// REMAINING CONTENT GENERATED BY embed_js.py /////////////////\n",
+       "// prettier-ignore\n",
+       "var _JSXTOOLS_RESIZE_OBSERVER=function(A){var t,i=new WeakMap,n=new WeakMap,a=new WeakMap,r=new WeakMap,o=new Set;function s(e){if(!(this instanceof s))throw new TypeError(\"Constructor requires 'new' operator\");i.set(this,e)}function h(){throw new TypeError(\"Function is not a constructor\")}function c(e,t,i,n){e=0 in arguments?Number(arguments[0]):0,t=1 in arguments?Number(arguments[1]):0,i=2 in arguments?Number(arguments[2]):0,n=3 in arguments?Number(arguments[3]):0,this.right=(this.x=this.left=e)+(this.width=i),this.bottom=(this.y=this.top=t)+(this.height=n),Object.freeze(this)}function d(){t=requestAnimationFrame(d);var s=new WeakMap,p=new Set;o.forEach((function(t){r.get(t).forEach((function(i){var r=t instanceof window.SVGElement,o=a.get(t),d=r?0:parseFloat(o.paddingTop),f=r?0:parseFloat(o.paddingRight),l=r?0:parseFloat(o.paddingBottom),u=r?0:parseFloat(o.paddingLeft),g=r?0:parseFloat(o.borderTopWidth),m=r?0:parseFloat(o.borderRightWidth),w=r?0:parseFloat(o.borderBottomWidth),b=u+f,F=d+l,v=(r?0:parseFloat(o.borderLeftWidth))+m,W=g+w,y=r?0:t.offsetHeight-W-t.clientHeight,E=r?0:t.offsetWidth-v-t.clientWidth,R=b+v,z=F+W,M=r?t.width:parseFloat(o.width)-R-E,O=r?t.height:parseFloat(o.height)-z-y;if(n.has(t)){var k=n.get(t);if(k[0]===M&&k[1]===O)return}n.set(t,[M,O]);var S=Object.create(h.prototype);S.target=t,S.contentRect=new c(u,d,M,O),s.has(i)||(s.set(i,[]),p.add(i)),s.get(i).push(S)}))})),p.forEach((function(e){i.get(e).call(e,s.get(e),e)}))}return s.prototype.observe=function(i){if(i instanceof window.Element){r.has(i)||(r.set(i,new Set),o.add(i),a.set(i,window.getComputedStyle(i)));var n=r.get(i);n.has(this)||n.add(this),cancelAnimationFrame(t),t=requestAnimationFrame(d)}},s.prototype.unobserve=function(i){if(i instanceof window.Element&&r.has(i)){var n=r.get(i);n.has(this)&&(n.delete(this),n.size||(r.delete(i),o.delete(i))),n.size||r.delete(i),o.size||cancelAnimationFrame(t)}},A.DOMRectReadOnly=c,A.ResizeObserver=s,A.ResizeObserverEntry=h,A}; // eslint-disable-line\n",
+       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Left button pans, Right button zooms\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\\nx/y fixes axis\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
+       "\n",
+       "mpl.extensions = [\"eps\", \"jpeg\", \"pgf\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
+       "\n",
+       "mpl.default_extension = \"png\";/* global mpl */\n",
+       "\n",
+       "var comm_websocket_adapter = function (comm) {\n",
+       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
+       "    // object with the appropriate methods. Currently this is a non binary\n",
+       "    // socket, so there is still some room for performance tuning.\n",
+       "    var ws = {};\n",
+       "\n",
+       "    ws.binaryType = comm.kernel.ws.binaryType;\n",
+       "    ws.readyState = comm.kernel.ws.readyState;\n",
+       "    function updateReadyState(_event) {\n",
+       "        if (comm.kernel.ws) {\n",
+       "            ws.readyState = comm.kernel.ws.readyState;\n",
+       "        } else {\n",
+       "            ws.readyState = 3; // Closed state.\n",
+       "        }\n",
+       "    }\n",
+       "    comm.kernel.ws.addEventListener('open', updateReadyState);\n",
+       "    comm.kernel.ws.addEventListener('close', updateReadyState);\n",
+       "    comm.kernel.ws.addEventListener('error', updateReadyState);\n",
+       "\n",
+       "    ws.close = function () {\n",
+       "        comm.close();\n",
+       "    };\n",
+       "    ws.send = function (m) {\n",
+       "        //console.log('sending', m);\n",
+       "        comm.send(m);\n",
+       "    };\n",
+       "    // Register the callback with on_msg.\n",
+       "    comm.on_msg(function (msg) {\n",
+       "        //console.log('receiving', msg['content']['data'], msg);\n",
+       "        var data = msg['content']['data'];\n",
+       "        if (data['blob'] !== undefined) {\n",
+       "            data = {\n",
+       "                data: new Blob(msg['buffers'], { type: data['blob'] }),\n",
+       "            };\n",
+       "        }\n",
+       "        // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
+       "        ws.onmessage(data);\n",
+       "    });\n",
+       "    return ws;\n",
+       "};\n",
+       "\n",
+       "mpl.mpl_figure_comm = function (comm, msg) {\n",
+       "    // This is the function which gets called when the mpl process\n",
+       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
+       "\n",
+       "    var id = msg.content.data.id;\n",
+       "    // Get hold of the div created by the display call when the Comm\n",
+       "    // socket was opened in Python.\n",
+       "    var element = document.getElementById(id);\n",
+       "    var ws_proxy = comm_websocket_adapter(comm);\n",
+       "\n",
+       "    function ondownload(figure, _format) {\n",
+       "        window.open(figure.canvas.toDataURL());\n",
+       "    }\n",
+       "\n",
+       "    var fig = new mpl.figure(id, ws_proxy, ondownload, element);\n",
+       "\n",
+       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
+       "    // web socket which is closed, not our websocket->open comm proxy.\n",
+       "    ws_proxy.onopen();\n",
+       "\n",
+       "    fig.parent_element = element;\n",
+       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
+       "    if (!fig.cell_info) {\n",
+       "        console.error('Failed to find cell for figure', id, fig);\n",
+       "        return;\n",
+       "    }\n",
+       "    fig.cell_info[0].output_area.element.on(\n",
+       "        'cleared',\n",
+       "        { fig: fig },\n",
+       "        fig._remove_fig_handler\n",
+       "    );\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_close = function (fig, msg) {\n",
+       "    var width = fig.canvas.width / fig.ratio;\n",
+       "    fig.cell_info[0].output_area.element.off(\n",
+       "        'cleared',\n",
+       "        fig._remove_fig_handler\n",
+       "    );\n",
+       "    fig.resizeObserverInstance.unobserve(fig.canvas_div);\n",
+       "\n",
+       "    // Update the output cell to use the data from the current canvas.\n",
+       "    fig.push_to_output();\n",
+       "    var dataURL = fig.canvas.toDataURL();\n",
+       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
+       "    // the notebook keyboard shortcuts fail.\n",
+       "    IPython.keyboard_manager.enable();\n",
+       "    fig.parent_element.innerHTML =\n",
+       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
+       "    fig.close_ws(fig, msg);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.close_ws = function (fig, msg) {\n",
+       "    fig.send_message('closing', msg);\n",
+       "    // fig.ws.close()\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.push_to_output = function (_remove_interactive) {\n",
+       "    // Turn the data on the canvas into data in the output cell.\n",
+       "    var width = this.canvas.width / this.ratio;\n",
+       "    var dataURL = this.canvas.toDataURL();\n",
+       "    this.cell_info[1]['text/html'] =\n",
+       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function () {\n",
+       "    // Tell IPython that the notebook contents must change.\n",
+       "    IPython.notebook.set_dirty(true);\n",
+       "    this.send_message('ack', {});\n",
+       "    var fig = this;\n",
+       "    // Wait a second, then push the new image to the DOM so\n",
+       "    // that it is saved nicely (might be nice to debounce this).\n",
+       "    setTimeout(function () {\n",
+       "        fig.push_to_output();\n",
+       "    }, 1000);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var toolbar = document.createElement('div');\n",
+       "    toolbar.classList = 'btn-toolbar';\n",
+       "    this.root.appendChild(toolbar);\n",
+       "\n",
+       "    function on_click_closure(name) {\n",
+       "        return function (_event) {\n",
+       "            return fig.toolbar_button_onclick(name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    function on_mouseover_closure(tooltip) {\n",
+       "        return function (event) {\n",
+       "            if (!event.currentTarget.disabled) {\n",
+       "                return fig.toolbar_button_onmouseover(tooltip);\n",
+       "            }\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    fig.buttons = {};\n",
+       "    var buttonGroup = document.createElement('div');\n",
+       "    buttonGroup.classList = 'btn-group';\n",
+       "    var button;\n",
+       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) {\n",
+       "            /* Instead of a spacer, we start a new button group. */\n",
+       "            if (buttonGroup.hasChildNodes()) {\n",
+       "                toolbar.appendChild(buttonGroup);\n",
+       "            }\n",
+       "            buttonGroup = document.createElement('div');\n",
+       "            buttonGroup.classList = 'btn-group';\n",
+       "            continue;\n",
+       "        }\n",
+       "\n",
+       "        button = fig.buttons[name] = document.createElement('button');\n",
+       "        button.classList = 'btn btn-default';\n",
+       "        button.href = '#';\n",
+       "        button.title = name;\n",
+       "        button.innerHTML = '<i class=\"fa ' + image + ' fa-lg\"></i>';\n",
+       "        button.addEventListener('click', on_click_closure(method_name));\n",
+       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
+       "        buttonGroup.appendChild(button);\n",
+       "    }\n",
+       "\n",
+       "    if (buttonGroup.hasChildNodes()) {\n",
+       "        toolbar.appendChild(buttonGroup);\n",
+       "    }\n",
+       "\n",
+       "    // Add the status bar.\n",
+       "    var status_bar = document.createElement('span');\n",
+       "    status_bar.classList = 'mpl-message pull-right';\n",
+       "    toolbar.appendChild(status_bar);\n",
+       "    this.message = status_bar;\n",
+       "\n",
+       "    // Add the close button to the window.\n",
+       "    var buttongrp = document.createElement('div');\n",
+       "    buttongrp.classList = 'btn-group inline pull-right';\n",
+       "    button = document.createElement('button');\n",
+       "    button.classList = 'btn btn-mini btn-primary';\n",
+       "    button.href = '#';\n",
+       "    button.title = 'Stop Interaction';\n",
+       "    button.innerHTML = '<i class=\"fa fa-power-off icon-remove icon-large\"></i>';\n",
+       "    button.addEventListener('click', function (_evt) {\n",
+       "        fig.handle_close(fig, {});\n",
+       "    });\n",
+       "    button.addEventListener(\n",
+       "        'mouseover',\n",
+       "        on_mouseover_closure('Stop Interaction')\n",
+       "    );\n",
+       "    buttongrp.appendChild(button);\n",
+       "    var titlebar = this.root.querySelector('.ui-dialog-titlebar');\n",
+       "    titlebar.insertBefore(buttongrp, titlebar.firstChild);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._remove_fig_handler = function (event) {\n",
+       "    var fig = event.data.fig;\n",
+       "    if (event.target !== this) {\n",
+       "        // Ignore bubbled events from children.\n",
+       "        return;\n",
+       "    }\n",
+       "    fig.close_ws(fig, {});\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function (el) {\n",
+       "    el.style.boxSizing = 'content-box'; // override notebook setting of border-box.\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function (el) {\n",
+       "    // this is important to make the div 'focusable\n",
+       "    el.setAttribute('tabindex', 0);\n",
+       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
+       "    // off when our div gets focus\n",
+       "\n",
+       "    // location in version 3\n",
+       "    if (IPython.notebook.keyboard_manager) {\n",
+       "        IPython.notebook.keyboard_manager.register_events(el);\n",
+       "    } else {\n",
+       "        // location in version 2\n",
+       "        IPython.keyboard_manager.register_events(el);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function (event, _name) {\n",
+       "    // Check for shift+enter\n",
+       "    if (event.shiftKey && event.which === 13) {\n",
+       "        this.canvas_div.blur();\n",
+       "        // select the cell after this one\n",
+       "        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
+       "        IPython.notebook.select(index + 1);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
+       "    fig.ondownload(fig, null);\n",
+       "};\n",
+       "\n",
+       "mpl.find_output_cell = function (html_output) {\n",
+       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
+       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
+       "    // IPython event is triggered only after the cells have been serialised, which for\n",
+       "    // our purposes (turning an active figure into a static one), is too late.\n",
+       "    var cells = IPython.notebook.get_cells();\n",
+       "    var ncells = cells.length;\n",
+       "    for (var i = 0; i < ncells; i++) {\n",
+       "        var cell = cells[i];\n",
+       "        if (cell.cell_type === 'code') {\n",
+       "            for (var j = 0; j < cell.output_area.outputs.length; j++) {\n",
+       "                var data = cell.output_area.outputs[j];\n",
+       "                if (data.data) {\n",
+       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
+       "                    data = data.data;\n",
+       "                }\n",
+       "                if (data['text/html'] === html_output) {\n",
+       "                    return [cell, data, j];\n",
+       "                }\n",
+       "            }\n",
+       "        }\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "// Register the function which deals with the matplotlib target/channel.\n",
+       "// The kernel may be null if the page has been refreshed.\n",
+       "if (IPython.notebook.kernel !== null) {\n",
+       "    IPython.notebook.kernel.comm_manager.register_target(\n",
+       "        'matplotlib',\n",
+       "        mpl.mpl_figure_comm\n",
+       "    );\n",
+       "}\n"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Javascript object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<img 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\" width=\"640\">"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/javascript": [
+       "/* Put everything inside the global mpl namespace */\n",
+       "/* global mpl */\n",
+       "window.mpl = {};\n",
+       "\n",
+       "mpl.get_websocket_type = function () {\n",
+       "    if (typeof WebSocket !== 'undefined') {\n",
+       "        return WebSocket;\n",
+       "    } else if (typeof MozWebSocket !== 'undefined') {\n",
+       "        return MozWebSocket;\n",
+       "    } else {\n",
+       "        alert(\n",
+       "            'Your browser does not have WebSocket support. ' +\n",
+       "                'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
+       "                'Firefox 4 and 5 are also supported but you ' +\n",
+       "                'have to enable WebSockets in about:config.'\n",
+       "        );\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure = function (figure_id, websocket, ondownload, parent_element) {\n",
+       "    this.id = figure_id;\n",
+       "\n",
+       "    this.ws = websocket;\n",
+       "\n",
+       "    this.supports_binary = this.ws.binaryType !== undefined;\n",
+       "\n",
+       "    if (!this.supports_binary) {\n",
+       "        var warnings = document.getElementById('mpl-warnings');\n",
+       "        if (warnings) {\n",
+       "            warnings.style.display = 'block';\n",
+       "            warnings.textContent =\n",
+       "                'This browser does not support binary websocket messages. ' +\n",
+       "                'Performance may be slow.';\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    this.imageObj = new Image();\n",
+       "\n",
+       "    this.context = undefined;\n",
+       "    this.message = undefined;\n",
+       "    this.canvas = undefined;\n",
+       "    this.rubberband_canvas = undefined;\n",
+       "    this.rubberband_context = undefined;\n",
+       "    this.format_dropdown = undefined;\n",
+       "\n",
+       "    this.image_mode = 'full';\n",
+       "\n",
+       "    this.root = document.createElement('div');\n",
+       "    this.root.setAttribute('style', 'display: inline-block');\n",
+       "    this._root_extra_style(this.root);\n",
+       "\n",
+       "    parent_element.appendChild(this.root);\n",
+       "\n",
+       "    this._init_header(this);\n",
+       "    this._init_canvas(this);\n",
+       "    this._init_toolbar(this);\n",
+       "\n",
+       "    var fig = this;\n",
+       "\n",
+       "    this.waiting = false;\n",
+       "\n",
+       "    this.ws.onopen = function () {\n",
+       "        fig.send_message('supports_binary', { value: fig.supports_binary });\n",
+       "        fig.send_message('send_image_mode', {});\n",
+       "        if (fig.ratio !== 1) {\n",
+       "            fig.send_message('set_device_pixel_ratio', {\n",
+       "                device_pixel_ratio: fig.ratio,\n",
+       "            });\n",
+       "        }\n",
+       "        fig.send_message('refresh', {});\n",
+       "    };\n",
+       "\n",
+       "    this.imageObj.onload = function () {\n",
+       "        if (fig.image_mode === 'full') {\n",
+       "            // Full images could contain transparency (where diff images\n",
+       "            // almost always do), so we need to clear the canvas so that\n",
+       "            // there is no ghosting.\n",
+       "            fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
+       "        }\n",
+       "        fig.context.drawImage(fig.imageObj, 0, 0);\n",
+       "    };\n",
+       "\n",
+       "    this.imageObj.onunload = function () {\n",
+       "        fig.ws.close();\n",
+       "    };\n",
+       "\n",
+       "    this.ws.onmessage = this._make_on_message_function(this);\n",
+       "\n",
+       "    this.ondownload = ondownload;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_header = function () {\n",
+       "    var titlebar = document.createElement('div');\n",
+       "    titlebar.classList =\n",
+       "        'ui-dialog-titlebar ui-widget-header ui-corner-all ui-helper-clearfix';\n",
+       "    var titletext = document.createElement('div');\n",
+       "    titletext.classList = 'ui-dialog-title';\n",
+       "    titletext.setAttribute(\n",
+       "        'style',\n",
+       "        'width: 100%; text-align: center; padding: 3px;'\n",
+       "    );\n",
+       "    titlebar.appendChild(titletext);\n",
+       "    this.root.appendChild(titlebar);\n",
+       "    this.header = titletext;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function (_canvas_div) {};\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function (_canvas_div) {};\n",
+       "\n",
+       "mpl.figure.prototype._init_canvas = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var canvas_div = (this.canvas_div = document.createElement('div'));\n",
+       "    canvas_div.setAttribute(\n",
+       "        'style',\n",
+       "        'border: 1px solid #ddd;' +\n",
+       "            'box-sizing: content-box;' +\n",
+       "            'clear: both;' +\n",
+       "            'min-height: 1px;' +\n",
+       "            'min-width: 1px;' +\n",
+       "            'outline: 0;' +\n",
+       "            'overflow: hidden;' +\n",
+       "            'position: relative;' +\n",
+       "            'resize: both;'\n",
+       "    );\n",
+       "\n",
+       "    function on_keyboard_event_closure(name) {\n",
+       "        return function (event) {\n",
+       "            return fig.key_event(event, name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    canvas_div.addEventListener(\n",
+       "        'keydown',\n",
+       "        on_keyboard_event_closure('key_press')\n",
+       "    );\n",
+       "    canvas_div.addEventListener(\n",
+       "        'keyup',\n",
+       "        on_keyboard_event_closure('key_release')\n",
+       "    );\n",
+       "\n",
+       "    this._canvas_extra_style(canvas_div);\n",
+       "    this.root.appendChild(canvas_div);\n",
+       "\n",
+       "    var canvas = (this.canvas = document.createElement('canvas'));\n",
+       "    canvas.classList.add('mpl-canvas');\n",
+       "    canvas.setAttribute('style', 'box-sizing: content-box;');\n",
+       "\n",
+       "    this.context = canvas.getContext('2d');\n",
+       "\n",
+       "    var backingStore =\n",
+       "        this.context.backingStorePixelRatio ||\n",
+       "        this.context.webkitBackingStorePixelRatio ||\n",
+       "        this.context.mozBackingStorePixelRatio ||\n",
+       "        this.context.msBackingStorePixelRatio ||\n",
+       "        this.context.oBackingStorePixelRatio ||\n",
+       "        this.context.backingStorePixelRatio ||\n",
+       "        1;\n",
+       "\n",
+       "    this.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
+       "\n",
+       "    var rubberband_canvas = (this.rubberband_canvas = document.createElement(\n",
+       "        'canvas'\n",
+       "    ));\n",
+       "    rubberband_canvas.setAttribute(\n",
+       "        'style',\n",
+       "        'box-sizing: content-box; position: absolute; left: 0; top: 0; z-index: 1;'\n",
+       "    );\n",
+       "\n",
+       "    // Apply a ponyfill if ResizeObserver is not implemented by browser.\n",
+       "    if (this.ResizeObserver === undefined) {\n",
+       "        if (window.ResizeObserver !== undefined) {\n",
+       "            this.ResizeObserver = window.ResizeObserver;\n",
+       "        } else {\n",
+       "            var obs = _JSXTOOLS_RESIZE_OBSERVER({});\n",
+       "            this.ResizeObserver = obs.ResizeObserver;\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    this.resizeObserverInstance = new this.ResizeObserver(function (entries) {\n",
+       "        var nentries = entries.length;\n",
+       "        for (var i = 0; i < nentries; i++) {\n",
+       "            var entry = entries[i];\n",
+       "            var width, height;\n",
+       "            if (entry.contentBoxSize) {\n",
+       "                if (entry.contentBoxSize instanceof Array) {\n",
+       "                    // Chrome 84 implements new version of spec.\n",
+       "                    width = entry.contentBoxSize[0].inlineSize;\n",
+       "                    height = entry.contentBoxSize[0].blockSize;\n",
+       "                } else {\n",
+       "                    // Firefox implements old version of spec.\n",
+       "                    width = entry.contentBoxSize.inlineSize;\n",
+       "                    height = entry.contentBoxSize.blockSize;\n",
+       "                }\n",
+       "            } else {\n",
+       "                // Chrome <84 implements even older version of spec.\n",
+       "                width = entry.contentRect.width;\n",
+       "                height = entry.contentRect.height;\n",
+       "            }\n",
+       "\n",
+       "            // Keep the size of the canvas and rubber band canvas in sync with\n",
+       "            // the canvas container.\n",
+       "            if (entry.devicePixelContentBoxSize) {\n",
+       "                // Chrome 84 implements new version of spec.\n",
+       "                canvas.setAttribute(\n",
+       "                    'width',\n",
+       "                    entry.devicePixelContentBoxSize[0].inlineSize\n",
+       "                );\n",
+       "                canvas.setAttribute(\n",
+       "                    'height',\n",
+       "                    entry.devicePixelContentBoxSize[0].blockSize\n",
+       "                );\n",
+       "            } else {\n",
+       "                canvas.setAttribute('width', width * fig.ratio);\n",
+       "                canvas.setAttribute('height', height * fig.ratio);\n",
+       "            }\n",
+       "            canvas.setAttribute(\n",
+       "                'style',\n",
+       "                'width: ' + width + 'px; height: ' + height + 'px;'\n",
+       "            );\n",
+       "\n",
+       "            rubberband_canvas.setAttribute('width', width);\n",
+       "            rubberband_canvas.setAttribute('height', height);\n",
+       "\n",
+       "            // And update the size in Python. We ignore the initial 0/0 size\n",
+       "            // that occurs as the element is placed into the DOM, which should\n",
+       "            // otherwise not happen due to the minimum size styling.\n",
+       "            if (fig.ws.readyState == 1 && width != 0 && height != 0) {\n",
+       "                fig.request_resize(width, height);\n",
+       "            }\n",
+       "        }\n",
+       "    });\n",
+       "    this.resizeObserverInstance.observe(canvas_div);\n",
+       "\n",
+       "    function on_mouse_event_closure(name) {\n",
+       "        return function (event) {\n",
+       "            return fig.mouse_event(event, name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mousedown',\n",
+       "        on_mouse_event_closure('button_press')\n",
+       "    );\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mouseup',\n",
+       "        on_mouse_event_closure('button_release')\n",
+       "    );\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'dblclick',\n",
+       "        on_mouse_event_closure('dblclick')\n",
+       "    );\n",
+       "    // Throttle sequential mouse events to 1 every 20ms.\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mousemove',\n",
+       "        on_mouse_event_closure('motion_notify')\n",
+       "    );\n",
+       "\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mouseenter',\n",
+       "        on_mouse_event_closure('figure_enter')\n",
+       "    );\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mouseleave',\n",
+       "        on_mouse_event_closure('figure_leave')\n",
+       "    );\n",
+       "\n",
+       "    canvas_div.addEventListener('wheel', function (event) {\n",
+       "        if (event.deltaY < 0) {\n",
+       "            event.step = 1;\n",
+       "        } else {\n",
+       "            event.step = -1;\n",
+       "        }\n",
+       "        on_mouse_event_closure('scroll')(event);\n",
+       "    });\n",
+       "\n",
+       "    canvas_div.appendChild(canvas);\n",
+       "    canvas_div.appendChild(rubberband_canvas);\n",
+       "\n",
+       "    this.rubberband_context = rubberband_canvas.getContext('2d');\n",
+       "    this.rubberband_context.strokeStyle = '#000000';\n",
+       "\n",
+       "    this._resize_canvas = function (width, height, forward) {\n",
+       "        if (forward) {\n",
+       "            canvas_div.style.width = width + 'px';\n",
+       "            canvas_div.style.height = height + 'px';\n",
+       "        }\n",
+       "    };\n",
+       "\n",
+       "    // Disable right mouse context menu.\n",
+       "    this.rubberband_canvas.addEventListener('contextmenu', function (_e) {\n",
+       "        event.preventDefault();\n",
+       "        return false;\n",
+       "    });\n",
+       "\n",
+       "    function set_focus() {\n",
+       "        canvas.focus();\n",
+       "        canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    window.setTimeout(set_focus, 100);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var toolbar = document.createElement('div');\n",
+       "    toolbar.classList = 'mpl-toolbar';\n",
+       "    this.root.appendChild(toolbar);\n",
+       "\n",
+       "    function on_click_closure(name) {\n",
+       "        return function (_event) {\n",
+       "            return fig.toolbar_button_onclick(name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    function on_mouseover_closure(tooltip) {\n",
+       "        return function (event) {\n",
+       "            if (!event.currentTarget.disabled) {\n",
+       "                return fig.toolbar_button_onmouseover(tooltip);\n",
+       "            }\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    fig.buttons = {};\n",
+       "    var buttonGroup = document.createElement('div');\n",
+       "    buttonGroup.classList = 'mpl-button-group';\n",
+       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) {\n",
+       "            /* Instead of a spacer, we start a new button group. */\n",
+       "            if (buttonGroup.hasChildNodes()) {\n",
+       "                toolbar.appendChild(buttonGroup);\n",
+       "            }\n",
+       "            buttonGroup = document.createElement('div');\n",
+       "            buttonGroup.classList = 'mpl-button-group';\n",
+       "            continue;\n",
+       "        }\n",
+       "\n",
+       "        var button = (fig.buttons[name] = document.createElement('button'));\n",
+       "        button.classList = 'mpl-widget';\n",
+       "        button.setAttribute('role', 'button');\n",
+       "        button.setAttribute('aria-disabled', 'false');\n",
+       "        button.addEventListener('click', on_click_closure(method_name));\n",
+       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
+       "\n",
+       "        var icon_img = document.createElement('img');\n",
+       "        icon_img.src = '_images/' + image + '.png';\n",
+       "        icon_img.srcset = '_images/' + image + '_large.png 2x';\n",
+       "        icon_img.alt = tooltip;\n",
+       "        button.appendChild(icon_img);\n",
+       "\n",
+       "        buttonGroup.appendChild(button);\n",
+       "    }\n",
+       "\n",
+       "    if (buttonGroup.hasChildNodes()) {\n",
+       "        toolbar.appendChild(buttonGroup);\n",
+       "    }\n",
+       "\n",
+       "    var fmt_picker = document.createElement('select');\n",
+       "    fmt_picker.classList = 'mpl-widget';\n",
+       "    toolbar.appendChild(fmt_picker);\n",
+       "    this.format_dropdown = fmt_picker;\n",
+       "\n",
+       "    for (var ind in mpl.extensions) {\n",
+       "        var fmt = mpl.extensions[ind];\n",
+       "        var option = document.createElement('option');\n",
+       "        option.selected = fmt === mpl.default_extension;\n",
+       "        option.innerHTML = fmt;\n",
+       "        fmt_picker.appendChild(option);\n",
+       "    }\n",
+       "\n",
+       "    var status_bar = document.createElement('span');\n",
+       "    status_bar.classList = 'mpl-message';\n",
+       "    toolbar.appendChild(status_bar);\n",
+       "    this.message = status_bar;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.request_resize = function (x_pixels, y_pixels) {\n",
+       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
+       "    // which will in turn request a refresh of the image.\n",
+       "    this.send_message('resize', { width: x_pixels, height: y_pixels });\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.send_message = function (type, properties) {\n",
+       "    properties['type'] = type;\n",
+       "    properties['figure_id'] = this.id;\n",
+       "    this.ws.send(JSON.stringify(properties));\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.send_draw_message = function () {\n",
+       "    if (!this.waiting) {\n",
+       "        this.waiting = true;\n",
+       "        this.ws.send(JSON.stringify({ type: 'draw', figure_id: this.id }));\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
+       "    var format_dropdown = fig.format_dropdown;\n",
+       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
+       "    fig.ondownload(fig, format);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_resize = function (fig, msg) {\n",
+       "    var size = msg['size'];\n",
+       "    if (size[0] !== fig.canvas.width || size[1] !== fig.canvas.height) {\n",
+       "        fig._resize_canvas(size[0], size[1], msg['forward']);\n",
+       "        fig.send_message('refresh', {});\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_rubberband = function (fig, msg) {\n",
+       "    var x0 = msg['x0'] / fig.ratio;\n",
+       "    var y0 = (fig.canvas.height - msg['y0']) / fig.ratio;\n",
+       "    var x1 = msg['x1'] / fig.ratio;\n",
+       "    var y1 = (fig.canvas.height - msg['y1']) / fig.ratio;\n",
+       "    x0 = Math.floor(x0) + 0.5;\n",
+       "    y0 = Math.floor(y0) + 0.5;\n",
+       "    x1 = Math.floor(x1) + 0.5;\n",
+       "    y1 = Math.floor(y1) + 0.5;\n",
+       "    var min_x = Math.min(x0, x1);\n",
+       "    var min_y = Math.min(y0, y1);\n",
+       "    var width = Math.abs(x1 - x0);\n",
+       "    var height = Math.abs(y1 - y0);\n",
+       "\n",
+       "    fig.rubberband_context.clearRect(\n",
+       "        0,\n",
+       "        0,\n",
+       "        fig.canvas.width / fig.ratio,\n",
+       "        fig.canvas.height / fig.ratio\n",
+       "    );\n",
+       "\n",
+       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_figure_label = function (fig, msg) {\n",
+       "    // Updates the figure title.\n",
+       "    fig.header.textContent = msg['label'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_cursor = function (fig, msg) {\n",
+       "    fig.rubberband_canvas.style.cursor = msg['cursor'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_message = function (fig, msg) {\n",
+       "    fig.message.textContent = msg['message'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_draw = function (fig, _msg) {\n",
+       "    // Request the server to send over a new figure.\n",
+       "    fig.send_draw_message();\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_image_mode = function (fig, msg) {\n",
+       "    fig.image_mode = msg['mode'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_history_buttons = function (fig, msg) {\n",
+       "    for (var key in msg) {\n",
+       "        if (!(key in fig.buttons)) {\n",
+       "            continue;\n",
+       "        }\n",
+       "        fig.buttons[key].disabled = !msg[key];\n",
+       "        fig.buttons[key].setAttribute('aria-disabled', !msg[key]);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_navigate_mode = function (fig, msg) {\n",
+       "    if (msg['mode'] === 'PAN') {\n",
+       "        fig.buttons['Pan'].classList.add('active');\n",
+       "        fig.buttons['Zoom'].classList.remove('active');\n",
+       "    } else if (msg['mode'] === 'ZOOM') {\n",
+       "        fig.buttons['Pan'].classList.remove('active');\n",
+       "        fig.buttons['Zoom'].classList.add('active');\n",
+       "    } else {\n",
+       "        fig.buttons['Pan'].classList.remove('active');\n",
+       "        fig.buttons['Zoom'].classList.remove('active');\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function () {\n",
+       "    // Called whenever the canvas gets updated.\n",
+       "    this.send_message('ack', {});\n",
+       "};\n",
+       "\n",
+       "// A function to construct a web socket function for onmessage handling.\n",
+       "// Called in the figure constructor.\n",
+       "mpl.figure.prototype._make_on_message_function = function (fig) {\n",
+       "    return function socket_on_message(evt) {\n",
+       "        if (evt.data instanceof Blob) {\n",
+       "            var img = evt.data;\n",
+       "            if (img.type !== 'image/png') {\n",
+       "                /* FIXME: We get \"Resource interpreted as Image but\n",
+       "                 * transferred with MIME type text/plain:\" errors on\n",
+       "                 * Chrome.  But how to set the MIME type?  It doesn't seem\n",
+       "                 * to be part of the websocket stream */\n",
+       "                img.type = 'image/png';\n",
+       "            }\n",
+       "\n",
+       "            /* Free the memory for the previous frames */\n",
+       "            if (fig.imageObj.src) {\n",
+       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
+       "                    fig.imageObj.src\n",
+       "                );\n",
+       "            }\n",
+       "\n",
+       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
+       "                img\n",
+       "            );\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        } else if (\n",
+       "            typeof evt.data === 'string' &&\n",
+       "            evt.data.slice(0, 21) === 'data:image/png;base64'\n",
+       "        ) {\n",
+       "            fig.imageObj.src = evt.data;\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        var msg = JSON.parse(evt.data);\n",
+       "        var msg_type = msg['type'];\n",
+       "\n",
+       "        // Call the  \"handle_{type}\" callback, which takes\n",
+       "        // the figure and JSON message as its only arguments.\n",
+       "        try {\n",
+       "            var callback = fig['handle_' + msg_type];\n",
+       "        } catch (e) {\n",
+       "            console.log(\n",
+       "                \"No handler for the '\" + msg_type + \"' message type: \",\n",
+       "                msg\n",
+       "            );\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        if (callback) {\n",
+       "            try {\n",
+       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
+       "                callback(fig, msg);\n",
+       "            } catch (e) {\n",
+       "                console.log(\n",
+       "                    \"Exception inside the 'handler_\" + msg_type + \"' callback:\",\n",
+       "                    e,\n",
+       "                    e.stack,\n",
+       "                    msg\n",
+       "                );\n",
+       "            }\n",
+       "        }\n",
+       "    };\n",
+       "};\n",
+       "\n",
+       "// from https://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
+       "mpl.findpos = function (e) {\n",
+       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
+       "    var targ;\n",
+       "    if (!e) {\n",
+       "        e = window.event;\n",
+       "    }\n",
+       "    if (e.target) {\n",
+       "        targ = e.target;\n",
+       "    } else if (e.srcElement) {\n",
+       "        targ = e.srcElement;\n",
+       "    }\n",
+       "    if (targ.nodeType === 3) {\n",
+       "        // defeat Safari bug\n",
+       "        targ = targ.parentNode;\n",
+       "    }\n",
+       "\n",
+       "    // pageX,Y are the mouse positions relative to the document\n",
+       "    var boundingRect = targ.getBoundingClientRect();\n",
+       "    var x = e.pageX - (boundingRect.left + document.body.scrollLeft);\n",
+       "    var y = e.pageY - (boundingRect.top + document.body.scrollTop);\n",
+       "\n",
+       "    return { x: x, y: y };\n",
+       "};\n",
+       "\n",
+       "/*\n",
+       " * return a copy of an object with only non-object keys\n",
+       " * we need this to avoid circular references\n",
+       " * https://stackoverflow.com/a/24161582/3208463\n",
+       " */\n",
+       "function simpleKeys(original) {\n",
+       "    return Object.keys(original).reduce(function (obj, key) {\n",
+       "        if (typeof original[key] !== 'object') {\n",
+       "            obj[key] = original[key];\n",
+       "        }\n",
+       "        return obj;\n",
+       "    }, {});\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.mouse_event = function (event, name) {\n",
+       "    var canvas_pos = mpl.findpos(event);\n",
+       "\n",
+       "    if (name === 'button_press') {\n",
+       "        this.canvas.focus();\n",
+       "        this.canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    var x = canvas_pos.x * this.ratio;\n",
+       "    var y = canvas_pos.y * this.ratio;\n",
+       "\n",
+       "    this.send_message(name, {\n",
+       "        x: x,\n",
+       "        y: y,\n",
+       "        button: event.button,\n",
+       "        step: event.step,\n",
+       "        guiEvent: simpleKeys(event),\n",
+       "    });\n",
+       "\n",
+       "    /* This prevents the web browser from automatically changing to\n",
+       "     * the text insertion cursor when the button is pressed.  We want\n",
+       "     * to control all of the cursor setting manually through the\n",
+       "     * 'cursor' event from matplotlib */\n",
+       "    event.preventDefault();\n",
+       "    return false;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function (_event, _name) {\n",
+       "    // Handle any extra behaviour associated with a key event\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.key_event = function (event, name) {\n",
+       "    // Prevent repeat events\n",
+       "    if (name === 'key_press') {\n",
+       "        if (event.key === this._key) {\n",
+       "            return;\n",
+       "        } else {\n",
+       "            this._key = event.key;\n",
+       "        }\n",
+       "    }\n",
+       "    if (name === 'key_release') {\n",
+       "        this._key = null;\n",
+       "    }\n",
+       "\n",
+       "    var value = '';\n",
+       "    if (event.ctrlKey && event.key !== 'Control') {\n",
+       "        value += 'ctrl+';\n",
+       "    }\n",
+       "    else if (event.altKey && event.key !== 'Alt') {\n",
+       "        value += 'alt+';\n",
+       "    }\n",
+       "    else if (event.shiftKey && event.key !== 'Shift') {\n",
+       "        value += 'shift+';\n",
+       "    }\n",
+       "\n",
+       "    value += 'k' + event.key;\n",
+       "\n",
+       "    this._key_event_extra(event, name);\n",
+       "\n",
+       "    this.send_message(name, { key: value, guiEvent: simpleKeys(event) });\n",
+       "    return false;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onclick = function (name) {\n",
+       "    if (name === 'download') {\n",
+       "        this.handle_save(this, null);\n",
+       "    } else {\n",
+       "        this.send_message('toolbar_button', { name: name });\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onmouseover = function (tooltip) {\n",
+       "    this.message.textContent = tooltip;\n",
+       "};\n",
+       "\n",
+       "///////////////// REMAINING CONTENT GENERATED BY embed_js.py /////////////////\n",
+       "// prettier-ignore\n",
+       "var _JSXTOOLS_RESIZE_OBSERVER=function(A){var t,i=new WeakMap,n=new WeakMap,a=new WeakMap,r=new WeakMap,o=new Set;function s(e){if(!(this instanceof s))throw new TypeError(\"Constructor requires 'new' operator\");i.set(this,e)}function h(){throw new TypeError(\"Function is not a constructor\")}function c(e,t,i,n){e=0 in arguments?Number(arguments[0]):0,t=1 in arguments?Number(arguments[1]):0,i=2 in arguments?Number(arguments[2]):0,n=3 in arguments?Number(arguments[3]):0,this.right=(this.x=this.left=e)+(this.width=i),this.bottom=(this.y=this.top=t)+(this.height=n),Object.freeze(this)}function d(){t=requestAnimationFrame(d);var s=new WeakMap,p=new Set;o.forEach((function(t){r.get(t).forEach((function(i){var r=t instanceof window.SVGElement,o=a.get(t),d=r?0:parseFloat(o.paddingTop),f=r?0:parseFloat(o.paddingRight),l=r?0:parseFloat(o.paddingBottom),u=r?0:parseFloat(o.paddingLeft),g=r?0:parseFloat(o.borderTopWidth),m=r?0:parseFloat(o.borderRightWidth),w=r?0:parseFloat(o.borderBottomWidth),b=u+f,F=d+l,v=(r?0:parseFloat(o.borderLeftWidth))+m,W=g+w,y=r?0:t.offsetHeight-W-t.clientHeight,E=r?0:t.offsetWidth-v-t.clientWidth,R=b+v,z=F+W,M=r?t.width:parseFloat(o.width)-R-E,O=r?t.height:parseFloat(o.height)-z-y;if(n.has(t)){var k=n.get(t);if(k[0]===M&&k[1]===O)return}n.set(t,[M,O]);var S=Object.create(h.prototype);S.target=t,S.contentRect=new c(u,d,M,O),s.has(i)||(s.set(i,[]),p.add(i)),s.get(i).push(S)}))})),p.forEach((function(e){i.get(e).call(e,s.get(e),e)}))}return s.prototype.observe=function(i){if(i instanceof window.Element){r.has(i)||(r.set(i,new Set),o.add(i),a.set(i,window.getComputedStyle(i)));var n=r.get(i);n.has(this)||n.add(this),cancelAnimationFrame(t),t=requestAnimationFrame(d)}},s.prototype.unobserve=function(i){if(i instanceof window.Element&&r.has(i)){var n=r.get(i);n.has(this)&&(n.delete(this),n.size||(r.delete(i),o.delete(i))),n.size||r.delete(i),o.size||cancelAnimationFrame(t)}},A.DOMRectReadOnly=c,A.ResizeObserver=s,A.ResizeObserverEntry=h,A}; // eslint-disable-line\n",
+       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Left button pans, Right button zooms\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\\nx/y fixes axis\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
+       "\n",
+       "mpl.extensions = [\"eps\", \"jpeg\", \"pgf\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
+       "\n",
+       "mpl.default_extension = \"png\";/* global mpl */\n",
+       "\n",
+       "var comm_websocket_adapter = function (comm) {\n",
+       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
+       "    // object with the appropriate methods. Currently this is a non binary\n",
+       "    // socket, so there is still some room for performance tuning.\n",
+       "    var ws = {};\n",
+       "\n",
+       "    ws.binaryType = comm.kernel.ws.binaryType;\n",
+       "    ws.readyState = comm.kernel.ws.readyState;\n",
+       "    function updateReadyState(_event) {\n",
+       "        if (comm.kernel.ws) {\n",
+       "            ws.readyState = comm.kernel.ws.readyState;\n",
+       "        } else {\n",
+       "            ws.readyState = 3; // Closed state.\n",
+       "        }\n",
+       "    }\n",
+       "    comm.kernel.ws.addEventListener('open', updateReadyState);\n",
+       "    comm.kernel.ws.addEventListener('close', updateReadyState);\n",
+       "    comm.kernel.ws.addEventListener('error', updateReadyState);\n",
+       "\n",
+       "    ws.close = function () {\n",
+       "        comm.close();\n",
+       "    };\n",
+       "    ws.send = function (m) {\n",
+       "        //console.log('sending', m);\n",
+       "        comm.send(m);\n",
+       "    };\n",
+       "    // Register the callback with on_msg.\n",
+       "    comm.on_msg(function (msg) {\n",
+       "        //console.log('receiving', msg['content']['data'], msg);\n",
+       "        var data = msg['content']['data'];\n",
+       "        if (data['blob'] !== undefined) {\n",
+       "            data = {\n",
+       "                data: new Blob(msg['buffers'], { type: data['blob'] }),\n",
+       "            };\n",
+       "        }\n",
+       "        // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
+       "        ws.onmessage(data);\n",
+       "    });\n",
+       "    return ws;\n",
+       "};\n",
+       "\n",
+       "mpl.mpl_figure_comm = function (comm, msg) {\n",
+       "    // This is the function which gets called when the mpl process\n",
+       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
+       "\n",
+       "    var id = msg.content.data.id;\n",
+       "    // Get hold of the div created by the display call when the Comm\n",
+       "    // socket was opened in Python.\n",
+       "    var element = document.getElementById(id);\n",
+       "    var ws_proxy = comm_websocket_adapter(comm);\n",
+       "\n",
+       "    function ondownload(figure, _format) {\n",
+       "        window.open(figure.canvas.toDataURL());\n",
+       "    }\n",
+       "\n",
+       "    var fig = new mpl.figure(id, ws_proxy, ondownload, element);\n",
+       "\n",
+       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
+       "    // web socket which is closed, not our websocket->open comm proxy.\n",
+       "    ws_proxy.onopen();\n",
+       "\n",
+       "    fig.parent_element = element;\n",
+       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
+       "    if (!fig.cell_info) {\n",
+       "        console.error('Failed to find cell for figure', id, fig);\n",
+       "        return;\n",
+       "    }\n",
+       "    fig.cell_info[0].output_area.element.on(\n",
+       "        'cleared',\n",
+       "        { fig: fig },\n",
+       "        fig._remove_fig_handler\n",
+       "    );\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_close = function (fig, msg) {\n",
+       "    var width = fig.canvas.width / fig.ratio;\n",
+       "    fig.cell_info[0].output_area.element.off(\n",
+       "        'cleared',\n",
+       "        fig._remove_fig_handler\n",
+       "    );\n",
+       "    fig.resizeObserverInstance.unobserve(fig.canvas_div);\n",
+       "\n",
+       "    // Update the output cell to use the data from the current canvas.\n",
+       "    fig.push_to_output();\n",
+       "    var dataURL = fig.canvas.toDataURL();\n",
+       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
+       "    // the notebook keyboard shortcuts fail.\n",
+       "    IPython.keyboard_manager.enable();\n",
+       "    fig.parent_element.innerHTML =\n",
+       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
+       "    fig.close_ws(fig, msg);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.close_ws = function (fig, msg) {\n",
+       "    fig.send_message('closing', msg);\n",
+       "    // fig.ws.close()\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.push_to_output = function (_remove_interactive) {\n",
+       "    // Turn the data on the canvas into data in the output cell.\n",
+       "    var width = this.canvas.width / this.ratio;\n",
+       "    var dataURL = this.canvas.toDataURL();\n",
+       "    this.cell_info[1]['text/html'] =\n",
+       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function () {\n",
+       "    // Tell IPython that the notebook contents must change.\n",
+       "    IPython.notebook.set_dirty(true);\n",
+       "    this.send_message('ack', {});\n",
+       "    var fig = this;\n",
+       "    // Wait a second, then push the new image to the DOM so\n",
+       "    // that it is saved nicely (might be nice to debounce this).\n",
+       "    setTimeout(function () {\n",
+       "        fig.push_to_output();\n",
+       "    }, 1000);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var toolbar = document.createElement('div');\n",
+       "    toolbar.classList = 'btn-toolbar';\n",
+       "    this.root.appendChild(toolbar);\n",
+       "\n",
+       "    function on_click_closure(name) {\n",
+       "        return function (_event) {\n",
+       "            return fig.toolbar_button_onclick(name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    function on_mouseover_closure(tooltip) {\n",
+       "        return function (event) {\n",
+       "            if (!event.currentTarget.disabled) {\n",
+       "                return fig.toolbar_button_onmouseover(tooltip);\n",
+       "            }\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    fig.buttons = {};\n",
+       "    var buttonGroup = document.createElement('div');\n",
+       "    buttonGroup.classList = 'btn-group';\n",
+       "    var button;\n",
+       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) {\n",
+       "            /* Instead of a spacer, we start a new button group. */\n",
+       "            if (buttonGroup.hasChildNodes()) {\n",
+       "                toolbar.appendChild(buttonGroup);\n",
+       "            }\n",
+       "            buttonGroup = document.createElement('div');\n",
+       "            buttonGroup.classList = 'btn-group';\n",
+       "            continue;\n",
+       "        }\n",
+       "\n",
+       "        button = fig.buttons[name] = document.createElement('button');\n",
+       "        button.classList = 'btn btn-default';\n",
+       "        button.href = '#';\n",
+       "        button.title = name;\n",
+       "        button.innerHTML = '<i class=\"fa ' + image + ' fa-lg\"></i>';\n",
+       "        button.addEventListener('click', on_click_closure(method_name));\n",
+       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
+       "        buttonGroup.appendChild(button);\n",
+       "    }\n",
+       "\n",
+       "    if (buttonGroup.hasChildNodes()) {\n",
+       "        toolbar.appendChild(buttonGroup);\n",
+       "    }\n",
+       "\n",
+       "    // Add the status bar.\n",
+       "    var status_bar = document.createElement('span');\n",
+       "    status_bar.classList = 'mpl-message pull-right';\n",
+       "    toolbar.appendChild(status_bar);\n",
+       "    this.message = status_bar;\n",
+       "\n",
+       "    // Add the close button to the window.\n",
+       "    var buttongrp = document.createElement('div');\n",
+       "    buttongrp.classList = 'btn-group inline pull-right';\n",
+       "    button = document.createElement('button');\n",
+       "    button.classList = 'btn btn-mini btn-primary';\n",
+       "    button.href = '#';\n",
+       "    button.title = 'Stop Interaction';\n",
+       "    button.innerHTML = '<i class=\"fa fa-power-off icon-remove icon-large\"></i>';\n",
+       "    button.addEventListener('click', function (_evt) {\n",
+       "        fig.handle_close(fig, {});\n",
+       "    });\n",
+       "    button.addEventListener(\n",
+       "        'mouseover',\n",
+       "        on_mouseover_closure('Stop Interaction')\n",
+       "    );\n",
+       "    buttongrp.appendChild(button);\n",
+       "    var titlebar = this.root.querySelector('.ui-dialog-titlebar');\n",
+       "    titlebar.insertBefore(buttongrp, titlebar.firstChild);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._remove_fig_handler = function (event) {\n",
+       "    var fig = event.data.fig;\n",
+       "    if (event.target !== this) {\n",
+       "        // Ignore bubbled events from children.\n",
+       "        return;\n",
+       "    }\n",
+       "    fig.close_ws(fig, {});\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function (el) {\n",
+       "    el.style.boxSizing = 'content-box'; // override notebook setting of border-box.\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function (el) {\n",
+       "    // this is important to make the div 'focusable\n",
+       "    el.setAttribute('tabindex', 0);\n",
+       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
+       "    // off when our div gets focus\n",
+       "\n",
+       "    // location in version 3\n",
+       "    if (IPython.notebook.keyboard_manager) {\n",
+       "        IPython.notebook.keyboard_manager.register_events(el);\n",
+       "    } else {\n",
+       "        // location in version 2\n",
+       "        IPython.keyboard_manager.register_events(el);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function (event, _name) {\n",
+       "    // Check for shift+enter\n",
+       "    if (event.shiftKey && event.which === 13) {\n",
+       "        this.canvas_div.blur();\n",
+       "        // select the cell after this one\n",
+       "        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
+       "        IPython.notebook.select(index + 1);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
+       "    fig.ondownload(fig, null);\n",
+       "};\n",
+       "\n",
+       "mpl.find_output_cell = function (html_output) {\n",
+       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
+       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
+       "    // IPython event is triggered only after the cells have been serialised, which for\n",
+       "    // our purposes (turning an active figure into a static one), is too late.\n",
+       "    var cells = IPython.notebook.get_cells();\n",
+       "    var ncells = cells.length;\n",
+       "    for (var i = 0; i < ncells; i++) {\n",
+       "        var cell = cells[i];\n",
+       "        if (cell.cell_type === 'code') {\n",
+       "            for (var j = 0; j < cell.output_area.outputs.length; j++) {\n",
+       "                var data = cell.output_area.outputs[j];\n",
+       "                if (data.data) {\n",
+       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
+       "                    data = data.data;\n",
+       "                }\n",
+       "                if (data['text/html'] === html_output) {\n",
+       "                    return [cell, data, j];\n",
+       "                }\n",
+       "            }\n",
+       "        }\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "// Register the function which deals with the matplotlib target/channel.\n",
+       "// The kernel may be null if the page has been refreshed.\n",
+       "if (IPython.notebook.kernel !== null) {\n",
+       "    IPython.notebook.kernel.comm_manager.register_target(\n",
+       "        'matplotlib',\n",
+       "        mpl.mpl_figure_comm\n",
+       "    );\n",
+       "}\n"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Javascript object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<img 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\" width=\"640\">"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/javascript": [
+       "/* Put everything inside the global mpl namespace */\n",
+       "/* global mpl */\n",
+       "window.mpl = {};\n",
+       "\n",
+       "mpl.get_websocket_type = function () {\n",
+       "    if (typeof WebSocket !== 'undefined') {\n",
+       "        return WebSocket;\n",
+       "    } else if (typeof MozWebSocket !== 'undefined') {\n",
+       "        return MozWebSocket;\n",
+       "    } else {\n",
+       "        alert(\n",
+       "            'Your browser does not have WebSocket support. ' +\n",
+       "                'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
+       "                'Firefox 4 and 5 are also supported but you ' +\n",
+       "                'have to enable WebSockets in about:config.'\n",
+       "        );\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure = function (figure_id, websocket, ondownload, parent_element) {\n",
+       "    this.id = figure_id;\n",
+       "\n",
+       "    this.ws = websocket;\n",
+       "\n",
+       "    this.supports_binary = this.ws.binaryType !== undefined;\n",
+       "\n",
+       "    if (!this.supports_binary) {\n",
+       "        var warnings = document.getElementById('mpl-warnings');\n",
+       "        if (warnings) {\n",
+       "            warnings.style.display = 'block';\n",
+       "            warnings.textContent =\n",
+       "                'This browser does not support binary websocket messages. ' +\n",
+       "                'Performance may be slow.';\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    this.imageObj = new Image();\n",
+       "\n",
+       "    this.context = undefined;\n",
+       "    this.message = undefined;\n",
+       "    this.canvas = undefined;\n",
+       "    this.rubberband_canvas = undefined;\n",
+       "    this.rubberband_context = undefined;\n",
+       "    this.format_dropdown = undefined;\n",
+       "\n",
+       "    this.image_mode = 'full';\n",
+       "\n",
+       "    this.root = document.createElement('div');\n",
+       "    this.root.setAttribute('style', 'display: inline-block');\n",
+       "    this._root_extra_style(this.root);\n",
+       "\n",
+       "    parent_element.appendChild(this.root);\n",
+       "\n",
+       "    this._init_header(this);\n",
+       "    this._init_canvas(this);\n",
+       "    this._init_toolbar(this);\n",
+       "\n",
+       "    var fig = this;\n",
+       "\n",
+       "    this.waiting = false;\n",
+       "\n",
+       "    this.ws.onopen = function () {\n",
+       "        fig.send_message('supports_binary', { value: fig.supports_binary });\n",
+       "        fig.send_message('send_image_mode', {});\n",
+       "        if (fig.ratio !== 1) {\n",
+       "            fig.send_message('set_device_pixel_ratio', {\n",
+       "                device_pixel_ratio: fig.ratio,\n",
+       "            });\n",
+       "        }\n",
+       "        fig.send_message('refresh', {});\n",
+       "    };\n",
+       "\n",
+       "    this.imageObj.onload = function () {\n",
+       "        if (fig.image_mode === 'full') {\n",
+       "            // Full images could contain transparency (where diff images\n",
+       "            // almost always do), so we need to clear the canvas so that\n",
+       "            // there is no ghosting.\n",
+       "            fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
+       "        }\n",
+       "        fig.context.drawImage(fig.imageObj, 0, 0);\n",
+       "    };\n",
+       "\n",
+       "    this.imageObj.onunload = function () {\n",
+       "        fig.ws.close();\n",
+       "    };\n",
+       "\n",
+       "    this.ws.onmessage = this._make_on_message_function(this);\n",
+       "\n",
+       "    this.ondownload = ondownload;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_header = function () {\n",
+       "    var titlebar = document.createElement('div');\n",
+       "    titlebar.classList =\n",
+       "        'ui-dialog-titlebar ui-widget-header ui-corner-all ui-helper-clearfix';\n",
+       "    var titletext = document.createElement('div');\n",
+       "    titletext.classList = 'ui-dialog-title';\n",
+       "    titletext.setAttribute(\n",
+       "        'style',\n",
+       "        'width: 100%; text-align: center; padding: 3px;'\n",
+       "    );\n",
+       "    titlebar.appendChild(titletext);\n",
+       "    this.root.appendChild(titlebar);\n",
+       "    this.header = titletext;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function (_canvas_div) {};\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function (_canvas_div) {};\n",
+       "\n",
+       "mpl.figure.prototype._init_canvas = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var canvas_div = (this.canvas_div = document.createElement('div'));\n",
+       "    canvas_div.setAttribute(\n",
+       "        'style',\n",
+       "        'border: 1px solid #ddd;' +\n",
+       "            'box-sizing: content-box;' +\n",
+       "            'clear: both;' +\n",
+       "            'min-height: 1px;' +\n",
+       "            'min-width: 1px;' +\n",
+       "            'outline: 0;' +\n",
+       "            'overflow: hidden;' +\n",
+       "            'position: relative;' +\n",
+       "            'resize: both;'\n",
+       "    );\n",
+       "\n",
+       "    function on_keyboard_event_closure(name) {\n",
+       "        return function (event) {\n",
+       "            return fig.key_event(event, name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    canvas_div.addEventListener(\n",
+       "        'keydown',\n",
+       "        on_keyboard_event_closure('key_press')\n",
+       "    );\n",
+       "    canvas_div.addEventListener(\n",
+       "        'keyup',\n",
+       "        on_keyboard_event_closure('key_release')\n",
+       "    );\n",
+       "\n",
+       "    this._canvas_extra_style(canvas_div);\n",
+       "    this.root.appendChild(canvas_div);\n",
+       "\n",
+       "    var canvas = (this.canvas = document.createElement('canvas'));\n",
+       "    canvas.classList.add('mpl-canvas');\n",
+       "    canvas.setAttribute('style', 'box-sizing: content-box;');\n",
+       "\n",
+       "    this.context = canvas.getContext('2d');\n",
+       "\n",
+       "    var backingStore =\n",
+       "        this.context.backingStorePixelRatio ||\n",
+       "        this.context.webkitBackingStorePixelRatio ||\n",
+       "        this.context.mozBackingStorePixelRatio ||\n",
+       "        this.context.msBackingStorePixelRatio ||\n",
+       "        this.context.oBackingStorePixelRatio ||\n",
+       "        this.context.backingStorePixelRatio ||\n",
+       "        1;\n",
+       "\n",
+       "    this.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
+       "\n",
+       "    var rubberband_canvas = (this.rubberband_canvas = document.createElement(\n",
+       "        'canvas'\n",
+       "    ));\n",
+       "    rubberband_canvas.setAttribute(\n",
+       "        'style',\n",
+       "        'box-sizing: content-box; position: absolute; left: 0; top: 0; z-index: 1;'\n",
+       "    );\n",
+       "\n",
+       "    // Apply a ponyfill if ResizeObserver is not implemented by browser.\n",
+       "    if (this.ResizeObserver === undefined) {\n",
+       "        if (window.ResizeObserver !== undefined) {\n",
+       "            this.ResizeObserver = window.ResizeObserver;\n",
+       "        } else {\n",
+       "            var obs = _JSXTOOLS_RESIZE_OBSERVER({});\n",
+       "            this.ResizeObserver = obs.ResizeObserver;\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    this.resizeObserverInstance = new this.ResizeObserver(function (entries) {\n",
+       "        var nentries = entries.length;\n",
+       "        for (var i = 0; i < nentries; i++) {\n",
+       "            var entry = entries[i];\n",
+       "            var width, height;\n",
+       "            if (entry.contentBoxSize) {\n",
+       "                if (entry.contentBoxSize instanceof Array) {\n",
+       "                    // Chrome 84 implements new version of spec.\n",
+       "                    width = entry.contentBoxSize[0].inlineSize;\n",
+       "                    height = entry.contentBoxSize[0].blockSize;\n",
+       "                } else {\n",
+       "                    // Firefox implements old version of spec.\n",
+       "                    width = entry.contentBoxSize.inlineSize;\n",
+       "                    height = entry.contentBoxSize.blockSize;\n",
+       "                }\n",
+       "            } else {\n",
+       "                // Chrome <84 implements even older version of spec.\n",
+       "                width = entry.contentRect.width;\n",
+       "                height = entry.contentRect.height;\n",
+       "            }\n",
+       "\n",
+       "            // Keep the size of the canvas and rubber band canvas in sync with\n",
+       "            // the canvas container.\n",
+       "            if (entry.devicePixelContentBoxSize) {\n",
+       "                // Chrome 84 implements new version of spec.\n",
+       "                canvas.setAttribute(\n",
+       "                    'width',\n",
+       "                    entry.devicePixelContentBoxSize[0].inlineSize\n",
+       "                );\n",
+       "                canvas.setAttribute(\n",
+       "                    'height',\n",
+       "                    entry.devicePixelContentBoxSize[0].blockSize\n",
+       "                );\n",
+       "            } else {\n",
+       "                canvas.setAttribute('width', width * fig.ratio);\n",
+       "                canvas.setAttribute('height', height * fig.ratio);\n",
+       "            }\n",
+       "            canvas.setAttribute(\n",
+       "                'style',\n",
+       "                'width: ' + width + 'px; height: ' + height + 'px;'\n",
+       "            );\n",
+       "\n",
+       "            rubberband_canvas.setAttribute('width', width);\n",
+       "            rubberband_canvas.setAttribute('height', height);\n",
+       "\n",
+       "            // And update the size in Python. We ignore the initial 0/0 size\n",
+       "            // that occurs as the element is placed into the DOM, which should\n",
+       "            // otherwise not happen due to the minimum size styling.\n",
+       "            if (fig.ws.readyState == 1 && width != 0 && height != 0) {\n",
+       "                fig.request_resize(width, height);\n",
+       "            }\n",
+       "        }\n",
+       "    });\n",
+       "    this.resizeObserverInstance.observe(canvas_div);\n",
+       "\n",
+       "    function on_mouse_event_closure(name) {\n",
+       "        return function (event) {\n",
+       "            return fig.mouse_event(event, name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mousedown',\n",
+       "        on_mouse_event_closure('button_press')\n",
+       "    );\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mouseup',\n",
+       "        on_mouse_event_closure('button_release')\n",
+       "    );\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'dblclick',\n",
+       "        on_mouse_event_closure('dblclick')\n",
+       "    );\n",
+       "    // Throttle sequential mouse events to 1 every 20ms.\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mousemove',\n",
+       "        on_mouse_event_closure('motion_notify')\n",
+       "    );\n",
+       "\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mouseenter',\n",
+       "        on_mouse_event_closure('figure_enter')\n",
+       "    );\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mouseleave',\n",
+       "        on_mouse_event_closure('figure_leave')\n",
+       "    );\n",
+       "\n",
+       "    canvas_div.addEventListener('wheel', function (event) {\n",
+       "        if (event.deltaY < 0) {\n",
+       "            event.step = 1;\n",
+       "        } else {\n",
+       "            event.step = -1;\n",
+       "        }\n",
+       "        on_mouse_event_closure('scroll')(event);\n",
+       "    });\n",
+       "\n",
+       "    canvas_div.appendChild(canvas);\n",
+       "    canvas_div.appendChild(rubberband_canvas);\n",
+       "\n",
+       "    this.rubberband_context = rubberband_canvas.getContext('2d');\n",
+       "    this.rubberband_context.strokeStyle = '#000000';\n",
+       "\n",
+       "    this._resize_canvas = function (width, height, forward) {\n",
+       "        if (forward) {\n",
+       "            canvas_div.style.width = width + 'px';\n",
+       "            canvas_div.style.height = height + 'px';\n",
+       "        }\n",
+       "    };\n",
+       "\n",
+       "    // Disable right mouse context menu.\n",
+       "    this.rubberband_canvas.addEventListener('contextmenu', function (_e) {\n",
+       "        event.preventDefault();\n",
+       "        return false;\n",
+       "    });\n",
+       "\n",
+       "    function set_focus() {\n",
+       "        canvas.focus();\n",
+       "        canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    window.setTimeout(set_focus, 100);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var toolbar = document.createElement('div');\n",
+       "    toolbar.classList = 'mpl-toolbar';\n",
+       "    this.root.appendChild(toolbar);\n",
+       "\n",
+       "    function on_click_closure(name) {\n",
+       "        return function (_event) {\n",
+       "            return fig.toolbar_button_onclick(name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    function on_mouseover_closure(tooltip) {\n",
+       "        return function (event) {\n",
+       "            if (!event.currentTarget.disabled) {\n",
+       "                return fig.toolbar_button_onmouseover(tooltip);\n",
+       "            }\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    fig.buttons = {};\n",
+       "    var buttonGroup = document.createElement('div');\n",
+       "    buttonGroup.classList = 'mpl-button-group';\n",
+       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) {\n",
+       "            /* Instead of a spacer, we start a new button group. */\n",
+       "            if (buttonGroup.hasChildNodes()) {\n",
+       "                toolbar.appendChild(buttonGroup);\n",
+       "            }\n",
+       "            buttonGroup = document.createElement('div');\n",
+       "            buttonGroup.classList = 'mpl-button-group';\n",
+       "            continue;\n",
+       "        }\n",
+       "\n",
+       "        var button = (fig.buttons[name] = document.createElement('button'));\n",
+       "        button.classList = 'mpl-widget';\n",
+       "        button.setAttribute('role', 'button');\n",
+       "        button.setAttribute('aria-disabled', 'false');\n",
+       "        button.addEventListener('click', on_click_closure(method_name));\n",
+       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
+       "\n",
+       "        var icon_img = document.createElement('img');\n",
+       "        icon_img.src = '_images/' + image + '.png';\n",
+       "        icon_img.srcset = '_images/' + image + '_large.png 2x';\n",
+       "        icon_img.alt = tooltip;\n",
+       "        button.appendChild(icon_img);\n",
+       "\n",
+       "        buttonGroup.appendChild(button);\n",
+       "    }\n",
+       "\n",
+       "    if (buttonGroup.hasChildNodes()) {\n",
+       "        toolbar.appendChild(buttonGroup);\n",
+       "    }\n",
+       "\n",
+       "    var fmt_picker = document.createElement('select');\n",
+       "    fmt_picker.classList = 'mpl-widget';\n",
+       "    toolbar.appendChild(fmt_picker);\n",
+       "    this.format_dropdown = fmt_picker;\n",
+       "\n",
+       "    for (var ind in mpl.extensions) {\n",
+       "        var fmt = mpl.extensions[ind];\n",
+       "        var option = document.createElement('option');\n",
+       "        option.selected = fmt === mpl.default_extension;\n",
+       "        option.innerHTML = fmt;\n",
+       "        fmt_picker.appendChild(option);\n",
+       "    }\n",
+       "\n",
+       "    var status_bar = document.createElement('span');\n",
+       "    status_bar.classList = 'mpl-message';\n",
+       "    toolbar.appendChild(status_bar);\n",
+       "    this.message = status_bar;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.request_resize = function (x_pixels, y_pixels) {\n",
+       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
+       "    // which will in turn request a refresh of the image.\n",
+       "    this.send_message('resize', { width: x_pixels, height: y_pixels });\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.send_message = function (type, properties) {\n",
+       "    properties['type'] = type;\n",
+       "    properties['figure_id'] = this.id;\n",
+       "    this.ws.send(JSON.stringify(properties));\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.send_draw_message = function () {\n",
+       "    if (!this.waiting) {\n",
+       "        this.waiting = true;\n",
+       "        this.ws.send(JSON.stringify({ type: 'draw', figure_id: this.id }));\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
+       "    var format_dropdown = fig.format_dropdown;\n",
+       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
+       "    fig.ondownload(fig, format);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_resize = function (fig, msg) {\n",
+       "    var size = msg['size'];\n",
+       "    if (size[0] !== fig.canvas.width || size[1] !== fig.canvas.height) {\n",
+       "        fig._resize_canvas(size[0], size[1], msg['forward']);\n",
+       "        fig.send_message('refresh', {});\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_rubberband = function (fig, msg) {\n",
+       "    var x0 = msg['x0'] / fig.ratio;\n",
+       "    var y0 = (fig.canvas.height - msg['y0']) / fig.ratio;\n",
+       "    var x1 = msg['x1'] / fig.ratio;\n",
+       "    var y1 = (fig.canvas.height - msg['y1']) / fig.ratio;\n",
+       "    x0 = Math.floor(x0) + 0.5;\n",
+       "    y0 = Math.floor(y0) + 0.5;\n",
+       "    x1 = Math.floor(x1) + 0.5;\n",
+       "    y1 = Math.floor(y1) + 0.5;\n",
+       "    var min_x = Math.min(x0, x1);\n",
+       "    var min_y = Math.min(y0, y1);\n",
+       "    var width = Math.abs(x1 - x0);\n",
+       "    var height = Math.abs(y1 - y0);\n",
+       "\n",
+       "    fig.rubberband_context.clearRect(\n",
+       "        0,\n",
+       "        0,\n",
+       "        fig.canvas.width / fig.ratio,\n",
+       "        fig.canvas.height / fig.ratio\n",
+       "    );\n",
+       "\n",
+       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_figure_label = function (fig, msg) {\n",
+       "    // Updates the figure title.\n",
+       "    fig.header.textContent = msg['label'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_cursor = function (fig, msg) {\n",
+       "    fig.rubberband_canvas.style.cursor = msg['cursor'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_message = function (fig, msg) {\n",
+       "    fig.message.textContent = msg['message'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_draw = function (fig, _msg) {\n",
+       "    // Request the server to send over a new figure.\n",
+       "    fig.send_draw_message();\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_image_mode = function (fig, msg) {\n",
+       "    fig.image_mode = msg['mode'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_history_buttons = function (fig, msg) {\n",
+       "    for (var key in msg) {\n",
+       "        if (!(key in fig.buttons)) {\n",
+       "            continue;\n",
+       "        }\n",
+       "        fig.buttons[key].disabled = !msg[key];\n",
+       "        fig.buttons[key].setAttribute('aria-disabled', !msg[key]);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_navigate_mode = function (fig, msg) {\n",
+       "    if (msg['mode'] === 'PAN') {\n",
+       "        fig.buttons['Pan'].classList.add('active');\n",
+       "        fig.buttons['Zoom'].classList.remove('active');\n",
+       "    } else if (msg['mode'] === 'ZOOM') {\n",
+       "        fig.buttons['Pan'].classList.remove('active');\n",
+       "        fig.buttons['Zoom'].classList.add('active');\n",
+       "    } else {\n",
+       "        fig.buttons['Pan'].classList.remove('active');\n",
+       "        fig.buttons['Zoom'].classList.remove('active');\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function () {\n",
+       "    // Called whenever the canvas gets updated.\n",
+       "    this.send_message('ack', {});\n",
+       "};\n",
+       "\n",
+       "// A function to construct a web socket function for onmessage handling.\n",
+       "// Called in the figure constructor.\n",
+       "mpl.figure.prototype._make_on_message_function = function (fig) {\n",
+       "    return function socket_on_message(evt) {\n",
+       "        if (evt.data instanceof Blob) {\n",
+       "            var img = evt.data;\n",
+       "            if (img.type !== 'image/png') {\n",
+       "                /* FIXME: We get \"Resource interpreted as Image but\n",
+       "                 * transferred with MIME type text/plain:\" errors on\n",
+       "                 * Chrome.  But how to set the MIME type?  It doesn't seem\n",
+       "                 * to be part of the websocket stream */\n",
+       "                img.type = 'image/png';\n",
+       "            }\n",
+       "\n",
+       "            /* Free the memory for the previous frames */\n",
+       "            if (fig.imageObj.src) {\n",
+       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
+       "                    fig.imageObj.src\n",
+       "                );\n",
+       "            }\n",
+       "\n",
+       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
+       "                img\n",
+       "            );\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        } else if (\n",
+       "            typeof evt.data === 'string' &&\n",
+       "            evt.data.slice(0, 21) === 'data:image/png;base64'\n",
+       "        ) {\n",
+       "            fig.imageObj.src = evt.data;\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        var msg = JSON.parse(evt.data);\n",
+       "        var msg_type = msg['type'];\n",
+       "\n",
+       "        // Call the  \"handle_{type}\" callback, which takes\n",
+       "        // the figure and JSON message as its only arguments.\n",
+       "        try {\n",
+       "            var callback = fig['handle_' + msg_type];\n",
+       "        } catch (e) {\n",
+       "            console.log(\n",
+       "                \"No handler for the '\" + msg_type + \"' message type: \",\n",
+       "                msg\n",
+       "            );\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        if (callback) {\n",
+       "            try {\n",
+       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
+       "                callback(fig, msg);\n",
+       "            } catch (e) {\n",
+       "                console.log(\n",
+       "                    \"Exception inside the 'handler_\" + msg_type + \"' callback:\",\n",
+       "                    e,\n",
+       "                    e.stack,\n",
+       "                    msg\n",
+       "                );\n",
+       "            }\n",
+       "        }\n",
+       "    };\n",
+       "};\n",
+       "\n",
+       "// from https://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
+       "mpl.findpos = function (e) {\n",
+       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
+       "    var targ;\n",
+       "    if (!e) {\n",
+       "        e = window.event;\n",
+       "    }\n",
+       "    if (e.target) {\n",
+       "        targ = e.target;\n",
+       "    } else if (e.srcElement) {\n",
+       "        targ = e.srcElement;\n",
+       "    }\n",
+       "    if (targ.nodeType === 3) {\n",
+       "        // defeat Safari bug\n",
+       "        targ = targ.parentNode;\n",
+       "    }\n",
+       "\n",
+       "    // pageX,Y are the mouse positions relative to the document\n",
+       "    var boundingRect = targ.getBoundingClientRect();\n",
+       "    var x = e.pageX - (boundingRect.left + document.body.scrollLeft);\n",
+       "    var y = e.pageY - (boundingRect.top + document.body.scrollTop);\n",
+       "\n",
+       "    return { x: x, y: y };\n",
+       "};\n",
+       "\n",
+       "/*\n",
+       " * return a copy of an object with only non-object keys\n",
+       " * we need this to avoid circular references\n",
+       " * https://stackoverflow.com/a/24161582/3208463\n",
+       " */\n",
+       "function simpleKeys(original) {\n",
+       "    return Object.keys(original).reduce(function (obj, key) {\n",
+       "        if (typeof original[key] !== 'object') {\n",
+       "            obj[key] = original[key];\n",
+       "        }\n",
+       "        return obj;\n",
+       "    }, {});\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.mouse_event = function (event, name) {\n",
+       "    var canvas_pos = mpl.findpos(event);\n",
+       "\n",
+       "    if (name === 'button_press') {\n",
+       "        this.canvas.focus();\n",
+       "        this.canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    var x = canvas_pos.x * this.ratio;\n",
+       "    var y = canvas_pos.y * this.ratio;\n",
+       "\n",
+       "    this.send_message(name, {\n",
+       "        x: x,\n",
+       "        y: y,\n",
+       "        button: event.button,\n",
+       "        step: event.step,\n",
+       "        guiEvent: simpleKeys(event),\n",
+       "    });\n",
+       "\n",
+       "    /* This prevents the web browser from automatically changing to\n",
+       "     * the text insertion cursor when the button is pressed.  We want\n",
+       "     * to control all of the cursor setting manually through the\n",
+       "     * 'cursor' event from matplotlib */\n",
+       "    event.preventDefault();\n",
+       "    return false;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function (_event, _name) {\n",
+       "    // Handle any extra behaviour associated with a key event\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.key_event = function (event, name) {\n",
+       "    // Prevent repeat events\n",
+       "    if (name === 'key_press') {\n",
+       "        if (event.key === this._key) {\n",
+       "            return;\n",
+       "        } else {\n",
+       "            this._key = event.key;\n",
+       "        }\n",
+       "    }\n",
+       "    if (name === 'key_release') {\n",
+       "        this._key = null;\n",
+       "    }\n",
+       "\n",
+       "    var value = '';\n",
+       "    if (event.ctrlKey && event.key !== 'Control') {\n",
+       "        value += 'ctrl+';\n",
+       "    }\n",
+       "    else if (event.altKey && event.key !== 'Alt') {\n",
+       "        value += 'alt+';\n",
+       "    }\n",
+       "    else if (event.shiftKey && event.key !== 'Shift') {\n",
+       "        value += 'shift+';\n",
+       "    }\n",
+       "\n",
+       "    value += 'k' + event.key;\n",
+       "\n",
+       "    this._key_event_extra(event, name);\n",
+       "\n",
+       "    this.send_message(name, { key: value, guiEvent: simpleKeys(event) });\n",
+       "    return false;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onclick = function (name) {\n",
+       "    if (name === 'download') {\n",
+       "        this.handle_save(this, null);\n",
+       "    } else {\n",
+       "        this.send_message('toolbar_button', { name: name });\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onmouseover = function (tooltip) {\n",
+       "    this.message.textContent = tooltip;\n",
+       "};\n",
+       "\n",
+       "///////////////// REMAINING CONTENT GENERATED BY embed_js.py /////////////////\n",
+       "// prettier-ignore\n",
+       "var _JSXTOOLS_RESIZE_OBSERVER=function(A){var t,i=new WeakMap,n=new WeakMap,a=new WeakMap,r=new WeakMap,o=new Set;function s(e){if(!(this instanceof s))throw new TypeError(\"Constructor requires 'new' operator\");i.set(this,e)}function h(){throw new TypeError(\"Function is not a constructor\")}function c(e,t,i,n){e=0 in arguments?Number(arguments[0]):0,t=1 in arguments?Number(arguments[1]):0,i=2 in arguments?Number(arguments[2]):0,n=3 in arguments?Number(arguments[3]):0,this.right=(this.x=this.left=e)+(this.width=i),this.bottom=(this.y=this.top=t)+(this.height=n),Object.freeze(this)}function d(){t=requestAnimationFrame(d);var s=new WeakMap,p=new Set;o.forEach((function(t){r.get(t).forEach((function(i){var r=t instanceof window.SVGElement,o=a.get(t),d=r?0:parseFloat(o.paddingTop),f=r?0:parseFloat(o.paddingRight),l=r?0:parseFloat(o.paddingBottom),u=r?0:parseFloat(o.paddingLeft),g=r?0:parseFloat(o.borderTopWidth),m=r?0:parseFloat(o.borderRightWidth),w=r?0:parseFloat(o.borderBottomWidth),b=u+f,F=d+l,v=(r?0:parseFloat(o.borderLeftWidth))+m,W=g+w,y=r?0:t.offsetHeight-W-t.clientHeight,E=r?0:t.offsetWidth-v-t.clientWidth,R=b+v,z=F+W,M=r?t.width:parseFloat(o.width)-R-E,O=r?t.height:parseFloat(o.height)-z-y;if(n.has(t)){var k=n.get(t);if(k[0]===M&&k[1]===O)return}n.set(t,[M,O]);var S=Object.create(h.prototype);S.target=t,S.contentRect=new c(u,d,M,O),s.has(i)||(s.set(i,[]),p.add(i)),s.get(i).push(S)}))})),p.forEach((function(e){i.get(e).call(e,s.get(e),e)}))}return s.prototype.observe=function(i){if(i instanceof window.Element){r.has(i)||(r.set(i,new Set),o.add(i),a.set(i,window.getComputedStyle(i)));var n=r.get(i);n.has(this)||n.add(this),cancelAnimationFrame(t),t=requestAnimationFrame(d)}},s.prototype.unobserve=function(i){if(i instanceof window.Element&&r.has(i)){var n=r.get(i);n.has(this)&&(n.delete(this),n.size||(r.delete(i),o.delete(i))),n.size||r.delete(i),o.size||cancelAnimationFrame(t)}},A.DOMRectReadOnly=c,A.ResizeObserver=s,A.ResizeObserverEntry=h,A}; // eslint-disable-line\n",
+       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Left button pans, Right button zooms\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\\nx/y fixes axis\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
+       "\n",
+       "mpl.extensions = [\"eps\", \"jpeg\", \"pgf\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
+       "\n",
+       "mpl.default_extension = \"png\";/* global mpl */\n",
+       "\n",
+       "var comm_websocket_adapter = function (comm) {\n",
+       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
+       "    // object with the appropriate methods. Currently this is a non binary\n",
+       "    // socket, so there is still some room for performance tuning.\n",
+       "    var ws = {};\n",
+       "\n",
+       "    ws.binaryType = comm.kernel.ws.binaryType;\n",
+       "    ws.readyState = comm.kernel.ws.readyState;\n",
+       "    function updateReadyState(_event) {\n",
+       "        if (comm.kernel.ws) {\n",
+       "            ws.readyState = comm.kernel.ws.readyState;\n",
+       "        } else {\n",
+       "            ws.readyState = 3; // Closed state.\n",
+       "        }\n",
+       "    }\n",
+       "    comm.kernel.ws.addEventListener('open', updateReadyState);\n",
+       "    comm.kernel.ws.addEventListener('close', updateReadyState);\n",
+       "    comm.kernel.ws.addEventListener('error', updateReadyState);\n",
+       "\n",
+       "    ws.close = function () {\n",
+       "        comm.close();\n",
+       "    };\n",
+       "    ws.send = function (m) {\n",
+       "        //console.log('sending', m);\n",
+       "        comm.send(m);\n",
+       "    };\n",
+       "    // Register the callback with on_msg.\n",
+       "    comm.on_msg(function (msg) {\n",
+       "        //console.log('receiving', msg['content']['data'], msg);\n",
+       "        var data = msg['content']['data'];\n",
+       "        if (data['blob'] !== undefined) {\n",
+       "            data = {\n",
+       "                data: new Blob(msg['buffers'], { type: data['blob'] }),\n",
+       "            };\n",
+       "        }\n",
+       "        // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
+       "        ws.onmessage(data);\n",
+       "    });\n",
+       "    return ws;\n",
+       "};\n",
+       "\n",
+       "mpl.mpl_figure_comm = function (comm, msg) {\n",
+       "    // This is the function which gets called when the mpl process\n",
+       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
+       "\n",
+       "    var id = msg.content.data.id;\n",
+       "    // Get hold of the div created by the display call when the Comm\n",
+       "    // socket was opened in Python.\n",
+       "    var element = document.getElementById(id);\n",
+       "    var ws_proxy = comm_websocket_adapter(comm);\n",
+       "\n",
+       "    function ondownload(figure, _format) {\n",
+       "        window.open(figure.canvas.toDataURL());\n",
+       "    }\n",
+       "\n",
+       "    var fig = new mpl.figure(id, ws_proxy, ondownload, element);\n",
+       "\n",
+       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
+       "    // web socket which is closed, not our websocket->open comm proxy.\n",
+       "    ws_proxy.onopen();\n",
+       "\n",
+       "    fig.parent_element = element;\n",
+       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
+       "    if (!fig.cell_info) {\n",
+       "        console.error('Failed to find cell for figure', id, fig);\n",
+       "        return;\n",
+       "    }\n",
+       "    fig.cell_info[0].output_area.element.on(\n",
+       "        'cleared',\n",
+       "        { fig: fig },\n",
+       "        fig._remove_fig_handler\n",
+       "    );\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_close = function (fig, msg) {\n",
+       "    var width = fig.canvas.width / fig.ratio;\n",
+       "    fig.cell_info[0].output_area.element.off(\n",
+       "        'cleared',\n",
+       "        fig._remove_fig_handler\n",
+       "    );\n",
+       "    fig.resizeObserverInstance.unobserve(fig.canvas_div);\n",
+       "\n",
+       "    // Update the output cell to use the data from the current canvas.\n",
+       "    fig.push_to_output();\n",
+       "    var dataURL = fig.canvas.toDataURL();\n",
+       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
+       "    // the notebook keyboard shortcuts fail.\n",
+       "    IPython.keyboard_manager.enable();\n",
+       "    fig.parent_element.innerHTML =\n",
+       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
+       "    fig.close_ws(fig, msg);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.close_ws = function (fig, msg) {\n",
+       "    fig.send_message('closing', msg);\n",
+       "    // fig.ws.close()\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.push_to_output = function (_remove_interactive) {\n",
+       "    // Turn the data on the canvas into data in the output cell.\n",
+       "    var width = this.canvas.width / this.ratio;\n",
+       "    var dataURL = this.canvas.toDataURL();\n",
+       "    this.cell_info[1]['text/html'] =\n",
+       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function () {\n",
+       "    // Tell IPython that the notebook contents must change.\n",
+       "    IPython.notebook.set_dirty(true);\n",
+       "    this.send_message('ack', {});\n",
+       "    var fig = this;\n",
+       "    // Wait a second, then push the new image to the DOM so\n",
+       "    // that it is saved nicely (might be nice to debounce this).\n",
+       "    setTimeout(function () {\n",
+       "        fig.push_to_output();\n",
+       "    }, 1000);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var toolbar = document.createElement('div');\n",
+       "    toolbar.classList = 'btn-toolbar';\n",
+       "    this.root.appendChild(toolbar);\n",
+       "\n",
+       "    function on_click_closure(name) {\n",
+       "        return function (_event) {\n",
+       "            return fig.toolbar_button_onclick(name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    function on_mouseover_closure(tooltip) {\n",
+       "        return function (event) {\n",
+       "            if (!event.currentTarget.disabled) {\n",
+       "                return fig.toolbar_button_onmouseover(tooltip);\n",
+       "            }\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    fig.buttons = {};\n",
+       "    var buttonGroup = document.createElement('div');\n",
+       "    buttonGroup.classList = 'btn-group';\n",
+       "    var button;\n",
+       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) {\n",
+       "            /* Instead of a spacer, we start a new button group. */\n",
+       "            if (buttonGroup.hasChildNodes()) {\n",
+       "                toolbar.appendChild(buttonGroup);\n",
+       "            }\n",
+       "            buttonGroup = document.createElement('div');\n",
+       "            buttonGroup.classList = 'btn-group';\n",
+       "            continue;\n",
+       "        }\n",
+       "\n",
+       "        button = fig.buttons[name] = document.createElement('button');\n",
+       "        button.classList = 'btn btn-default';\n",
+       "        button.href = '#';\n",
+       "        button.title = name;\n",
+       "        button.innerHTML = '<i class=\"fa ' + image + ' fa-lg\"></i>';\n",
+       "        button.addEventListener('click', on_click_closure(method_name));\n",
+       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
+       "        buttonGroup.appendChild(button);\n",
+       "    }\n",
+       "\n",
+       "    if (buttonGroup.hasChildNodes()) {\n",
+       "        toolbar.appendChild(buttonGroup);\n",
+       "    }\n",
+       "\n",
+       "    // Add the status bar.\n",
+       "    var status_bar = document.createElement('span');\n",
+       "    status_bar.classList = 'mpl-message pull-right';\n",
+       "    toolbar.appendChild(status_bar);\n",
+       "    this.message = status_bar;\n",
+       "\n",
+       "    // Add the close button to the window.\n",
+       "    var buttongrp = document.createElement('div');\n",
+       "    buttongrp.classList = 'btn-group inline pull-right';\n",
+       "    button = document.createElement('button');\n",
+       "    button.classList = 'btn btn-mini btn-primary';\n",
+       "    button.href = '#';\n",
+       "    button.title = 'Stop Interaction';\n",
+       "    button.innerHTML = '<i class=\"fa fa-power-off icon-remove icon-large\"></i>';\n",
+       "    button.addEventListener('click', function (_evt) {\n",
+       "        fig.handle_close(fig, {});\n",
+       "    });\n",
+       "    button.addEventListener(\n",
+       "        'mouseover',\n",
+       "        on_mouseover_closure('Stop Interaction')\n",
+       "    );\n",
+       "    buttongrp.appendChild(button);\n",
+       "    var titlebar = this.root.querySelector('.ui-dialog-titlebar');\n",
+       "    titlebar.insertBefore(buttongrp, titlebar.firstChild);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._remove_fig_handler = function (event) {\n",
+       "    var fig = event.data.fig;\n",
+       "    if (event.target !== this) {\n",
+       "        // Ignore bubbled events from children.\n",
+       "        return;\n",
+       "    }\n",
+       "    fig.close_ws(fig, {});\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function (el) {\n",
+       "    el.style.boxSizing = 'content-box'; // override notebook setting of border-box.\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function (el) {\n",
+       "    // this is important to make the div 'focusable\n",
+       "    el.setAttribute('tabindex', 0);\n",
+       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
+       "    // off when our div gets focus\n",
+       "\n",
+       "    // location in version 3\n",
+       "    if (IPython.notebook.keyboard_manager) {\n",
+       "        IPython.notebook.keyboard_manager.register_events(el);\n",
+       "    } else {\n",
+       "        // location in version 2\n",
+       "        IPython.keyboard_manager.register_events(el);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function (event, _name) {\n",
+       "    // Check for shift+enter\n",
+       "    if (event.shiftKey && event.which === 13) {\n",
+       "        this.canvas_div.blur();\n",
+       "        // select the cell after this one\n",
+       "        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
+       "        IPython.notebook.select(index + 1);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
+       "    fig.ondownload(fig, null);\n",
+       "};\n",
+       "\n",
+       "mpl.find_output_cell = function (html_output) {\n",
+       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
+       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
+       "    // IPython event is triggered only after the cells have been serialised, which for\n",
+       "    // our purposes (turning an active figure into a static one), is too late.\n",
+       "    var cells = IPython.notebook.get_cells();\n",
+       "    var ncells = cells.length;\n",
+       "    for (var i = 0; i < ncells; i++) {\n",
+       "        var cell = cells[i];\n",
+       "        if (cell.cell_type === 'code') {\n",
+       "            for (var j = 0; j < cell.output_area.outputs.length; j++) {\n",
+       "                var data = cell.output_area.outputs[j];\n",
+       "                if (data.data) {\n",
+       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
+       "                    data = data.data;\n",
+       "                }\n",
+       "                if (data['text/html'] === html_output) {\n",
+       "                    return [cell, data, j];\n",
+       "                }\n",
+       "            }\n",
+       "        }\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "// Register the function which deals with the matplotlib target/channel.\n",
+       "// The kernel may be null if the page has been refreshed.\n",
+       "if (IPython.notebook.kernel !== null) {\n",
+       "    IPython.notebook.kernel.comm_manager.register_target(\n",
+       "        'matplotlib',\n",
+       "        mpl.mpl_figure_comm\n",
+       "    );\n",
+       "}\n"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Javascript object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<img 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\" width=\"640\">"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/javascript": [
+       "/* Put everything inside the global mpl namespace */\n",
+       "/* global mpl */\n",
+       "window.mpl = {};\n",
+       "\n",
+       "mpl.get_websocket_type = function () {\n",
+       "    if (typeof WebSocket !== 'undefined') {\n",
+       "        return WebSocket;\n",
+       "    } else if (typeof MozWebSocket !== 'undefined') {\n",
+       "        return MozWebSocket;\n",
+       "    } else {\n",
+       "        alert(\n",
+       "            'Your browser does not have WebSocket support. ' +\n",
+       "                'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
+       "                'Firefox 4 and 5 are also supported but you ' +\n",
+       "                'have to enable WebSockets in about:config.'\n",
+       "        );\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure = function (figure_id, websocket, ondownload, parent_element) {\n",
+       "    this.id = figure_id;\n",
+       "\n",
+       "    this.ws = websocket;\n",
+       "\n",
+       "    this.supports_binary = this.ws.binaryType !== undefined;\n",
+       "\n",
+       "    if (!this.supports_binary) {\n",
+       "        var warnings = document.getElementById('mpl-warnings');\n",
+       "        if (warnings) {\n",
+       "            warnings.style.display = 'block';\n",
+       "            warnings.textContent =\n",
+       "                'This browser does not support binary websocket messages. ' +\n",
+       "                'Performance may be slow.';\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    this.imageObj = new Image();\n",
+       "\n",
+       "    this.context = undefined;\n",
+       "    this.message = undefined;\n",
+       "    this.canvas = undefined;\n",
+       "    this.rubberband_canvas = undefined;\n",
+       "    this.rubberband_context = undefined;\n",
+       "    this.format_dropdown = undefined;\n",
+       "\n",
+       "    this.image_mode = 'full';\n",
+       "\n",
+       "    this.root = document.createElement('div');\n",
+       "    this.root.setAttribute('style', 'display: inline-block');\n",
+       "    this._root_extra_style(this.root);\n",
+       "\n",
+       "    parent_element.appendChild(this.root);\n",
+       "\n",
+       "    this._init_header(this);\n",
+       "    this._init_canvas(this);\n",
+       "    this._init_toolbar(this);\n",
+       "\n",
+       "    var fig = this;\n",
+       "\n",
+       "    this.waiting = false;\n",
+       "\n",
+       "    this.ws.onopen = function () {\n",
+       "        fig.send_message('supports_binary', { value: fig.supports_binary });\n",
+       "        fig.send_message('send_image_mode', {});\n",
+       "        if (fig.ratio !== 1) {\n",
+       "            fig.send_message('set_device_pixel_ratio', {\n",
+       "                device_pixel_ratio: fig.ratio,\n",
+       "            });\n",
+       "        }\n",
+       "        fig.send_message('refresh', {});\n",
+       "    };\n",
+       "\n",
+       "    this.imageObj.onload = function () {\n",
+       "        if (fig.image_mode === 'full') {\n",
+       "            // Full images could contain transparency (where diff images\n",
+       "            // almost always do), so we need to clear the canvas so that\n",
+       "            // there is no ghosting.\n",
+       "            fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
+       "        }\n",
+       "        fig.context.drawImage(fig.imageObj, 0, 0);\n",
+       "    };\n",
+       "\n",
+       "    this.imageObj.onunload = function () {\n",
+       "        fig.ws.close();\n",
+       "    };\n",
+       "\n",
+       "    this.ws.onmessage = this._make_on_message_function(this);\n",
+       "\n",
+       "    this.ondownload = ondownload;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_header = function () {\n",
+       "    var titlebar = document.createElement('div');\n",
+       "    titlebar.classList =\n",
+       "        'ui-dialog-titlebar ui-widget-header ui-corner-all ui-helper-clearfix';\n",
+       "    var titletext = document.createElement('div');\n",
+       "    titletext.classList = 'ui-dialog-title';\n",
+       "    titletext.setAttribute(\n",
+       "        'style',\n",
+       "        'width: 100%; text-align: center; padding: 3px;'\n",
+       "    );\n",
+       "    titlebar.appendChild(titletext);\n",
+       "    this.root.appendChild(titlebar);\n",
+       "    this.header = titletext;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function (_canvas_div) {};\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function (_canvas_div) {};\n",
+       "\n",
+       "mpl.figure.prototype._init_canvas = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var canvas_div = (this.canvas_div = document.createElement('div'));\n",
+       "    canvas_div.setAttribute(\n",
+       "        'style',\n",
+       "        'border: 1px solid #ddd;' +\n",
+       "            'box-sizing: content-box;' +\n",
+       "            'clear: both;' +\n",
+       "            'min-height: 1px;' +\n",
+       "            'min-width: 1px;' +\n",
+       "            'outline: 0;' +\n",
+       "            'overflow: hidden;' +\n",
+       "            'position: relative;' +\n",
+       "            'resize: both;'\n",
+       "    );\n",
+       "\n",
+       "    function on_keyboard_event_closure(name) {\n",
+       "        return function (event) {\n",
+       "            return fig.key_event(event, name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    canvas_div.addEventListener(\n",
+       "        'keydown',\n",
+       "        on_keyboard_event_closure('key_press')\n",
+       "    );\n",
+       "    canvas_div.addEventListener(\n",
+       "        'keyup',\n",
+       "        on_keyboard_event_closure('key_release')\n",
+       "    );\n",
+       "\n",
+       "    this._canvas_extra_style(canvas_div);\n",
+       "    this.root.appendChild(canvas_div);\n",
+       "\n",
+       "    var canvas = (this.canvas = document.createElement('canvas'));\n",
+       "    canvas.classList.add('mpl-canvas');\n",
+       "    canvas.setAttribute('style', 'box-sizing: content-box;');\n",
+       "\n",
+       "    this.context = canvas.getContext('2d');\n",
+       "\n",
+       "    var backingStore =\n",
+       "        this.context.backingStorePixelRatio ||\n",
+       "        this.context.webkitBackingStorePixelRatio ||\n",
+       "        this.context.mozBackingStorePixelRatio ||\n",
+       "        this.context.msBackingStorePixelRatio ||\n",
+       "        this.context.oBackingStorePixelRatio ||\n",
+       "        this.context.backingStorePixelRatio ||\n",
+       "        1;\n",
+       "\n",
+       "    this.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
+       "\n",
+       "    var rubberband_canvas = (this.rubberband_canvas = document.createElement(\n",
+       "        'canvas'\n",
+       "    ));\n",
+       "    rubberband_canvas.setAttribute(\n",
+       "        'style',\n",
+       "        'box-sizing: content-box; position: absolute; left: 0; top: 0; z-index: 1;'\n",
+       "    );\n",
+       "\n",
+       "    // Apply a ponyfill if ResizeObserver is not implemented by browser.\n",
+       "    if (this.ResizeObserver === undefined) {\n",
+       "        if (window.ResizeObserver !== undefined) {\n",
+       "            this.ResizeObserver = window.ResizeObserver;\n",
+       "        } else {\n",
+       "            var obs = _JSXTOOLS_RESIZE_OBSERVER({});\n",
+       "            this.ResizeObserver = obs.ResizeObserver;\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    this.resizeObserverInstance = new this.ResizeObserver(function (entries) {\n",
+       "        var nentries = entries.length;\n",
+       "        for (var i = 0; i < nentries; i++) {\n",
+       "            var entry = entries[i];\n",
+       "            var width, height;\n",
+       "            if (entry.contentBoxSize) {\n",
+       "                if (entry.contentBoxSize instanceof Array) {\n",
+       "                    // Chrome 84 implements new version of spec.\n",
+       "                    width = entry.contentBoxSize[0].inlineSize;\n",
+       "                    height = entry.contentBoxSize[0].blockSize;\n",
+       "                } else {\n",
+       "                    // Firefox implements old version of spec.\n",
+       "                    width = entry.contentBoxSize.inlineSize;\n",
+       "                    height = entry.contentBoxSize.blockSize;\n",
+       "                }\n",
+       "            } else {\n",
+       "                // Chrome <84 implements even older version of spec.\n",
+       "                width = entry.contentRect.width;\n",
+       "                height = entry.contentRect.height;\n",
+       "            }\n",
+       "\n",
+       "            // Keep the size of the canvas and rubber band canvas in sync with\n",
+       "            // the canvas container.\n",
+       "            if (entry.devicePixelContentBoxSize) {\n",
+       "                // Chrome 84 implements new version of spec.\n",
+       "                canvas.setAttribute(\n",
+       "                    'width',\n",
+       "                    entry.devicePixelContentBoxSize[0].inlineSize\n",
+       "                );\n",
+       "                canvas.setAttribute(\n",
+       "                    'height',\n",
+       "                    entry.devicePixelContentBoxSize[0].blockSize\n",
+       "                );\n",
+       "            } else {\n",
+       "                canvas.setAttribute('width', width * fig.ratio);\n",
+       "                canvas.setAttribute('height', height * fig.ratio);\n",
+       "            }\n",
+       "            canvas.setAttribute(\n",
+       "                'style',\n",
+       "                'width: ' + width + 'px; height: ' + height + 'px;'\n",
+       "            );\n",
+       "\n",
+       "            rubberband_canvas.setAttribute('width', width);\n",
+       "            rubberband_canvas.setAttribute('height', height);\n",
+       "\n",
+       "            // And update the size in Python. We ignore the initial 0/0 size\n",
+       "            // that occurs as the element is placed into the DOM, which should\n",
+       "            // otherwise not happen due to the minimum size styling.\n",
+       "            if (fig.ws.readyState == 1 && width != 0 && height != 0) {\n",
+       "                fig.request_resize(width, height);\n",
+       "            }\n",
+       "        }\n",
+       "    });\n",
+       "    this.resizeObserverInstance.observe(canvas_div);\n",
+       "\n",
+       "    function on_mouse_event_closure(name) {\n",
+       "        return function (event) {\n",
+       "            return fig.mouse_event(event, name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mousedown',\n",
+       "        on_mouse_event_closure('button_press')\n",
+       "    );\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mouseup',\n",
+       "        on_mouse_event_closure('button_release')\n",
+       "    );\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'dblclick',\n",
+       "        on_mouse_event_closure('dblclick')\n",
+       "    );\n",
+       "    // Throttle sequential mouse events to 1 every 20ms.\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mousemove',\n",
+       "        on_mouse_event_closure('motion_notify')\n",
+       "    );\n",
+       "\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mouseenter',\n",
+       "        on_mouse_event_closure('figure_enter')\n",
+       "    );\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mouseleave',\n",
+       "        on_mouse_event_closure('figure_leave')\n",
+       "    );\n",
+       "\n",
+       "    canvas_div.addEventListener('wheel', function (event) {\n",
+       "        if (event.deltaY < 0) {\n",
+       "            event.step = 1;\n",
+       "        } else {\n",
+       "            event.step = -1;\n",
+       "        }\n",
+       "        on_mouse_event_closure('scroll')(event);\n",
+       "    });\n",
+       "\n",
+       "    canvas_div.appendChild(canvas);\n",
+       "    canvas_div.appendChild(rubberband_canvas);\n",
+       "\n",
+       "    this.rubberband_context = rubberband_canvas.getContext('2d');\n",
+       "    this.rubberband_context.strokeStyle = '#000000';\n",
+       "\n",
+       "    this._resize_canvas = function (width, height, forward) {\n",
+       "        if (forward) {\n",
+       "            canvas_div.style.width = width + 'px';\n",
+       "            canvas_div.style.height = height + 'px';\n",
+       "        }\n",
+       "    };\n",
+       "\n",
+       "    // Disable right mouse context menu.\n",
+       "    this.rubberband_canvas.addEventListener('contextmenu', function (_e) {\n",
+       "        event.preventDefault();\n",
+       "        return false;\n",
+       "    });\n",
+       "\n",
+       "    function set_focus() {\n",
+       "        canvas.focus();\n",
+       "        canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    window.setTimeout(set_focus, 100);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var toolbar = document.createElement('div');\n",
+       "    toolbar.classList = 'mpl-toolbar';\n",
+       "    this.root.appendChild(toolbar);\n",
+       "\n",
+       "    function on_click_closure(name) {\n",
+       "        return function (_event) {\n",
+       "            return fig.toolbar_button_onclick(name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    function on_mouseover_closure(tooltip) {\n",
+       "        return function (event) {\n",
+       "            if (!event.currentTarget.disabled) {\n",
+       "                return fig.toolbar_button_onmouseover(tooltip);\n",
+       "            }\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    fig.buttons = {};\n",
+       "    var buttonGroup = document.createElement('div');\n",
+       "    buttonGroup.classList = 'mpl-button-group';\n",
+       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) {\n",
+       "            /* Instead of a spacer, we start a new button group. */\n",
+       "            if (buttonGroup.hasChildNodes()) {\n",
+       "                toolbar.appendChild(buttonGroup);\n",
+       "            }\n",
+       "            buttonGroup = document.createElement('div');\n",
+       "            buttonGroup.classList = 'mpl-button-group';\n",
+       "            continue;\n",
+       "        }\n",
+       "\n",
+       "        var button = (fig.buttons[name] = document.createElement('button'));\n",
+       "        button.classList = 'mpl-widget';\n",
+       "        button.setAttribute('role', 'button');\n",
+       "        button.setAttribute('aria-disabled', 'false');\n",
+       "        button.addEventListener('click', on_click_closure(method_name));\n",
+       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
+       "\n",
+       "        var icon_img = document.createElement('img');\n",
+       "        icon_img.src = '_images/' + image + '.png';\n",
+       "        icon_img.srcset = '_images/' + image + '_large.png 2x';\n",
+       "        icon_img.alt = tooltip;\n",
+       "        button.appendChild(icon_img);\n",
+       "\n",
+       "        buttonGroup.appendChild(button);\n",
+       "    }\n",
+       "\n",
+       "    if (buttonGroup.hasChildNodes()) {\n",
+       "        toolbar.appendChild(buttonGroup);\n",
+       "    }\n",
+       "\n",
+       "    var fmt_picker = document.createElement('select');\n",
+       "    fmt_picker.classList = 'mpl-widget';\n",
+       "    toolbar.appendChild(fmt_picker);\n",
+       "    this.format_dropdown = fmt_picker;\n",
+       "\n",
+       "    for (var ind in mpl.extensions) {\n",
+       "        var fmt = mpl.extensions[ind];\n",
+       "        var option = document.createElement('option');\n",
+       "        option.selected = fmt === mpl.default_extension;\n",
+       "        option.innerHTML = fmt;\n",
+       "        fmt_picker.appendChild(option);\n",
+       "    }\n",
+       "\n",
+       "    var status_bar = document.createElement('span');\n",
+       "    status_bar.classList = 'mpl-message';\n",
+       "    toolbar.appendChild(status_bar);\n",
+       "    this.message = status_bar;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.request_resize = function (x_pixels, y_pixels) {\n",
+       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
+       "    // which will in turn request a refresh of the image.\n",
+       "    this.send_message('resize', { width: x_pixels, height: y_pixels });\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.send_message = function (type, properties) {\n",
+       "    properties['type'] = type;\n",
+       "    properties['figure_id'] = this.id;\n",
+       "    this.ws.send(JSON.stringify(properties));\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.send_draw_message = function () {\n",
+       "    if (!this.waiting) {\n",
+       "        this.waiting = true;\n",
+       "        this.ws.send(JSON.stringify({ type: 'draw', figure_id: this.id }));\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
+       "    var format_dropdown = fig.format_dropdown;\n",
+       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
+       "    fig.ondownload(fig, format);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_resize = function (fig, msg) {\n",
+       "    var size = msg['size'];\n",
+       "    if (size[0] !== fig.canvas.width || size[1] !== fig.canvas.height) {\n",
+       "        fig._resize_canvas(size[0], size[1], msg['forward']);\n",
+       "        fig.send_message('refresh', {});\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_rubberband = function (fig, msg) {\n",
+       "    var x0 = msg['x0'] / fig.ratio;\n",
+       "    var y0 = (fig.canvas.height - msg['y0']) / fig.ratio;\n",
+       "    var x1 = msg['x1'] / fig.ratio;\n",
+       "    var y1 = (fig.canvas.height - msg['y1']) / fig.ratio;\n",
+       "    x0 = Math.floor(x0) + 0.5;\n",
+       "    y0 = Math.floor(y0) + 0.5;\n",
+       "    x1 = Math.floor(x1) + 0.5;\n",
+       "    y1 = Math.floor(y1) + 0.5;\n",
+       "    var min_x = Math.min(x0, x1);\n",
+       "    var min_y = Math.min(y0, y1);\n",
+       "    var width = Math.abs(x1 - x0);\n",
+       "    var height = Math.abs(y1 - y0);\n",
+       "\n",
+       "    fig.rubberband_context.clearRect(\n",
+       "        0,\n",
+       "        0,\n",
+       "        fig.canvas.width / fig.ratio,\n",
+       "        fig.canvas.height / fig.ratio\n",
+       "    );\n",
+       "\n",
+       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_figure_label = function (fig, msg) {\n",
+       "    // Updates the figure title.\n",
+       "    fig.header.textContent = msg['label'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_cursor = function (fig, msg) {\n",
+       "    fig.rubberband_canvas.style.cursor = msg['cursor'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_message = function (fig, msg) {\n",
+       "    fig.message.textContent = msg['message'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_draw = function (fig, _msg) {\n",
+       "    // Request the server to send over a new figure.\n",
+       "    fig.send_draw_message();\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_image_mode = function (fig, msg) {\n",
+       "    fig.image_mode = msg['mode'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_history_buttons = function (fig, msg) {\n",
+       "    for (var key in msg) {\n",
+       "        if (!(key in fig.buttons)) {\n",
+       "            continue;\n",
+       "        }\n",
+       "        fig.buttons[key].disabled = !msg[key];\n",
+       "        fig.buttons[key].setAttribute('aria-disabled', !msg[key]);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_navigate_mode = function (fig, msg) {\n",
+       "    if (msg['mode'] === 'PAN') {\n",
+       "        fig.buttons['Pan'].classList.add('active');\n",
+       "        fig.buttons['Zoom'].classList.remove('active');\n",
+       "    } else if (msg['mode'] === 'ZOOM') {\n",
+       "        fig.buttons['Pan'].classList.remove('active');\n",
+       "        fig.buttons['Zoom'].classList.add('active');\n",
+       "    } else {\n",
+       "        fig.buttons['Pan'].classList.remove('active');\n",
+       "        fig.buttons['Zoom'].classList.remove('active');\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function () {\n",
+       "    // Called whenever the canvas gets updated.\n",
+       "    this.send_message('ack', {});\n",
+       "};\n",
+       "\n",
+       "// A function to construct a web socket function for onmessage handling.\n",
+       "// Called in the figure constructor.\n",
+       "mpl.figure.prototype._make_on_message_function = function (fig) {\n",
+       "    return function socket_on_message(evt) {\n",
+       "        if (evt.data instanceof Blob) {\n",
+       "            var img = evt.data;\n",
+       "            if (img.type !== 'image/png') {\n",
+       "                /* FIXME: We get \"Resource interpreted as Image but\n",
+       "                 * transferred with MIME type text/plain:\" errors on\n",
+       "                 * Chrome.  But how to set the MIME type?  It doesn't seem\n",
+       "                 * to be part of the websocket stream */\n",
+       "                img.type = 'image/png';\n",
+       "            }\n",
+       "\n",
+       "            /* Free the memory for the previous frames */\n",
+       "            if (fig.imageObj.src) {\n",
+       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
+       "                    fig.imageObj.src\n",
+       "                );\n",
+       "            }\n",
+       "\n",
+       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
+       "                img\n",
+       "            );\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        } else if (\n",
+       "            typeof evt.data === 'string' &&\n",
+       "            evt.data.slice(0, 21) === 'data:image/png;base64'\n",
+       "        ) {\n",
+       "            fig.imageObj.src = evt.data;\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        var msg = JSON.parse(evt.data);\n",
+       "        var msg_type = msg['type'];\n",
+       "\n",
+       "        // Call the  \"handle_{type}\" callback, which takes\n",
+       "        // the figure and JSON message as its only arguments.\n",
+       "        try {\n",
+       "            var callback = fig['handle_' + msg_type];\n",
+       "        } catch (e) {\n",
+       "            console.log(\n",
+       "                \"No handler for the '\" + msg_type + \"' message type: \",\n",
+       "                msg\n",
+       "            );\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        if (callback) {\n",
+       "            try {\n",
+       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
+       "                callback(fig, msg);\n",
+       "            } catch (e) {\n",
+       "                console.log(\n",
+       "                    \"Exception inside the 'handler_\" + msg_type + \"' callback:\",\n",
+       "                    e,\n",
+       "                    e.stack,\n",
+       "                    msg\n",
+       "                );\n",
+       "            }\n",
+       "        }\n",
+       "    };\n",
+       "};\n",
+       "\n",
+       "// from https://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
+       "mpl.findpos = function (e) {\n",
+       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
+       "    var targ;\n",
+       "    if (!e) {\n",
+       "        e = window.event;\n",
+       "    }\n",
+       "    if (e.target) {\n",
+       "        targ = e.target;\n",
+       "    } else if (e.srcElement) {\n",
+       "        targ = e.srcElement;\n",
+       "    }\n",
+       "    if (targ.nodeType === 3) {\n",
+       "        // defeat Safari bug\n",
+       "        targ = targ.parentNode;\n",
+       "    }\n",
+       "\n",
+       "    // pageX,Y are the mouse positions relative to the document\n",
+       "    var boundingRect = targ.getBoundingClientRect();\n",
+       "    var x = e.pageX - (boundingRect.left + document.body.scrollLeft);\n",
+       "    var y = e.pageY - (boundingRect.top + document.body.scrollTop);\n",
+       "\n",
+       "    return { x: x, y: y };\n",
+       "};\n",
+       "\n",
+       "/*\n",
+       " * return a copy of an object with only non-object keys\n",
+       " * we need this to avoid circular references\n",
+       " * https://stackoverflow.com/a/24161582/3208463\n",
+       " */\n",
+       "function simpleKeys(original) {\n",
+       "    return Object.keys(original).reduce(function (obj, key) {\n",
+       "        if (typeof original[key] !== 'object') {\n",
+       "            obj[key] = original[key];\n",
+       "        }\n",
+       "        return obj;\n",
+       "    }, {});\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.mouse_event = function (event, name) {\n",
+       "    var canvas_pos = mpl.findpos(event);\n",
+       "\n",
+       "    if (name === 'button_press') {\n",
+       "        this.canvas.focus();\n",
+       "        this.canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    var x = canvas_pos.x * this.ratio;\n",
+       "    var y = canvas_pos.y * this.ratio;\n",
+       "\n",
+       "    this.send_message(name, {\n",
+       "        x: x,\n",
+       "        y: y,\n",
+       "        button: event.button,\n",
+       "        step: event.step,\n",
+       "        guiEvent: simpleKeys(event),\n",
+       "    });\n",
+       "\n",
+       "    /* This prevents the web browser from automatically changing to\n",
+       "     * the text insertion cursor when the button is pressed.  We want\n",
+       "     * to control all of the cursor setting manually through the\n",
+       "     * 'cursor' event from matplotlib */\n",
+       "    event.preventDefault();\n",
+       "    return false;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function (_event, _name) {\n",
+       "    // Handle any extra behaviour associated with a key event\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.key_event = function (event, name) {\n",
+       "    // Prevent repeat events\n",
+       "    if (name === 'key_press') {\n",
+       "        if (event.key === this._key) {\n",
+       "            return;\n",
+       "        } else {\n",
+       "            this._key = event.key;\n",
+       "        }\n",
+       "    }\n",
+       "    if (name === 'key_release') {\n",
+       "        this._key = null;\n",
+       "    }\n",
+       "\n",
+       "    var value = '';\n",
+       "    if (event.ctrlKey && event.key !== 'Control') {\n",
+       "        value += 'ctrl+';\n",
+       "    }\n",
+       "    else if (event.altKey && event.key !== 'Alt') {\n",
+       "        value += 'alt+';\n",
+       "    }\n",
+       "    else if (event.shiftKey && event.key !== 'Shift') {\n",
+       "        value += 'shift+';\n",
+       "    }\n",
+       "\n",
+       "    value += 'k' + event.key;\n",
+       "\n",
+       "    this._key_event_extra(event, name);\n",
+       "\n",
+       "    this.send_message(name, { key: value, guiEvent: simpleKeys(event) });\n",
+       "    return false;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onclick = function (name) {\n",
+       "    if (name === 'download') {\n",
+       "        this.handle_save(this, null);\n",
+       "    } else {\n",
+       "        this.send_message('toolbar_button', { name: name });\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onmouseover = function (tooltip) {\n",
+       "    this.message.textContent = tooltip;\n",
+       "};\n",
+       "\n",
+       "///////////////// REMAINING CONTENT GENERATED BY embed_js.py /////////////////\n",
+       "// prettier-ignore\n",
+       "var _JSXTOOLS_RESIZE_OBSERVER=function(A){var t,i=new WeakMap,n=new WeakMap,a=new WeakMap,r=new WeakMap,o=new Set;function s(e){if(!(this instanceof s))throw new TypeError(\"Constructor requires 'new' operator\");i.set(this,e)}function h(){throw new TypeError(\"Function is not a constructor\")}function c(e,t,i,n){e=0 in arguments?Number(arguments[0]):0,t=1 in arguments?Number(arguments[1]):0,i=2 in arguments?Number(arguments[2]):0,n=3 in arguments?Number(arguments[3]):0,this.right=(this.x=this.left=e)+(this.width=i),this.bottom=(this.y=this.top=t)+(this.height=n),Object.freeze(this)}function d(){t=requestAnimationFrame(d);var s=new WeakMap,p=new Set;o.forEach((function(t){r.get(t).forEach((function(i){var r=t instanceof window.SVGElement,o=a.get(t),d=r?0:parseFloat(o.paddingTop),f=r?0:parseFloat(o.paddingRight),l=r?0:parseFloat(o.paddingBottom),u=r?0:parseFloat(o.paddingLeft),g=r?0:parseFloat(o.borderTopWidth),m=r?0:parseFloat(o.borderRightWidth),w=r?0:parseFloat(o.borderBottomWidth),b=u+f,F=d+l,v=(r?0:parseFloat(o.borderLeftWidth))+m,W=g+w,y=r?0:t.offsetHeight-W-t.clientHeight,E=r?0:t.offsetWidth-v-t.clientWidth,R=b+v,z=F+W,M=r?t.width:parseFloat(o.width)-R-E,O=r?t.height:parseFloat(o.height)-z-y;if(n.has(t)){var k=n.get(t);if(k[0]===M&&k[1]===O)return}n.set(t,[M,O]);var S=Object.create(h.prototype);S.target=t,S.contentRect=new c(u,d,M,O),s.has(i)||(s.set(i,[]),p.add(i)),s.get(i).push(S)}))})),p.forEach((function(e){i.get(e).call(e,s.get(e),e)}))}return s.prototype.observe=function(i){if(i instanceof window.Element){r.has(i)||(r.set(i,new Set),o.add(i),a.set(i,window.getComputedStyle(i)));var n=r.get(i);n.has(this)||n.add(this),cancelAnimationFrame(t),t=requestAnimationFrame(d)}},s.prototype.unobserve=function(i){if(i instanceof window.Element&&r.has(i)){var n=r.get(i);n.has(this)&&(n.delete(this),n.size||(r.delete(i),o.delete(i))),n.size||r.delete(i),o.size||cancelAnimationFrame(t)}},A.DOMRectReadOnly=c,A.ResizeObserver=s,A.ResizeObserverEntry=h,A}; // eslint-disable-line\n",
+       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Left button pans, Right button zooms\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\\nx/y fixes axis\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
+       "\n",
+       "mpl.extensions = [\"eps\", \"jpeg\", \"pgf\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
+       "\n",
+       "mpl.default_extension = \"png\";/* global mpl */\n",
+       "\n",
+       "var comm_websocket_adapter = function (comm) {\n",
+       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
+       "    // object with the appropriate methods. Currently this is a non binary\n",
+       "    // socket, so there is still some room for performance tuning.\n",
+       "    var ws = {};\n",
+       "\n",
+       "    ws.binaryType = comm.kernel.ws.binaryType;\n",
+       "    ws.readyState = comm.kernel.ws.readyState;\n",
+       "    function updateReadyState(_event) {\n",
+       "        if (comm.kernel.ws) {\n",
+       "            ws.readyState = comm.kernel.ws.readyState;\n",
+       "        } else {\n",
+       "            ws.readyState = 3; // Closed state.\n",
+       "        }\n",
+       "    }\n",
+       "    comm.kernel.ws.addEventListener('open', updateReadyState);\n",
+       "    comm.kernel.ws.addEventListener('close', updateReadyState);\n",
+       "    comm.kernel.ws.addEventListener('error', updateReadyState);\n",
+       "\n",
+       "    ws.close = function () {\n",
+       "        comm.close();\n",
+       "    };\n",
+       "    ws.send = function (m) {\n",
+       "        //console.log('sending', m);\n",
+       "        comm.send(m);\n",
+       "    };\n",
+       "    // Register the callback with on_msg.\n",
+       "    comm.on_msg(function (msg) {\n",
+       "        //console.log('receiving', msg['content']['data'], msg);\n",
+       "        var data = msg['content']['data'];\n",
+       "        if (data['blob'] !== undefined) {\n",
+       "            data = {\n",
+       "                data: new Blob(msg['buffers'], { type: data['blob'] }),\n",
+       "            };\n",
+       "        }\n",
+       "        // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
+       "        ws.onmessage(data);\n",
+       "    });\n",
+       "    return ws;\n",
+       "};\n",
+       "\n",
+       "mpl.mpl_figure_comm = function (comm, msg) {\n",
+       "    // This is the function which gets called when the mpl process\n",
+       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
+       "\n",
+       "    var id = msg.content.data.id;\n",
+       "    // Get hold of the div created by the display call when the Comm\n",
+       "    // socket was opened in Python.\n",
+       "    var element = document.getElementById(id);\n",
+       "    var ws_proxy = comm_websocket_adapter(comm);\n",
+       "\n",
+       "    function ondownload(figure, _format) {\n",
+       "        window.open(figure.canvas.toDataURL());\n",
+       "    }\n",
+       "\n",
+       "    var fig = new mpl.figure(id, ws_proxy, ondownload, element);\n",
+       "\n",
+       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
+       "    // web socket which is closed, not our websocket->open comm proxy.\n",
+       "    ws_proxy.onopen();\n",
+       "\n",
+       "    fig.parent_element = element;\n",
+       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
+       "    if (!fig.cell_info) {\n",
+       "        console.error('Failed to find cell for figure', id, fig);\n",
+       "        return;\n",
+       "    }\n",
+       "    fig.cell_info[0].output_area.element.on(\n",
+       "        'cleared',\n",
+       "        { fig: fig },\n",
+       "        fig._remove_fig_handler\n",
+       "    );\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_close = function (fig, msg) {\n",
+       "    var width = fig.canvas.width / fig.ratio;\n",
+       "    fig.cell_info[0].output_area.element.off(\n",
+       "        'cleared',\n",
+       "        fig._remove_fig_handler\n",
+       "    );\n",
+       "    fig.resizeObserverInstance.unobserve(fig.canvas_div);\n",
+       "\n",
+       "    // Update the output cell to use the data from the current canvas.\n",
+       "    fig.push_to_output();\n",
+       "    var dataURL = fig.canvas.toDataURL();\n",
+       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
+       "    // the notebook keyboard shortcuts fail.\n",
+       "    IPython.keyboard_manager.enable();\n",
+       "    fig.parent_element.innerHTML =\n",
+       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
+       "    fig.close_ws(fig, msg);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.close_ws = function (fig, msg) {\n",
+       "    fig.send_message('closing', msg);\n",
+       "    // fig.ws.close()\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.push_to_output = function (_remove_interactive) {\n",
+       "    // Turn the data on the canvas into data in the output cell.\n",
+       "    var width = this.canvas.width / this.ratio;\n",
+       "    var dataURL = this.canvas.toDataURL();\n",
+       "    this.cell_info[1]['text/html'] =\n",
+       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function () {\n",
+       "    // Tell IPython that the notebook contents must change.\n",
+       "    IPython.notebook.set_dirty(true);\n",
+       "    this.send_message('ack', {});\n",
+       "    var fig = this;\n",
+       "    // Wait a second, then push the new image to the DOM so\n",
+       "    // that it is saved nicely (might be nice to debounce this).\n",
+       "    setTimeout(function () {\n",
+       "        fig.push_to_output();\n",
+       "    }, 1000);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var toolbar = document.createElement('div');\n",
+       "    toolbar.classList = 'btn-toolbar';\n",
+       "    this.root.appendChild(toolbar);\n",
+       "\n",
+       "    function on_click_closure(name) {\n",
+       "        return function (_event) {\n",
+       "            return fig.toolbar_button_onclick(name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    function on_mouseover_closure(tooltip) {\n",
+       "        return function (event) {\n",
+       "            if (!event.currentTarget.disabled) {\n",
+       "                return fig.toolbar_button_onmouseover(tooltip);\n",
+       "            }\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    fig.buttons = {};\n",
+       "    var buttonGroup = document.createElement('div');\n",
+       "    buttonGroup.classList = 'btn-group';\n",
+       "    var button;\n",
+       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) {\n",
+       "            /* Instead of a spacer, we start a new button group. */\n",
+       "            if (buttonGroup.hasChildNodes()) {\n",
+       "                toolbar.appendChild(buttonGroup);\n",
+       "            }\n",
+       "            buttonGroup = document.createElement('div');\n",
+       "            buttonGroup.classList = 'btn-group';\n",
+       "            continue;\n",
+       "        }\n",
+       "\n",
+       "        button = fig.buttons[name] = document.createElement('button');\n",
+       "        button.classList = 'btn btn-default';\n",
+       "        button.href = '#';\n",
+       "        button.title = name;\n",
+       "        button.innerHTML = '<i class=\"fa ' + image + ' fa-lg\"></i>';\n",
+       "        button.addEventListener('click', on_click_closure(method_name));\n",
+       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
+       "        buttonGroup.appendChild(button);\n",
+       "    }\n",
+       "\n",
+       "    if (buttonGroup.hasChildNodes()) {\n",
+       "        toolbar.appendChild(buttonGroup);\n",
+       "    }\n",
+       "\n",
+       "    // Add the status bar.\n",
+       "    var status_bar = document.createElement('span');\n",
+       "    status_bar.classList = 'mpl-message pull-right';\n",
+       "    toolbar.appendChild(status_bar);\n",
+       "    this.message = status_bar;\n",
+       "\n",
+       "    // Add the close button to the window.\n",
+       "    var buttongrp = document.createElement('div');\n",
+       "    buttongrp.classList = 'btn-group inline pull-right';\n",
+       "    button = document.createElement('button');\n",
+       "    button.classList = 'btn btn-mini btn-primary';\n",
+       "    button.href = '#';\n",
+       "    button.title = 'Stop Interaction';\n",
+       "    button.innerHTML = '<i class=\"fa fa-power-off icon-remove icon-large\"></i>';\n",
+       "    button.addEventListener('click', function (_evt) {\n",
+       "        fig.handle_close(fig, {});\n",
+       "    });\n",
+       "    button.addEventListener(\n",
+       "        'mouseover',\n",
+       "        on_mouseover_closure('Stop Interaction')\n",
+       "    );\n",
+       "    buttongrp.appendChild(button);\n",
+       "    var titlebar = this.root.querySelector('.ui-dialog-titlebar');\n",
+       "    titlebar.insertBefore(buttongrp, titlebar.firstChild);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._remove_fig_handler = function (event) {\n",
+       "    var fig = event.data.fig;\n",
+       "    if (event.target !== this) {\n",
+       "        // Ignore bubbled events from children.\n",
+       "        return;\n",
+       "    }\n",
+       "    fig.close_ws(fig, {});\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function (el) {\n",
+       "    el.style.boxSizing = 'content-box'; // override notebook setting of border-box.\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function (el) {\n",
+       "    // this is important to make the div 'focusable\n",
+       "    el.setAttribute('tabindex', 0);\n",
+       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
+       "    // off when our div gets focus\n",
+       "\n",
+       "    // location in version 3\n",
+       "    if (IPython.notebook.keyboard_manager) {\n",
+       "        IPython.notebook.keyboard_manager.register_events(el);\n",
+       "    } else {\n",
+       "        // location in version 2\n",
+       "        IPython.keyboard_manager.register_events(el);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function (event, _name) {\n",
+       "    // Check for shift+enter\n",
+       "    if (event.shiftKey && event.which === 13) {\n",
+       "        this.canvas_div.blur();\n",
+       "        // select the cell after this one\n",
+       "        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
+       "        IPython.notebook.select(index + 1);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
+       "    fig.ondownload(fig, null);\n",
+       "};\n",
+       "\n",
+       "mpl.find_output_cell = function (html_output) {\n",
+       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
+       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
+       "    // IPython event is triggered only after the cells have been serialised, which for\n",
+       "    // our purposes (turning an active figure into a static one), is too late.\n",
+       "    var cells = IPython.notebook.get_cells();\n",
+       "    var ncells = cells.length;\n",
+       "    for (var i = 0; i < ncells; i++) {\n",
+       "        var cell = cells[i];\n",
+       "        if (cell.cell_type === 'code') {\n",
+       "            for (var j = 0; j < cell.output_area.outputs.length; j++) {\n",
+       "                var data = cell.output_area.outputs[j];\n",
+       "                if (data.data) {\n",
+       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
+       "                    data = data.data;\n",
+       "                }\n",
+       "                if (data['text/html'] === html_output) {\n",
+       "                    return [cell, data, j];\n",
+       "                }\n",
+       "            }\n",
+       "        }\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "// Register the function which deals with the matplotlib target/channel.\n",
+       "// The kernel may be null if the page has been refreshed.\n",
+       "if (IPython.notebook.kernel !== null) {\n",
+       "    IPython.notebook.kernel.comm_manager.register_target(\n",
+       "        'matplotlib',\n",
+       "        mpl.mpl_figure_comm\n",
+       "    );\n",
+       "}\n"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Javascript object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<img 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\" width=\"640\">"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/javascript": [
+       "/* Put everything inside the global mpl namespace */\n",
+       "/* global mpl */\n",
+       "window.mpl = {};\n",
+       "\n",
+       "mpl.get_websocket_type = function () {\n",
+       "    if (typeof WebSocket !== 'undefined') {\n",
+       "        return WebSocket;\n",
+       "    } else if (typeof MozWebSocket !== 'undefined') {\n",
+       "        return MozWebSocket;\n",
+       "    } else {\n",
+       "        alert(\n",
+       "            'Your browser does not have WebSocket support. ' +\n",
+       "                'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
+       "                'Firefox 4 and 5 are also supported but you ' +\n",
+       "                'have to enable WebSockets in about:config.'\n",
+       "        );\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure = function (figure_id, websocket, ondownload, parent_element) {\n",
+       "    this.id = figure_id;\n",
+       "\n",
+       "    this.ws = websocket;\n",
+       "\n",
+       "    this.supports_binary = this.ws.binaryType !== undefined;\n",
+       "\n",
+       "    if (!this.supports_binary) {\n",
+       "        var warnings = document.getElementById('mpl-warnings');\n",
+       "        if (warnings) {\n",
+       "            warnings.style.display = 'block';\n",
+       "            warnings.textContent =\n",
+       "                'This browser does not support binary websocket messages. ' +\n",
+       "                'Performance may be slow.';\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    this.imageObj = new Image();\n",
+       "\n",
+       "    this.context = undefined;\n",
+       "    this.message = undefined;\n",
+       "    this.canvas = undefined;\n",
+       "    this.rubberband_canvas = undefined;\n",
+       "    this.rubberband_context = undefined;\n",
+       "    this.format_dropdown = undefined;\n",
+       "\n",
+       "    this.image_mode = 'full';\n",
+       "\n",
+       "    this.root = document.createElement('div');\n",
+       "    this.root.setAttribute('style', 'display: inline-block');\n",
+       "    this._root_extra_style(this.root);\n",
+       "\n",
+       "    parent_element.appendChild(this.root);\n",
+       "\n",
+       "    this._init_header(this);\n",
+       "    this._init_canvas(this);\n",
+       "    this._init_toolbar(this);\n",
+       "\n",
+       "    var fig = this;\n",
+       "\n",
+       "    this.waiting = false;\n",
+       "\n",
+       "    this.ws.onopen = function () {\n",
+       "        fig.send_message('supports_binary', { value: fig.supports_binary });\n",
+       "        fig.send_message('send_image_mode', {});\n",
+       "        if (fig.ratio !== 1) {\n",
+       "            fig.send_message('set_device_pixel_ratio', {\n",
+       "                device_pixel_ratio: fig.ratio,\n",
+       "            });\n",
+       "        }\n",
+       "        fig.send_message('refresh', {});\n",
+       "    };\n",
+       "\n",
+       "    this.imageObj.onload = function () {\n",
+       "        if (fig.image_mode === 'full') {\n",
+       "            // Full images could contain transparency (where diff images\n",
+       "            // almost always do), so we need to clear the canvas so that\n",
+       "            // there is no ghosting.\n",
+       "            fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
+       "        }\n",
+       "        fig.context.drawImage(fig.imageObj, 0, 0);\n",
+       "    };\n",
+       "\n",
+       "    this.imageObj.onunload = function () {\n",
+       "        fig.ws.close();\n",
+       "    };\n",
+       "\n",
+       "    this.ws.onmessage = this._make_on_message_function(this);\n",
+       "\n",
+       "    this.ondownload = ondownload;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_header = function () {\n",
+       "    var titlebar = document.createElement('div');\n",
+       "    titlebar.classList =\n",
+       "        'ui-dialog-titlebar ui-widget-header ui-corner-all ui-helper-clearfix';\n",
+       "    var titletext = document.createElement('div');\n",
+       "    titletext.classList = 'ui-dialog-title';\n",
+       "    titletext.setAttribute(\n",
+       "        'style',\n",
+       "        'width: 100%; text-align: center; padding: 3px;'\n",
+       "    );\n",
+       "    titlebar.appendChild(titletext);\n",
+       "    this.root.appendChild(titlebar);\n",
+       "    this.header = titletext;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function (_canvas_div) {};\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function (_canvas_div) {};\n",
+       "\n",
+       "mpl.figure.prototype._init_canvas = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var canvas_div = (this.canvas_div = document.createElement('div'));\n",
+       "    canvas_div.setAttribute(\n",
+       "        'style',\n",
+       "        'border: 1px solid #ddd;' +\n",
+       "            'box-sizing: content-box;' +\n",
+       "            'clear: both;' +\n",
+       "            'min-height: 1px;' +\n",
+       "            'min-width: 1px;' +\n",
+       "            'outline: 0;' +\n",
+       "            'overflow: hidden;' +\n",
+       "            'position: relative;' +\n",
+       "            'resize: both;'\n",
+       "    );\n",
+       "\n",
+       "    function on_keyboard_event_closure(name) {\n",
+       "        return function (event) {\n",
+       "            return fig.key_event(event, name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    canvas_div.addEventListener(\n",
+       "        'keydown',\n",
+       "        on_keyboard_event_closure('key_press')\n",
+       "    );\n",
+       "    canvas_div.addEventListener(\n",
+       "        'keyup',\n",
+       "        on_keyboard_event_closure('key_release')\n",
+       "    );\n",
+       "\n",
+       "    this._canvas_extra_style(canvas_div);\n",
+       "    this.root.appendChild(canvas_div);\n",
+       "\n",
+       "    var canvas = (this.canvas = document.createElement('canvas'));\n",
+       "    canvas.classList.add('mpl-canvas');\n",
+       "    canvas.setAttribute('style', 'box-sizing: content-box;');\n",
+       "\n",
+       "    this.context = canvas.getContext('2d');\n",
+       "\n",
+       "    var backingStore =\n",
+       "        this.context.backingStorePixelRatio ||\n",
+       "        this.context.webkitBackingStorePixelRatio ||\n",
+       "        this.context.mozBackingStorePixelRatio ||\n",
+       "        this.context.msBackingStorePixelRatio ||\n",
+       "        this.context.oBackingStorePixelRatio ||\n",
+       "        this.context.backingStorePixelRatio ||\n",
+       "        1;\n",
+       "\n",
+       "    this.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
+       "\n",
+       "    var rubberband_canvas = (this.rubberband_canvas = document.createElement(\n",
+       "        'canvas'\n",
+       "    ));\n",
+       "    rubberband_canvas.setAttribute(\n",
+       "        'style',\n",
+       "        'box-sizing: content-box; position: absolute; left: 0; top: 0; z-index: 1;'\n",
+       "    );\n",
+       "\n",
+       "    // Apply a ponyfill if ResizeObserver is not implemented by browser.\n",
+       "    if (this.ResizeObserver === undefined) {\n",
+       "        if (window.ResizeObserver !== undefined) {\n",
+       "            this.ResizeObserver = window.ResizeObserver;\n",
+       "        } else {\n",
+       "            var obs = _JSXTOOLS_RESIZE_OBSERVER({});\n",
+       "            this.ResizeObserver = obs.ResizeObserver;\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    this.resizeObserverInstance = new this.ResizeObserver(function (entries) {\n",
+       "        var nentries = entries.length;\n",
+       "        for (var i = 0; i < nentries; i++) {\n",
+       "            var entry = entries[i];\n",
+       "            var width, height;\n",
+       "            if (entry.contentBoxSize) {\n",
+       "                if (entry.contentBoxSize instanceof Array) {\n",
+       "                    // Chrome 84 implements new version of spec.\n",
+       "                    width = entry.contentBoxSize[0].inlineSize;\n",
+       "                    height = entry.contentBoxSize[0].blockSize;\n",
+       "                } else {\n",
+       "                    // Firefox implements old version of spec.\n",
+       "                    width = entry.contentBoxSize.inlineSize;\n",
+       "                    height = entry.contentBoxSize.blockSize;\n",
+       "                }\n",
+       "            } else {\n",
+       "                // Chrome <84 implements even older version of spec.\n",
+       "                width = entry.contentRect.width;\n",
+       "                height = entry.contentRect.height;\n",
+       "            }\n",
+       "\n",
+       "            // Keep the size of the canvas and rubber band canvas in sync with\n",
+       "            // the canvas container.\n",
+       "            if (entry.devicePixelContentBoxSize) {\n",
+       "                // Chrome 84 implements new version of spec.\n",
+       "                canvas.setAttribute(\n",
+       "                    'width',\n",
+       "                    entry.devicePixelContentBoxSize[0].inlineSize\n",
+       "                );\n",
+       "                canvas.setAttribute(\n",
+       "                    'height',\n",
+       "                    entry.devicePixelContentBoxSize[0].blockSize\n",
+       "                );\n",
+       "            } else {\n",
+       "                canvas.setAttribute('width', width * fig.ratio);\n",
+       "                canvas.setAttribute('height', height * fig.ratio);\n",
+       "            }\n",
+       "            canvas.setAttribute(\n",
+       "                'style',\n",
+       "                'width: ' + width + 'px; height: ' + height + 'px;'\n",
+       "            );\n",
+       "\n",
+       "            rubberband_canvas.setAttribute('width', width);\n",
+       "            rubberband_canvas.setAttribute('height', height);\n",
+       "\n",
+       "            // And update the size in Python. We ignore the initial 0/0 size\n",
+       "            // that occurs as the element is placed into the DOM, which should\n",
+       "            // otherwise not happen due to the minimum size styling.\n",
+       "            if (fig.ws.readyState == 1 && width != 0 && height != 0) {\n",
+       "                fig.request_resize(width, height);\n",
+       "            }\n",
+       "        }\n",
+       "    });\n",
+       "    this.resizeObserverInstance.observe(canvas_div);\n",
+       "\n",
+       "    function on_mouse_event_closure(name) {\n",
+       "        return function (event) {\n",
+       "            return fig.mouse_event(event, name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mousedown',\n",
+       "        on_mouse_event_closure('button_press')\n",
+       "    );\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mouseup',\n",
+       "        on_mouse_event_closure('button_release')\n",
+       "    );\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'dblclick',\n",
+       "        on_mouse_event_closure('dblclick')\n",
+       "    );\n",
+       "    // Throttle sequential mouse events to 1 every 20ms.\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mousemove',\n",
+       "        on_mouse_event_closure('motion_notify')\n",
+       "    );\n",
+       "\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mouseenter',\n",
+       "        on_mouse_event_closure('figure_enter')\n",
+       "    );\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mouseleave',\n",
+       "        on_mouse_event_closure('figure_leave')\n",
+       "    );\n",
+       "\n",
+       "    canvas_div.addEventListener('wheel', function (event) {\n",
+       "        if (event.deltaY < 0) {\n",
+       "            event.step = 1;\n",
+       "        } else {\n",
+       "            event.step = -1;\n",
+       "        }\n",
+       "        on_mouse_event_closure('scroll')(event);\n",
+       "    });\n",
+       "\n",
+       "    canvas_div.appendChild(canvas);\n",
+       "    canvas_div.appendChild(rubberband_canvas);\n",
+       "\n",
+       "    this.rubberband_context = rubberband_canvas.getContext('2d');\n",
+       "    this.rubberband_context.strokeStyle = '#000000';\n",
+       "\n",
+       "    this._resize_canvas = function (width, height, forward) {\n",
+       "        if (forward) {\n",
+       "            canvas_div.style.width = width + 'px';\n",
+       "            canvas_div.style.height = height + 'px';\n",
+       "        }\n",
+       "    };\n",
+       "\n",
+       "    // Disable right mouse context menu.\n",
+       "    this.rubberband_canvas.addEventListener('contextmenu', function (_e) {\n",
+       "        event.preventDefault();\n",
+       "        return false;\n",
+       "    });\n",
+       "\n",
+       "    function set_focus() {\n",
+       "        canvas.focus();\n",
+       "        canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    window.setTimeout(set_focus, 100);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var toolbar = document.createElement('div');\n",
+       "    toolbar.classList = 'mpl-toolbar';\n",
+       "    this.root.appendChild(toolbar);\n",
+       "\n",
+       "    function on_click_closure(name) {\n",
+       "        return function (_event) {\n",
+       "            return fig.toolbar_button_onclick(name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    function on_mouseover_closure(tooltip) {\n",
+       "        return function (event) {\n",
+       "            if (!event.currentTarget.disabled) {\n",
+       "                return fig.toolbar_button_onmouseover(tooltip);\n",
+       "            }\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    fig.buttons = {};\n",
+       "    var buttonGroup = document.createElement('div');\n",
+       "    buttonGroup.classList = 'mpl-button-group';\n",
+       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) {\n",
+       "            /* Instead of a spacer, we start a new button group. */\n",
+       "            if (buttonGroup.hasChildNodes()) {\n",
+       "                toolbar.appendChild(buttonGroup);\n",
+       "            }\n",
+       "            buttonGroup = document.createElement('div');\n",
+       "            buttonGroup.classList = 'mpl-button-group';\n",
+       "            continue;\n",
+       "        }\n",
+       "\n",
+       "        var button = (fig.buttons[name] = document.createElement('button'));\n",
+       "        button.classList = 'mpl-widget';\n",
+       "        button.setAttribute('role', 'button');\n",
+       "        button.setAttribute('aria-disabled', 'false');\n",
+       "        button.addEventListener('click', on_click_closure(method_name));\n",
+       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
+       "\n",
+       "        var icon_img = document.createElement('img');\n",
+       "        icon_img.src = '_images/' + image + '.png';\n",
+       "        icon_img.srcset = '_images/' + image + '_large.png 2x';\n",
+       "        icon_img.alt = tooltip;\n",
+       "        button.appendChild(icon_img);\n",
+       "\n",
+       "        buttonGroup.appendChild(button);\n",
+       "    }\n",
+       "\n",
+       "    if (buttonGroup.hasChildNodes()) {\n",
+       "        toolbar.appendChild(buttonGroup);\n",
+       "    }\n",
+       "\n",
+       "    var fmt_picker = document.createElement('select');\n",
+       "    fmt_picker.classList = 'mpl-widget';\n",
+       "    toolbar.appendChild(fmt_picker);\n",
+       "    this.format_dropdown = fmt_picker;\n",
+       "\n",
+       "    for (var ind in mpl.extensions) {\n",
+       "        var fmt = mpl.extensions[ind];\n",
+       "        var option = document.createElement('option');\n",
+       "        option.selected = fmt === mpl.default_extension;\n",
+       "        option.innerHTML = fmt;\n",
+       "        fmt_picker.appendChild(option);\n",
+       "    }\n",
+       "\n",
+       "    var status_bar = document.createElement('span');\n",
+       "    status_bar.classList = 'mpl-message';\n",
+       "    toolbar.appendChild(status_bar);\n",
+       "    this.message = status_bar;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.request_resize = function (x_pixels, y_pixels) {\n",
+       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
+       "    // which will in turn request a refresh of the image.\n",
+       "    this.send_message('resize', { width: x_pixels, height: y_pixels });\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.send_message = function (type, properties) {\n",
+       "    properties['type'] = type;\n",
+       "    properties['figure_id'] = this.id;\n",
+       "    this.ws.send(JSON.stringify(properties));\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.send_draw_message = function () {\n",
+       "    if (!this.waiting) {\n",
+       "        this.waiting = true;\n",
+       "        this.ws.send(JSON.stringify({ type: 'draw', figure_id: this.id }));\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
+       "    var format_dropdown = fig.format_dropdown;\n",
+       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
+       "    fig.ondownload(fig, format);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_resize = function (fig, msg) {\n",
+       "    var size = msg['size'];\n",
+       "    if (size[0] !== fig.canvas.width || size[1] !== fig.canvas.height) {\n",
+       "        fig._resize_canvas(size[0], size[1], msg['forward']);\n",
+       "        fig.send_message('refresh', {});\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_rubberband = function (fig, msg) {\n",
+       "    var x0 = msg['x0'] / fig.ratio;\n",
+       "    var y0 = (fig.canvas.height - msg['y0']) / fig.ratio;\n",
+       "    var x1 = msg['x1'] / fig.ratio;\n",
+       "    var y1 = (fig.canvas.height - msg['y1']) / fig.ratio;\n",
+       "    x0 = Math.floor(x0) + 0.5;\n",
+       "    y0 = Math.floor(y0) + 0.5;\n",
+       "    x1 = Math.floor(x1) + 0.5;\n",
+       "    y1 = Math.floor(y1) + 0.5;\n",
+       "    var min_x = Math.min(x0, x1);\n",
+       "    var min_y = Math.min(y0, y1);\n",
+       "    var width = Math.abs(x1 - x0);\n",
+       "    var height = Math.abs(y1 - y0);\n",
+       "\n",
+       "    fig.rubberband_context.clearRect(\n",
+       "        0,\n",
+       "        0,\n",
+       "        fig.canvas.width / fig.ratio,\n",
+       "        fig.canvas.height / fig.ratio\n",
+       "    );\n",
+       "\n",
+       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_figure_label = function (fig, msg) {\n",
+       "    // Updates the figure title.\n",
+       "    fig.header.textContent = msg['label'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_cursor = function (fig, msg) {\n",
+       "    fig.rubberband_canvas.style.cursor = msg['cursor'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_message = function (fig, msg) {\n",
+       "    fig.message.textContent = msg['message'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_draw = function (fig, _msg) {\n",
+       "    // Request the server to send over a new figure.\n",
+       "    fig.send_draw_message();\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_image_mode = function (fig, msg) {\n",
+       "    fig.image_mode = msg['mode'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_history_buttons = function (fig, msg) {\n",
+       "    for (var key in msg) {\n",
+       "        if (!(key in fig.buttons)) {\n",
+       "            continue;\n",
+       "        }\n",
+       "        fig.buttons[key].disabled = !msg[key];\n",
+       "        fig.buttons[key].setAttribute('aria-disabled', !msg[key]);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_navigate_mode = function (fig, msg) {\n",
+       "    if (msg['mode'] === 'PAN') {\n",
+       "        fig.buttons['Pan'].classList.add('active');\n",
+       "        fig.buttons['Zoom'].classList.remove('active');\n",
+       "    } else if (msg['mode'] === 'ZOOM') {\n",
+       "        fig.buttons['Pan'].classList.remove('active');\n",
+       "        fig.buttons['Zoom'].classList.add('active');\n",
+       "    } else {\n",
+       "        fig.buttons['Pan'].classList.remove('active');\n",
+       "        fig.buttons['Zoom'].classList.remove('active');\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function () {\n",
+       "    // Called whenever the canvas gets updated.\n",
+       "    this.send_message('ack', {});\n",
+       "};\n",
+       "\n",
+       "// A function to construct a web socket function for onmessage handling.\n",
+       "// Called in the figure constructor.\n",
+       "mpl.figure.prototype._make_on_message_function = function (fig) {\n",
+       "    return function socket_on_message(evt) {\n",
+       "        if (evt.data instanceof Blob) {\n",
+       "            var img = evt.data;\n",
+       "            if (img.type !== 'image/png') {\n",
+       "                /* FIXME: We get \"Resource interpreted as Image but\n",
+       "                 * transferred with MIME type text/plain:\" errors on\n",
+       "                 * Chrome.  But how to set the MIME type?  It doesn't seem\n",
+       "                 * to be part of the websocket stream */\n",
+       "                img.type = 'image/png';\n",
+       "            }\n",
+       "\n",
+       "            /* Free the memory for the previous frames */\n",
+       "            if (fig.imageObj.src) {\n",
+       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
+       "                    fig.imageObj.src\n",
+       "                );\n",
+       "            }\n",
+       "\n",
+       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
+       "                img\n",
+       "            );\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        } else if (\n",
+       "            typeof evt.data === 'string' &&\n",
+       "            evt.data.slice(0, 21) === 'data:image/png;base64'\n",
+       "        ) {\n",
+       "            fig.imageObj.src = evt.data;\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        var msg = JSON.parse(evt.data);\n",
+       "        var msg_type = msg['type'];\n",
+       "\n",
+       "        // Call the  \"handle_{type}\" callback, which takes\n",
+       "        // the figure and JSON message as its only arguments.\n",
+       "        try {\n",
+       "            var callback = fig['handle_' + msg_type];\n",
+       "        } catch (e) {\n",
+       "            console.log(\n",
+       "                \"No handler for the '\" + msg_type + \"' message type: \",\n",
+       "                msg\n",
+       "            );\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        if (callback) {\n",
+       "            try {\n",
+       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
+       "                callback(fig, msg);\n",
+       "            } catch (e) {\n",
+       "                console.log(\n",
+       "                    \"Exception inside the 'handler_\" + msg_type + \"' callback:\",\n",
+       "                    e,\n",
+       "                    e.stack,\n",
+       "                    msg\n",
+       "                );\n",
+       "            }\n",
+       "        }\n",
+       "    };\n",
+       "};\n",
+       "\n",
+       "// from https://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
+       "mpl.findpos = function (e) {\n",
+       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
+       "    var targ;\n",
+       "    if (!e) {\n",
+       "        e = window.event;\n",
+       "    }\n",
+       "    if (e.target) {\n",
+       "        targ = e.target;\n",
+       "    } else if (e.srcElement) {\n",
+       "        targ = e.srcElement;\n",
+       "    }\n",
+       "    if (targ.nodeType === 3) {\n",
+       "        // defeat Safari bug\n",
+       "        targ = targ.parentNode;\n",
+       "    }\n",
+       "\n",
+       "    // pageX,Y are the mouse positions relative to the document\n",
+       "    var boundingRect = targ.getBoundingClientRect();\n",
+       "    var x = e.pageX - (boundingRect.left + document.body.scrollLeft);\n",
+       "    var y = e.pageY - (boundingRect.top + document.body.scrollTop);\n",
+       "\n",
+       "    return { x: x, y: y };\n",
+       "};\n",
+       "\n",
+       "/*\n",
+       " * return a copy of an object with only non-object keys\n",
+       " * we need this to avoid circular references\n",
+       " * https://stackoverflow.com/a/24161582/3208463\n",
+       " */\n",
+       "function simpleKeys(original) {\n",
+       "    return Object.keys(original).reduce(function (obj, key) {\n",
+       "        if (typeof original[key] !== 'object') {\n",
+       "            obj[key] = original[key];\n",
+       "        }\n",
+       "        return obj;\n",
+       "    }, {});\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.mouse_event = function (event, name) {\n",
+       "    var canvas_pos = mpl.findpos(event);\n",
+       "\n",
+       "    if (name === 'button_press') {\n",
+       "        this.canvas.focus();\n",
+       "        this.canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    var x = canvas_pos.x * this.ratio;\n",
+       "    var y = canvas_pos.y * this.ratio;\n",
+       "\n",
+       "    this.send_message(name, {\n",
+       "        x: x,\n",
+       "        y: y,\n",
+       "        button: event.button,\n",
+       "        step: event.step,\n",
+       "        guiEvent: simpleKeys(event),\n",
+       "    });\n",
+       "\n",
+       "    /* This prevents the web browser from automatically changing to\n",
+       "     * the text insertion cursor when the button is pressed.  We want\n",
+       "     * to control all of the cursor setting manually through the\n",
+       "     * 'cursor' event from matplotlib */\n",
+       "    event.preventDefault();\n",
+       "    return false;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function (_event, _name) {\n",
+       "    // Handle any extra behaviour associated with a key event\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.key_event = function (event, name) {\n",
+       "    // Prevent repeat events\n",
+       "    if (name === 'key_press') {\n",
+       "        if (event.key === this._key) {\n",
+       "            return;\n",
+       "        } else {\n",
+       "            this._key = event.key;\n",
+       "        }\n",
+       "    }\n",
+       "    if (name === 'key_release') {\n",
+       "        this._key = null;\n",
+       "    }\n",
+       "\n",
+       "    var value = '';\n",
+       "    if (event.ctrlKey && event.key !== 'Control') {\n",
+       "        value += 'ctrl+';\n",
+       "    }\n",
+       "    else if (event.altKey && event.key !== 'Alt') {\n",
+       "        value += 'alt+';\n",
+       "    }\n",
+       "    else if (event.shiftKey && event.key !== 'Shift') {\n",
+       "        value += 'shift+';\n",
+       "    }\n",
+       "\n",
+       "    value += 'k' + event.key;\n",
+       "\n",
+       "    this._key_event_extra(event, name);\n",
+       "\n",
+       "    this.send_message(name, { key: value, guiEvent: simpleKeys(event) });\n",
+       "    return false;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onclick = function (name) {\n",
+       "    if (name === 'download') {\n",
+       "        this.handle_save(this, null);\n",
+       "    } else {\n",
+       "        this.send_message('toolbar_button', { name: name });\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onmouseover = function (tooltip) {\n",
+       "    this.message.textContent = tooltip;\n",
+       "};\n",
+       "\n",
+       "///////////////// REMAINING CONTENT GENERATED BY embed_js.py /////////////////\n",
+       "// prettier-ignore\n",
+       "var _JSXTOOLS_RESIZE_OBSERVER=function(A){var t,i=new WeakMap,n=new WeakMap,a=new WeakMap,r=new WeakMap,o=new Set;function s(e){if(!(this instanceof s))throw new TypeError(\"Constructor requires 'new' operator\");i.set(this,e)}function h(){throw new TypeError(\"Function is not a constructor\")}function c(e,t,i,n){e=0 in arguments?Number(arguments[0]):0,t=1 in arguments?Number(arguments[1]):0,i=2 in arguments?Number(arguments[2]):0,n=3 in arguments?Number(arguments[3]):0,this.right=(this.x=this.left=e)+(this.width=i),this.bottom=(this.y=this.top=t)+(this.height=n),Object.freeze(this)}function d(){t=requestAnimationFrame(d);var s=new WeakMap,p=new Set;o.forEach((function(t){r.get(t).forEach((function(i){var r=t instanceof window.SVGElement,o=a.get(t),d=r?0:parseFloat(o.paddingTop),f=r?0:parseFloat(o.paddingRight),l=r?0:parseFloat(o.paddingBottom),u=r?0:parseFloat(o.paddingLeft),g=r?0:parseFloat(o.borderTopWidth),m=r?0:parseFloat(o.borderRightWidth),w=r?0:parseFloat(o.borderBottomWidth),b=u+f,F=d+l,v=(r?0:parseFloat(o.borderLeftWidth))+m,W=g+w,y=r?0:t.offsetHeight-W-t.clientHeight,E=r?0:t.offsetWidth-v-t.clientWidth,R=b+v,z=F+W,M=r?t.width:parseFloat(o.width)-R-E,O=r?t.height:parseFloat(o.height)-z-y;if(n.has(t)){var k=n.get(t);if(k[0]===M&&k[1]===O)return}n.set(t,[M,O]);var S=Object.create(h.prototype);S.target=t,S.contentRect=new c(u,d,M,O),s.has(i)||(s.set(i,[]),p.add(i)),s.get(i).push(S)}))})),p.forEach((function(e){i.get(e).call(e,s.get(e),e)}))}return s.prototype.observe=function(i){if(i instanceof window.Element){r.has(i)||(r.set(i,new Set),o.add(i),a.set(i,window.getComputedStyle(i)));var n=r.get(i);n.has(this)||n.add(this),cancelAnimationFrame(t),t=requestAnimationFrame(d)}},s.prototype.unobserve=function(i){if(i instanceof window.Element&&r.has(i)){var n=r.get(i);n.has(this)&&(n.delete(this),n.size||(r.delete(i),o.delete(i))),n.size||r.delete(i),o.size||cancelAnimationFrame(t)}},A.DOMRectReadOnly=c,A.ResizeObserver=s,A.ResizeObserverEntry=h,A}; // eslint-disable-line\n",
+       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Left button pans, Right button zooms\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\\nx/y fixes axis\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
+       "\n",
+       "mpl.extensions = [\"eps\", \"jpeg\", \"pgf\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
+       "\n",
+       "mpl.default_extension = \"png\";/* global mpl */\n",
+       "\n",
+       "var comm_websocket_adapter = function (comm) {\n",
+       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
+       "    // object with the appropriate methods. Currently this is a non binary\n",
+       "    // socket, so there is still some room for performance tuning.\n",
+       "    var ws = {};\n",
+       "\n",
+       "    ws.binaryType = comm.kernel.ws.binaryType;\n",
+       "    ws.readyState = comm.kernel.ws.readyState;\n",
+       "    function updateReadyState(_event) {\n",
+       "        if (comm.kernel.ws) {\n",
+       "            ws.readyState = comm.kernel.ws.readyState;\n",
+       "        } else {\n",
+       "            ws.readyState = 3; // Closed state.\n",
+       "        }\n",
+       "    }\n",
+       "    comm.kernel.ws.addEventListener('open', updateReadyState);\n",
+       "    comm.kernel.ws.addEventListener('close', updateReadyState);\n",
+       "    comm.kernel.ws.addEventListener('error', updateReadyState);\n",
+       "\n",
+       "    ws.close = function () {\n",
+       "        comm.close();\n",
+       "    };\n",
+       "    ws.send = function (m) {\n",
+       "        //console.log('sending', m);\n",
+       "        comm.send(m);\n",
+       "    };\n",
+       "    // Register the callback with on_msg.\n",
+       "    comm.on_msg(function (msg) {\n",
+       "        //console.log('receiving', msg['content']['data'], msg);\n",
+       "        var data = msg['content']['data'];\n",
+       "        if (data['blob'] !== undefined) {\n",
+       "            data = {\n",
+       "                data: new Blob(msg['buffers'], { type: data['blob'] }),\n",
+       "            };\n",
+       "        }\n",
+       "        // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
+       "        ws.onmessage(data);\n",
+       "    });\n",
+       "    return ws;\n",
+       "};\n",
+       "\n",
+       "mpl.mpl_figure_comm = function (comm, msg) {\n",
+       "    // This is the function which gets called when the mpl process\n",
+       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
+       "\n",
+       "    var id = msg.content.data.id;\n",
+       "    // Get hold of the div created by the display call when the Comm\n",
+       "    // socket was opened in Python.\n",
+       "    var element = document.getElementById(id);\n",
+       "    var ws_proxy = comm_websocket_adapter(comm);\n",
+       "\n",
+       "    function ondownload(figure, _format) {\n",
+       "        window.open(figure.canvas.toDataURL());\n",
+       "    }\n",
+       "\n",
+       "    var fig = new mpl.figure(id, ws_proxy, ondownload, element);\n",
+       "\n",
+       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
+       "    // web socket which is closed, not our websocket->open comm proxy.\n",
+       "    ws_proxy.onopen();\n",
+       "\n",
+       "    fig.parent_element = element;\n",
+       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
+       "    if (!fig.cell_info) {\n",
+       "        console.error('Failed to find cell for figure', id, fig);\n",
+       "        return;\n",
+       "    }\n",
+       "    fig.cell_info[0].output_area.element.on(\n",
+       "        'cleared',\n",
+       "        { fig: fig },\n",
+       "        fig._remove_fig_handler\n",
+       "    );\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_close = function (fig, msg) {\n",
+       "    var width = fig.canvas.width / fig.ratio;\n",
+       "    fig.cell_info[0].output_area.element.off(\n",
+       "        'cleared',\n",
+       "        fig._remove_fig_handler\n",
+       "    );\n",
+       "    fig.resizeObserverInstance.unobserve(fig.canvas_div);\n",
+       "\n",
+       "    // Update the output cell to use the data from the current canvas.\n",
+       "    fig.push_to_output();\n",
+       "    var dataURL = fig.canvas.toDataURL();\n",
+       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
+       "    // the notebook keyboard shortcuts fail.\n",
+       "    IPython.keyboard_manager.enable();\n",
+       "    fig.parent_element.innerHTML =\n",
+       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
+       "    fig.close_ws(fig, msg);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.close_ws = function (fig, msg) {\n",
+       "    fig.send_message('closing', msg);\n",
+       "    // fig.ws.close()\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.push_to_output = function (_remove_interactive) {\n",
+       "    // Turn the data on the canvas into data in the output cell.\n",
+       "    var width = this.canvas.width / this.ratio;\n",
+       "    var dataURL = this.canvas.toDataURL();\n",
+       "    this.cell_info[1]['text/html'] =\n",
+       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function () {\n",
+       "    // Tell IPython that the notebook contents must change.\n",
+       "    IPython.notebook.set_dirty(true);\n",
+       "    this.send_message('ack', {});\n",
+       "    var fig = this;\n",
+       "    // Wait a second, then push the new image to the DOM so\n",
+       "    // that it is saved nicely (might be nice to debounce this).\n",
+       "    setTimeout(function () {\n",
+       "        fig.push_to_output();\n",
+       "    }, 1000);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var toolbar = document.createElement('div');\n",
+       "    toolbar.classList = 'btn-toolbar';\n",
+       "    this.root.appendChild(toolbar);\n",
+       "\n",
+       "    function on_click_closure(name) {\n",
+       "        return function (_event) {\n",
+       "            return fig.toolbar_button_onclick(name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    function on_mouseover_closure(tooltip) {\n",
+       "        return function (event) {\n",
+       "            if (!event.currentTarget.disabled) {\n",
+       "                return fig.toolbar_button_onmouseover(tooltip);\n",
+       "            }\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    fig.buttons = {};\n",
+       "    var buttonGroup = document.createElement('div');\n",
+       "    buttonGroup.classList = 'btn-group';\n",
+       "    var button;\n",
+       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) {\n",
+       "            /* Instead of a spacer, we start a new button group. */\n",
+       "            if (buttonGroup.hasChildNodes()) {\n",
+       "                toolbar.appendChild(buttonGroup);\n",
+       "            }\n",
+       "            buttonGroup = document.createElement('div');\n",
+       "            buttonGroup.classList = 'btn-group';\n",
+       "            continue;\n",
+       "        }\n",
+       "\n",
+       "        button = fig.buttons[name] = document.createElement('button');\n",
+       "        button.classList = 'btn btn-default';\n",
+       "        button.href = '#';\n",
+       "        button.title = name;\n",
+       "        button.innerHTML = '<i class=\"fa ' + image + ' fa-lg\"></i>';\n",
+       "        button.addEventListener('click', on_click_closure(method_name));\n",
+       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
+       "        buttonGroup.appendChild(button);\n",
+       "    }\n",
+       "\n",
+       "    if (buttonGroup.hasChildNodes()) {\n",
+       "        toolbar.appendChild(buttonGroup);\n",
+       "    }\n",
+       "\n",
+       "    // Add the status bar.\n",
+       "    var status_bar = document.createElement('span');\n",
+       "    status_bar.classList = 'mpl-message pull-right';\n",
+       "    toolbar.appendChild(status_bar);\n",
+       "    this.message = status_bar;\n",
+       "\n",
+       "    // Add the close button to the window.\n",
+       "    var buttongrp = document.createElement('div');\n",
+       "    buttongrp.classList = 'btn-group inline pull-right';\n",
+       "    button = document.createElement('button');\n",
+       "    button.classList = 'btn btn-mini btn-primary';\n",
+       "    button.href = '#';\n",
+       "    button.title = 'Stop Interaction';\n",
+       "    button.innerHTML = '<i class=\"fa fa-power-off icon-remove icon-large\"></i>';\n",
+       "    button.addEventListener('click', function (_evt) {\n",
+       "        fig.handle_close(fig, {});\n",
+       "    });\n",
+       "    button.addEventListener(\n",
+       "        'mouseover',\n",
+       "        on_mouseover_closure('Stop Interaction')\n",
+       "    );\n",
+       "    buttongrp.appendChild(button);\n",
+       "    var titlebar = this.root.querySelector('.ui-dialog-titlebar');\n",
+       "    titlebar.insertBefore(buttongrp, titlebar.firstChild);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._remove_fig_handler = function (event) {\n",
+       "    var fig = event.data.fig;\n",
+       "    if (event.target !== this) {\n",
+       "        // Ignore bubbled events from children.\n",
+       "        return;\n",
+       "    }\n",
+       "    fig.close_ws(fig, {});\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function (el) {\n",
+       "    el.style.boxSizing = 'content-box'; // override notebook setting of border-box.\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function (el) {\n",
+       "    // this is important to make the div 'focusable\n",
+       "    el.setAttribute('tabindex', 0);\n",
+       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
+       "    // off when our div gets focus\n",
+       "\n",
+       "    // location in version 3\n",
+       "    if (IPython.notebook.keyboard_manager) {\n",
+       "        IPython.notebook.keyboard_manager.register_events(el);\n",
+       "    } else {\n",
+       "        // location in version 2\n",
+       "        IPython.keyboard_manager.register_events(el);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function (event, _name) {\n",
+       "    // Check for shift+enter\n",
+       "    if (event.shiftKey && event.which === 13) {\n",
+       "        this.canvas_div.blur();\n",
+       "        // select the cell after this one\n",
+       "        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
+       "        IPython.notebook.select(index + 1);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
+       "    fig.ondownload(fig, null);\n",
+       "};\n",
+       "\n",
+       "mpl.find_output_cell = function (html_output) {\n",
+       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
+       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
+       "    // IPython event is triggered only after the cells have been serialised, which for\n",
+       "    // our purposes (turning an active figure into a static one), is too late.\n",
+       "    var cells = IPython.notebook.get_cells();\n",
+       "    var ncells = cells.length;\n",
+       "    for (var i = 0; i < ncells; i++) {\n",
+       "        var cell = cells[i];\n",
+       "        if (cell.cell_type === 'code') {\n",
+       "            for (var j = 0; j < cell.output_area.outputs.length; j++) {\n",
+       "                var data = cell.output_area.outputs[j];\n",
+       "                if (data.data) {\n",
+       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
+       "                    data = data.data;\n",
+       "                }\n",
+       "                if (data['text/html'] === html_output) {\n",
+       "                    return [cell, data, j];\n",
+       "                }\n",
+       "            }\n",
+       "        }\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "// Register the function which deals with the matplotlib target/channel.\n",
+       "// The kernel may be null if the page has been refreshed.\n",
+       "if (IPython.notebook.kernel !== null) {\n",
+       "    IPython.notebook.kernel.comm_manager.register_target(\n",
+       "        'matplotlib',\n",
+       "        mpl.mpl_figure_comm\n",
+       "    );\n",
+       "}\n"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Javascript object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<img 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\" width=\"640\">"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/javascript": [
+       "/* Put everything inside the global mpl namespace */\n",
+       "/* global mpl */\n",
+       "window.mpl = {};\n",
+       "\n",
+       "mpl.get_websocket_type = function () {\n",
+       "    if (typeof WebSocket !== 'undefined') {\n",
+       "        return WebSocket;\n",
+       "    } else if (typeof MozWebSocket !== 'undefined') {\n",
+       "        return MozWebSocket;\n",
+       "    } else {\n",
+       "        alert(\n",
+       "            'Your browser does not have WebSocket support. ' +\n",
+       "                'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
+       "                'Firefox 4 and 5 are also supported but you ' +\n",
+       "                'have to enable WebSockets in about:config.'\n",
+       "        );\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure = function (figure_id, websocket, ondownload, parent_element) {\n",
+       "    this.id = figure_id;\n",
+       "\n",
+       "    this.ws = websocket;\n",
+       "\n",
+       "    this.supports_binary = this.ws.binaryType !== undefined;\n",
+       "\n",
+       "    if (!this.supports_binary) {\n",
+       "        var warnings = document.getElementById('mpl-warnings');\n",
+       "        if (warnings) {\n",
+       "            warnings.style.display = 'block';\n",
+       "            warnings.textContent =\n",
+       "                'This browser does not support binary websocket messages. ' +\n",
+       "                'Performance may be slow.';\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    this.imageObj = new Image();\n",
+       "\n",
+       "    this.context = undefined;\n",
+       "    this.message = undefined;\n",
+       "    this.canvas = undefined;\n",
+       "    this.rubberband_canvas = undefined;\n",
+       "    this.rubberband_context = undefined;\n",
+       "    this.format_dropdown = undefined;\n",
+       "\n",
+       "    this.image_mode = 'full';\n",
+       "\n",
+       "    this.root = document.createElement('div');\n",
+       "    this.root.setAttribute('style', 'display: inline-block');\n",
+       "    this._root_extra_style(this.root);\n",
+       "\n",
+       "    parent_element.appendChild(this.root);\n",
+       "\n",
+       "    this._init_header(this);\n",
+       "    this._init_canvas(this);\n",
+       "    this._init_toolbar(this);\n",
+       "\n",
+       "    var fig = this;\n",
+       "\n",
+       "    this.waiting = false;\n",
+       "\n",
+       "    this.ws.onopen = function () {\n",
+       "        fig.send_message('supports_binary', { value: fig.supports_binary });\n",
+       "        fig.send_message('send_image_mode', {});\n",
+       "        if (fig.ratio !== 1) {\n",
+       "            fig.send_message('set_device_pixel_ratio', {\n",
+       "                device_pixel_ratio: fig.ratio,\n",
+       "            });\n",
+       "        }\n",
+       "        fig.send_message('refresh', {});\n",
+       "    };\n",
+       "\n",
+       "    this.imageObj.onload = function () {\n",
+       "        if (fig.image_mode === 'full') {\n",
+       "            // Full images could contain transparency (where diff images\n",
+       "            // almost always do), so we need to clear the canvas so that\n",
+       "            // there is no ghosting.\n",
+       "            fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
+       "        }\n",
+       "        fig.context.drawImage(fig.imageObj, 0, 0);\n",
+       "    };\n",
+       "\n",
+       "    this.imageObj.onunload = function () {\n",
+       "        fig.ws.close();\n",
+       "    };\n",
+       "\n",
+       "    this.ws.onmessage = this._make_on_message_function(this);\n",
+       "\n",
+       "    this.ondownload = ondownload;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_header = function () {\n",
+       "    var titlebar = document.createElement('div');\n",
+       "    titlebar.classList =\n",
+       "        'ui-dialog-titlebar ui-widget-header ui-corner-all ui-helper-clearfix';\n",
+       "    var titletext = document.createElement('div');\n",
+       "    titletext.classList = 'ui-dialog-title';\n",
+       "    titletext.setAttribute(\n",
+       "        'style',\n",
+       "        'width: 100%; text-align: center; padding: 3px;'\n",
+       "    );\n",
+       "    titlebar.appendChild(titletext);\n",
+       "    this.root.appendChild(titlebar);\n",
+       "    this.header = titletext;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function (_canvas_div) {};\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function (_canvas_div) {};\n",
+       "\n",
+       "mpl.figure.prototype._init_canvas = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var canvas_div = (this.canvas_div = document.createElement('div'));\n",
+       "    canvas_div.setAttribute(\n",
+       "        'style',\n",
+       "        'border: 1px solid #ddd;' +\n",
+       "            'box-sizing: content-box;' +\n",
+       "            'clear: both;' +\n",
+       "            'min-height: 1px;' +\n",
+       "            'min-width: 1px;' +\n",
+       "            'outline: 0;' +\n",
+       "            'overflow: hidden;' +\n",
+       "            'position: relative;' +\n",
+       "            'resize: both;'\n",
+       "    );\n",
+       "\n",
+       "    function on_keyboard_event_closure(name) {\n",
+       "        return function (event) {\n",
+       "            return fig.key_event(event, name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    canvas_div.addEventListener(\n",
+       "        'keydown',\n",
+       "        on_keyboard_event_closure('key_press')\n",
+       "    );\n",
+       "    canvas_div.addEventListener(\n",
+       "        'keyup',\n",
+       "        on_keyboard_event_closure('key_release')\n",
+       "    );\n",
+       "\n",
+       "    this._canvas_extra_style(canvas_div);\n",
+       "    this.root.appendChild(canvas_div);\n",
+       "\n",
+       "    var canvas = (this.canvas = document.createElement('canvas'));\n",
+       "    canvas.classList.add('mpl-canvas');\n",
+       "    canvas.setAttribute('style', 'box-sizing: content-box;');\n",
+       "\n",
+       "    this.context = canvas.getContext('2d');\n",
+       "\n",
+       "    var backingStore =\n",
+       "        this.context.backingStorePixelRatio ||\n",
+       "        this.context.webkitBackingStorePixelRatio ||\n",
+       "        this.context.mozBackingStorePixelRatio ||\n",
+       "        this.context.msBackingStorePixelRatio ||\n",
+       "        this.context.oBackingStorePixelRatio ||\n",
+       "        this.context.backingStorePixelRatio ||\n",
+       "        1;\n",
+       "\n",
+       "    this.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
+       "\n",
+       "    var rubberband_canvas = (this.rubberband_canvas = document.createElement(\n",
+       "        'canvas'\n",
+       "    ));\n",
+       "    rubberband_canvas.setAttribute(\n",
+       "        'style',\n",
+       "        'box-sizing: content-box; position: absolute; left: 0; top: 0; z-index: 1;'\n",
+       "    );\n",
+       "\n",
+       "    // Apply a ponyfill if ResizeObserver is not implemented by browser.\n",
+       "    if (this.ResizeObserver === undefined) {\n",
+       "        if (window.ResizeObserver !== undefined) {\n",
+       "            this.ResizeObserver = window.ResizeObserver;\n",
+       "        } else {\n",
+       "            var obs = _JSXTOOLS_RESIZE_OBSERVER({});\n",
+       "            this.ResizeObserver = obs.ResizeObserver;\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    this.resizeObserverInstance = new this.ResizeObserver(function (entries) {\n",
+       "        var nentries = entries.length;\n",
+       "        for (var i = 0; i < nentries; i++) {\n",
+       "            var entry = entries[i];\n",
+       "            var width, height;\n",
+       "            if (entry.contentBoxSize) {\n",
+       "                if (entry.contentBoxSize instanceof Array) {\n",
+       "                    // Chrome 84 implements new version of spec.\n",
+       "                    width = entry.contentBoxSize[0].inlineSize;\n",
+       "                    height = entry.contentBoxSize[0].blockSize;\n",
+       "                } else {\n",
+       "                    // Firefox implements old version of spec.\n",
+       "                    width = entry.contentBoxSize.inlineSize;\n",
+       "                    height = entry.contentBoxSize.blockSize;\n",
+       "                }\n",
+       "            } else {\n",
+       "                // Chrome <84 implements even older version of spec.\n",
+       "                width = entry.contentRect.width;\n",
+       "                height = entry.contentRect.height;\n",
+       "            }\n",
+       "\n",
+       "            // Keep the size of the canvas and rubber band canvas in sync with\n",
+       "            // the canvas container.\n",
+       "            if (entry.devicePixelContentBoxSize) {\n",
+       "                // Chrome 84 implements new version of spec.\n",
+       "                canvas.setAttribute(\n",
+       "                    'width',\n",
+       "                    entry.devicePixelContentBoxSize[0].inlineSize\n",
+       "                );\n",
+       "                canvas.setAttribute(\n",
+       "                    'height',\n",
+       "                    entry.devicePixelContentBoxSize[0].blockSize\n",
+       "                );\n",
+       "            } else {\n",
+       "                canvas.setAttribute('width', width * fig.ratio);\n",
+       "                canvas.setAttribute('height', height * fig.ratio);\n",
+       "            }\n",
+       "            canvas.setAttribute(\n",
+       "                'style',\n",
+       "                'width: ' + width + 'px; height: ' + height + 'px;'\n",
+       "            );\n",
+       "\n",
+       "            rubberband_canvas.setAttribute('width', width);\n",
+       "            rubberband_canvas.setAttribute('height', height);\n",
+       "\n",
+       "            // And update the size in Python. We ignore the initial 0/0 size\n",
+       "            // that occurs as the element is placed into the DOM, which should\n",
+       "            // otherwise not happen due to the minimum size styling.\n",
+       "            if (fig.ws.readyState == 1 && width != 0 && height != 0) {\n",
+       "                fig.request_resize(width, height);\n",
+       "            }\n",
+       "        }\n",
+       "    });\n",
+       "    this.resizeObserverInstance.observe(canvas_div);\n",
+       "\n",
+       "    function on_mouse_event_closure(name) {\n",
+       "        return function (event) {\n",
+       "            return fig.mouse_event(event, name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mousedown',\n",
+       "        on_mouse_event_closure('button_press')\n",
+       "    );\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mouseup',\n",
+       "        on_mouse_event_closure('button_release')\n",
+       "    );\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'dblclick',\n",
+       "        on_mouse_event_closure('dblclick')\n",
+       "    );\n",
+       "    // Throttle sequential mouse events to 1 every 20ms.\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mousemove',\n",
+       "        on_mouse_event_closure('motion_notify')\n",
+       "    );\n",
+       "\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mouseenter',\n",
+       "        on_mouse_event_closure('figure_enter')\n",
+       "    );\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mouseleave',\n",
+       "        on_mouse_event_closure('figure_leave')\n",
+       "    );\n",
+       "\n",
+       "    canvas_div.addEventListener('wheel', function (event) {\n",
+       "        if (event.deltaY < 0) {\n",
+       "            event.step = 1;\n",
+       "        } else {\n",
+       "            event.step = -1;\n",
+       "        }\n",
+       "        on_mouse_event_closure('scroll')(event);\n",
+       "    });\n",
+       "\n",
+       "    canvas_div.appendChild(canvas);\n",
+       "    canvas_div.appendChild(rubberband_canvas);\n",
+       "\n",
+       "    this.rubberband_context = rubberband_canvas.getContext('2d');\n",
+       "    this.rubberband_context.strokeStyle = '#000000';\n",
+       "\n",
+       "    this._resize_canvas = function (width, height, forward) {\n",
+       "        if (forward) {\n",
+       "            canvas_div.style.width = width + 'px';\n",
+       "            canvas_div.style.height = height + 'px';\n",
+       "        }\n",
+       "    };\n",
+       "\n",
+       "    // Disable right mouse context menu.\n",
+       "    this.rubberband_canvas.addEventListener('contextmenu', function (_e) {\n",
+       "        event.preventDefault();\n",
+       "        return false;\n",
+       "    });\n",
+       "\n",
+       "    function set_focus() {\n",
+       "        canvas.focus();\n",
+       "        canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    window.setTimeout(set_focus, 100);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var toolbar = document.createElement('div');\n",
+       "    toolbar.classList = 'mpl-toolbar';\n",
+       "    this.root.appendChild(toolbar);\n",
+       "\n",
+       "    function on_click_closure(name) {\n",
+       "        return function (_event) {\n",
+       "            return fig.toolbar_button_onclick(name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    function on_mouseover_closure(tooltip) {\n",
+       "        return function (event) {\n",
+       "            if (!event.currentTarget.disabled) {\n",
+       "                return fig.toolbar_button_onmouseover(tooltip);\n",
+       "            }\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    fig.buttons = {};\n",
+       "    var buttonGroup = document.createElement('div');\n",
+       "    buttonGroup.classList = 'mpl-button-group';\n",
+       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) {\n",
+       "            /* Instead of a spacer, we start a new button group. */\n",
+       "            if (buttonGroup.hasChildNodes()) {\n",
+       "                toolbar.appendChild(buttonGroup);\n",
+       "            }\n",
+       "            buttonGroup = document.createElement('div');\n",
+       "            buttonGroup.classList = 'mpl-button-group';\n",
+       "            continue;\n",
+       "        }\n",
+       "\n",
+       "        var button = (fig.buttons[name] = document.createElement('button'));\n",
+       "        button.classList = 'mpl-widget';\n",
+       "        button.setAttribute('role', 'button');\n",
+       "        button.setAttribute('aria-disabled', 'false');\n",
+       "        button.addEventListener('click', on_click_closure(method_name));\n",
+       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
+       "\n",
+       "        var icon_img = document.createElement('img');\n",
+       "        icon_img.src = '_images/' + image + '.png';\n",
+       "        icon_img.srcset = '_images/' + image + '_large.png 2x';\n",
+       "        icon_img.alt = tooltip;\n",
+       "        button.appendChild(icon_img);\n",
+       "\n",
+       "        buttonGroup.appendChild(button);\n",
+       "    }\n",
+       "\n",
+       "    if (buttonGroup.hasChildNodes()) {\n",
+       "        toolbar.appendChild(buttonGroup);\n",
+       "    }\n",
+       "\n",
+       "    var fmt_picker = document.createElement('select');\n",
+       "    fmt_picker.classList = 'mpl-widget';\n",
+       "    toolbar.appendChild(fmt_picker);\n",
+       "    this.format_dropdown = fmt_picker;\n",
+       "\n",
+       "    for (var ind in mpl.extensions) {\n",
+       "        var fmt = mpl.extensions[ind];\n",
+       "        var option = document.createElement('option');\n",
+       "        option.selected = fmt === mpl.default_extension;\n",
+       "        option.innerHTML = fmt;\n",
+       "        fmt_picker.appendChild(option);\n",
+       "    }\n",
+       "\n",
+       "    var status_bar = document.createElement('span');\n",
+       "    status_bar.classList = 'mpl-message';\n",
+       "    toolbar.appendChild(status_bar);\n",
+       "    this.message = status_bar;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.request_resize = function (x_pixels, y_pixels) {\n",
+       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
+       "    // which will in turn request a refresh of the image.\n",
+       "    this.send_message('resize', { width: x_pixels, height: y_pixels });\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.send_message = function (type, properties) {\n",
+       "    properties['type'] = type;\n",
+       "    properties['figure_id'] = this.id;\n",
+       "    this.ws.send(JSON.stringify(properties));\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.send_draw_message = function () {\n",
+       "    if (!this.waiting) {\n",
+       "        this.waiting = true;\n",
+       "        this.ws.send(JSON.stringify({ type: 'draw', figure_id: this.id }));\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
+       "    var format_dropdown = fig.format_dropdown;\n",
+       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
+       "    fig.ondownload(fig, format);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_resize = function (fig, msg) {\n",
+       "    var size = msg['size'];\n",
+       "    if (size[0] !== fig.canvas.width || size[1] !== fig.canvas.height) {\n",
+       "        fig._resize_canvas(size[0], size[1], msg['forward']);\n",
+       "        fig.send_message('refresh', {});\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_rubberband = function (fig, msg) {\n",
+       "    var x0 = msg['x0'] / fig.ratio;\n",
+       "    var y0 = (fig.canvas.height - msg['y0']) / fig.ratio;\n",
+       "    var x1 = msg['x1'] / fig.ratio;\n",
+       "    var y1 = (fig.canvas.height - msg['y1']) / fig.ratio;\n",
+       "    x0 = Math.floor(x0) + 0.5;\n",
+       "    y0 = Math.floor(y0) + 0.5;\n",
+       "    x1 = Math.floor(x1) + 0.5;\n",
+       "    y1 = Math.floor(y1) + 0.5;\n",
+       "    var min_x = Math.min(x0, x1);\n",
+       "    var min_y = Math.min(y0, y1);\n",
+       "    var width = Math.abs(x1 - x0);\n",
+       "    var height = Math.abs(y1 - y0);\n",
+       "\n",
+       "    fig.rubberband_context.clearRect(\n",
+       "        0,\n",
+       "        0,\n",
+       "        fig.canvas.width / fig.ratio,\n",
+       "        fig.canvas.height / fig.ratio\n",
+       "    );\n",
+       "\n",
+       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_figure_label = function (fig, msg) {\n",
+       "    // Updates the figure title.\n",
+       "    fig.header.textContent = msg['label'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_cursor = function (fig, msg) {\n",
+       "    fig.rubberband_canvas.style.cursor = msg['cursor'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_message = function (fig, msg) {\n",
+       "    fig.message.textContent = msg['message'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_draw = function (fig, _msg) {\n",
+       "    // Request the server to send over a new figure.\n",
+       "    fig.send_draw_message();\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_image_mode = function (fig, msg) {\n",
+       "    fig.image_mode = msg['mode'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_history_buttons = function (fig, msg) {\n",
+       "    for (var key in msg) {\n",
+       "        if (!(key in fig.buttons)) {\n",
+       "            continue;\n",
+       "        }\n",
+       "        fig.buttons[key].disabled = !msg[key];\n",
+       "        fig.buttons[key].setAttribute('aria-disabled', !msg[key]);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_navigate_mode = function (fig, msg) {\n",
+       "    if (msg['mode'] === 'PAN') {\n",
+       "        fig.buttons['Pan'].classList.add('active');\n",
+       "        fig.buttons['Zoom'].classList.remove('active');\n",
+       "    } else if (msg['mode'] === 'ZOOM') {\n",
+       "        fig.buttons['Pan'].classList.remove('active');\n",
+       "        fig.buttons['Zoom'].classList.add('active');\n",
+       "    } else {\n",
+       "        fig.buttons['Pan'].classList.remove('active');\n",
+       "        fig.buttons['Zoom'].classList.remove('active');\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function () {\n",
+       "    // Called whenever the canvas gets updated.\n",
+       "    this.send_message('ack', {});\n",
+       "};\n",
+       "\n",
+       "// A function to construct a web socket function for onmessage handling.\n",
+       "// Called in the figure constructor.\n",
+       "mpl.figure.prototype._make_on_message_function = function (fig) {\n",
+       "    return function socket_on_message(evt) {\n",
+       "        if (evt.data instanceof Blob) {\n",
+       "            var img = evt.data;\n",
+       "            if (img.type !== 'image/png') {\n",
+       "                /* FIXME: We get \"Resource interpreted as Image but\n",
+       "                 * transferred with MIME type text/plain:\" errors on\n",
+       "                 * Chrome.  But how to set the MIME type?  It doesn't seem\n",
+       "                 * to be part of the websocket stream */\n",
+       "                img.type = 'image/png';\n",
+       "            }\n",
+       "\n",
+       "            /* Free the memory for the previous frames */\n",
+       "            if (fig.imageObj.src) {\n",
+       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
+       "                    fig.imageObj.src\n",
+       "                );\n",
+       "            }\n",
+       "\n",
+       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
+       "                img\n",
+       "            );\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        } else if (\n",
+       "            typeof evt.data === 'string' &&\n",
+       "            evt.data.slice(0, 21) === 'data:image/png;base64'\n",
+       "        ) {\n",
+       "            fig.imageObj.src = evt.data;\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        var msg = JSON.parse(evt.data);\n",
+       "        var msg_type = msg['type'];\n",
+       "\n",
+       "        // Call the  \"handle_{type}\" callback, which takes\n",
+       "        // the figure and JSON message as its only arguments.\n",
+       "        try {\n",
+       "            var callback = fig['handle_' + msg_type];\n",
+       "        } catch (e) {\n",
+       "            console.log(\n",
+       "                \"No handler for the '\" + msg_type + \"' message type: \",\n",
+       "                msg\n",
+       "            );\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        if (callback) {\n",
+       "            try {\n",
+       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
+       "                callback(fig, msg);\n",
+       "            } catch (e) {\n",
+       "                console.log(\n",
+       "                    \"Exception inside the 'handler_\" + msg_type + \"' callback:\",\n",
+       "                    e,\n",
+       "                    e.stack,\n",
+       "                    msg\n",
+       "                );\n",
+       "            }\n",
+       "        }\n",
+       "    };\n",
+       "};\n",
+       "\n",
+       "// from https://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
+       "mpl.findpos = function (e) {\n",
+       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
+       "    var targ;\n",
+       "    if (!e) {\n",
+       "        e = window.event;\n",
+       "    }\n",
+       "    if (e.target) {\n",
+       "        targ = e.target;\n",
+       "    } else if (e.srcElement) {\n",
+       "        targ = e.srcElement;\n",
+       "    }\n",
+       "    if (targ.nodeType === 3) {\n",
+       "        // defeat Safari bug\n",
+       "        targ = targ.parentNode;\n",
+       "    }\n",
+       "\n",
+       "    // pageX,Y are the mouse positions relative to the document\n",
+       "    var boundingRect = targ.getBoundingClientRect();\n",
+       "    var x = e.pageX - (boundingRect.left + document.body.scrollLeft);\n",
+       "    var y = e.pageY - (boundingRect.top + document.body.scrollTop);\n",
+       "\n",
+       "    return { x: x, y: y };\n",
+       "};\n",
+       "\n",
+       "/*\n",
+       " * return a copy of an object with only non-object keys\n",
+       " * we need this to avoid circular references\n",
+       " * https://stackoverflow.com/a/24161582/3208463\n",
+       " */\n",
+       "function simpleKeys(original) {\n",
+       "    return Object.keys(original).reduce(function (obj, key) {\n",
+       "        if (typeof original[key] !== 'object') {\n",
+       "            obj[key] = original[key];\n",
+       "        }\n",
+       "        return obj;\n",
+       "    }, {});\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.mouse_event = function (event, name) {\n",
+       "    var canvas_pos = mpl.findpos(event);\n",
+       "\n",
+       "    if (name === 'button_press') {\n",
+       "        this.canvas.focus();\n",
+       "        this.canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    var x = canvas_pos.x * this.ratio;\n",
+       "    var y = canvas_pos.y * this.ratio;\n",
+       "\n",
+       "    this.send_message(name, {\n",
+       "        x: x,\n",
+       "        y: y,\n",
+       "        button: event.button,\n",
+       "        step: event.step,\n",
+       "        guiEvent: simpleKeys(event),\n",
+       "    });\n",
+       "\n",
+       "    /* This prevents the web browser from automatically changing to\n",
+       "     * the text insertion cursor when the button is pressed.  We want\n",
+       "     * to control all of the cursor setting manually through the\n",
+       "     * 'cursor' event from matplotlib */\n",
+       "    event.preventDefault();\n",
+       "    return false;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function (_event, _name) {\n",
+       "    // Handle any extra behaviour associated with a key event\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.key_event = function (event, name) {\n",
+       "    // Prevent repeat events\n",
+       "    if (name === 'key_press') {\n",
+       "        if (event.key === this._key) {\n",
+       "            return;\n",
+       "        } else {\n",
+       "            this._key = event.key;\n",
+       "        }\n",
+       "    }\n",
+       "    if (name === 'key_release') {\n",
+       "        this._key = null;\n",
+       "    }\n",
+       "\n",
+       "    var value = '';\n",
+       "    if (event.ctrlKey && event.key !== 'Control') {\n",
+       "        value += 'ctrl+';\n",
+       "    }\n",
+       "    else if (event.altKey && event.key !== 'Alt') {\n",
+       "        value += 'alt+';\n",
+       "    }\n",
+       "    else if (event.shiftKey && event.key !== 'Shift') {\n",
+       "        value += 'shift+';\n",
+       "    }\n",
+       "\n",
+       "    value += 'k' + event.key;\n",
+       "\n",
+       "    this._key_event_extra(event, name);\n",
+       "\n",
+       "    this.send_message(name, { key: value, guiEvent: simpleKeys(event) });\n",
+       "    return false;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onclick = function (name) {\n",
+       "    if (name === 'download') {\n",
+       "        this.handle_save(this, null);\n",
+       "    } else {\n",
+       "        this.send_message('toolbar_button', { name: name });\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onmouseover = function (tooltip) {\n",
+       "    this.message.textContent = tooltip;\n",
+       "};\n",
+       "\n",
+       "///////////////// REMAINING CONTENT GENERATED BY embed_js.py /////////////////\n",
+       "// prettier-ignore\n",
+       "var _JSXTOOLS_RESIZE_OBSERVER=function(A){var t,i=new WeakMap,n=new WeakMap,a=new WeakMap,r=new WeakMap,o=new Set;function s(e){if(!(this instanceof s))throw new TypeError(\"Constructor requires 'new' operator\");i.set(this,e)}function h(){throw new TypeError(\"Function is not a constructor\")}function c(e,t,i,n){e=0 in arguments?Number(arguments[0]):0,t=1 in arguments?Number(arguments[1]):0,i=2 in arguments?Number(arguments[2]):0,n=3 in arguments?Number(arguments[3]):0,this.right=(this.x=this.left=e)+(this.width=i),this.bottom=(this.y=this.top=t)+(this.height=n),Object.freeze(this)}function d(){t=requestAnimationFrame(d);var s=new WeakMap,p=new Set;o.forEach((function(t){r.get(t).forEach((function(i){var r=t instanceof window.SVGElement,o=a.get(t),d=r?0:parseFloat(o.paddingTop),f=r?0:parseFloat(o.paddingRight),l=r?0:parseFloat(o.paddingBottom),u=r?0:parseFloat(o.paddingLeft),g=r?0:parseFloat(o.borderTopWidth),m=r?0:parseFloat(o.borderRightWidth),w=r?0:parseFloat(o.borderBottomWidth),b=u+f,F=d+l,v=(r?0:parseFloat(o.borderLeftWidth))+m,W=g+w,y=r?0:t.offsetHeight-W-t.clientHeight,E=r?0:t.offsetWidth-v-t.clientWidth,R=b+v,z=F+W,M=r?t.width:parseFloat(o.width)-R-E,O=r?t.height:parseFloat(o.height)-z-y;if(n.has(t)){var k=n.get(t);if(k[0]===M&&k[1]===O)return}n.set(t,[M,O]);var S=Object.create(h.prototype);S.target=t,S.contentRect=new c(u,d,M,O),s.has(i)||(s.set(i,[]),p.add(i)),s.get(i).push(S)}))})),p.forEach((function(e){i.get(e).call(e,s.get(e),e)}))}return s.prototype.observe=function(i){if(i instanceof window.Element){r.has(i)||(r.set(i,new Set),o.add(i),a.set(i,window.getComputedStyle(i)));var n=r.get(i);n.has(this)||n.add(this),cancelAnimationFrame(t),t=requestAnimationFrame(d)}},s.prototype.unobserve=function(i){if(i instanceof window.Element&&r.has(i)){var n=r.get(i);n.has(this)&&(n.delete(this),n.size||(r.delete(i),o.delete(i))),n.size||r.delete(i),o.size||cancelAnimationFrame(t)}},A.DOMRectReadOnly=c,A.ResizeObserver=s,A.ResizeObserverEntry=h,A}; // eslint-disable-line\n",
+       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Left button pans, Right button zooms\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\\nx/y fixes axis\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
+       "\n",
+       "mpl.extensions = [\"eps\", \"jpeg\", \"pgf\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
+       "\n",
+       "mpl.default_extension = \"png\";/* global mpl */\n",
+       "\n",
+       "var comm_websocket_adapter = function (comm) {\n",
+       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
+       "    // object with the appropriate methods. Currently this is a non binary\n",
+       "    // socket, so there is still some room for performance tuning.\n",
+       "    var ws = {};\n",
+       "\n",
+       "    ws.binaryType = comm.kernel.ws.binaryType;\n",
+       "    ws.readyState = comm.kernel.ws.readyState;\n",
+       "    function updateReadyState(_event) {\n",
+       "        if (comm.kernel.ws) {\n",
+       "            ws.readyState = comm.kernel.ws.readyState;\n",
+       "        } else {\n",
+       "            ws.readyState = 3; // Closed state.\n",
+       "        }\n",
+       "    }\n",
+       "    comm.kernel.ws.addEventListener('open', updateReadyState);\n",
+       "    comm.kernel.ws.addEventListener('close', updateReadyState);\n",
+       "    comm.kernel.ws.addEventListener('error', updateReadyState);\n",
+       "\n",
+       "    ws.close = function () {\n",
+       "        comm.close();\n",
+       "    };\n",
+       "    ws.send = function (m) {\n",
+       "        //console.log('sending', m);\n",
+       "        comm.send(m);\n",
+       "    };\n",
+       "    // Register the callback with on_msg.\n",
+       "    comm.on_msg(function (msg) {\n",
+       "        //console.log('receiving', msg['content']['data'], msg);\n",
+       "        var data = msg['content']['data'];\n",
+       "        if (data['blob'] !== undefined) {\n",
+       "            data = {\n",
+       "                data: new Blob(msg['buffers'], { type: data['blob'] }),\n",
+       "            };\n",
+       "        }\n",
+       "        // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
+       "        ws.onmessage(data);\n",
+       "    });\n",
+       "    return ws;\n",
+       "};\n",
+       "\n",
+       "mpl.mpl_figure_comm = function (comm, msg) {\n",
+       "    // This is the function which gets called when the mpl process\n",
+       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
+       "\n",
+       "    var id = msg.content.data.id;\n",
+       "    // Get hold of the div created by the display call when the Comm\n",
+       "    // socket was opened in Python.\n",
+       "    var element = document.getElementById(id);\n",
+       "    var ws_proxy = comm_websocket_adapter(comm);\n",
+       "\n",
+       "    function ondownload(figure, _format) {\n",
+       "        window.open(figure.canvas.toDataURL());\n",
+       "    }\n",
+       "\n",
+       "    var fig = new mpl.figure(id, ws_proxy, ondownload, element);\n",
+       "\n",
+       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
+       "    // web socket which is closed, not our websocket->open comm proxy.\n",
+       "    ws_proxy.onopen();\n",
+       "\n",
+       "    fig.parent_element = element;\n",
+       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
+       "    if (!fig.cell_info) {\n",
+       "        console.error('Failed to find cell for figure', id, fig);\n",
+       "        return;\n",
+       "    }\n",
+       "    fig.cell_info[0].output_area.element.on(\n",
+       "        'cleared',\n",
+       "        { fig: fig },\n",
+       "        fig._remove_fig_handler\n",
+       "    );\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_close = function (fig, msg) {\n",
+       "    var width = fig.canvas.width / fig.ratio;\n",
+       "    fig.cell_info[0].output_area.element.off(\n",
+       "        'cleared',\n",
+       "        fig._remove_fig_handler\n",
+       "    );\n",
+       "    fig.resizeObserverInstance.unobserve(fig.canvas_div);\n",
+       "\n",
+       "    // Update the output cell to use the data from the current canvas.\n",
+       "    fig.push_to_output();\n",
+       "    var dataURL = fig.canvas.toDataURL();\n",
+       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
+       "    // the notebook keyboard shortcuts fail.\n",
+       "    IPython.keyboard_manager.enable();\n",
+       "    fig.parent_element.innerHTML =\n",
+       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
+       "    fig.close_ws(fig, msg);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.close_ws = function (fig, msg) {\n",
+       "    fig.send_message('closing', msg);\n",
+       "    // fig.ws.close()\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.push_to_output = function (_remove_interactive) {\n",
+       "    // Turn the data on the canvas into data in the output cell.\n",
+       "    var width = this.canvas.width / this.ratio;\n",
+       "    var dataURL = this.canvas.toDataURL();\n",
+       "    this.cell_info[1]['text/html'] =\n",
+       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function () {\n",
+       "    // Tell IPython that the notebook contents must change.\n",
+       "    IPython.notebook.set_dirty(true);\n",
+       "    this.send_message('ack', {});\n",
+       "    var fig = this;\n",
+       "    // Wait a second, then push the new image to the DOM so\n",
+       "    // that it is saved nicely (might be nice to debounce this).\n",
+       "    setTimeout(function () {\n",
+       "        fig.push_to_output();\n",
+       "    }, 1000);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var toolbar = document.createElement('div');\n",
+       "    toolbar.classList = 'btn-toolbar';\n",
+       "    this.root.appendChild(toolbar);\n",
+       "\n",
+       "    function on_click_closure(name) {\n",
+       "        return function (_event) {\n",
+       "            return fig.toolbar_button_onclick(name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    function on_mouseover_closure(tooltip) {\n",
+       "        return function (event) {\n",
+       "            if (!event.currentTarget.disabled) {\n",
+       "                return fig.toolbar_button_onmouseover(tooltip);\n",
+       "            }\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    fig.buttons = {};\n",
+       "    var buttonGroup = document.createElement('div');\n",
+       "    buttonGroup.classList = 'btn-group';\n",
+       "    var button;\n",
+       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) {\n",
+       "            /* Instead of a spacer, we start a new button group. */\n",
+       "            if (buttonGroup.hasChildNodes()) {\n",
+       "                toolbar.appendChild(buttonGroup);\n",
+       "            }\n",
+       "            buttonGroup = document.createElement('div');\n",
+       "            buttonGroup.classList = 'btn-group';\n",
+       "            continue;\n",
+       "        }\n",
+       "\n",
+       "        button = fig.buttons[name] = document.createElement('button');\n",
+       "        button.classList = 'btn btn-default';\n",
+       "        button.href = '#';\n",
+       "        button.title = name;\n",
+       "        button.innerHTML = '<i class=\"fa ' + image + ' fa-lg\"></i>';\n",
+       "        button.addEventListener('click', on_click_closure(method_name));\n",
+       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
+       "        buttonGroup.appendChild(button);\n",
+       "    }\n",
+       "\n",
+       "    if (buttonGroup.hasChildNodes()) {\n",
+       "        toolbar.appendChild(buttonGroup);\n",
+       "    }\n",
+       "\n",
+       "    // Add the status bar.\n",
+       "    var status_bar = document.createElement('span');\n",
+       "    status_bar.classList = 'mpl-message pull-right';\n",
+       "    toolbar.appendChild(status_bar);\n",
+       "    this.message = status_bar;\n",
+       "\n",
+       "    // Add the close button to the window.\n",
+       "    var buttongrp = document.createElement('div');\n",
+       "    buttongrp.classList = 'btn-group inline pull-right';\n",
+       "    button = document.createElement('button');\n",
+       "    button.classList = 'btn btn-mini btn-primary';\n",
+       "    button.href = '#';\n",
+       "    button.title = 'Stop Interaction';\n",
+       "    button.innerHTML = '<i class=\"fa fa-power-off icon-remove icon-large\"></i>';\n",
+       "    button.addEventListener('click', function (_evt) {\n",
+       "        fig.handle_close(fig, {});\n",
+       "    });\n",
+       "    button.addEventListener(\n",
+       "        'mouseover',\n",
+       "        on_mouseover_closure('Stop Interaction')\n",
+       "    );\n",
+       "    buttongrp.appendChild(button);\n",
+       "    var titlebar = this.root.querySelector('.ui-dialog-titlebar');\n",
+       "    titlebar.insertBefore(buttongrp, titlebar.firstChild);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._remove_fig_handler = function (event) {\n",
+       "    var fig = event.data.fig;\n",
+       "    if (event.target !== this) {\n",
+       "        // Ignore bubbled events from children.\n",
+       "        return;\n",
+       "    }\n",
+       "    fig.close_ws(fig, {});\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function (el) {\n",
+       "    el.style.boxSizing = 'content-box'; // override notebook setting of border-box.\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function (el) {\n",
+       "    // this is important to make the div 'focusable\n",
+       "    el.setAttribute('tabindex', 0);\n",
+       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
+       "    // off when our div gets focus\n",
+       "\n",
+       "    // location in version 3\n",
+       "    if (IPython.notebook.keyboard_manager) {\n",
+       "        IPython.notebook.keyboard_manager.register_events(el);\n",
+       "    } else {\n",
+       "        // location in version 2\n",
+       "        IPython.keyboard_manager.register_events(el);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function (event, _name) {\n",
+       "    // Check for shift+enter\n",
+       "    if (event.shiftKey && event.which === 13) {\n",
+       "        this.canvas_div.blur();\n",
+       "        // select the cell after this one\n",
+       "        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
+       "        IPython.notebook.select(index + 1);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
+       "    fig.ondownload(fig, null);\n",
+       "};\n",
+       "\n",
+       "mpl.find_output_cell = function (html_output) {\n",
+       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
+       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
+       "    // IPython event is triggered only after the cells have been serialised, which for\n",
+       "    // our purposes (turning an active figure into a static one), is too late.\n",
+       "    var cells = IPython.notebook.get_cells();\n",
+       "    var ncells = cells.length;\n",
+       "    for (var i = 0; i < ncells; i++) {\n",
+       "        var cell = cells[i];\n",
+       "        if (cell.cell_type === 'code') {\n",
+       "            for (var j = 0; j < cell.output_area.outputs.length; j++) {\n",
+       "                var data = cell.output_area.outputs[j];\n",
+       "                if (data.data) {\n",
+       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
+       "                    data = data.data;\n",
+       "                }\n",
+       "                if (data['text/html'] === html_output) {\n",
+       "                    return [cell, data, j];\n",
+       "                }\n",
+       "            }\n",
+       "        }\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "// Register the function which deals with the matplotlib target/channel.\n",
+       "// The kernel may be null if the page has been refreshed.\n",
+       "if (IPython.notebook.kernel !== null) {\n",
+       "    IPython.notebook.kernel.comm_manager.register_target(\n",
+       "        'matplotlib',\n",
+       "        mpl.mpl_figure_comm\n",
+       "    );\n",
+       "}\n"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Javascript object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<img 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\" width=\"640\">"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/javascript": [
+       "/* Put everything inside the global mpl namespace */\n",
+       "/* global mpl */\n",
+       "window.mpl = {};\n",
+       "\n",
+       "mpl.get_websocket_type = function () {\n",
+       "    if (typeof WebSocket !== 'undefined') {\n",
+       "        return WebSocket;\n",
+       "    } else if (typeof MozWebSocket !== 'undefined') {\n",
+       "        return MozWebSocket;\n",
+       "    } else {\n",
+       "        alert(\n",
+       "            'Your browser does not have WebSocket support. ' +\n",
+       "                'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
+       "                'Firefox 4 and 5 are also supported but you ' +\n",
+       "                'have to enable WebSockets in about:config.'\n",
+       "        );\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure = function (figure_id, websocket, ondownload, parent_element) {\n",
+       "    this.id = figure_id;\n",
+       "\n",
+       "    this.ws = websocket;\n",
+       "\n",
+       "    this.supports_binary = this.ws.binaryType !== undefined;\n",
+       "\n",
+       "    if (!this.supports_binary) {\n",
+       "        var warnings = document.getElementById('mpl-warnings');\n",
+       "        if (warnings) {\n",
+       "            warnings.style.display = 'block';\n",
+       "            warnings.textContent =\n",
+       "                'This browser does not support binary websocket messages. ' +\n",
+       "                'Performance may be slow.';\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    this.imageObj = new Image();\n",
+       "\n",
+       "    this.context = undefined;\n",
+       "    this.message = undefined;\n",
+       "    this.canvas = undefined;\n",
+       "    this.rubberband_canvas = undefined;\n",
+       "    this.rubberband_context = undefined;\n",
+       "    this.format_dropdown = undefined;\n",
+       "\n",
+       "    this.image_mode = 'full';\n",
+       "\n",
+       "    this.root = document.createElement('div');\n",
+       "    this.root.setAttribute('style', 'display: inline-block');\n",
+       "    this._root_extra_style(this.root);\n",
+       "\n",
+       "    parent_element.appendChild(this.root);\n",
+       "\n",
+       "    this._init_header(this);\n",
+       "    this._init_canvas(this);\n",
+       "    this._init_toolbar(this);\n",
+       "\n",
+       "    var fig = this;\n",
+       "\n",
+       "    this.waiting = false;\n",
+       "\n",
+       "    this.ws.onopen = function () {\n",
+       "        fig.send_message('supports_binary', { value: fig.supports_binary });\n",
+       "        fig.send_message('send_image_mode', {});\n",
+       "        if (fig.ratio !== 1) {\n",
+       "            fig.send_message('set_device_pixel_ratio', {\n",
+       "                device_pixel_ratio: fig.ratio,\n",
+       "            });\n",
+       "        }\n",
+       "        fig.send_message('refresh', {});\n",
+       "    };\n",
+       "\n",
+       "    this.imageObj.onload = function () {\n",
+       "        if (fig.image_mode === 'full') {\n",
+       "            // Full images could contain transparency (where diff images\n",
+       "            // almost always do), so we need to clear the canvas so that\n",
+       "            // there is no ghosting.\n",
+       "            fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
+       "        }\n",
+       "        fig.context.drawImage(fig.imageObj, 0, 0);\n",
+       "    };\n",
+       "\n",
+       "    this.imageObj.onunload = function () {\n",
+       "        fig.ws.close();\n",
+       "    };\n",
+       "\n",
+       "    this.ws.onmessage = this._make_on_message_function(this);\n",
+       "\n",
+       "    this.ondownload = ondownload;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_header = function () {\n",
+       "    var titlebar = document.createElement('div');\n",
+       "    titlebar.classList =\n",
+       "        'ui-dialog-titlebar ui-widget-header ui-corner-all ui-helper-clearfix';\n",
+       "    var titletext = document.createElement('div');\n",
+       "    titletext.classList = 'ui-dialog-title';\n",
+       "    titletext.setAttribute(\n",
+       "        'style',\n",
+       "        'width: 100%; text-align: center; padding: 3px;'\n",
+       "    );\n",
+       "    titlebar.appendChild(titletext);\n",
+       "    this.root.appendChild(titlebar);\n",
+       "    this.header = titletext;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function (_canvas_div) {};\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function (_canvas_div) {};\n",
+       "\n",
+       "mpl.figure.prototype._init_canvas = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var canvas_div = (this.canvas_div = document.createElement('div'));\n",
+       "    canvas_div.setAttribute(\n",
+       "        'style',\n",
+       "        'border: 1px solid #ddd;' +\n",
+       "            'box-sizing: content-box;' +\n",
+       "            'clear: both;' +\n",
+       "            'min-height: 1px;' +\n",
+       "            'min-width: 1px;' +\n",
+       "            'outline: 0;' +\n",
+       "            'overflow: hidden;' +\n",
+       "            'position: relative;' +\n",
+       "            'resize: both;'\n",
+       "    );\n",
+       "\n",
+       "    function on_keyboard_event_closure(name) {\n",
+       "        return function (event) {\n",
+       "            return fig.key_event(event, name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    canvas_div.addEventListener(\n",
+       "        'keydown',\n",
+       "        on_keyboard_event_closure('key_press')\n",
+       "    );\n",
+       "    canvas_div.addEventListener(\n",
+       "        'keyup',\n",
+       "        on_keyboard_event_closure('key_release')\n",
+       "    );\n",
+       "\n",
+       "    this._canvas_extra_style(canvas_div);\n",
+       "    this.root.appendChild(canvas_div);\n",
+       "\n",
+       "    var canvas = (this.canvas = document.createElement('canvas'));\n",
+       "    canvas.classList.add('mpl-canvas');\n",
+       "    canvas.setAttribute('style', 'box-sizing: content-box;');\n",
+       "\n",
+       "    this.context = canvas.getContext('2d');\n",
+       "\n",
+       "    var backingStore =\n",
+       "        this.context.backingStorePixelRatio ||\n",
+       "        this.context.webkitBackingStorePixelRatio ||\n",
+       "        this.context.mozBackingStorePixelRatio ||\n",
+       "        this.context.msBackingStorePixelRatio ||\n",
+       "        this.context.oBackingStorePixelRatio ||\n",
+       "        this.context.backingStorePixelRatio ||\n",
+       "        1;\n",
+       "\n",
+       "    this.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
+       "\n",
+       "    var rubberband_canvas = (this.rubberband_canvas = document.createElement(\n",
+       "        'canvas'\n",
+       "    ));\n",
+       "    rubberband_canvas.setAttribute(\n",
+       "        'style',\n",
+       "        'box-sizing: content-box; position: absolute; left: 0; top: 0; z-index: 1;'\n",
+       "    );\n",
+       "\n",
+       "    // Apply a ponyfill if ResizeObserver is not implemented by browser.\n",
+       "    if (this.ResizeObserver === undefined) {\n",
+       "        if (window.ResizeObserver !== undefined) {\n",
+       "            this.ResizeObserver = window.ResizeObserver;\n",
+       "        } else {\n",
+       "            var obs = _JSXTOOLS_RESIZE_OBSERVER({});\n",
+       "            this.ResizeObserver = obs.ResizeObserver;\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    this.resizeObserverInstance = new this.ResizeObserver(function (entries) {\n",
+       "        var nentries = entries.length;\n",
+       "        for (var i = 0; i < nentries; i++) {\n",
+       "            var entry = entries[i];\n",
+       "            var width, height;\n",
+       "            if (entry.contentBoxSize) {\n",
+       "                if (entry.contentBoxSize instanceof Array) {\n",
+       "                    // Chrome 84 implements new version of spec.\n",
+       "                    width = entry.contentBoxSize[0].inlineSize;\n",
+       "                    height = entry.contentBoxSize[0].blockSize;\n",
+       "                } else {\n",
+       "                    // Firefox implements old version of spec.\n",
+       "                    width = entry.contentBoxSize.inlineSize;\n",
+       "                    height = entry.contentBoxSize.blockSize;\n",
+       "                }\n",
+       "            } else {\n",
+       "                // Chrome <84 implements even older version of spec.\n",
+       "                width = entry.contentRect.width;\n",
+       "                height = entry.contentRect.height;\n",
+       "            }\n",
+       "\n",
+       "            // Keep the size of the canvas and rubber band canvas in sync with\n",
+       "            // the canvas container.\n",
+       "            if (entry.devicePixelContentBoxSize) {\n",
+       "                // Chrome 84 implements new version of spec.\n",
+       "                canvas.setAttribute(\n",
+       "                    'width',\n",
+       "                    entry.devicePixelContentBoxSize[0].inlineSize\n",
+       "                );\n",
+       "                canvas.setAttribute(\n",
+       "                    'height',\n",
+       "                    entry.devicePixelContentBoxSize[0].blockSize\n",
+       "                );\n",
+       "            } else {\n",
+       "                canvas.setAttribute('width', width * fig.ratio);\n",
+       "                canvas.setAttribute('height', height * fig.ratio);\n",
+       "            }\n",
+       "            canvas.setAttribute(\n",
+       "                'style',\n",
+       "                'width: ' + width + 'px; height: ' + height + 'px;'\n",
+       "            );\n",
+       "\n",
+       "            rubberband_canvas.setAttribute('width', width);\n",
+       "            rubberband_canvas.setAttribute('height', height);\n",
+       "\n",
+       "            // And update the size in Python. We ignore the initial 0/0 size\n",
+       "            // that occurs as the element is placed into the DOM, which should\n",
+       "            // otherwise not happen due to the minimum size styling.\n",
+       "            if (fig.ws.readyState == 1 && width != 0 && height != 0) {\n",
+       "                fig.request_resize(width, height);\n",
+       "            }\n",
+       "        }\n",
+       "    });\n",
+       "    this.resizeObserverInstance.observe(canvas_div);\n",
+       "\n",
+       "    function on_mouse_event_closure(name) {\n",
+       "        return function (event) {\n",
+       "            return fig.mouse_event(event, name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mousedown',\n",
+       "        on_mouse_event_closure('button_press')\n",
+       "    );\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mouseup',\n",
+       "        on_mouse_event_closure('button_release')\n",
+       "    );\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'dblclick',\n",
+       "        on_mouse_event_closure('dblclick')\n",
+       "    );\n",
+       "    // Throttle sequential mouse events to 1 every 20ms.\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mousemove',\n",
+       "        on_mouse_event_closure('motion_notify')\n",
+       "    );\n",
+       "\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mouseenter',\n",
+       "        on_mouse_event_closure('figure_enter')\n",
+       "    );\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mouseleave',\n",
+       "        on_mouse_event_closure('figure_leave')\n",
+       "    );\n",
+       "\n",
+       "    canvas_div.addEventListener('wheel', function (event) {\n",
+       "        if (event.deltaY < 0) {\n",
+       "            event.step = 1;\n",
+       "        } else {\n",
+       "            event.step = -1;\n",
+       "        }\n",
+       "        on_mouse_event_closure('scroll')(event);\n",
+       "    });\n",
+       "\n",
+       "    canvas_div.appendChild(canvas);\n",
+       "    canvas_div.appendChild(rubberband_canvas);\n",
+       "\n",
+       "    this.rubberband_context = rubberband_canvas.getContext('2d');\n",
+       "    this.rubberband_context.strokeStyle = '#000000';\n",
+       "\n",
+       "    this._resize_canvas = function (width, height, forward) {\n",
+       "        if (forward) {\n",
+       "            canvas_div.style.width = width + 'px';\n",
+       "            canvas_div.style.height = height + 'px';\n",
+       "        }\n",
+       "    };\n",
+       "\n",
+       "    // Disable right mouse context menu.\n",
+       "    this.rubberband_canvas.addEventListener('contextmenu', function (_e) {\n",
+       "        event.preventDefault();\n",
+       "        return false;\n",
+       "    });\n",
+       "\n",
+       "    function set_focus() {\n",
+       "        canvas.focus();\n",
+       "        canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    window.setTimeout(set_focus, 100);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var toolbar = document.createElement('div');\n",
+       "    toolbar.classList = 'mpl-toolbar';\n",
+       "    this.root.appendChild(toolbar);\n",
+       "\n",
+       "    function on_click_closure(name) {\n",
+       "        return function (_event) {\n",
+       "            return fig.toolbar_button_onclick(name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    function on_mouseover_closure(tooltip) {\n",
+       "        return function (event) {\n",
+       "            if (!event.currentTarget.disabled) {\n",
+       "                return fig.toolbar_button_onmouseover(tooltip);\n",
+       "            }\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    fig.buttons = {};\n",
+       "    var buttonGroup = document.createElement('div');\n",
+       "    buttonGroup.classList = 'mpl-button-group';\n",
+       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) {\n",
+       "            /* Instead of a spacer, we start a new button group. */\n",
+       "            if (buttonGroup.hasChildNodes()) {\n",
+       "                toolbar.appendChild(buttonGroup);\n",
+       "            }\n",
+       "            buttonGroup = document.createElement('div');\n",
+       "            buttonGroup.classList = 'mpl-button-group';\n",
+       "            continue;\n",
+       "        }\n",
+       "\n",
+       "        var button = (fig.buttons[name] = document.createElement('button'));\n",
+       "        button.classList = 'mpl-widget';\n",
+       "        button.setAttribute('role', 'button');\n",
+       "        button.setAttribute('aria-disabled', 'false');\n",
+       "        button.addEventListener('click', on_click_closure(method_name));\n",
+       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
+       "\n",
+       "        var icon_img = document.createElement('img');\n",
+       "        icon_img.src = '_images/' + image + '.png';\n",
+       "        icon_img.srcset = '_images/' + image + '_large.png 2x';\n",
+       "        icon_img.alt = tooltip;\n",
+       "        button.appendChild(icon_img);\n",
+       "\n",
+       "        buttonGroup.appendChild(button);\n",
+       "    }\n",
+       "\n",
+       "    if (buttonGroup.hasChildNodes()) {\n",
+       "        toolbar.appendChild(buttonGroup);\n",
+       "    }\n",
+       "\n",
+       "    var fmt_picker = document.createElement('select');\n",
+       "    fmt_picker.classList = 'mpl-widget';\n",
+       "    toolbar.appendChild(fmt_picker);\n",
+       "    this.format_dropdown = fmt_picker;\n",
+       "\n",
+       "    for (var ind in mpl.extensions) {\n",
+       "        var fmt = mpl.extensions[ind];\n",
+       "        var option = document.createElement('option');\n",
+       "        option.selected = fmt === mpl.default_extension;\n",
+       "        option.innerHTML = fmt;\n",
+       "        fmt_picker.appendChild(option);\n",
+       "    }\n",
+       "\n",
+       "    var status_bar = document.createElement('span');\n",
+       "    status_bar.classList = 'mpl-message';\n",
+       "    toolbar.appendChild(status_bar);\n",
+       "    this.message = status_bar;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.request_resize = function (x_pixels, y_pixels) {\n",
+       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
+       "    // which will in turn request a refresh of the image.\n",
+       "    this.send_message('resize', { width: x_pixels, height: y_pixels });\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.send_message = function (type, properties) {\n",
+       "    properties['type'] = type;\n",
+       "    properties['figure_id'] = this.id;\n",
+       "    this.ws.send(JSON.stringify(properties));\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.send_draw_message = function () {\n",
+       "    if (!this.waiting) {\n",
+       "        this.waiting = true;\n",
+       "        this.ws.send(JSON.stringify({ type: 'draw', figure_id: this.id }));\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
+       "    var format_dropdown = fig.format_dropdown;\n",
+       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
+       "    fig.ondownload(fig, format);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_resize = function (fig, msg) {\n",
+       "    var size = msg['size'];\n",
+       "    if (size[0] !== fig.canvas.width || size[1] !== fig.canvas.height) {\n",
+       "        fig._resize_canvas(size[0], size[1], msg['forward']);\n",
+       "        fig.send_message('refresh', {});\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_rubberband = function (fig, msg) {\n",
+       "    var x0 = msg['x0'] / fig.ratio;\n",
+       "    var y0 = (fig.canvas.height - msg['y0']) / fig.ratio;\n",
+       "    var x1 = msg['x1'] / fig.ratio;\n",
+       "    var y1 = (fig.canvas.height - msg['y1']) / fig.ratio;\n",
+       "    x0 = Math.floor(x0) + 0.5;\n",
+       "    y0 = Math.floor(y0) + 0.5;\n",
+       "    x1 = Math.floor(x1) + 0.5;\n",
+       "    y1 = Math.floor(y1) + 0.5;\n",
+       "    var min_x = Math.min(x0, x1);\n",
+       "    var min_y = Math.min(y0, y1);\n",
+       "    var width = Math.abs(x1 - x0);\n",
+       "    var height = Math.abs(y1 - y0);\n",
+       "\n",
+       "    fig.rubberband_context.clearRect(\n",
+       "        0,\n",
+       "        0,\n",
+       "        fig.canvas.width / fig.ratio,\n",
+       "        fig.canvas.height / fig.ratio\n",
+       "    );\n",
+       "\n",
+       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_figure_label = function (fig, msg) {\n",
+       "    // Updates the figure title.\n",
+       "    fig.header.textContent = msg['label'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_cursor = function (fig, msg) {\n",
+       "    fig.rubberband_canvas.style.cursor = msg['cursor'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_message = function (fig, msg) {\n",
+       "    fig.message.textContent = msg['message'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_draw = function (fig, _msg) {\n",
+       "    // Request the server to send over a new figure.\n",
+       "    fig.send_draw_message();\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_image_mode = function (fig, msg) {\n",
+       "    fig.image_mode = msg['mode'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_history_buttons = function (fig, msg) {\n",
+       "    for (var key in msg) {\n",
+       "        if (!(key in fig.buttons)) {\n",
+       "            continue;\n",
+       "        }\n",
+       "        fig.buttons[key].disabled = !msg[key];\n",
+       "        fig.buttons[key].setAttribute('aria-disabled', !msg[key]);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_navigate_mode = function (fig, msg) {\n",
+       "    if (msg['mode'] === 'PAN') {\n",
+       "        fig.buttons['Pan'].classList.add('active');\n",
+       "        fig.buttons['Zoom'].classList.remove('active');\n",
+       "    } else if (msg['mode'] === 'ZOOM') {\n",
+       "        fig.buttons['Pan'].classList.remove('active');\n",
+       "        fig.buttons['Zoom'].classList.add('active');\n",
+       "    } else {\n",
+       "        fig.buttons['Pan'].classList.remove('active');\n",
+       "        fig.buttons['Zoom'].classList.remove('active');\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function () {\n",
+       "    // Called whenever the canvas gets updated.\n",
+       "    this.send_message('ack', {});\n",
+       "};\n",
+       "\n",
+       "// A function to construct a web socket function for onmessage handling.\n",
+       "// Called in the figure constructor.\n",
+       "mpl.figure.prototype._make_on_message_function = function (fig) {\n",
+       "    return function socket_on_message(evt) {\n",
+       "        if (evt.data instanceof Blob) {\n",
+       "            var img = evt.data;\n",
+       "            if (img.type !== 'image/png') {\n",
+       "                /* FIXME: We get \"Resource interpreted as Image but\n",
+       "                 * transferred with MIME type text/plain:\" errors on\n",
+       "                 * Chrome.  But how to set the MIME type?  It doesn't seem\n",
+       "                 * to be part of the websocket stream */\n",
+       "                img.type = 'image/png';\n",
+       "            }\n",
+       "\n",
+       "            /* Free the memory for the previous frames */\n",
+       "            if (fig.imageObj.src) {\n",
+       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
+       "                    fig.imageObj.src\n",
+       "                );\n",
+       "            }\n",
+       "\n",
+       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
+       "                img\n",
+       "            );\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        } else if (\n",
+       "            typeof evt.data === 'string' &&\n",
+       "            evt.data.slice(0, 21) === 'data:image/png;base64'\n",
+       "        ) {\n",
+       "            fig.imageObj.src = evt.data;\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        var msg = JSON.parse(evt.data);\n",
+       "        var msg_type = msg['type'];\n",
+       "\n",
+       "        // Call the  \"handle_{type}\" callback, which takes\n",
+       "        // the figure and JSON message as its only arguments.\n",
+       "        try {\n",
+       "            var callback = fig['handle_' + msg_type];\n",
+       "        } catch (e) {\n",
+       "            console.log(\n",
+       "                \"No handler for the '\" + msg_type + \"' message type: \",\n",
+       "                msg\n",
+       "            );\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        if (callback) {\n",
+       "            try {\n",
+       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
+       "                callback(fig, msg);\n",
+       "            } catch (e) {\n",
+       "                console.log(\n",
+       "                    \"Exception inside the 'handler_\" + msg_type + \"' callback:\",\n",
+       "                    e,\n",
+       "                    e.stack,\n",
+       "                    msg\n",
+       "                );\n",
+       "            }\n",
+       "        }\n",
+       "    };\n",
+       "};\n",
+       "\n",
+       "// from https://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
+       "mpl.findpos = function (e) {\n",
+       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
+       "    var targ;\n",
+       "    if (!e) {\n",
+       "        e = window.event;\n",
+       "    }\n",
+       "    if (e.target) {\n",
+       "        targ = e.target;\n",
+       "    } else if (e.srcElement) {\n",
+       "        targ = e.srcElement;\n",
+       "    }\n",
+       "    if (targ.nodeType === 3) {\n",
+       "        // defeat Safari bug\n",
+       "        targ = targ.parentNode;\n",
+       "    }\n",
+       "\n",
+       "    // pageX,Y are the mouse positions relative to the document\n",
+       "    var boundingRect = targ.getBoundingClientRect();\n",
+       "    var x = e.pageX - (boundingRect.left + document.body.scrollLeft);\n",
+       "    var y = e.pageY - (boundingRect.top + document.body.scrollTop);\n",
+       "\n",
+       "    return { x: x, y: y };\n",
+       "};\n",
+       "\n",
+       "/*\n",
+       " * return a copy of an object with only non-object keys\n",
+       " * we need this to avoid circular references\n",
+       " * https://stackoverflow.com/a/24161582/3208463\n",
+       " */\n",
+       "function simpleKeys(original) {\n",
+       "    return Object.keys(original).reduce(function (obj, key) {\n",
+       "        if (typeof original[key] !== 'object') {\n",
+       "            obj[key] = original[key];\n",
+       "        }\n",
+       "        return obj;\n",
+       "    }, {});\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.mouse_event = function (event, name) {\n",
+       "    var canvas_pos = mpl.findpos(event);\n",
+       "\n",
+       "    if (name === 'button_press') {\n",
+       "        this.canvas.focus();\n",
+       "        this.canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    var x = canvas_pos.x * this.ratio;\n",
+       "    var y = canvas_pos.y * this.ratio;\n",
+       "\n",
+       "    this.send_message(name, {\n",
+       "        x: x,\n",
+       "        y: y,\n",
+       "        button: event.button,\n",
+       "        step: event.step,\n",
+       "        guiEvent: simpleKeys(event),\n",
+       "    });\n",
+       "\n",
+       "    /* This prevents the web browser from automatically changing to\n",
+       "     * the text insertion cursor when the button is pressed.  We want\n",
+       "     * to control all of the cursor setting manually through the\n",
+       "     * 'cursor' event from matplotlib */\n",
+       "    event.preventDefault();\n",
+       "    return false;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function (_event, _name) {\n",
+       "    // Handle any extra behaviour associated with a key event\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.key_event = function (event, name) {\n",
+       "    // Prevent repeat events\n",
+       "    if (name === 'key_press') {\n",
+       "        if (event.key === this._key) {\n",
+       "            return;\n",
+       "        } else {\n",
+       "            this._key = event.key;\n",
+       "        }\n",
+       "    }\n",
+       "    if (name === 'key_release') {\n",
+       "        this._key = null;\n",
+       "    }\n",
+       "\n",
+       "    var value = '';\n",
+       "    if (event.ctrlKey && event.key !== 'Control') {\n",
+       "        value += 'ctrl+';\n",
+       "    }\n",
+       "    else if (event.altKey && event.key !== 'Alt') {\n",
+       "        value += 'alt+';\n",
+       "    }\n",
+       "    else if (event.shiftKey && event.key !== 'Shift') {\n",
+       "        value += 'shift+';\n",
+       "    }\n",
+       "\n",
+       "    value += 'k' + event.key;\n",
+       "\n",
+       "    this._key_event_extra(event, name);\n",
+       "\n",
+       "    this.send_message(name, { key: value, guiEvent: simpleKeys(event) });\n",
+       "    return false;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onclick = function (name) {\n",
+       "    if (name === 'download') {\n",
+       "        this.handle_save(this, null);\n",
+       "    } else {\n",
+       "        this.send_message('toolbar_button', { name: name });\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onmouseover = function (tooltip) {\n",
+       "    this.message.textContent = tooltip;\n",
+       "};\n",
+       "\n",
+       "///////////////// REMAINING CONTENT GENERATED BY embed_js.py /////////////////\n",
+       "// prettier-ignore\n",
+       "var _JSXTOOLS_RESIZE_OBSERVER=function(A){var t,i=new WeakMap,n=new WeakMap,a=new WeakMap,r=new WeakMap,o=new Set;function s(e){if(!(this instanceof s))throw new TypeError(\"Constructor requires 'new' operator\");i.set(this,e)}function h(){throw new TypeError(\"Function is not a constructor\")}function c(e,t,i,n){e=0 in arguments?Number(arguments[0]):0,t=1 in arguments?Number(arguments[1]):0,i=2 in arguments?Number(arguments[2]):0,n=3 in arguments?Number(arguments[3]):0,this.right=(this.x=this.left=e)+(this.width=i),this.bottom=(this.y=this.top=t)+(this.height=n),Object.freeze(this)}function d(){t=requestAnimationFrame(d);var s=new WeakMap,p=new Set;o.forEach((function(t){r.get(t).forEach((function(i){var r=t instanceof window.SVGElement,o=a.get(t),d=r?0:parseFloat(o.paddingTop),f=r?0:parseFloat(o.paddingRight),l=r?0:parseFloat(o.paddingBottom),u=r?0:parseFloat(o.paddingLeft),g=r?0:parseFloat(o.borderTopWidth),m=r?0:parseFloat(o.borderRightWidth),w=r?0:parseFloat(o.borderBottomWidth),b=u+f,F=d+l,v=(r?0:parseFloat(o.borderLeftWidth))+m,W=g+w,y=r?0:t.offsetHeight-W-t.clientHeight,E=r?0:t.offsetWidth-v-t.clientWidth,R=b+v,z=F+W,M=r?t.width:parseFloat(o.width)-R-E,O=r?t.height:parseFloat(o.height)-z-y;if(n.has(t)){var k=n.get(t);if(k[0]===M&&k[1]===O)return}n.set(t,[M,O]);var S=Object.create(h.prototype);S.target=t,S.contentRect=new c(u,d,M,O),s.has(i)||(s.set(i,[]),p.add(i)),s.get(i).push(S)}))})),p.forEach((function(e){i.get(e).call(e,s.get(e),e)}))}return s.prototype.observe=function(i){if(i instanceof window.Element){r.has(i)||(r.set(i,new Set),o.add(i),a.set(i,window.getComputedStyle(i)));var n=r.get(i);n.has(this)||n.add(this),cancelAnimationFrame(t),t=requestAnimationFrame(d)}},s.prototype.unobserve=function(i){if(i instanceof window.Element&&r.has(i)){var n=r.get(i);n.has(this)&&(n.delete(this),n.size||(r.delete(i),o.delete(i))),n.size||r.delete(i),o.size||cancelAnimationFrame(t)}},A.DOMRectReadOnly=c,A.ResizeObserver=s,A.ResizeObserverEntry=h,A}; // eslint-disable-line\n",
+       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Left button pans, Right button zooms\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\\nx/y fixes axis\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
+       "\n",
+       "mpl.extensions = [\"eps\", \"jpeg\", \"pgf\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
+       "\n",
+       "mpl.default_extension = \"png\";/* global mpl */\n",
+       "\n",
+       "var comm_websocket_adapter = function (comm) {\n",
+       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
+       "    // object with the appropriate methods. Currently this is a non binary\n",
+       "    // socket, so there is still some room for performance tuning.\n",
+       "    var ws = {};\n",
+       "\n",
+       "    ws.binaryType = comm.kernel.ws.binaryType;\n",
+       "    ws.readyState = comm.kernel.ws.readyState;\n",
+       "    function updateReadyState(_event) {\n",
+       "        if (comm.kernel.ws) {\n",
+       "            ws.readyState = comm.kernel.ws.readyState;\n",
+       "        } else {\n",
+       "            ws.readyState = 3; // Closed state.\n",
+       "        }\n",
+       "    }\n",
+       "    comm.kernel.ws.addEventListener('open', updateReadyState);\n",
+       "    comm.kernel.ws.addEventListener('close', updateReadyState);\n",
+       "    comm.kernel.ws.addEventListener('error', updateReadyState);\n",
+       "\n",
+       "    ws.close = function () {\n",
+       "        comm.close();\n",
+       "    };\n",
+       "    ws.send = function (m) {\n",
+       "        //console.log('sending', m);\n",
+       "        comm.send(m);\n",
+       "    };\n",
+       "    // Register the callback with on_msg.\n",
+       "    comm.on_msg(function (msg) {\n",
+       "        //console.log('receiving', msg['content']['data'], msg);\n",
+       "        var data = msg['content']['data'];\n",
+       "        if (data['blob'] !== undefined) {\n",
+       "            data = {\n",
+       "                data: new Blob(msg['buffers'], { type: data['blob'] }),\n",
+       "            };\n",
+       "        }\n",
+       "        // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
+       "        ws.onmessage(data);\n",
+       "    });\n",
+       "    return ws;\n",
+       "};\n",
+       "\n",
+       "mpl.mpl_figure_comm = function (comm, msg) {\n",
+       "    // This is the function which gets called when the mpl process\n",
+       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
+       "\n",
+       "    var id = msg.content.data.id;\n",
+       "    // Get hold of the div created by the display call when the Comm\n",
+       "    // socket was opened in Python.\n",
+       "    var element = document.getElementById(id);\n",
+       "    var ws_proxy = comm_websocket_adapter(comm);\n",
+       "\n",
+       "    function ondownload(figure, _format) {\n",
+       "        window.open(figure.canvas.toDataURL());\n",
+       "    }\n",
+       "\n",
+       "    var fig = new mpl.figure(id, ws_proxy, ondownload, element);\n",
+       "\n",
+       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
+       "    // web socket which is closed, not our websocket->open comm proxy.\n",
+       "    ws_proxy.onopen();\n",
+       "\n",
+       "    fig.parent_element = element;\n",
+       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
+       "    if (!fig.cell_info) {\n",
+       "        console.error('Failed to find cell for figure', id, fig);\n",
+       "        return;\n",
+       "    }\n",
+       "    fig.cell_info[0].output_area.element.on(\n",
+       "        'cleared',\n",
+       "        { fig: fig },\n",
+       "        fig._remove_fig_handler\n",
+       "    );\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_close = function (fig, msg) {\n",
+       "    var width = fig.canvas.width / fig.ratio;\n",
+       "    fig.cell_info[0].output_area.element.off(\n",
+       "        'cleared',\n",
+       "        fig._remove_fig_handler\n",
+       "    );\n",
+       "    fig.resizeObserverInstance.unobserve(fig.canvas_div);\n",
+       "\n",
+       "    // Update the output cell to use the data from the current canvas.\n",
+       "    fig.push_to_output();\n",
+       "    var dataURL = fig.canvas.toDataURL();\n",
+       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
+       "    // the notebook keyboard shortcuts fail.\n",
+       "    IPython.keyboard_manager.enable();\n",
+       "    fig.parent_element.innerHTML =\n",
+       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
+       "    fig.close_ws(fig, msg);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.close_ws = function (fig, msg) {\n",
+       "    fig.send_message('closing', msg);\n",
+       "    // fig.ws.close()\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.push_to_output = function (_remove_interactive) {\n",
+       "    // Turn the data on the canvas into data in the output cell.\n",
+       "    var width = this.canvas.width / this.ratio;\n",
+       "    var dataURL = this.canvas.toDataURL();\n",
+       "    this.cell_info[1]['text/html'] =\n",
+       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function () {\n",
+       "    // Tell IPython that the notebook contents must change.\n",
+       "    IPython.notebook.set_dirty(true);\n",
+       "    this.send_message('ack', {});\n",
+       "    var fig = this;\n",
+       "    // Wait a second, then push the new image to the DOM so\n",
+       "    // that it is saved nicely (might be nice to debounce this).\n",
+       "    setTimeout(function () {\n",
+       "        fig.push_to_output();\n",
+       "    }, 1000);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var toolbar = document.createElement('div');\n",
+       "    toolbar.classList = 'btn-toolbar';\n",
+       "    this.root.appendChild(toolbar);\n",
+       "\n",
+       "    function on_click_closure(name) {\n",
+       "        return function (_event) {\n",
+       "            return fig.toolbar_button_onclick(name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    function on_mouseover_closure(tooltip) {\n",
+       "        return function (event) {\n",
+       "            if (!event.currentTarget.disabled) {\n",
+       "                return fig.toolbar_button_onmouseover(tooltip);\n",
+       "            }\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    fig.buttons = {};\n",
+       "    var buttonGroup = document.createElement('div');\n",
+       "    buttonGroup.classList = 'btn-group';\n",
+       "    var button;\n",
+       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) {\n",
+       "            /* Instead of a spacer, we start a new button group. */\n",
+       "            if (buttonGroup.hasChildNodes()) {\n",
+       "                toolbar.appendChild(buttonGroup);\n",
+       "            }\n",
+       "            buttonGroup = document.createElement('div');\n",
+       "            buttonGroup.classList = 'btn-group';\n",
+       "            continue;\n",
+       "        }\n",
+       "\n",
+       "        button = fig.buttons[name] = document.createElement('button');\n",
+       "        button.classList = 'btn btn-default';\n",
+       "        button.href = '#';\n",
+       "        button.title = name;\n",
+       "        button.innerHTML = '<i class=\"fa ' + image + ' fa-lg\"></i>';\n",
+       "        button.addEventListener('click', on_click_closure(method_name));\n",
+       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
+       "        buttonGroup.appendChild(button);\n",
+       "    }\n",
+       "\n",
+       "    if (buttonGroup.hasChildNodes()) {\n",
+       "        toolbar.appendChild(buttonGroup);\n",
+       "    }\n",
+       "\n",
+       "    // Add the status bar.\n",
+       "    var status_bar = document.createElement('span');\n",
+       "    status_bar.classList = 'mpl-message pull-right';\n",
+       "    toolbar.appendChild(status_bar);\n",
+       "    this.message = status_bar;\n",
+       "\n",
+       "    // Add the close button to the window.\n",
+       "    var buttongrp = document.createElement('div');\n",
+       "    buttongrp.classList = 'btn-group inline pull-right';\n",
+       "    button = document.createElement('button');\n",
+       "    button.classList = 'btn btn-mini btn-primary';\n",
+       "    button.href = '#';\n",
+       "    button.title = 'Stop Interaction';\n",
+       "    button.innerHTML = '<i class=\"fa fa-power-off icon-remove icon-large\"></i>';\n",
+       "    button.addEventListener('click', function (_evt) {\n",
+       "        fig.handle_close(fig, {});\n",
+       "    });\n",
+       "    button.addEventListener(\n",
+       "        'mouseover',\n",
+       "        on_mouseover_closure('Stop Interaction')\n",
+       "    );\n",
+       "    buttongrp.appendChild(button);\n",
+       "    var titlebar = this.root.querySelector('.ui-dialog-titlebar');\n",
+       "    titlebar.insertBefore(buttongrp, titlebar.firstChild);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._remove_fig_handler = function (event) {\n",
+       "    var fig = event.data.fig;\n",
+       "    if (event.target !== this) {\n",
+       "        // Ignore bubbled events from children.\n",
+       "        return;\n",
+       "    }\n",
+       "    fig.close_ws(fig, {});\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function (el) {\n",
+       "    el.style.boxSizing = 'content-box'; // override notebook setting of border-box.\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function (el) {\n",
+       "    // this is important to make the div 'focusable\n",
+       "    el.setAttribute('tabindex', 0);\n",
+       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
+       "    // off when our div gets focus\n",
+       "\n",
+       "    // location in version 3\n",
+       "    if (IPython.notebook.keyboard_manager) {\n",
+       "        IPython.notebook.keyboard_manager.register_events(el);\n",
+       "    } else {\n",
+       "        // location in version 2\n",
+       "        IPython.keyboard_manager.register_events(el);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function (event, _name) {\n",
+       "    // Check for shift+enter\n",
+       "    if (event.shiftKey && event.which === 13) {\n",
+       "        this.canvas_div.blur();\n",
+       "        // select the cell after this one\n",
+       "        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
+       "        IPython.notebook.select(index + 1);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
+       "    fig.ondownload(fig, null);\n",
+       "};\n",
+       "\n",
+       "mpl.find_output_cell = function (html_output) {\n",
+       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
+       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
+       "    // IPython event is triggered only after the cells have been serialised, which for\n",
+       "    // our purposes (turning an active figure into a static one), is too late.\n",
+       "    var cells = IPython.notebook.get_cells();\n",
+       "    var ncells = cells.length;\n",
+       "    for (var i = 0; i < ncells; i++) {\n",
+       "        var cell = cells[i];\n",
+       "        if (cell.cell_type === 'code') {\n",
+       "            for (var j = 0; j < cell.output_area.outputs.length; j++) {\n",
+       "                var data = cell.output_area.outputs[j];\n",
+       "                if (data.data) {\n",
+       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
+       "                    data = data.data;\n",
+       "                }\n",
+       "                if (data['text/html'] === html_output) {\n",
+       "                    return [cell, data, j];\n",
+       "                }\n",
+       "            }\n",
+       "        }\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "// Register the function which deals with the matplotlib target/channel.\n",
+       "// The kernel may be null if the page has been refreshed.\n",
+       "if (IPython.notebook.kernel !== null) {\n",
+       "    IPython.notebook.kernel.comm_manager.register_target(\n",
+       "        'matplotlib',\n",
+       "        mpl.mpl_figure_comm\n",
+       "    );\n",
+       "}\n"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Javascript object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<img 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izbSV5tr+1T6rMtYNyBtWcukU/L8z/5Jent7paNDn8vY3NRiOFAAMIaTHsSQAcARFQFAEVeAAgAL8QMAHriOAEBzWQ7iUa/XOAAYxJ0vWm0AgNGaz5qNBgAEAEuDDQAcG+hcdwzNHUx2AIUdwOqWeQCwOt2ifBQAGOXZncCxAYAAIABYfoHxCLigCY+A7cV3Mty+7ABO4M0wxE0DgCGevMnsOgAIAAKAACDvAE6t3L5j3RPYAZzMO+bUPDcAODXnZcr3CgAEAAFAABAABACn/M2KDpoKAIAER1UKjAWAVoNTzR085Gjfc3UHXz7/cVUKK4+vlec1WTdc1o7lAs4aFsYhcXNmWzl5rUecjYpTeazAahL9o2euGlvjtc5ttW+1Y+mcMnIlu5o6UjndFWvlAq433d/6/A7kdHewlbPYdA0Pt6qSbh3Ucwe/3jdTrb+5R6/f39NSXn9IH1PdsO5ob92ku33btunfywu729fxYwXqfOACrur2F5mDAMDITGVtBwIAVtYbALQ1AgAL2gCABR0AQPcPOwOAlddgaoytAABIhFSlAABYWTYAEACsFCUAIABYjBHXz70AgJWuLv5eSQEAsJJC/F1VAACsHBgAIABYKUoAQAAQAKx0lfD3iVIAAJwoZSPeLgBYeYIBQACwUpQAgAAgAFjpKuHvE6UAADhRyka8XQCw8gQDgABgpSgBAAFAALDSVcLfJ0oBAHCilI14u9UAoCXJRLuDrfNObx5Q/+TqDv7SgsfUdpoMZ+yQ4SBtSwyq7WhZNoZEdzzWG+5azUk8VohamT0sF22jcV7Xy8DKWezajlXfNYdy2tE9bekwaMy51U/LTZzKWTmFdces5ebuzzWpp05l9XLLHbxrWM/5u2NIL9+TblPP+5e9h5WVb96lO4YzKV2Dun36NdG8Wy9vf1N3Bzt+HEAm+sPOQbzr54nb8/H+Mo0zAyl547M3kgs4qAUmZO0AgCGbsKnSXQBwZCYAQBEAsBAPAGBBBwDQXqknw+wBAE6VO+fU6gcAOLXmIzS9AQABwNJgBQABwNJ4AAABwNDczGLcUQAwxpM/nqEDgAAgAFh+BbEDyA5gpXWVHcBKCvH3WikAANZK6YidBwAEAAFAAJB3AIV3ACN2b4vTcADAOM12gGMFAAFAABAABAABwABvKzRVYwUAwBoLHpXTFQHw9udPkZZpuivv0LHe+uo5TsN3dQdbjR/Wprt9rfqWO/hz81aph6QNZ2YyMaTWb6vTyxOGnVDLEezaRpuST9jrnOWKtVzArrlunSa8isoZI6Grq5s4IYYjVPS8s2ZOZMMNbfXHasfKTWzVt8qtlHuWm9hyB1sxvjszTZ21vkxSLX873amWv7V/Rln5a72z9DZ6dIfxUL/uYJa0PofN2/U8zNPe0mMhzG5f69LCBVzFohOhQwDACE1mLYcCAI6oDQDWMvJGnwsALOgBAIoAgIVY0D73AgBO3ho1lc8MAE7l2ZnCfQMAAcCpEJ4AIABYjEMAEACcCmtSmPoAAIZptqZQXwFAAHAqhCMACAACgKOvRHYAp8LKFI4+AIDhmKcp10sAEACcCkEJAAKAACAAOBXWojD2AQAM46xV6PPTTz8tt9xyizz//POybds2+eUvfykXXHDBwaNyuZzccMMNcuedd0pPT4+8733vkzvuuEOWLFniWw0AEAD0HSwTWBEABAABQABwApeYSDcNAEZweh999FFZtWqVvOc975FPfOITZQB48803y4033ih33323HHHEEXL99dfL2rVr5ZVXXpFkUnfvHSpTNQBoSe3qDrbacXUNW+7g5QvXqKcYMty+XfXlOTa9BroSuvvYyhFsjatVyRFsuTtbE8NqM0kjoWhGNzyaV0W9bqiUlOHGtQDNOkG90U8zN7HRUNbxuh7K6bl0rVzAQbmkLbev1X0rF7NrO65ubmu8PdkWtas92Va1fMdwh1rePVyeI3jD/plq3U3909Xyv+wqzyfsVUztM9zBg3qO4OR2/asG0zbqF8tU+rCzY9gLLmBXxaJVHwCM1nyWjaaurm4UAHq7f4cffrhcffXVcs011+Tr9/b2ypw5c+Suu+6SSy65xJciAOCITACgAIAHwsEVrFzBDQAUAQALwebyrp+1qAOAvm53ka0EAEZ2agsDOxQAN2zYIEceeaS88MILctJJJx0c/dlnn53/37fddpuqyODgoHj/FX8eAC5cuFBcvgNoSc0O4NhByA6gCDuAhRgBAAHA4moBAEb85l2D4QGANRB5Mk9xKACuXr06/87f1q1bZd68eQe7dvHFF+dh8f7771e7u2LFClm5cmXZ3wBAEXYA2QEsXhjsAB7YneIRsLnsG285ON8mAEBnyTjgEAUAwIiHRFAAyA6gCO8AivAOYGHB4B3AIujxDiDvAEb8Jhrh4QGAEZ5cb2hBPQI+VCbeARxRhB1AdgDZARy9QmACsW8s7ABG/KYbouEBgCGarGq6aplAPAOIZwTxfh7MzZ49uyoTyDkP/4M0tDWP6tol8/5QTVfLjpnodwP//ii9n4NZPUfooqZd6rgOa9inlifr0mq5lce3sS6j1m9V8vg2GYlJGw2Xrj4iEb2HImlHd7B1XssdnDZct1bgJA1tdO+uGBl53cPSeqRr7QCmcrqz1DqzpYPrea32rVzPVn3X81rj7cvqXxOwwDClXHOb0uX5gb1+bx/U8wm/sU/PHfzaLt1NPNCr715KSo+q1s26O7h9o+45dwW9IB7pjhXhnQ+WO60zQyn54/3/lDcCdnToDm33q4YjwqIAABiWmXLo5759++T111/PH3HyySfLt7/9bVm2bJnMmDFDFi1aJN5nYG666aZRn4F56aWXqvoMDAAoAgCKAICFCxQALOgAAIoAgA43LapOigIA4KTIPrEnffLJJ/PAd+hv+fLl+V2+4oegf/zjH+c/BH3WWWfJ7bffLkcffbTvjhUfAQOAAKAXNAAgAFi6eACAAKDvmwkVJ00BAHDSpA/3iQHAkfljBxAALEYDO4DsABZjgR3AcN/j4tB7ADAOszwBYwQAAcDSsGIHkB1AdgBHL7QA4ATceGgyUAUAwEDljE9jACAACACWX+/sALIDyA5gfO6DYR8pABj2GZyk/o8FgFaXgnIHW+1bruGzDt+gHnJYo57D13LjHpPcpraTTAyp5e2JlFreZZS3KW5frwFrd01rPFmn24AzOd3W22fk8A3qO3eNop/XytVr5eS15jxpuKHTYtihjYZcM424tu96mQ5kdcep5dK1XdKOdm7Hjlq5m63+p4x82nsV1/CezDS1NzuNfMKbh/QcwS/uWaC2s3G3Xn9w3+ivGhwEugHd4d3+hl7e+rYe5ZPh9rWmFRewY8BHrDoAGLEJrdVwAMARpQFAO+oAwOquSABQBACsLna0z70AgNVpGfWjAMCoz/AEjQ8ABAD9hBYA6Eel8joAIABYXeSIAIDVKhe/4wDA+M15ICMGAAFAP4EEAPpRCQDkEXB1caIdBQAGp2XUWwIAoz7DEzQ+ABAA9BNaAKAflQBAALC6OAEAg9Mtji0BgHGc9QDGDAACgH7CCAD0oxIACABWFycAYHC6xbElADCOsx7AmKsBQNfTurqGf7b9VPUUJ3VtVsv3Z/QMuce1blXrWx98nlvfq9ZvTeiZdrsSw2r9IPLaWrl3W42Pklk5f3uNfMitRt+Dcg1nLFey0X/rvFasWS5jy83qGrNW/aBcxq7tpBxzLls6WCBvuaGtebT06cuVX4tWNpHdju7g/+yfr572le65avmWXV1q+fB+3Zmd2KuXZ9v03N7J6frXAdof1l3PieGJc3LjAg7qCg9nOwBgOOdt0nsNAI5MAQAoAgCOfUm6gpsFVq7tAIAiAKAdmwDgpN9KJ7UDAOCkyh/ekwOAAGBp9AKAAGCpAuwAirADGN77W1x6DgDGZaYDHicACAACgP4vKtedO3YARXgEXIgvHgH7v86o6aYAAOimF7UPKAAAAoAAoP/lAAAcWyveARThHUD/1xM1g1EAAAxGx9i1AgACgACg/8seAAQAiwpgAvF/3VBzYhUAACdW38i2XgTALzx1kTRNG+3ge71v1oSOO53Vc2++Y9oe9bxZw1l6ZOtOtf47m3eo5bMa9qrlhyUG1PJOwwVs5fa18uNqjfdndc+w5eJM5XTNGkU/q2s7rhNunTfrmMM3YeQatvpjtW+1Y+ng+o5bk5GzuN/Ijdtu5IV2zUFsuXdd5yuo+pYpRZuXtOFg3mG4gAdyeg7fDYOz1e7/uX+eWv7yHt0dvGN3h76+DOnXVtMW/SsDnW/oak7ko17vjP2Hl68ZmcGUrL/169Lb2ysdHfr4gpp72pl6CgCAU29OQtEjAHBkmgBA95AFAAuaAYAFHQDAiX3XDwB0X6PicAQAGIdZnoAxAoAA4HjCCgAEAEvjBwAEAMeznnBsdQoAgNXpFvujAEAAcDwXAQAIAAKAo68gHgGPZ0Xh2GoUAACrUY1jBAAEAMdzGQCAACAACACOZw3h2PErAACOX8NYtgAAAoDjCXwAEAAEAAHA8awhHDt+BQDA8WsYyxbGAkBXQYJyDTckdEfrvBY9V+8JbXrO33c2v60OYb6R89dy+ybrdCX0DKEiVl5ezTlpuVktU0GyTj+r5ZBOGLl3rfrWnDca7teM4fZ1ze1rtm84v11dxta4LNdwWqyMznpLri5s12sracxjxkgvW2/FrFHfcrQPGPq7uKetubIc7bszbao8ewzX8OuDc9T6L+3Vcwev36W7ifv2tqjt5Pbr7uCOdbo7uGWny3cAdFeva3zgAnZVLFr1AcBozWfNRgMAjkgNANphBwCOfUkCgLY+AODYsaN91sX1BgAAuioWrfoAYLTms2ajAQABQD/BBgACgKUKsAMowg6gn5WDOrVQAACshcoRPAcACAD6CWsAEAAEAEfHAADoZ+WgTi0UAABroXIEzwEAAoB+whoABAABQADQz1pBndorAADWXvNInDFIALQE+d2mJeqfjpihp3yz2jmxc4v6p6OSutljadM2tf6c+v1qufUivNUft1e9RbS0b9b7UZa5wkqrZZkuXE0almnE0sDVBWz13wLMoMwhrqnmLBOIZcJxXQysR6hWqjnX9l1j2TKTuJ7Xxehktd2T1VPB9WRb1UN2D09Ty//Y/w61/E97dHPI5p3T1frDg0b6xe1Nav2ODfrIBqcbzhxXkZX6vAMYgIghbgIADPHkTWbXAcAR9V1vmgCgCABY3dULANq6AYDuMQUAumsWpSMAwCjNZg3HAgACgKXhxg5gQQ12AKtbhNgBFGEHsLrY4ajqFQAAq9cu1kcCgAAgAFi+BACA1S2LACAAWF3kcNR4FAAAx6NejI8FAAFAABAA5B1AEd4BjPGNMORDBwBDPoGT1X0AEAAEAAFAABAAnKx7EOcdvwIA4Pg1jGULRQD89UvvlLZ2f+mvHthzqpNWb/XPUOvvSemuvsOn6SnfTu7YpLbzrpa31PLFDd1q+WH1ej6soZyRJ8sYrZXyLW2kR9Ne/HfNkmC5Yl1TuzlNoIg0GynoXFOmWed1TR1ntWPpY9W3zBj1Ruo1V91cz2u5gC2DkhWD1nlbHY2oVrpDq30rdZxW35rzvqyeYm234QLuN1zDrw/OVbv5h17dHfznnXpKuX19SbWd7ECDWt60wyjvcxM/o5uM1XN6JpDX/5+vS29vr3R0dAQVprQTEgUAwJBM1FTrJgA4MiMAoB2dAGCwV66rCxgAFAEA7RgEAIO9PsPWGgAYthmbIv0FAAFAP6EIAPpRyX8dAFCEHcCx44UdQP/XU9xrAoBxj4Aqxw8AAoB+QgcA9KOS/zoAIABYKVoAwEoK8feiAgAgsVCVAgAgAOgncABAPyr5rwMAAoCVogUArKQQfwcAiYFxKQAAAoB+AggA9KOS/zoAIABYKVoAwEoK8XcAkBgYlwLVAKB1wm/95e/UPw3ndHdxJquXH9Ol5/Y9o+MNtf2/at6slh9eP6SWJ+v086ZyenK3AcMc7JqvN5UrzymaVsqkU7DMAAAgAElEQVS8Tifq3BLNubpoXetbGUJc27Fix8rVa7li+3O609JKTTeui6TkYNdcvUNG7Fsu46ThPrb8+ZYLuN4wnOr+WpH6Ov2AjOGMt9zBWtZcVyfxoHG9bcnoOX8HDBfw3qzu3n2+/wg1HP64Z6Fa/tYuPUdwer+uZsNWI0ewvnzJwDw3d7DWSUwgQV3h4WyHR8DhnLdJ7zUAODIFAKAdjgBgQRsAsKADACgCAE767YsOHFAAACQUqlIAAAQA/QQOAAgAlsYJAAgA+lk3qFMbBQDA2ugcubMAgACgn6AGAAFAAHD0lcIOoJ+Vgzq1UAAArIXKETwHAAgA+glrABAABAABQD9rBXVqrwAAWHvNI3FGABAA9BPIACAACAACgH7WCurUXgEAsPaaR+KMRQB85ze+JYnkaNfcnf/1Dqcx3rr5PLX+G3tmquXzO/Wcv8d3blPr/3X7erX8+KYdanlnQnfXpQ1nY9oYbSqntzOQ1Z2otju43COZylm+TL0zjXXD6h8ajVy91gQ2ie4ytvqedGzfKXCqqGzl/LU+r2LlXLbGa7mJLROI5fa1zmvp6S8b94hgltvXtZ2mCXQBW9NrXW8ZwwXca+QI3pLpVE+RNpzi29N6/d/3LFHbeWnHPLV8394WfWh9+jXd2K3PSn1KX18WPrZPbf+1vy8/b3Z/SjZdfT25gKtYS6JwCAAYhVmchDEAgCOiA4Ceu1O/GQGAY+8AAoAFfbTPwACABQUAwEm4wcXklABgTCY66GECgABgaUwBgAdu1sYOKTuABX1cXMAAIAAY9H2L9kYrAAASEVUpAAACgABg+aXDI+ADoBfAh6ABQACwqpsTB/lWAAD0LRUVSxUAAAFAABAA5B1AEd4B5N4YVgUAwLDO3Bj9vvHGG+UXv/iFrFu3TlpaWuTMM8+Um2++WY455piDR6VSKbn66qvlvvvuk8HBQTn//PPl9ttvlzlz5vhSBAAEAAFAABAABAB93TCoNCUVAACn5LSMr1Mf+tCH5JJLLpFTTz1VhoeH5etf/7q8/PLL8sorr0hbW1u+8csuu0wefvhhueuuu6Szs1Muv/xySSQSsmrVKl8nLwLgx/7PpdLYNjqH5Z+eOlpt45K/e1ot/912vf6e/la1/rvnbVLLl7bpuYDPmqa7gN/ZoLvlrJvakPFYy8pBquXw9Tpu5aO1hHdx/Gat/MmmScOysOi9aavT61ufe7HGZOUCtnL7urpxs4YD2+qn9eg2LboD06pv5ep1dRm75ji2dLbdyoZl1mjINUewFVWWd12rb9W1cmxbDmYrO/abw7qrt9/IEdyX1d27f9y3WFXt2Z3vUMu37dLPm03rI+j8Y7Pazpzn/Lt9rfjABezrdhfZSgBgZKd2ZGA7d+6U2bNny1NPPSXvf//785b/WbNmyT333CMXXXRRvqK3W3jsscfKmjVr5PTTT6+oCgA4IhEAKAIAFuIBACzoAACKAIAVbyNUmGQFAMBJnoBanP7111+XJUuWyNq1a+WEE06QJ554Qs455xzp7u6Wrq6ug11YvHixXHnllXLVVVdV7BYACACWBgkACACWxgMACABWvIlQYdIVAAAnfQomtgPZbFY+9rGPSU9Pj/z+97/Pn8zb+bv00kvz7/6V/k477TRZtmxZ/n3BQ39e3dL6HgAuXLhQeAQswg4gO4DF64UdQHYAi7HADuDE3ttoffwKAIDj13BKt+C96/foo4/m4W/BggVVA+CKFStk5cqVZWMFAAFALyjYAWQHkB3A0csjADilb410TkQAwAiHgWfsePDBB+Xpp5+WI4444uBIq3kEzA6gCCYQEUwghcsIE0hRB30B5REwj4AjfGuNzNAAwMhM5chAcrmcXHHFFfLLX/5Snnzyyfz7f6W/ognk3nvvlQsvvDD/p/Xr18vSpUsDMYFYkr68Xc+NmUjojsSmBj1/7alz31JPcUbHG2r5Sc26a3hmvZsD1nrUa6XzshykfdnRrulqQtDFGZwHFiMnb72RucJy6Q4ZSbu6Eil1GK7uWksLqz9Wfcv9armDrRzBru1b/Uwb7mwzN7Hh2nbVISg3sWuOYMt526pnDFQzhFjp4VKGgdk6p9X3nYbbd09mmjrte7Ojc54XK72emqvW//3uI9XyDTsPU8sH9+lu34aduh+6oV8X8513bvC9pAxnh+Sx7T8mF7BvxaJVEQCM1nzmR/PFL34x/56ft/tX+u0/73Mv3ncBvZ/3aPiRRx7Jfwamo6MjD4zeb/Xq1b4UGcsEAgAWFAAA7Z0ySxsAsKCABbAAoAgAWIgRANDXrYpKYygAAEYwPOrq9H8Z/vSnP5XPfe5z+REXPwTt7QKWfgh67lz9X7OHygQAjijCDqAIO4CFeGAHsKADO4Ai7ABG8OYasSEBgBGb0FoNBwAEAEtjDQAEAEvjAQAEAGt1L+I81SsAAFavXayPBAABQACwfAlgB5AdwGJUsAMY61tkKAYPAIZimqZeJwFAABAABACtlYkdQHYAp95dix4dqgAASExUpUARABf++BuSaBntjjvlnRvVNnenCnmID/1t3DFDLZ/Zpee6/Ou5utv3nI5X1HaOa9qtlqcNN2Gj4VTsz+p+woFcg9q+9SK/5eC18vhq9RvrdId0xnCbtiVGf/S72OG00fekkfPXchNbY20z+mm5XweyblomDXezFdSu7mCrHeu7h5bL2PUiczWBWHpaLmDrg9XWDqZrf5qNa8hy9mr6ZAzRLDe+q8bWu7sbh6erTVku4J3DHWr9Z7pHf32hWOnlt/WvIfT36i7jun79mlj0iI7ZbS/oXz0YOqr8vMPDKXl69T/jAnYNnojUBwAjMpG1HgYAOKI4AGi7VgHA6q5MV+ACAN11BgBFAED3uInSEQBglGazhmMBAAHA0nBjB7CgBjuABR3YARRhB7CGNyROVZUCAGBVsnEQAAgAAoDl6wAACAAWowIA5D451RUAAKf6DE3R/gGAACAACABa7wyyA8gO4BS9ddGtEgUAQMKhKgUAQAAQAAQAAUARTCBV3UI4aAooAABOgUkIYxeKAHj8ff8o9a2jc1j29raqQ1owp1st37q7Uy1fOEuv/5F5L6v139uqu4MX1utuYutTFdb7bJmcbm3sNXKKWnlz0zkXL6QeHZaTuK1uSD3AcvW6xl6iznAeWq5kx5y2lmvVMtpY/W81+pM1+mPNudW+6/f+gmrfch8HlSLOcgc3imGZNwSynPTjj3z3VHCuMb7JcPVuMdzB1rrwTO8x6qn/tOtwtXz3Hj0HcTalu4Bn/IdR/oqelzs1szwH+XA6JX946HpcwK5BEpH6AGBEJrLWwwAARxQHAEUst6+rmxUALMSVBXQAIABYXHkAwFrf9aJ3PgAwenNakxEBgABgaaABgAU10sZ3GNkBLILt+JenlLEZae3ou56RHUBXxagfVgUAwLDO3CT3GwAEAAHA8osQACxowiNgER4BT/JNitNXVAAArCgRFTQFAEAAEAAEAK3VEQAEALlzTn0FAMCpP0dTsocAIAAIAAKAAKAIJpApeYuiUz4UAAB9iESVcgWKALjgByvKcgE3t+t5Z1ua06qUff16Dszj5m9X6/+X2S+q5We2bFDLuxL620FWrtEBw+1rPd7ry5a767yOWE5d22Ws5xquN5y32mCt3L5diQFVm6Thlh0SvS9N4vamVWtCz1ns+qi00Thv2uinqyvWNUewZcZIGQ5v1/641rf6Y61dVvutRm5la0fPyqddb+QC1qNK1NlN1umN9Gf1lwCtyLTOmTYc4VY+6nVDc51uBc/3v0Ot/8c9C9XyN7cfppZnU7p3uvUNfd35ly98z3c/+/uy8jcnbsQF7FuxaFUEAKM1nzUbDQA4IjUAaIcdAFjQxhXoXOsDgDpEetoDgPb1CQDW7JY5JU8EAE7JaZn6nQIAAUA/UQoAAoClccIOoAg7gH5WDurUQgEAsBYqR/AcACAA6CesAUAAEAAcfaUAgH5WDurUQgEAsBYqR/AcACAA6CesAUAAEAAEAP2sFdSpvQIAYO01j8QZAUAA0E8gA4AAIAAIAPpZK6hTewUAwNprHokzFgFw6b1fLcsFPDjYqI4xM6y72eobdD/uexZsUtu5cNbzavmpya1quaubMGVkcxg0HJ6WY7Yvq7ubLaeu5URtlHJ9mgy3ppWr1wq6jjrdse1qKsgazulGw8GcNPpvuWitFHGuuX0t97HVH1e3clAZP1xNIJbOrv1pN3Mouy1blmvYakVbMZJ1+huD/Tnd7+vqSLb60p/Vz7t2aJ56iHU9bxycqdZ/aucStfwvO2fo7Q/obt+GHfo6e+tFP1Xb+dvW8hzBe/uyMv3oDbiA3cI7MrUBwMhMZW0HAgCO6A0AigCAhXhwBS4L9ABAEQCwEFNpALC2N7cYnQ0AjNFkBzlUABAALI0nABAALI0HdgBF2AEM8o5DWxOhAAA4EarGoE0AEAAEAMsvdHYAC5oAgABgDG6DoR8iABj6KZycAQCAACAACABaqw8ACABOzp2Js7ooAAC6qEXdgwoAgAAgAAgAAoAimEC4MYZVAQAwrDM3yf0uAuCyX/83aWhrHtWbzT1dau/29+tuttZpuhP1zPl/Udv5+Iw/quUnNO1Wy5scc4r25RrUdgayuutuSHR3c9ZwE/fndB0yRn3N8dtouDUt80CyTs/D3Gi4cS1XrBV2ri5dq77Vfn2dnv81Y7iPXesPGHNuA47uRA0qF7B1XusRszVf1ruZVvvNRjw0GW5ua6cvo0+XWPl3W5X5tdz76Zze+IBxzlYjL7F+RXhAp6uzLq27ensybeoBO4fb1fIndi1Vy9/YpecC3t+nf02grkdfj95xgv41hD2/WFB23sxQSv7zzq/jAp7k++lknR4AnCzlQ35eALB0BxAABAAL8QAAFnQAAEUAwJDf5GLQfQAwBpM8EUMEAAHA0rgCAAHA0ngAAAHAibjv0GawCgCAweoZm9YAQAAQACy/3NkBZAewGBXsAMbmdhjagQKAoZ26ye04AAgAAoAAIO8AivAO4OTeizh79QoAgNVrF+sjAUAAEAAEAAFAADDWN8KQDx4ADPkETlb3iwB46i++XOYCHjZyae7Y0al2t3N6v1p+7sL1avlHu15Qy5c26u1YGvVndbuf5QK2Hu+ljRzBqZzu0nPNBaw5ey1Xr5ULuEnJJ+zpYtfXXa6Wlq2JYfVPVi5dVxew5ULVs7aKDBhzYuXMtebWKm8SywWsO8gt3YLS33UdsHSw5sXS3zqvBYbWfGk2qnrDvW+10Wdcz1ZfBg23r9X++rTu0t2dmabK0JNpVctXdR+llr+8c65avq+3RS3P7ddjbeYfdFPajP93TVk7w7m0PCkP4gJ2vYAiUh8AjMhE1noYAOCI4gCgCABYiIeU4+dkAMCCbgCgCABY67sY5wMAiYGqFAAAAcDSwAEAAcDSeGAH0Hs0zA5gVTcXDqqZAgBgzaSO1okAQAAQACy/ptkBLGgCAAKA0brjRXM0AGA053XCRwUAAoAAIABoLTQAIAA44TchTjBuBQDAcUsYzwYAQAAQAAQAAUARTCDxvAdGYdQAYBRmcRLGUATAf1z9EWmeNtrt+ti2Y9Qebd02XS2fOatPLf/Iwv9Uy/+240W1fGG9nlM4Y+hj5fzsNXP+6v7Avqyeq9OaFssFPGQ4V9sS5eOycv5aOYKtnL+uoWO5Xy1XqVVundcal+XMtNqxPMxWLl0rp7CVI9h61GvNrWX2qDfcxEkj17OzbkYO5UbjvK5uX6s/Vv5dy9mrtdMoRhJf46SpnOXM1g+wYsTVBbwlra9r9Ub+5Kd69PXxpZ3z1I5279FdxrmM3tMj7tPH2/Ln7WV/GM4OymOb78AF7LoQRqQ+ABiRiaz1MADAEcUBQO+dL/12CgAW4gQALOgAAIoAgLW+W3E+SwEAkNioSgEAEAAsDRwAsKAGO4AFHdgB9GBX/0cRAFjVLYeDJkABAHACRI1DkwAgAAgAll/pACAAWIwKADAOd8JwjxEADPf8TVrvAUAAEAAEAK0FiB1AdgAn7ebEiX0rAAD6loqKpQoAgAAgAAgAAoAimEC4N4ZVAQAwrDM3yf0uAuB/f+aCMhfwH/csVHu3YdMstXzu3B61/G/n6y7gv2v/k1p/Tn3aSZWUkQvUygU8YLiD9xou4Ky4eVcth2pb3VDZuIIyFViuWych8x/+dTOBNIouvvX9OKs/lpPTcni75g7uN1K7DWSb1S5Z85LN6We2XNu2y1v3tJvuacMFbNVP1lmeebeIsOZRz44djDkkbcRUKmfEmjEka114zXD7bh/Wc5xbiq3au0T903PbF6nlvb16RpHsoJ7zd/6/6eXt63rL2h/ODMoTr9yCC9gtvCNTGwCMzFTWdiAA4IjeACAAWIwGALCgBABor8cAYG3vVZzNVgAAJDqqUgAABABLA4cdwIIaACAAWGlBBQArKcTfa6UAAFgrpSN2HgAQAAQAyy9qABAArLTUA4CVFOLvtVIAAKyV0hE7DwAIAAKAAKC1rPEImEfAEbvlRXI4AGAEp/WOO+4Q778333wzP7rjjz9evvGNb8iHP/zh/P9OpVJy9dVXy3333SeDg4Ny/vnny+233y5z5szxrQYACAACgAAgACiCCcT3bYOKU0wBAHCKTUgQ3XnooYekvr5elixZIrlcTu6++2655ZZb5IUXXsjD4GWXXSYPP/yw3HXXXdLZ2SmXX365JBIJWbVqle/TFwHw/3riv0rTtKZRx23oO0xtx3IBHz6vW61/wQLd7Xte2ytqfcsF3Fin5xTty+ruwKBcwGnR3XgZwxHaZDgwE0reVusjs7a7U3dIWzlnXVO42SCg+3Stflrfj7Pat3zfltvXcgcPGHmY+7KjY7vYjyFjbs1+Gu1bOZpdcwRbDnIrd3PCcAdbLmDLtV1vpOu19G8yrsUhw6mr6dme0K+rQSMXcMahbe98VkytG9Jz/u7MdKjTnjbm3DkTSLeRC9hwAc95UtfnsDVGLuC/fA8XsO87X7QqAoDRmk9zNDNmzMhD4EUXXSSzZs2Se+65J///e79169bJscceK2vWrJHTTz/dlyIAYOUdQADQdgcDgIX4AQALOgCAIi/tnKeuvd0AoK97EpXcFQAA3TUL1RGZTEZ+/vOfy/Lly/M7gNu3b5dzzjlHuru7paur6+BYFi9eLFdeeaVcddVV6vi8R8Xef8WfB4ALFy4UdgBFrM/AAIAAYPF6sXaDAEAAsBgjAGCobq2R6CwAGIlpLB/E2rVr5Ywzzsi/7zdt2rT8jt9HPvKR/P+99NJLR8Gcd/Rpp50my5Ytk5tvvllVZMWKFbJy5cqyvwGAAOBYl5D1KJkdQHYAS+OGHUB2ACN6K57SwwIAp/T0VN+5oaEheeutt/LvdjzwwAPyk5/8RJ566il58cUXqwJAdgBFXDOBsAPIDiA7gKPXMN4BFOEdwOrvaxwZrAIAYLB6TtnWzj33XDnyyCPlU5/6VFWPgA8dGO8AjijCI2A77NkBLGjDI+CCDgAgADhlb5Ix7BgAGJNJ/+AHPyiLFi2S2267LW8Cuffee+XCCy/Mj379+vWydOnSqkwg5zz8D9LQNjov6t7BpKrqtl16zsz5s/RcwBfM113A507TXcBz6/U8ppYLcMDIBWzlf83mdMtjT7ZFHa/lzOw38shaoag5frX8wN7xYc8t65oL2Mota2lpOTz7srpz0tUFbOYIVpzcXh+TCbf81ck6vb5rTmd3MNevrbTo10S74TK2Mg1r6lt1k4aTuN7oS5/hDrZixHIwr0/r69cWI0ew1f7veo5V//SnHYer5Xv79FzAmf16zB7+G72869+3lLU/nB2UxzbfgQs4Jhxw6DABwAhO/HXXXZf/5p8HfH19ffn3/rx3+37zm9/Ieeedl/8MzCOPPJL/DExHR4dcccUVeRVWr17tW43iDiAAKAIAitifn7Fu43qoAYBjX4IAoAgAWIgRAND37YqKhgIAYARD4/Of/7w8/vjjsm3btvx3/k488US59tpr8/Dn/YofgvZ2AUs/BD137lzfagCAI1IBgABgMRrYASwowQ6gvZSyA+j7NkPFCVYAAJxggaPaPAAIAJbGNjuABTUAQACw0poPAFZSiL/XSgEAsFZKR+w8ACAACACWX9QAIABYaakHACspxN9rpQAAWCulI3YeABAABAABQEwgIphAInZzi9FwAMAYTXaQQy0C4AceuqzMBbx/WPdmbn5bz6W5aO4etWsfO/wltfzstnVq+eIG3SGZNnKB9hmu3rSRq9dyB/dldddzOtfgJLnlGm5PpMrasXLFWo9irYwTVgddcwG7PgJ2NXtY/cwYTm6rfSsXcG9Wj9mUMYepnKv/WB9Bos7KlayXW/No5fC1Yrm1btgpNtsSen8sPS39LdWsfN0undR7aKeZs/qeNPIb/2lIz3FuAaDl8H6yZ6k6rP/YvlAt7+vX15eMlQv4cV3lrvX9Ze0PZ1Lyu+dvxAXsEmgRqgsARmgyazkUAHBEbQDQ3QQCABbiBwAs6AAAigCAtbyDcS5PAQCQOKhKAQAQACwNHHYAq7qMAMADsgGAAGB1VxBHjUcBAHA86sX4WAAQAAQAx78AsAPIDmAxitgBHP/1RAtuCgCAbnpR+4ACACAACACOfzkAAAFAAHD81xEtVKcAAFidbrE/CgAEAAHA8S8DACAACACO/zqiheoUAACr0y32RxUB8B+evlCapo12na3rnaPq8+pmvXz2zL1q/Y8tWKuWf9DIBXxUY7lb1mvAcgdak7g7o9sABwxHqGUC6c81OcWJ5RpuT+z33Y7lEm0SPSVb0tENmjByvDYaKtcb9a0BJY36Vn5Wy8lptW/FQp/hArac2dacW+e1QM+aF6u+5fa1zuvqAm4yXMm+A/BAxRkJfcYSRh7fQSVfb3Od3kbWcPVnRLeEW18BcMlL7A3rj0MzVRl2D09Ty7Oi9/+xPcep9dfumKeW79unu4Czhgv4HT/X16+W598sa384OySP7/oXXMCuAR6R+gBgRCay1sMAAEcUBwBFAMCxr0AAsKAPACgCANb6bsX5LAUAQGKjKgUAQACwNHAAQACwVAF2AL0nD+wAVnVz4aCaKQAA1kzqaJ0IAAQAAUD/1zQ7gOwAFqOFHUD/1w01J1YBAHBi9Y1s6wAgAAgA+r+8AUAAEAD0f71QszYKAIC10TlyZwEAAUAA0P9lDQACgACg/+uFmrVRAACsjc6RO0sRAL/9H2dKy7TROW9/se1kdbyvbZmtlh82Y59a/jfz9Zy/H+74k1p/SaPulrXchL1Z3QfYk3XL4TtgOEiHpF7tp6uDNFmn5zjWGrfq2u5g3RdruX2tQLbeAcyK7ki0cg03Gk7OeiM/q9UfV9dwysj/PJjT57DfMRewpX/WOK9rzl9bB90Za82L5TK29LRS+umq2SnfUoqzN2k4hi0nt9XHeiMG+xXn8VgL9erUfPXPVhYc6zr/9c4T1XbW7dS/kjCwr1mtnxvQ16m2N/XyhoHyZjKDKXnlh1/HBRy5O7S/AQGA/nSi1iEKAIAjggCAtgsYACzECQBY1EEneQBQBADkNltrBQDAWisekfMBgABgaSizAzj2hQ0AAoDFCGEHMCI3wQgMAwCMwCROxhAAQAAQAPR/5QGAACAA6P96oWZtFAAAa6Nz5M4CAAKAAKD/yxoABAABQP/XCzVrowAAWBudI3cWABAABAD9X9YAIAAIAPq/XqhZGwUAwNroHLmzFAHwujXnS/KQXMC/33WkOt6Nu2eo5a3JQbX83AWvquXL2v+slr+rabeTzlYu0IGc/qJ6T9Ytt+9AVnfvpQwHaaORlzejOEXrjZytliPRcgdbuYBdc/6mjawH1ruBVs5ZK/euNS7T7Ws4PzPG3FpmFSuXrhVolm4pw03c5piL2Tqv5ap2HW9rnX5VWC5sy6nrdCGKSEZxATcaLmCr7QEjR7DVR8144rWdMmLkudQi9dRWru7tw11q/Ud2/JVavqFbXx/7+/RcwLkefT1a/v5n1PbPby/Prd7fl5W/OXEjLmDXgI1IfQAwIhNZ62EAgJUVBwBtdzAAWIgfALCgAwAoAgBWXlOpEawCAGCwesamNQCw8lQDgABgMUrYARz7egEAAcDKKyo1glYAAAxa0Zi0BwBWnmgAEAAEACtfJ+wAFjRiB9BfrFArOAUAwOC0jFVLAGDl6QYAAUAAsPJ1AgACgP6ihFpBKwAABq1oTNoDACtPNAAIAAKAla8TABAA9Bcl1ApaAQAwaEVj0l4RAE/9xZeloW2023U4q3sz+wd111qycVhV7b1zNqrlf9NV7mbzKp7avEOtn6zT+5MycoGm9PSpstNw9VoO1bSZR9bNTewSUpbbN2O4dNvqhgzNLI+03puEmcNXF9PVnWrlqLVy0aaNORwycu9aGlvuYMutnDUcpEOG/ta4rP7YLm99viyXtGs+Xdecv/WGg9dy3nYmrOzB5UoMOubw7c/qwWCNafNwiyr/G2kjl3m9nst8bWqB2s7jO5aq5Zu6dddwar++XiS26u7gvz3nObX95kT5Oju4Ly3fO+tBXMAui2yE6gKAEZrMWg4FABxRGwAUAQAL8QAAFnQAAEUAwFrekThXNQoAgNWoxjECAAKApZcBAAgAlsYDAAgAcpuc+goAgFN/jqZkDwFAABAALL802QFkB7AYFewATslbF50qUQAAJByqUgAABAABQADQenOPHUB2AKu6sXBQTRUAAGsqd3ROBgACgAAgAAgAihyGCSQ6N7aYjQQAjNmEBzXcsQBwRsuAepqelO6u692vu9lOmbtJbefsrnVq+V+3vKmWz6jXb1Npw03Ya7gG+3MNavtWvtj+nO7es9zBaaN97aStCT1/cr3o/s5GI8drk1Hfymlr5+TVnZb1dXq5pZmV09Y1bq1+Wi5gy+3rel7LHWy1YxuIdP9usw/L/ZwAACAASURBVDGPVvtWyj3LHWy1k9TTY4vlmG9L6AdoGT+8c7YqLmDL7Wu1Ye06Dhk5ggcNp/h/DuluXyuHd0cipcr2dN8xevnbR6nlO7rb1fLhtL5+dTynr5tzntNdySfd8VJZ+7iAXa/waNUHAKM1nzUbDQA4IjUA6O4CBgAL8QMAFnQAAEUAwJrdvjjRAQUAQEKhKgUAQACwNHBcXcAAIABYGj8AIABY1Y2Ig8alAAA4LvniezAACAACgOXXP4+AC5rwCFiER8DxvT+GZeQAYFhmaor1EwAEAAFAAJB3AEV4B3CK3Zzojm8FAEDfUlGxVAEAEAAEAAFAABAA5M4YXgUAwPDO3aT2vAiA//D0hdI0rdFXXzYP6LkuX909Sz3+uFlvq+UfmL5eLV/avE0tf1eT7oqzOt1vuIMHjDyvfVl/4y+ez3IHZ408tYm6cmevVbexTs+rnDTKLROCpY3lDm403MS+AsNHJdecvNa4LJdxUK7hoB4Bm/obOZd9SDiqSlKJqbHasFzAVsZo/5l9C2dtT5Q77AdyeuuWq9fKb9xq5CXeYxzwytAcVYqMYx7px3uPU9v5jx0L1fLu3ja1fHhQV3PGGv0rAzP+rLuStcaHh1Py9Op/Jhew6wUUkfoAYEQmstbDAABHFAcARQDAQjwAgAUdAEARALDWdyXO56oAAOiqGPXzCgCAAGDppQAAAoCl8QAAAoDcKqe+AgDg1J+jKdlDABAABADLL012ANkBLEYFO4BT8tZFp0oUAAAJh6oUAAABQAAQAOQdQHv5BACrurVwUA0VAABrKHaUTgUAAoAAIAAIAAKAUbqvxW0sAGDcZjyg8RYBcNmv/5s0tDX7ajVZrztUN3TPUI9f1NWjlp/UtVktP2vaq2r5CU271fK2Oj0jap/hAs4YuUPTouc9tcwhVi5g6/GhloPUcq0m69K+5qJYSXMYe3+b6BzBrrl3LW1cXcxO4oiI5Rq2Mpm4PgIO6t1Jy9VrOWOtXMCW27fR0UnbauSAtq651kS5k35nRs93bc1h2rg+6408xm8OT1Ob2pQ+TC3vqu/X6w/p9R/bfaxa3/rqwcCAvo5m+vSvDBx1j76eNq7b4jvMh7ND8viOn+AC9q1YtCoCgNGaz5qNBgAckRoAtHPaWiniAMBC/ACABR0AQBEAsGa3L050QAEAkFCoSgEAEAAsDRxrJw4AHPvyAgABwGKEAIBV3Yo4aBwKAIDjEC/OhwKAACAAWL4C8Aj4ANDxCFh4BBznO2Q4xg4AhmOeplwvAUAAEAAEAK1sGrwDKADglLtr0aFDFQAAYxATN910k1x33XXy5S9/WW699db8iFOplFx99dVy3333yeDgoJx//vly++23y5w5ehqkQ2UCAAFAABAABABFNmECicFdNJpDBACjOa8HR/Xcc8/JxRdfLB0dHbJs2bKDAHjZZZfJww8/LHfddZd0dnbK5ZdfLolEQlatWuVLkSIAnvX//XffLmCr4UxW9yRmjdy7Z8z+i9rUya0b1fK/at6qlh9er9sGM0a+1XROr98XUI7gVK48H6rX8bRSbrl3642cvK5uWSt3sDWHllvWnHPDOW3Vt2LBtT+u7yS6PtJN1ukfRknl9NwYtpvb+sCKPuIhI0+t5Q62nLG+Ln4flSzHfFtCt+Rq+X0HDVdvp9FGX9Y4wOjv2qHZ6l+0682rmEwMqfXX7Fuilq/a+U61fFt3h1o+tF93+9Zv093B//hfHvQxE2NX2b9vWL5yympcwONWMpwNAIDhnDdfvd63b5+8+93vzu/sffOb35STTjopD4C9vb0ya9Ysueeee+Siiy7Kt7Vu3To59thjZc2aNXL66adXbB8AHJEIALQ/lwIAFhQAAAs6AIAiAGDF2wsVaqQAAFgjoSfjNMuXL5cZM2bId77zHfnABz5wEACfeOIJOeecc6S7u1u6uroOdm3x4sVy5ZVXylVXXVXWXe8xsfdf8ecB4MKFC4UdQBEAEAAsXhfsABaUYAdQhB3AybjrcU4XBQBAF7VCVNd7t+9b3/qWeI+Ak8nkKAD0dv4uvfTSUUDnDe20007LPya++eaby0a6YsUKWblyZVk5AAgAekHBI+DCpQEAAoDFRRIADNENM6ZdBQAjOPGbNm2SU045RX7729/KiSeemB9h6Q5gNQDIDqD3Lh7vAFqXCwAIAJbGBjuA7ABG8NYauSEBgJGbUpFf/epX8vGPf1zq60dePM9kMlJXV5c3evzmN7+Rc8891+kR8KEy8Q7giCI8AmYHkEfAo1cIABAAjOCtNXJDAgAjN6UifX19snHjaEes98h36dKlcu211+bf3fNMIPfee69ceOGFeQXWr1+f/3sQJpCzZr3hpOpb+/VcwG/26eVHd+5Q239Pu+4CPrLpbbX+MY29arnu1xSxsuymDBdwxigfNByhlgvY1YnqIn6j4Vq12rBcq2YmEOODwFb7rm5fS5vWOj1PqnXetOhOdGtczjueRiyYOhu6ubq5Xd3BVi5gq5+WV7nJyB2cMXbRtXas67DeaLvfcAG/nWlRu//WsL6+dCRSav3dGT138BPdes7ftbvnqe3s6W1Ty3NZ3SHd9oLe/+nr9Rj/zC2/9r0E4AL2LVUkKwKAkZzW8kGVPgL2/up9BuaRRx7JfwbG+0TMFVdckT9o9erVvhQZawcQACxICACKJADAMWMBADxwrShCAIAFUQBAX7ckKlWhAABYhWhhPORQACx+CNrbBSz9EPTcuXN9DQ8AHJGJHUARdgDHvmysfwwAgABgMQbYAfR166FSgAoAgAGKGaemAEAAsDTeAUAAsFQBHgGL8Ag4TnfEcI4VAAznvE16rwFAABAA9H8ZsgN4YKePdwCFdwD9XzfUnFgFAMCJ1TeyrQOAACAA6P/yBgABwGK0AID+rxtqTqwCAODE6hvZ1osAeMFvPyeNbU3jGqeVn3Vrf6fa7uFtunv3mGmG2ze5TW3HyhE8pz6r1re+AzjgloJU+s2cv7oTVXO6Zo3cr5Yr1n5Eq4/VmlBXF/CQ4a5tMnIWW6YRV/drUM5p67xpQ3/LHWx9INpy6Vr6N9Xp8+Xq9rVyAScNh23K2Lmz6lv913L+2mPVXbGWk9j6HNOGtO723ZtNqqeeXd+nlv9x/zvU8tXdes7f9bv0XMP9ffp5cwN6LvDDH9d1aO51yxetdX54OCWrHl9BLuBx3cHCezAAGN65m9SeA4Aj8gOAtgkEACzECQBY0AEAFAEAJ/XWxclLFAAACYeqFAAAAcDSwLF2ygBAALA0TgBAALCqGw4HTYgCAOCEyBr9RgFAABAALL/OeQQ89toHAAKA0b87hmeEAGB45mpK9RQABAABQACQdwBFeAdwSt2a6IyDAgCgg1hUHVEAAAQAAUAAEAAEALkvhlcBADC8czepPa8GAF/bM1Ptc6Phuj2qa5daf1+6WS0/oXOrWn5UUncHL2nartZf2DCglls3O8uV6Jo7OGXkCNby41rv1qVyjU5xUW+4cSfaNWw9KjXPK7rV2srha+UUdnUZWw51J5FFJCu6k9M1p7B1Xku3Zv20xqx76Qv1M7jmCE4Z7Vie81aln67XT19Wj/2dmXbjetbPYOX8/V2vnvP3tb2z1PY3vK2vd5m07vZPvqa7g9s36mK2vW0p5D86cQH71yqKNQHAKM5qDcYEAI6IDADaAWeBCQBY0AwALOgAAIoAgDW4cXGKUQoAgAREVQoAgACgn8ABAAsqsQNY1EGPGgAQAPSznlAnWAUAwGD1jE1rACAA6CfYAUAAsDROeAQswiNgPysHdWqhAABYC5UjeA4AEAD0E9YAIAAIAI6+UgBAPysHdWqhAABYC5UjeA4AEAD0E9YAIAAIAAKAftYK6tReAQCw9ppH4oxjAeCfts4PZIzHztFdusOGW3Zei54j+IQ23R28sGm32s93Nuru41mJYadxWZk6rcdglgNzQBmv5RhOG9okjByyTgMao7KV29c1N7FrfyxXr6sL2Dpvo+WSrtOdmZmcbru1cvha+iSN9tOGu1b3lbqqaddvT+jjsmLZ+uBzvXEKLZ2ild+43tBme6ZNbX1PZppanjDm9oUBPefv8z2L1Hbe2HWYWj6wV3f1yqCuwsJ/08Vp3dgfyEQOzWopawcXcCDShrYRADC0Uze5HQcAK+sPAIoAgIU4AQALOgCAIgBg5bWTGrVRAACsjc6ROwsAWHlKAUAAsBglACAAeHDFYAew8uJJjZooAADWRObonQQArDynACAACACOvk7YAWQHsPLKSY1aKQAA1krpiJ0HAKw8oQAgAAgAAoBlKwU7gJUXT2rURAEAsCYyR+8kAGDlOQUAAUAAEAAEACuvldSYHAUAwMnRPfRnLQLgkf96ndS3Gm43n6Oc1bFPrblps+6u+/CJL6v192f0XKBLWneo9Rc3627f+Q3dav059Xo/2xO6F9JySFqyWC7gVK7c42lllkgrdb3zWbmDrb5Yn2+xTB1WO5Y72HLv+gyZwKtZruHmOgvj9S5YDlV7zi13rV6edOxPo5EL2Io1q75rLFsZqa3stVp/rHNuGu5Q5dyb1dehJkOzt9L6+vJs7zvV9l/r1XP+btnZpdbPZY05fFXvZ+t23eI98/m9gcd7scHhzKD87k83SW9vr3R06LpO2MlpeNIVAAAnfQrC2QEAcGTeAEA7hgHAsa9v67MxFuADgCIAYHD3DAAwOC3D2BIAGMZZmwJ9BgABQD9hCAACgKUKsAMokmQH0M/SQZ0aKAAA1kDkKJ4CAAQA/cQ1AAgAAoCjYwAA9LNyUKcWCgCAtVA5gucAAAFAP2ENAAKAACAA6GetoE7tFQAAa695JM4IAAKAfgIZAAQAAUAA0M9aQZ3aKwAA1l7zSJyxGgAc2qTn6nQV5Kh3bVYPeUe7ntt3VpPu3j0q+bbaTnsipZbb7uD9av02I39qJqe7/VJGnte0lLsJLbdvQvRGBo0cwZY72HIBB+UObgwoN7Hl3rXcyq7nDcod7BrjVn0ro4ir29e1P1b7Vm5i1/brFcPspuFWtZlUTvcY92eb1fo9Gb2d/9h3hFr/1b2z1fK39kxXywf36/3JdTep9Rc9qvubk7v0dcdVSxn279nGBOKsbqQOAAAjNZ21GwwAOKL1nHoA0PXzMK4gZkU2AFhQBgAUAQAPXCUAYO1uhCE/EwAY8gmcrO4DgABgaewBgLW5EtkBFGEHsEKsAYC1uRgjcBYAMAKTOBlDAAABQACw9lceAAgAVow6ALCiRFQoKAAAEglVKQAAAoAAYFWXzrgOAgABwIoBBABWlIgKACAxMA4FigC46MZvSiI5vlRwVjca5g849fCTx7yg1rfeE1vUrJtG5jb2qu20J/R3/Q5L6P2cUa9/9jZZp6eIGjLMIdor3dbL99aj2JRhAnESWERcTSCWWcVqxzVFnDW3Qb1j6KqPa32rn6Y+ricw6ietFHFGfctW4JK+0GvaAti+bLmRot8we1iPgHcaKeL+nDpcHdXaXr389T0z1fr7enQziZXyrfFt3Rwy42XdqNX1an9As+u/meFMSn73/I2kgvMvWaRqsgMYqems3WAAwBGtAUARCzwBwLGvSQCwoA8AKAIA1u7+xZnYASQGxqEAAAgAloYPAFjdxQQAAoDFyAEAq7uGOKp6BdgBrF67WB8JAAKAAOD4lwAAEAAEAMd/HdFCdQoAgNXpFvujAEAAEAAc/zIAAAKAAOD4ryNaqE4BALA63WJ/FAAIAAKA418GAEAAEAAc/3VEC9UpAABWp1vsjwoSALOt/lMXjSV803Q9ldLyY59VD6s30pHNa+xW63fU6+27uoM7E7o72DV1nNZJvWURV7empXNaEuqfXN24Vsq6rJL2zjuh64embRet7sC0zusKaJZuVv8zOd2Oa7llLTd3si6jnto6b7JO18Fyl+uzLuJ65Vr971HSuPVkddetlfHjpYFFqgZv7ddTuK3bM0etv6dXT1mZSTWo9Zs36SnfBucMB3KfmPOMrn4Q7wziAg5kikLbCAAY2qmb3I4DgCP6A4AiAODY1yMAWNAHAHRftwFAd804wp8CAKA/nah1iAIAIABYGhIAIADoZ5EEAP2oNLoOAOiuGUf4UwAA9KcTtQBA4RGwCI+ACxeC9YjZWijYAWQHsNqbCABYrXIcV0kBALCSQvxdVYAdQHYA2QH0vzgAgACg/2hhB7BarTjOTQEA0E0vah9QAAAEAAFA/8sBAAgA+o8WALBarTjOTQEA0E0vao8DAINy+9aljUSmxuyc/u5X1b+c0rlRLe+s13P7zmrYq9ZP1hk5fy23b92Q2s6MhF7e6DZctW3L3WnmeLXcuIZrtd5wlQb1qNR6d8y1fcvVa6Wssy54qx3L1Ws9Oncdl+X2bTVcwNb8Wue13NmWK3koZ/mDdeX6jPy+fdnyfOKb0oepjWwemqGWvzEwSy1/tUcv376zU62fHaxXyxt267l9D39Gd2An0m4e6Tc/7qalFZvH/Iues1yrjws43rd0ADDe81/16KvZAQQAC3K3AYBm3Fk7Za6g5ApuAGBBMQBQBACs+rbAgSFTAAAM2YRNle4CgCMzwQ6gCDuAhXhgB3DsFYodQFsfdgCnyt0tPv0AAOMz14GOFAAEAEsDCgAEAP0sMAAgAOgnTqhTGwUAwNroHLmzAIAAIABYflmzA8gOYFEB3gGM3G0vcgMCACM3pSIrVqyQlStXjhrZMcccI+vWrcuXpVIpufrqq+W+++6TwcFBOf/88+X222+XOXP01EiaRAAgAAgAAoCYQEQwgUTwJhqTIQGAEZxoDwAfeOABeeyxxw6OrqGhQWbOnJn/35dddpk8/PDDctddd0lnZ6dcfvnlkkgkZNWqVb7VKALgglv/pyRayh18vhsao6Kr27dzUa/TaT95xAtq/Xc271DLGw2nZdJw71pmD/OdwTo9d2hrory83XDdNtbpluF0zsj9aihmuYYtk4blxrUAwfWRcbPhhG4yxjtkjVeXQVKGm3UwpztCXXWwXMNWwLrmIO7P6Xlq24yYCiq3snXevqyeH7cv26IOeftwuSP3L4O6e/et/boL+M0+vXzLri71nOn9uqs30aNrOWOtHoTJHt3t2zCgu4OdFikRCerdQO282f0p2XzlN6S3t1c6Ojpcu0b9kCsAAIZ8ArXuewD4q1/9Sl588cWyP3sX+qxZs+See+6Riy66KP93b2fw2GOPlTVr1sjpp5/uSxEAsGQHEAA0M2MAgIU4AQALOgCAvpbXUZUAQHfNOMKfAgCgP51CVcsDwFtuuSW/u5dMJuWMM86QG2+8URYtWiRPPPGEnHPOOdLd3S1dXSP/Ml68eLFceeWVctVVV/kaKwAIAJYGCjuABTUsHQBAANDXwqpUAgCrVY7jKikAAFZSKIR/f/TRR2Xfvn3ivfe3bdu2/PuAW7ZskZdfflkeeughufTSS/Pv/pX+TjvtNFm2bJncfPPN6oi9+qXHeAC4cOFC4RGwCI+AbfBhB5AdwNIFhR1A9xsKAOiuGUf4UwAA9KdTqGv19PSIt8P37W9/W1paWqoCQM1Y4okCAAKAY+18AYAAIAA4vtsHADg+/TjaVgAAjEl0nHrqqXLuuefKeeedV9UjYHYAvfe49Je62QFkB7C4jPAIuPioFxMIJpCY3FxDPEwAMMST57fr3uNg7/0/bxdv+fLleRPIvffeKxdeeGG+ifXr18vSpUsn3ATi6uq1xufq9j1+1na/UuXrLZte+FzOob/5jd1qeUJ0F2BbYvRj9uLBSUdnZpPSfrMBo20JvS+631HE8inaOWR1J6RrTl5rQqy8xykjB7HVjvU9Pqu+levW1S1rtW+lmrPKXd8ZdD2v5iz32rD6Y7l9B7LN6ql3ZNrV8lRWj8RXU/PK6m9L6bl639hb+JrBob9t3bqLdXhId3LLLr3vHa/rOXnrU7qFvGWPW85fa65cgTGInUFcwE63hshVBgAjN6Ui11xzjXz0ox/NP/bdunWr3HDDDXlH8CuvvJKHP+8zMI888kj+MzCe9f+KK67Iq7B69WrfalRjAgEAC/ICgHaYAYAFbQBAEQBw7OUYAPR9u6KioQAAGMHQuOSSS+Tpp5+W3bt354HvrLPOkm9961ty5JFH5kdb/BC0twtY+iHouXPn+lYDAByRih1A+xGw74A6UBEABACLMQMAAoCu6wf13RQAAN30ovYBBQBAALD0YuAR8NhLA4+AC/rwCNiOEx4Bc3uttQIAYK0Vj8j5AEAAEAD0fzEDgABgpWgBACspxN+DVgAADFrRmLQHAAKAAKD/ix0ABAArRQsAWEkh/h60AgBg0IrGpL2xADAsZo+ZzfucZuvM9tfU+osa9qjlloO0rS6t1k8Y+X2zDg5Yq42k4RpuFN3Z6Opr1H2Ttrz1Rm5fV7ev66PnoFy91sgs0Jvo8wbVn1ROd+laj253ZnTnbU+mVe3StiE9L++G/nJn7+s9utu3u7dNv96GjSjs1j9J0/mqXr9hQL8mjHTRTmuIV9nVNTyRYIgL2Hn6InUAABip6azdYADAEa0BQBEAsBAPAGBBBwDQXosBwNrdpzjT2AoAgERIVQoAgABgaeAAgABgaTwAgABgVTcWDqqpAgBgTeWOzskAQAAQACy/ntkBZAew0irPDmAlhfh7rRQAAGuldMTOAwACgAAgAMg7gO4LOwDorhlHTIwCAODE6Br5VgFAABAABAABQPelHgB014wjJkYBAHBidI18q0UAXHjLP0uiJTmu8U50bl9Xt+/0hgGn8ZzQslmtv6Rph1M7jUZO4XrFHWzluk072jEsF23CcAdbA9L66NW1XMZWO2kx7MHGAVb7ru245g521cF1viznt+XyHjBy7A6JngfXekfPcgGncw3qkLemdVfvptQMtf5b/UZ5b3k7PT2621eyeowkdukO5o7XjfzVQ06Xp1iXRFjcwdpoh4dTsvqxFdLb25tPC8ovXgoAgPGa78BGCwCOSAkAigCAhXiwdAAAC/oAgPYSPNE7gwBgYLe/yDQEAEZmKms7EAAQACyNOAAQACyNB3YA3ddjANBdM44YnwIA4Pj0i+3RACAACACWX/7sABY0AQDdbw0AoLtmHDE+BQDA8ekX26MBQAAQAAQAeQdQhHcAY3sbDP3AAcDQT+HkDAAABAABQAAQAAQAJ+cOxFmDUAAADELFGLZRDQCG3e07mNWdkNb0H92yXf3Tcc1b1PJ2I0dwss5/Zl7L/RqUyzXr6NJ1dRMHdSlZ/bRy8lpu6KBy+Fqu3n4j967VH8ul25/T892msnp5X1Z37vdlWtQpeDutO0S3pTrV+m/1T1fLt/bo7aT2l/czm9bzyzS+beT2Xa9Hj8Plk28gpxun7dDUUweb9V13DCfy0TAu4KBWnHC2AwCGc94mvdcAYOUpAAC9HMGOd8fKsvqqAQAWZAIARQBA+5IBAH0tJ5GtBABGdmondmAAYGV9AUAAsBgl7AAWlGAH0P2RMTuAlddaalSnAABYnW6xPwoArBwCACAACACOvk4AQACw8spJjVopAADWSumInQcArDyhACAACAACgIeuFLwDWHntpEZtFAAAa6Nz5M4CAFaeUgAQAAQAAUAAsPJaSY3JUQAAnBzdQ3/WsQAwbm7fAcNpaU3y1v26c/Ka+f+mHjIrMVhW3uiWMlfShhfD8he7ul/TxrZGytFSabtfdQd2wnjD32rH1e1r6ZA2xpUxcjGnjFy9aSNXr9VPK4fvkNGfvqzu6u0e1vPsbh/UY3PDvsPU2Nyzv1Ut7+7Ty9OD+jzm9pWXN+zV7biJYf3K6nzdcVk1rgnHkDVzBDv2xvl7gkG8G4gJxHWWolUfAIzWfNZsNADgiNQAoAgAWIgHALCgAwDovhRPxqNhANB9nqJ0BAAYpdms4VgAQACwNNwAQACwNB4AQPfFGAB014wjxqcAADg+/WJ7NAAIAAKA5Zc/O4DsAFZ7UwAAq1WO46pVAACsVrmYHwcAAoAAIADIO4Be6pBgbgYAYDA60op/BQBA/1pRs0QBABAABAABQAAQAOTGGF4FAMDwzt2k9rwIgMff949S39rsqy/Hz9Jz41oHz2ze56vdYqXpDQNO9V1z+7qaPZ7bucipP9cf9bBa/42h2WXlf936mlq3rU63SFqu4Uajh2mjPGPsdqSM7QvXlGwDhlt2yHDLZh23TSxXb8Zox9Wla014f1a/RvoNB3nWcBPvGZ6mnmKP4erdOaTXf3u/npN3S5/uAt7br+cOHk7rTt1sSi9v2KNHXPsGBaabdat7apYehEG5gK05jKI7eDidkj88dL309vZKR4ceE06LGJVDpQAAGKrpmjqdBQArzwUAKAIAFuIEACzoAABWXjcOreH4bxxx+TwMAOg+H1E6AgCM0mzWcCwAYGWxAUAAsBglACAAWHnF0GsAgNUqx3GVFAAAKynE31UFAMDKgQEAAoAA4OjrhB3AyusGO4DuGnFEdQoAgNXpFvujAMDKIQAAAoAAIABYeaUYuwY7gONVkOMtBQBAYqMqBQDAyrIBgAAgAAgAVl4pAMDxasTx1SkAAFanW+yPGgsAcfuOHR6W2/d/7z7Fd1xdMvPf1bq/33eMWn72tHVq+Yx63TltuYl9d7BCRStHsOXSzeZ0R+iQlXs3p7tNLddwf65J7XHKcOla/bRy/lo5eXuH9Zy5u9N6rt63B3Wn5s79utt3e1+7Pq5BXZ/MsO7ezRiu3kSvntu3bUtCPa8xXGnf6P9jej1Hu0Uh7uCCXpo5BBOIWyxFrTYAGLUZrdF4AMARoYPa6QMAvVy6OugBgIV4AwBFAMBCLATxaBgArNENc4qeBgCcohMz1bsFAAKA44lRdgAL6rEDWNCBHUD3qwkAdNeMI0YrAAASEVUpAAACgFUFzoGDAEAAsDR+AED3qwkAdNeMIwBAYiAABQBAAHA8YQQAAoAA4HiuIB4Bj089jvYUYAeQc7X9sAAAEu1JREFUOKhKAQAQAKwqcNgBHCUbj4ALcrAD6H41sQPorhlHsANIDASgQBEAL3rss9LYpjsoDz1N2HP7WrK5mkCOm/72uGdgy4Ces9Vq+MOz/1P908Nvn6CWL5v1qlq+oGmPWt6WGFTLG63cxJJR69fXZfVy0V2ilns3ndPdqVZGjp6M7sYdNHIT92X03Lg7h3TXbU+6RR3X2/v1+r0pvf2BQf1aSxs5eYeHrFy9uj6Jfr1+2ybd1TvUqc9L+5tuIZ7QU1irjaSmu+UItnqCO1gkM5SSl/71f5AL2C1cI1ObHcDITGVtBwIAVr8DCACKNAKA+QACAAvXEQDo2XqDWcNddgYBwGA0D2srAGBYZ26S+w0AAoClIcgOYEENdgALOrADKJLTN1PtlRsAnOS7WvxODwDGb84DGTEACAACgOWXEgAIABajAgAM5FZDIxOoAAA4geJGuWkAEAAEAAFA3gEcY0OPHcAo3wIjMTYAMBLTWPtBAIAAIAAIAAKAAGDt7z6cMSgFAMCglIxZO2MBIG7fsYPB1QTi6vjVzv7qttlOEXrc/O1q/ZfXLlbLOxf2quXzO/XyWcl9av0mww1g5fC1UsQNZnWXayqjlw9n9e2a/cN6ztz+tO7G7TdcusNZ3UVruneNnLxZw9WbM3L11u/Tz9v+pl4+MM9w9f7FKXzEMHObjbiYQKxGXFPEWe3EyR2MCcQtrqNWGwCM2ozWaDwAYPVCA4AiAGAhfgDAgg4A4BjryQSaQwDA6tfxKBwJAEZhFidhDABg9aIDgABgMXoAQACw4koCAFaUiArVKQAAVqdb7I8CAKsPAQAQAAQAR18/7ACyA1j9isqR1SoAAFarXMyPAwCrDwAAEAAEAAFA3ysIO4C+paKimwIAoJteoam9ZcsWufbaa+XRRx+VgYEBOeqoo+SnP/2pnHLKKfkx5HI5ueGGG+TOO++Unp4eed/73id33HGHLFmyxNcYAUBfMqmVAEAAEAAEAH2vIACgb6mo6KYAAOimVyhqd3d3y8knnyzLli2Tyy67TGbNmiWvvfaaHHnkkfn/vN/NN98sN954o9x9991yxBFHyPXXXy9r166VV155RZJJPQ9p6eCLAPgPT18oTdN0p+ShYk1vGHDSz3JyOjUiIgNZf7mKi+265va1+uMKelY7Li7goNy+f/73I9TuDM9KO8mfbNdzBA++refezTXruYATLXqy2Pp6vX5dQr9rJozybFbPL2sNNmfUz2R0d21u2Cg33LuJAb1+drquf91e/Rps6tXH1bLDbbz1KTcKcXUBazoH8VjYaxd3sH3JeiaQP/0vcgE7LWoRqgwARmgyi0P52te+JqtWrZJnnnlGHZ23+3f44YfL1VdfLddcc02+Tm9vr8yZM0fuuusuueSSSyqqAgBWlEgAQBEAsBAnAGDl6+XQGgBgBc3cmFxtDAB0j8soHQEARmk2D4zluOOOk/PPP182b94sTz31lMyfP1+++MUvyhe+8IV8jQ0bNuR3Al944QU56aSTDipw9tln5//3bbfdVqbK4OCgeP8Vfx4ALly4UNgBtAMIAAQAi9EBALovtAAgAOgeNRzhogAA6KJWSOoWH+F+5StfkU9+8pPy3HPPyZe//GX54Q9/KMuXL5fVq1fn3/nbunWrzJs37+CoLr74Yqmrq5P777+/bKQrVqyQlStXlpUDgADgWJcFO4DsAFa7bAKAAGC1scNx/hQAAP3pFKpaTU1NebOHB3rF35e+9KU8CK5Zs6YqAGQH0D0E2AFkB5AdQPfrpngEAAgAVh89HOlHAQDQj0ohq7N48WI577zz5Cc/+cnBnnsO329+85viuYOreQR8qAS8A1g5KABAABAArHydWDUAQACw+ujhSD8KAIB+VApZnU9/+tOyadOmUSaQq666Sp599tn87l/RBOIZQDwjiPfzgG727NmBmEBw+1YXMC5uX+sMri7guk0tTp21XMDWo97WpO4C7t44XT1vriWj98dy9TbqLmDLHWzlDrY8sXV1+pv2uZx+RMZy+xrldQN6DuJEys2lmzWM+JPlAraCysUdHHoAtERwNG/k9BCxr1uH9jGBOC1/kasMAEZuSiX/qPfMM8/Mv7Pnvdf3hz/8IW8A+fGPfyyf+cxn8iP2PgNz0003jfoMzEsvvRTIZ2AAwOqCCgAUAQALsQMABpMf2NNy0j4DAwBWtxByVM0UAABrJnVtT/TrX/9arrvuuvz3/7zv/HmGkKIL2OtJ8UPQHhR6H4I+66yz5Pbbb5ejjz7aV0fHegQMAPqSsKwSAAgAFoMCAAQAi7HADmB16ylHVVYAAKysETUUBQDAEVEm410/Kyh5BFxQhkfABR14BMwO4Fg3MB4Bx/v2DgDGe/6rHj0ACACWBg/vABbU4B3AsZcU3gH0Hr+4LbvsALrpRW3/CgCA/rWiZokCXuaQrq4uufTRj0lT2+g30LsmKeXbfseUb8/vWhDInC7t2hFIO9v2d4y7nde3z3Jqo26Lowlkpp6KrHmabvZoTQ6p/el5q0std34HsGGKmUAcU8GZJpBBRxNIgz7tjXuNVHC73Np3TQVnBeFkAGDvUU6XhFm5Y0Mw7Uw1AHz5Z/+cfw2os7MzoAHSTFgUAADDMlNTrJ9elhEvEwg/FEABFECBcCvgfTViwYJg/kEcbiXi1XsAMF7zHdhos9lsPpNIe3u79PX15WHQW0Q6Osa/ixVYJyeooWIavDiMN05j9cKF8U7QRTMFmmVuyyfBMwN667eXGz6RSEyBWaILtVQAAKyl2hE9V/F9QO+xcFwA0HtcEofxMrcRvWgPDCtO8xunsRb/MROXdSraV+nEjQ4AnDhtY9MyC2t0p5q5je7cxg0SiOVoxzKjc1cAAHTXjCMOUYCFNbohwdxGd24BQOY22gowukoKAICVFOLvFRUYHByUG2+8Mf/h6ebm5or1w14hTuON01i9uGS8Yb867f4zt9GdW0ZWnQIAYHW6cRQKoAAKoAAKoAAKhFYBADC0U0fHUQAFUAAFUAAFUKA6BQDA6nTjKBRAARRAARRAARQIrQIAYGinjo6jAAqgAAqgAAqgQHUKAIDV6cZRKIACKIACKIACKBBaBQDA0E7d1On4D37wA7nllltk+/bt8q53vUu+973vyWmnnTZ1OlhlT55++un8uJ5//nnZtm2b/PKXv5QLLrjgYGveV/RvuOEGufPOO/O5NN/3vvfJHXfcIUuWLKnyjJN3mOfi/sUvfiHr1q2TlpYWOfPMM+Xmm2+WY4455mCnUqmUXH311XLffffl3bLnn3++3H777TJnzpzJ63gVZ/bmyPvvzTffzB99/PHHyze+8Q358Ic/nP/fURmnJc1NN92Ud+x/+ctflltvvTVyY16xYoWsXLly1PC9OPZiO4rzu2XLFrn22mvl0UcflYGBATnqqKPkpz/9qZxyyin58UZpnaricueQMRQAAAmPcSlw//33y2c/+1n54Q9/KO9973vzN5Sf//znsn79epk9e/a42p7sg70FddWqVfKe97xHPvGJT5QBoAdIHjjdfffdcsQRR8j1118va9eulVdeeUWSyeRkd9/p/B/60IfkkksukVNPPVWGh4fl61//urz88sv5sbS1teXbuuyyy+Thhx+Wu+66K584/vLLL8+nj/I0CtPvoYcekvr6+jyoezdHb/480H/hhRfyMBiVcWpz8txzz8nFF1+cz9izbNmygwAYpTF7APjAAw/IY489dlCChoYGmTlzZqTi2BtMd3e3nHzyyfm59OZw1qxZ8tprr8mRRx6Z/8/7RWmdCtM6E4a+AoBhmKUp3EcP+jxo+P73v5/vpZcj2MsLfMUVV8jXvva1Kdxzt67V1dWNAkAPHLz8md6O2DXXXJNvzEsN5+2GeYDkwVSYfzt37swD/FNPPSXvf//782Pzbi733HOPXHTRRfmheTsqxx57rKxZs0ZOP/30MA9XZsyYkYdAb2xRHee+ffvk3e9+d37X9pvf/KacdNJJeQCM2tx6APirX/1KXnzxxbKYjNpYvTXW+wfYM888o15/UV+nQr3oTIHOA4BTYBLC2oWhoSFpbW3N/2u79NHo8uXL849EH3zwwbAOrazfhwLghg0b8v/C9naNvBtp8Xf22Wfn//dtt90W6rG//vrr+R0yb0fzhBNOkCeeeELOOeec/I5DV1fXwbEtXrxYrrzySrnqqqtCOd5MJpPfsfZi1ptL7zWGKI7TmxxvjB7ofuc735EPfOADBwEwanPrAaAH894utbcTf8YZZ+R36hctWhS5OD7uuOPyr2Js3rw5/4+1+fPnyxe/+EX5whe+kL8eo75OhXLRmUKdBgCn0GSErStbt27NLzirV6/OL7LF31e/+tX8YvTss8+GbUhmfw8FQG/M3jt/ngbz5s07eJz3eM2r6z0aD+vP28X92Mc+lof43//+9/lheDt/l156af7dv9Kf966n9/jJe8wUpp8Htl7Meu/7TZs2LT++j3zkI5EbZ3FOvPc2v/Wtb4n3CNiDolIAjNrceq9ueLud3nt/3ru73vuA3nty3isN3uP/KMVx8VWTr3zlK/LJT34yP7/eu53eKzke8Ed5nQrTejNV+woATtWZCUG/AMBoAqD3LpF3E/Xgb8GCBZEEQG/3+q233so//vR2sH/yk5/k/9HiPTaMEiB4k7dp06a8IeC3v/2tnHjiifn5jDIAHrp0ev+Q8Xaqv/3tb+cNTlGa36ampvzceqBX/H3pS1/Kg6D3agYAGIIb6SR2EQCcRPHDfmoeAUfvEbBn7PAe3XsOaM/YUvxF7THhodfeueeem3+k/6lPfSpyj4C99+E+/vGP540vxZ/36NvbqfZMPL/5zW/EG3/UHu+XzrH3nrI3xvPOOy9S8+uBrTcm7x8wxZ/ncPfe8fR2PXkEHPa77MT2HwCcWH0j37pnAvEeA3qffvF+3uND710bDyTiYALxDCCeEcT77d27N2+cCKMJxHtZ3DPueJ+6efLJJ8s+ZVN8ef7ee++VCy+8MD9ez+m9dOnSSJhAPvjBD+bj1nt30zOBRGmcfX19snHjxlFrkbcL5s2d9/kQz7QVtTGXDtZ7HOzNrfduoPdYNEpj/fSnP53f4S01gXjv43qv33i7f0UTSFTWqcjfUGs8QACwxoJH7XTeu27eovqjH/0oD4Keq/BnP/tZ3iEatu/DHTo33o3DM0N4P+9TC94jJO99N+9Feu+G4r335n1TrfQzMC+99FIoPwPjvTjuvQvm7f6VfvvPe5Hee2zm/bxHw4888kgecL3PiHjA6P1KHz+FIb69b+B53/zz5tCDI2/c3lx6O2HebkpUxjnWXJQ+Ao7S3Hpj8WDnox/9aP6xr/eaivetTu/RvvdJIw/+ojS/3qNe75ud3nuO3vvHf/jDH/IGkB//+Mfymc98Jh8CUVqnwrC+hKmPAGCYZmuK9tX7BEzxQ9CeA/a73/1u/puAYf95O2Ee8B3684DXg6DiB1a9xdZ7z+iss87Kf2Lj6KOPDt3QvceB2s/7oOznPve5/J+KH0j2dsdKPwQ9d+7cUI3385//vDz++ON5g4AHuN57cd5OmAd/URqnCwBGZW69MXufYPJeYdi9e3ce+Lzr0jPAFL+LF6WxeuP99a9/nf+wt/f9P++1Dc8QUnQBe3+P0joVqoUmBJ0FAEMwSXQRBVAABVAABVAABYJUAAAMUk3aQgEUQAEUQAEUQIEQKAAAhmCS6CIKoAAKoAAKoAAKBKkAABikmrSFAiiAAiiAAiiAAiFQAAAMwSTRRRRAARRAARRAARQIUgEAMEg1aQsFUAAFUAAFUAAFQqAAABiCSaKLKIACKIACKIACKBCkAgBgkGrSFgqgAAqgAAqgAAqEQAEAMASTRBdRAAVQAAVQAAVQIEgFAMAg1aQtFEABFEABFEABFAiBAgBgCCaJLqIACqAACqAACqBAkAoAgEGqSVsogAIogAIogAIoEAIFAMAQTBJdRAEUQAEUQAEUQIEgFQAAg1STtlAABVAABVAABVAgBAoAgCGYJLqIAiiAAiiAAiiAAkEqAAAGqSZtoQAKoAAKoAAKoEAIFAAAQzBJdBEFUAAFUAAFUAAFglQAAAxSTdpCARRAARRAARRAgRAoAACGYJLoIgqgAAqgAAqgAAoEqQAAGKSatIUCKIACKIACKIACIVAAAAzBJNFFFEABFEABFEABFAhSAQAwSDVpCwVQAAVQAAVQAAVCoAAAGIJJoosogAIogAIogAIoEKQCAGCQatIWCqAACqAACqAACoRAAQAwBJNEF1EABVAABVAABVAgSAUAwCDVpC0UQAEUQAEUQAEUCIEC/3+7dUwCAACAQLB/a0v8IlwBkXPRATwYSUUCBAgQIECAQCngAJaasggQIECAAAECBwIO4MFIKhIgQIAAAQIESgEHsNSURYAAAQIECBA4EHAAD0ZSkQABAgQIECBQCjiApaYsAgQIECBAgMCBwADHOHXDvWLCCwAAAABJRU5ErkJggg==\" width=\"640\">"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/javascript": [
+       "/* Put everything inside the global mpl namespace */\n",
+       "/* global mpl */\n",
+       "window.mpl = {};\n",
+       "\n",
+       "mpl.get_websocket_type = function () {\n",
+       "    if (typeof WebSocket !== 'undefined') {\n",
+       "        return WebSocket;\n",
+       "    } else if (typeof MozWebSocket !== 'undefined') {\n",
+       "        return MozWebSocket;\n",
+       "    } else {\n",
+       "        alert(\n",
+       "            'Your browser does not have WebSocket support. ' +\n",
+       "                'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
+       "                'Firefox 4 and 5 are also supported but you ' +\n",
+       "                'have to enable WebSockets in about:config.'\n",
+       "        );\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure = function (figure_id, websocket, ondownload, parent_element) {\n",
+       "    this.id = figure_id;\n",
+       "\n",
+       "    this.ws = websocket;\n",
+       "\n",
+       "    this.supports_binary = this.ws.binaryType !== undefined;\n",
+       "\n",
+       "    if (!this.supports_binary) {\n",
+       "        var warnings = document.getElementById('mpl-warnings');\n",
+       "        if (warnings) {\n",
+       "            warnings.style.display = 'block';\n",
+       "            warnings.textContent =\n",
+       "                'This browser does not support binary websocket messages. ' +\n",
+       "                'Performance may be slow.';\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    this.imageObj = new Image();\n",
+       "\n",
+       "    this.context = undefined;\n",
+       "    this.message = undefined;\n",
+       "    this.canvas = undefined;\n",
+       "    this.rubberband_canvas = undefined;\n",
+       "    this.rubberband_context = undefined;\n",
+       "    this.format_dropdown = undefined;\n",
+       "\n",
+       "    this.image_mode = 'full';\n",
+       "\n",
+       "    this.root = document.createElement('div');\n",
+       "    this.root.setAttribute('style', 'display: inline-block');\n",
+       "    this._root_extra_style(this.root);\n",
+       "\n",
+       "    parent_element.appendChild(this.root);\n",
+       "\n",
+       "    this._init_header(this);\n",
+       "    this._init_canvas(this);\n",
+       "    this._init_toolbar(this);\n",
+       "\n",
+       "    var fig = this;\n",
+       "\n",
+       "    this.waiting = false;\n",
+       "\n",
+       "    this.ws.onopen = function () {\n",
+       "        fig.send_message('supports_binary', { value: fig.supports_binary });\n",
+       "        fig.send_message('send_image_mode', {});\n",
+       "        if (fig.ratio !== 1) {\n",
+       "            fig.send_message('set_device_pixel_ratio', {\n",
+       "                device_pixel_ratio: fig.ratio,\n",
+       "            });\n",
+       "        }\n",
+       "        fig.send_message('refresh', {});\n",
+       "    };\n",
+       "\n",
+       "    this.imageObj.onload = function () {\n",
+       "        if (fig.image_mode === 'full') {\n",
+       "            // Full images could contain transparency (where diff images\n",
+       "            // almost always do), so we need to clear the canvas so that\n",
+       "            // there is no ghosting.\n",
+       "            fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
+       "        }\n",
+       "        fig.context.drawImage(fig.imageObj, 0, 0);\n",
+       "    };\n",
+       "\n",
+       "    this.imageObj.onunload = function () {\n",
+       "        fig.ws.close();\n",
+       "    };\n",
+       "\n",
+       "    this.ws.onmessage = this._make_on_message_function(this);\n",
+       "\n",
+       "    this.ondownload = ondownload;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_header = function () {\n",
+       "    var titlebar = document.createElement('div');\n",
+       "    titlebar.classList =\n",
+       "        'ui-dialog-titlebar ui-widget-header ui-corner-all ui-helper-clearfix';\n",
+       "    var titletext = document.createElement('div');\n",
+       "    titletext.classList = 'ui-dialog-title';\n",
+       "    titletext.setAttribute(\n",
+       "        'style',\n",
+       "        'width: 100%; text-align: center; padding: 3px;'\n",
+       "    );\n",
+       "    titlebar.appendChild(titletext);\n",
+       "    this.root.appendChild(titlebar);\n",
+       "    this.header = titletext;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function (_canvas_div) {};\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function (_canvas_div) {};\n",
+       "\n",
+       "mpl.figure.prototype._init_canvas = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var canvas_div = (this.canvas_div = document.createElement('div'));\n",
+       "    canvas_div.setAttribute(\n",
+       "        'style',\n",
+       "        'border: 1px solid #ddd;' +\n",
+       "            'box-sizing: content-box;' +\n",
+       "            'clear: both;' +\n",
+       "            'min-height: 1px;' +\n",
+       "            'min-width: 1px;' +\n",
+       "            'outline: 0;' +\n",
+       "            'overflow: hidden;' +\n",
+       "            'position: relative;' +\n",
+       "            'resize: both;'\n",
+       "    );\n",
+       "\n",
+       "    function on_keyboard_event_closure(name) {\n",
+       "        return function (event) {\n",
+       "            return fig.key_event(event, name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    canvas_div.addEventListener(\n",
+       "        'keydown',\n",
+       "        on_keyboard_event_closure('key_press')\n",
+       "    );\n",
+       "    canvas_div.addEventListener(\n",
+       "        'keyup',\n",
+       "        on_keyboard_event_closure('key_release')\n",
+       "    );\n",
+       "\n",
+       "    this._canvas_extra_style(canvas_div);\n",
+       "    this.root.appendChild(canvas_div);\n",
+       "\n",
+       "    var canvas = (this.canvas = document.createElement('canvas'));\n",
+       "    canvas.classList.add('mpl-canvas');\n",
+       "    canvas.setAttribute('style', 'box-sizing: content-box;');\n",
+       "\n",
+       "    this.context = canvas.getContext('2d');\n",
+       "\n",
+       "    var backingStore =\n",
+       "        this.context.backingStorePixelRatio ||\n",
+       "        this.context.webkitBackingStorePixelRatio ||\n",
+       "        this.context.mozBackingStorePixelRatio ||\n",
+       "        this.context.msBackingStorePixelRatio ||\n",
+       "        this.context.oBackingStorePixelRatio ||\n",
+       "        this.context.backingStorePixelRatio ||\n",
+       "        1;\n",
+       "\n",
+       "    this.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
+       "\n",
+       "    var rubberband_canvas = (this.rubberband_canvas = document.createElement(\n",
+       "        'canvas'\n",
+       "    ));\n",
+       "    rubberband_canvas.setAttribute(\n",
+       "        'style',\n",
+       "        'box-sizing: content-box; position: absolute; left: 0; top: 0; z-index: 1;'\n",
+       "    );\n",
+       "\n",
+       "    // Apply a ponyfill if ResizeObserver is not implemented by browser.\n",
+       "    if (this.ResizeObserver === undefined) {\n",
+       "        if (window.ResizeObserver !== undefined) {\n",
+       "            this.ResizeObserver = window.ResizeObserver;\n",
+       "        } else {\n",
+       "            var obs = _JSXTOOLS_RESIZE_OBSERVER({});\n",
+       "            this.ResizeObserver = obs.ResizeObserver;\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    this.resizeObserverInstance = new this.ResizeObserver(function (entries) {\n",
+       "        var nentries = entries.length;\n",
+       "        for (var i = 0; i < nentries; i++) {\n",
+       "            var entry = entries[i];\n",
+       "            var width, height;\n",
+       "            if (entry.contentBoxSize) {\n",
+       "                if (entry.contentBoxSize instanceof Array) {\n",
+       "                    // Chrome 84 implements new version of spec.\n",
+       "                    width = entry.contentBoxSize[0].inlineSize;\n",
+       "                    height = entry.contentBoxSize[0].blockSize;\n",
+       "                } else {\n",
+       "                    // Firefox implements old version of spec.\n",
+       "                    width = entry.contentBoxSize.inlineSize;\n",
+       "                    height = entry.contentBoxSize.blockSize;\n",
+       "                }\n",
+       "            } else {\n",
+       "                // Chrome <84 implements even older version of spec.\n",
+       "                width = entry.contentRect.width;\n",
+       "                height = entry.contentRect.height;\n",
+       "            }\n",
+       "\n",
+       "            // Keep the size of the canvas and rubber band canvas in sync with\n",
+       "            // the canvas container.\n",
+       "            if (entry.devicePixelContentBoxSize) {\n",
+       "                // Chrome 84 implements new version of spec.\n",
+       "                canvas.setAttribute(\n",
+       "                    'width',\n",
+       "                    entry.devicePixelContentBoxSize[0].inlineSize\n",
+       "                );\n",
+       "                canvas.setAttribute(\n",
+       "                    'height',\n",
+       "                    entry.devicePixelContentBoxSize[0].blockSize\n",
+       "                );\n",
+       "            } else {\n",
+       "                canvas.setAttribute('width', width * fig.ratio);\n",
+       "                canvas.setAttribute('height', height * fig.ratio);\n",
+       "            }\n",
+       "            canvas.setAttribute(\n",
+       "                'style',\n",
+       "                'width: ' + width + 'px; height: ' + height + 'px;'\n",
+       "            );\n",
+       "\n",
+       "            rubberband_canvas.setAttribute('width', width);\n",
+       "            rubberband_canvas.setAttribute('height', height);\n",
+       "\n",
+       "            // And update the size in Python. We ignore the initial 0/0 size\n",
+       "            // that occurs as the element is placed into the DOM, which should\n",
+       "            // otherwise not happen due to the minimum size styling.\n",
+       "            if (fig.ws.readyState == 1 && width != 0 && height != 0) {\n",
+       "                fig.request_resize(width, height);\n",
+       "            }\n",
+       "        }\n",
+       "    });\n",
+       "    this.resizeObserverInstance.observe(canvas_div);\n",
+       "\n",
+       "    function on_mouse_event_closure(name) {\n",
+       "        return function (event) {\n",
+       "            return fig.mouse_event(event, name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mousedown',\n",
+       "        on_mouse_event_closure('button_press')\n",
+       "    );\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mouseup',\n",
+       "        on_mouse_event_closure('button_release')\n",
+       "    );\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'dblclick',\n",
+       "        on_mouse_event_closure('dblclick')\n",
+       "    );\n",
+       "    // Throttle sequential mouse events to 1 every 20ms.\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mousemove',\n",
+       "        on_mouse_event_closure('motion_notify')\n",
+       "    );\n",
+       "\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mouseenter',\n",
+       "        on_mouse_event_closure('figure_enter')\n",
+       "    );\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mouseleave',\n",
+       "        on_mouse_event_closure('figure_leave')\n",
+       "    );\n",
+       "\n",
+       "    canvas_div.addEventListener('wheel', function (event) {\n",
+       "        if (event.deltaY < 0) {\n",
+       "            event.step = 1;\n",
+       "        } else {\n",
+       "            event.step = -1;\n",
+       "        }\n",
+       "        on_mouse_event_closure('scroll')(event);\n",
+       "    });\n",
+       "\n",
+       "    canvas_div.appendChild(canvas);\n",
+       "    canvas_div.appendChild(rubberband_canvas);\n",
+       "\n",
+       "    this.rubberband_context = rubberband_canvas.getContext('2d');\n",
+       "    this.rubberband_context.strokeStyle = '#000000';\n",
+       "\n",
+       "    this._resize_canvas = function (width, height, forward) {\n",
+       "        if (forward) {\n",
+       "            canvas_div.style.width = width + 'px';\n",
+       "            canvas_div.style.height = height + 'px';\n",
+       "        }\n",
+       "    };\n",
+       "\n",
+       "    // Disable right mouse context menu.\n",
+       "    this.rubberband_canvas.addEventListener('contextmenu', function (_e) {\n",
+       "        event.preventDefault();\n",
+       "        return false;\n",
+       "    });\n",
+       "\n",
+       "    function set_focus() {\n",
+       "        canvas.focus();\n",
+       "        canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    window.setTimeout(set_focus, 100);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var toolbar = document.createElement('div');\n",
+       "    toolbar.classList = 'mpl-toolbar';\n",
+       "    this.root.appendChild(toolbar);\n",
+       "\n",
+       "    function on_click_closure(name) {\n",
+       "        return function (_event) {\n",
+       "            return fig.toolbar_button_onclick(name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    function on_mouseover_closure(tooltip) {\n",
+       "        return function (event) {\n",
+       "            if (!event.currentTarget.disabled) {\n",
+       "                return fig.toolbar_button_onmouseover(tooltip);\n",
+       "            }\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    fig.buttons = {};\n",
+       "    var buttonGroup = document.createElement('div');\n",
+       "    buttonGroup.classList = 'mpl-button-group';\n",
+       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) {\n",
+       "            /* Instead of a spacer, we start a new button group. */\n",
+       "            if (buttonGroup.hasChildNodes()) {\n",
+       "                toolbar.appendChild(buttonGroup);\n",
+       "            }\n",
+       "            buttonGroup = document.createElement('div');\n",
+       "            buttonGroup.classList = 'mpl-button-group';\n",
+       "            continue;\n",
+       "        }\n",
+       "\n",
+       "        var button = (fig.buttons[name] = document.createElement('button'));\n",
+       "        button.classList = 'mpl-widget';\n",
+       "        button.setAttribute('role', 'button');\n",
+       "        button.setAttribute('aria-disabled', 'false');\n",
+       "        button.addEventListener('click', on_click_closure(method_name));\n",
+       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
+       "\n",
+       "        var icon_img = document.createElement('img');\n",
+       "        icon_img.src = '_images/' + image + '.png';\n",
+       "        icon_img.srcset = '_images/' + image + '_large.png 2x';\n",
+       "        icon_img.alt = tooltip;\n",
+       "        button.appendChild(icon_img);\n",
+       "\n",
+       "        buttonGroup.appendChild(button);\n",
+       "    }\n",
+       "\n",
+       "    if (buttonGroup.hasChildNodes()) {\n",
+       "        toolbar.appendChild(buttonGroup);\n",
+       "    }\n",
+       "\n",
+       "    var fmt_picker = document.createElement('select');\n",
+       "    fmt_picker.classList = 'mpl-widget';\n",
+       "    toolbar.appendChild(fmt_picker);\n",
+       "    this.format_dropdown = fmt_picker;\n",
+       "\n",
+       "    for (var ind in mpl.extensions) {\n",
+       "        var fmt = mpl.extensions[ind];\n",
+       "        var option = document.createElement('option');\n",
+       "        option.selected = fmt === mpl.default_extension;\n",
+       "        option.innerHTML = fmt;\n",
+       "        fmt_picker.appendChild(option);\n",
+       "    }\n",
+       "\n",
+       "    var status_bar = document.createElement('span');\n",
+       "    status_bar.classList = 'mpl-message';\n",
+       "    toolbar.appendChild(status_bar);\n",
+       "    this.message = status_bar;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.request_resize = function (x_pixels, y_pixels) {\n",
+       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
+       "    // which will in turn request a refresh of the image.\n",
+       "    this.send_message('resize', { width: x_pixels, height: y_pixels });\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.send_message = function (type, properties) {\n",
+       "    properties['type'] = type;\n",
+       "    properties['figure_id'] = this.id;\n",
+       "    this.ws.send(JSON.stringify(properties));\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.send_draw_message = function () {\n",
+       "    if (!this.waiting) {\n",
+       "        this.waiting = true;\n",
+       "        this.ws.send(JSON.stringify({ type: 'draw', figure_id: this.id }));\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
+       "    var format_dropdown = fig.format_dropdown;\n",
+       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
+       "    fig.ondownload(fig, format);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_resize = function (fig, msg) {\n",
+       "    var size = msg['size'];\n",
+       "    if (size[0] !== fig.canvas.width || size[1] !== fig.canvas.height) {\n",
+       "        fig._resize_canvas(size[0], size[1], msg['forward']);\n",
+       "        fig.send_message('refresh', {});\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_rubberband = function (fig, msg) {\n",
+       "    var x0 = msg['x0'] / fig.ratio;\n",
+       "    var y0 = (fig.canvas.height - msg['y0']) / fig.ratio;\n",
+       "    var x1 = msg['x1'] / fig.ratio;\n",
+       "    var y1 = (fig.canvas.height - msg['y1']) / fig.ratio;\n",
+       "    x0 = Math.floor(x0) + 0.5;\n",
+       "    y0 = Math.floor(y0) + 0.5;\n",
+       "    x1 = Math.floor(x1) + 0.5;\n",
+       "    y1 = Math.floor(y1) + 0.5;\n",
+       "    var min_x = Math.min(x0, x1);\n",
+       "    var min_y = Math.min(y0, y1);\n",
+       "    var width = Math.abs(x1 - x0);\n",
+       "    var height = Math.abs(y1 - y0);\n",
+       "\n",
+       "    fig.rubberband_context.clearRect(\n",
+       "        0,\n",
+       "        0,\n",
+       "        fig.canvas.width / fig.ratio,\n",
+       "        fig.canvas.height / fig.ratio\n",
+       "    );\n",
+       "\n",
+       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_figure_label = function (fig, msg) {\n",
+       "    // Updates the figure title.\n",
+       "    fig.header.textContent = msg['label'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_cursor = function (fig, msg) {\n",
+       "    fig.rubberband_canvas.style.cursor = msg['cursor'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_message = function (fig, msg) {\n",
+       "    fig.message.textContent = msg['message'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_draw = function (fig, _msg) {\n",
+       "    // Request the server to send over a new figure.\n",
+       "    fig.send_draw_message();\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_image_mode = function (fig, msg) {\n",
+       "    fig.image_mode = msg['mode'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_history_buttons = function (fig, msg) {\n",
+       "    for (var key in msg) {\n",
+       "        if (!(key in fig.buttons)) {\n",
+       "            continue;\n",
+       "        }\n",
+       "        fig.buttons[key].disabled = !msg[key];\n",
+       "        fig.buttons[key].setAttribute('aria-disabled', !msg[key]);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_navigate_mode = function (fig, msg) {\n",
+       "    if (msg['mode'] === 'PAN') {\n",
+       "        fig.buttons['Pan'].classList.add('active');\n",
+       "        fig.buttons['Zoom'].classList.remove('active');\n",
+       "    } else if (msg['mode'] === 'ZOOM') {\n",
+       "        fig.buttons['Pan'].classList.remove('active');\n",
+       "        fig.buttons['Zoom'].classList.add('active');\n",
+       "    } else {\n",
+       "        fig.buttons['Pan'].classList.remove('active');\n",
+       "        fig.buttons['Zoom'].classList.remove('active');\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function () {\n",
+       "    // Called whenever the canvas gets updated.\n",
+       "    this.send_message('ack', {});\n",
+       "};\n",
+       "\n",
+       "// A function to construct a web socket function for onmessage handling.\n",
+       "// Called in the figure constructor.\n",
+       "mpl.figure.prototype._make_on_message_function = function (fig) {\n",
+       "    return function socket_on_message(evt) {\n",
+       "        if (evt.data instanceof Blob) {\n",
+       "            var img = evt.data;\n",
+       "            if (img.type !== 'image/png') {\n",
+       "                /* FIXME: We get \"Resource interpreted as Image but\n",
+       "                 * transferred with MIME type text/plain:\" errors on\n",
+       "                 * Chrome.  But how to set the MIME type?  It doesn't seem\n",
+       "                 * to be part of the websocket stream */\n",
+       "                img.type = 'image/png';\n",
+       "            }\n",
+       "\n",
+       "            /* Free the memory for the previous frames */\n",
+       "            if (fig.imageObj.src) {\n",
+       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
+       "                    fig.imageObj.src\n",
+       "                );\n",
+       "            }\n",
+       "\n",
+       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
+       "                img\n",
+       "            );\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        } else if (\n",
+       "            typeof evt.data === 'string' &&\n",
+       "            evt.data.slice(0, 21) === 'data:image/png;base64'\n",
+       "        ) {\n",
+       "            fig.imageObj.src = evt.data;\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        var msg = JSON.parse(evt.data);\n",
+       "        var msg_type = msg['type'];\n",
+       "\n",
+       "        // Call the  \"handle_{type}\" callback, which takes\n",
+       "        // the figure and JSON message as its only arguments.\n",
+       "        try {\n",
+       "            var callback = fig['handle_' + msg_type];\n",
+       "        } catch (e) {\n",
+       "            console.log(\n",
+       "                \"No handler for the '\" + msg_type + \"' message type: \",\n",
+       "                msg\n",
+       "            );\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        if (callback) {\n",
+       "            try {\n",
+       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
+       "                callback(fig, msg);\n",
+       "            } catch (e) {\n",
+       "                console.log(\n",
+       "                    \"Exception inside the 'handler_\" + msg_type + \"' callback:\",\n",
+       "                    e,\n",
+       "                    e.stack,\n",
+       "                    msg\n",
+       "                );\n",
+       "            }\n",
+       "        }\n",
+       "    };\n",
+       "};\n",
+       "\n",
+       "// from https://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
+       "mpl.findpos = function (e) {\n",
+       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
+       "    var targ;\n",
+       "    if (!e) {\n",
+       "        e = window.event;\n",
+       "    }\n",
+       "    if (e.target) {\n",
+       "        targ = e.target;\n",
+       "    } else if (e.srcElement) {\n",
+       "        targ = e.srcElement;\n",
+       "    }\n",
+       "    if (targ.nodeType === 3) {\n",
+       "        // defeat Safari bug\n",
+       "        targ = targ.parentNode;\n",
+       "    }\n",
+       "\n",
+       "    // pageX,Y are the mouse positions relative to the document\n",
+       "    var boundingRect = targ.getBoundingClientRect();\n",
+       "    var x = e.pageX - (boundingRect.left + document.body.scrollLeft);\n",
+       "    var y = e.pageY - (boundingRect.top + document.body.scrollTop);\n",
+       "\n",
+       "    return { x: x, y: y };\n",
+       "};\n",
+       "\n",
+       "/*\n",
+       " * return a copy of an object with only non-object keys\n",
+       " * we need this to avoid circular references\n",
+       " * https://stackoverflow.com/a/24161582/3208463\n",
+       " */\n",
+       "function simpleKeys(original) {\n",
+       "    return Object.keys(original).reduce(function (obj, key) {\n",
+       "        if (typeof original[key] !== 'object') {\n",
+       "            obj[key] = original[key];\n",
+       "        }\n",
+       "        return obj;\n",
+       "    }, {});\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.mouse_event = function (event, name) {\n",
+       "    var canvas_pos = mpl.findpos(event);\n",
+       "\n",
+       "    if (name === 'button_press') {\n",
+       "        this.canvas.focus();\n",
+       "        this.canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    var x = canvas_pos.x * this.ratio;\n",
+       "    var y = canvas_pos.y * this.ratio;\n",
+       "\n",
+       "    this.send_message(name, {\n",
+       "        x: x,\n",
+       "        y: y,\n",
+       "        button: event.button,\n",
+       "        step: event.step,\n",
+       "        guiEvent: simpleKeys(event),\n",
+       "    });\n",
+       "\n",
+       "    /* This prevents the web browser from automatically changing to\n",
+       "     * the text insertion cursor when the button is pressed.  We want\n",
+       "     * to control all of the cursor setting manually through the\n",
+       "     * 'cursor' event from matplotlib */\n",
+       "    event.preventDefault();\n",
+       "    return false;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function (_event, _name) {\n",
+       "    // Handle any extra behaviour associated with a key event\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.key_event = function (event, name) {\n",
+       "    // Prevent repeat events\n",
+       "    if (name === 'key_press') {\n",
+       "        if (event.key === this._key) {\n",
+       "            return;\n",
+       "        } else {\n",
+       "            this._key = event.key;\n",
+       "        }\n",
+       "    }\n",
+       "    if (name === 'key_release') {\n",
+       "        this._key = null;\n",
+       "    }\n",
+       "\n",
+       "    var value = '';\n",
+       "    if (event.ctrlKey && event.key !== 'Control') {\n",
+       "        value += 'ctrl+';\n",
+       "    }\n",
+       "    else if (event.altKey && event.key !== 'Alt') {\n",
+       "        value += 'alt+';\n",
+       "    }\n",
+       "    else if (event.shiftKey && event.key !== 'Shift') {\n",
+       "        value += 'shift+';\n",
+       "    }\n",
+       "\n",
+       "    value += 'k' + event.key;\n",
+       "\n",
+       "    this._key_event_extra(event, name);\n",
+       "\n",
+       "    this.send_message(name, { key: value, guiEvent: simpleKeys(event) });\n",
+       "    return false;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onclick = function (name) {\n",
+       "    if (name === 'download') {\n",
+       "        this.handle_save(this, null);\n",
+       "    } else {\n",
+       "        this.send_message('toolbar_button', { name: name });\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onmouseover = function (tooltip) {\n",
+       "    this.message.textContent = tooltip;\n",
+       "};\n",
+       "\n",
+       "///////////////// REMAINING CONTENT GENERATED BY embed_js.py /////////////////\n",
+       "// prettier-ignore\n",
+       "var _JSXTOOLS_RESIZE_OBSERVER=function(A){var t,i=new WeakMap,n=new WeakMap,a=new WeakMap,r=new WeakMap,o=new Set;function s(e){if(!(this instanceof s))throw new TypeError(\"Constructor requires 'new' operator\");i.set(this,e)}function h(){throw new TypeError(\"Function is not a constructor\")}function c(e,t,i,n){e=0 in arguments?Number(arguments[0]):0,t=1 in arguments?Number(arguments[1]):0,i=2 in arguments?Number(arguments[2]):0,n=3 in arguments?Number(arguments[3]):0,this.right=(this.x=this.left=e)+(this.width=i),this.bottom=(this.y=this.top=t)+(this.height=n),Object.freeze(this)}function d(){t=requestAnimationFrame(d);var s=new WeakMap,p=new Set;o.forEach((function(t){r.get(t).forEach((function(i){var r=t instanceof window.SVGElement,o=a.get(t),d=r?0:parseFloat(o.paddingTop),f=r?0:parseFloat(o.paddingRight),l=r?0:parseFloat(o.paddingBottom),u=r?0:parseFloat(o.paddingLeft),g=r?0:parseFloat(o.borderTopWidth),m=r?0:parseFloat(o.borderRightWidth),w=r?0:parseFloat(o.borderBottomWidth),b=u+f,F=d+l,v=(r?0:parseFloat(o.borderLeftWidth))+m,W=g+w,y=r?0:t.offsetHeight-W-t.clientHeight,E=r?0:t.offsetWidth-v-t.clientWidth,R=b+v,z=F+W,M=r?t.width:parseFloat(o.width)-R-E,O=r?t.height:parseFloat(o.height)-z-y;if(n.has(t)){var k=n.get(t);if(k[0]===M&&k[1]===O)return}n.set(t,[M,O]);var S=Object.create(h.prototype);S.target=t,S.contentRect=new c(u,d,M,O),s.has(i)||(s.set(i,[]),p.add(i)),s.get(i).push(S)}))})),p.forEach((function(e){i.get(e).call(e,s.get(e),e)}))}return s.prototype.observe=function(i){if(i instanceof window.Element){r.has(i)||(r.set(i,new Set),o.add(i),a.set(i,window.getComputedStyle(i)));var n=r.get(i);n.has(this)||n.add(this),cancelAnimationFrame(t),t=requestAnimationFrame(d)}},s.prototype.unobserve=function(i){if(i instanceof window.Element&&r.has(i)){var n=r.get(i);n.has(this)&&(n.delete(this),n.size||(r.delete(i),o.delete(i))),n.size||r.delete(i),o.size||cancelAnimationFrame(t)}},A.DOMRectReadOnly=c,A.ResizeObserver=s,A.ResizeObserverEntry=h,A}; // eslint-disable-line\n",
+       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Left button pans, Right button zooms\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\\nx/y fixes axis\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
+       "\n",
+       "mpl.extensions = [\"eps\", \"jpeg\", \"pgf\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
+       "\n",
+       "mpl.default_extension = \"png\";/* global mpl */\n",
+       "\n",
+       "var comm_websocket_adapter = function (comm) {\n",
+       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
+       "    // object with the appropriate methods. Currently this is a non binary\n",
+       "    // socket, so there is still some room for performance tuning.\n",
+       "    var ws = {};\n",
+       "\n",
+       "    ws.binaryType = comm.kernel.ws.binaryType;\n",
+       "    ws.readyState = comm.kernel.ws.readyState;\n",
+       "    function updateReadyState(_event) {\n",
+       "        if (comm.kernel.ws) {\n",
+       "            ws.readyState = comm.kernel.ws.readyState;\n",
+       "        } else {\n",
+       "            ws.readyState = 3; // Closed state.\n",
+       "        }\n",
+       "    }\n",
+       "    comm.kernel.ws.addEventListener('open', updateReadyState);\n",
+       "    comm.kernel.ws.addEventListener('close', updateReadyState);\n",
+       "    comm.kernel.ws.addEventListener('error', updateReadyState);\n",
+       "\n",
+       "    ws.close = function () {\n",
+       "        comm.close();\n",
+       "    };\n",
+       "    ws.send = function (m) {\n",
+       "        //console.log('sending', m);\n",
+       "        comm.send(m);\n",
+       "    };\n",
+       "    // Register the callback with on_msg.\n",
+       "    comm.on_msg(function (msg) {\n",
+       "        //console.log('receiving', msg['content']['data'], msg);\n",
+       "        var data = msg['content']['data'];\n",
+       "        if (data['blob'] !== undefined) {\n",
+       "            data = {\n",
+       "                data: new Blob(msg['buffers'], { type: data['blob'] }),\n",
+       "            };\n",
+       "        }\n",
+       "        // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
+       "        ws.onmessage(data);\n",
+       "    });\n",
+       "    return ws;\n",
+       "};\n",
+       "\n",
+       "mpl.mpl_figure_comm = function (comm, msg) {\n",
+       "    // This is the function which gets called when the mpl process\n",
+       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
+       "\n",
+       "    var id = msg.content.data.id;\n",
+       "    // Get hold of the div created by the display call when the Comm\n",
+       "    // socket was opened in Python.\n",
+       "    var element = document.getElementById(id);\n",
+       "    var ws_proxy = comm_websocket_adapter(comm);\n",
+       "\n",
+       "    function ondownload(figure, _format) {\n",
+       "        window.open(figure.canvas.toDataURL());\n",
+       "    }\n",
+       "\n",
+       "    var fig = new mpl.figure(id, ws_proxy, ondownload, element);\n",
+       "\n",
+       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
+       "    // web socket which is closed, not our websocket->open comm proxy.\n",
+       "    ws_proxy.onopen();\n",
+       "\n",
+       "    fig.parent_element = element;\n",
+       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
+       "    if (!fig.cell_info) {\n",
+       "        console.error('Failed to find cell for figure', id, fig);\n",
+       "        return;\n",
+       "    }\n",
+       "    fig.cell_info[0].output_area.element.on(\n",
+       "        'cleared',\n",
+       "        { fig: fig },\n",
+       "        fig._remove_fig_handler\n",
+       "    );\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_close = function (fig, msg) {\n",
+       "    var width = fig.canvas.width / fig.ratio;\n",
+       "    fig.cell_info[0].output_area.element.off(\n",
+       "        'cleared',\n",
+       "        fig._remove_fig_handler\n",
+       "    );\n",
+       "    fig.resizeObserverInstance.unobserve(fig.canvas_div);\n",
+       "\n",
+       "    // Update the output cell to use the data from the current canvas.\n",
+       "    fig.push_to_output();\n",
+       "    var dataURL = fig.canvas.toDataURL();\n",
+       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
+       "    // the notebook keyboard shortcuts fail.\n",
+       "    IPython.keyboard_manager.enable();\n",
+       "    fig.parent_element.innerHTML =\n",
+       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
+       "    fig.close_ws(fig, msg);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.close_ws = function (fig, msg) {\n",
+       "    fig.send_message('closing', msg);\n",
+       "    // fig.ws.close()\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.push_to_output = function (_remove_interactive) {\n",
+       "    // Turn the data on the canvas into data in the output cell.\n",
+       "    var width = this.canvas.width / this.ratio;\n",
+       "    var dataURL = this.canvas.toDataURL();\n",
+       "    this.cell_info[1]['text/html'] =\n",
+       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function () {\n",
+       "    // Tell IPython that the notebook contents must change.\n",
+       "    IPython.notebook.set_dirty(true);\n",
+       "    this.send_message('ack', {});\n",
+       "    var fig = this;\n",
+       "    // Wait a second, then push the new image to the DOM so\n",
+       "    // that it is saved nicely (might be nice to debounce this).\n",
+       "    setTimeout(function () {\n",
+       "        fig.push_to_output();\n",
+       "    }, 1000);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var toolbar = document.createElement('div');\n",
+       "    toolbar.classList = 'btn-toolbar';\n",
+       "    this.root.appendChild(toolbar);\n",
+       "\n",
+       "    function on_click_closure(name) {\n",
+       "        return function (_event) {\n",
+       "            return fig.toolbar_button_onclick(name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    function on_mouseover_closure(tooltip) {\n",
+       "        return function (event) {\n",
+       "            if (!event.currentTarget.disabled) {\n",
+       "                return fig.toolbar_button_onmouseover(tooltip);\n",
+       "            }\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    fig.buttons = {};\n",
+       "    var buttonGroup = document.createElement('div');\n",
+       "    buttonGroup.classList = 'btn-group';\n",
+       "    var button;\n",
+       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) {\n",
+       "            /* Instead of a spacer, we start a new button group. */\n",
+       "            if (buttonGroup.hasChildNodes()) {\n",
+       "                toolbar.appendChild(buttonGroup);\n",
+       "            }\n",
+       "            buttonGroup = document.createElement('div');\n",
+       "            buttonGroup.classList = 'btn-group';\n",
+       "            continue;\n",
+       "        }\n",
+       "\n",
+       "        button = fig.buttons[name] = document.createElement('button');\n",
+       "        button.classList = 'btn btn-default';\n",
+       "        button.href = '#';\n",
+       "        button.title = name;\n",
+       "        button.innerHTML = '<i class=\"fa ' + image + ' fa-lg\"></i>';\n",
+       "        button.addEventListener('click', on_click_closure(method_name));\n",
+       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
+       "        buttonGroup.appendChild(button);\n",
+       "    }\n",
+       "\n",
+       "    if (buttonGroup.hasChildNodes()) {\n",
+       "        toolbar.appendChild(buttonGroup);\n",
+       "    }\n",
+       "\n",
+       "    // Add the status bar.\n",
+       "    var status_bar = document.createElement('span');\n",
+       "    status_bar.classList = 'mpl-message pull-right';\n",
+       "    toolbar.appendChild(status_bar);\n",
+       "    this.message = status_bar;\n",
+       "\n",
+       "    // Add the close button to the window.\n",
+       "    var buttongrp = document.createElement('div');\n",
+       "    buttongrp.classList = 'btn-group inline pull-right';\n",
+       "    button = document.createElement('button');\n",
+       "    button.classList = 'btn btn-mini btn-primary';\n",
+       "    button.href = '#';\n",
+       "    button.title = 'Stop Interaction';\n",
+       "    button.innerHTML = '<i class=\"fa fa-power-off icon-remove icon-large\"></i>';\n",
+       "    button.addEventListener('click', function (_evt) {\n",
+       "        fig.handle_close(fig, {});\n",
+       "    });\n",
+       "    button.addEventListener(\n",
+       "        'mouseover',\n",
+       "        on_mouseover_closure('Stop Interaction')\n",
+       "    );\n",
+       "    buttongrp.appendChild(button);\n",
+       "    var titlebar = this.root.querySelector('.ui-dialog-titlebar');\n",
+       "    titlebar.insertBefore(buttongrp, titlebar.firstChild);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._remove_fig_handler = function (event) {\n",
+       "    var fig = event.data.fig;\n",
+       "    if (event.target !== this) {\n",
+       "        // Ignore bubbled events from children.\n",
+       "        return;\n",
+       "    }\n",
+       "    fig.close_ws(fig, {});\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function (el) {\n",
+       "    el.style.boxSizing = 'content-box'; // override notebook setting of border-box.\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function (el) {\n",
+       "    // this is important to make the div 'focusable\n",
+       "    el.setAttribute('tabindex', 0);\n",
+       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
+       "    // off when our div gets focus\n",
+       "\n",
+       "    // location in version 3\n",
+       "    if (IPython.notebook.keyboard_manager) {\n",
+       "        IPython.notebook.keyboard_manager.register_events(el);\n",
+       "    } else {\n",
+       "        // location in version 2\n",
+       "        IPython.keyboard_manager.register_events(el);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function (event, _name) {\n",
+       "    // Check for shift+enter\n",
+       "    if (event.shiftKey && event.which === 13) {\n",
+       "        this.canvas_div.blur();\n",
+       "        // select the cell after this one\n",
+       "        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
+       "        IPython.notebook.select(index + 1);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
+       "    fig.ondownload(fig, null);\n",
+       "};\n",
+       "\n",
+       "mpl.find_output_cell = function (html_output) {\n",
+       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
+       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
+       "    // IPython event is triggered only after the cells have been serialised, which for\n",
+       "    // our purposes (turning an active figure into a static one), is too late.\n",
+       "    var cells = IPython.notebook.get_cells();\n",
+       "    var ncells = cells.length;\n",
+       "    for (var i = 0; i < ncells; i++) {\n",
+       "        var cell = cells[i];\n",
+       "        if (cell.cell_type === 'code') {\n",
+       "            for (var j = 0; j < cell.output_area.outputs.length; j++) {\n",
+       "                var data = cell.output_area.outputs[j];\n",
+       "                if (data.data) {\n",
+       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
+       "                    data = data.data;\n",
+       "                }\n",
+       "                if (data['text/html'] === html_output) {\n",
+       "                    return [cell, data, j];\n",
+       "                }\n",
+       "            }\n",
+       "        }\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "// Register the function which deals with the matplotlib target/channel.\n",
+       "// The kernel may be null if the page has been refreshed.\n",
+       "if (IPython.notebook.kernel !== null) {\n",
+       "    IPython.notebook.kernel.comm_manager.register_target(\n",
+       "        'matplotlib',\n",
+       "        mpl.mpl_figure_comm\n",
+       "    );\n",
+       "}\n"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Javascript object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<img 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\" width=\"640\">"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/javascript": [
+       "/* Put everything inside the global mpl namespace */\n",
+       "/* global mpl */\n",
+       "window.mpl = {};\n",
+       "\n",
+       "mpl.get_websocket_type = function () {\n",
+       "    if (typeof WebSocket !== 'undefined') {\n",
+       "        return WebSocket;\n",
+       "    } else if (typeof MozWebSocket !== 'undefined') {\n",
+       "        return MozWebSocket;\n",
+       "    } else {\n",
+       "        alert(\n",
+       "            'Your browser does not have WebSocket support. ' +\n",
+       "                'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
+       "                'Firefox 4 and 5 are also supported but you ' +\n",
+       "                'have to enable WebSockets in about:config.'\n",
+       "        );\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure = function (figure_id, websocket, ondownload, parent_element) {\n",
+       "    this.id = figure_id;\n",
+       "\n",
+       "    this.ws = websocket;\n",
+       "\n",
+       "    this.supports_binary = this.ws.binaryType !== undefined;\n",
+       "\n",
+       "    if (!this.supports_binary) {\n",
+       "        var warnings = document.getElementById('mpl-warnings');\n",
+       "        if (warnings) {\n",
+       "            warnings.style.display = 'block';\n",
+       "            warnings.textContent =\n",
+       "                'This browser does not support binary websocket messages. ' +\n",
+       "                'Performance may be slow.';\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    this.imageObj = new Image();\n",
+       "\n",
+       "    this.context = undefined;\n",
+       "    this.message = undefined;\n",
+       "    this.canvas = undefined;\n",
+       "    this.rubberband_canvas = undefined;\n",
+       "    this.rubberband_context = undefined;\n",
+       "    this.format_dropdown = undefined;\n",
+       "\n",
+       "    this.image_mode = 'full';\n",
+       "\n",
+       "    this.root = document.createElement('div');\n",
+       "    this.root.setAttribute('style', 'display: inline-block');\n",
+       "    this._root_extra_style(this.root);\n",
+       "\n",
+       "    parent_element.appendChild(this.root);\n",
+       "\n",
+       "    this._init_header(this);\n",
+       "    this._init_canvas(this);\n",
+       "    this._init_toolbar(this);\n",
+       "\n",
+       "    var fig = this;\n",
+       "\n",
+       "    this.waiting = false;\n",
+       "\n",
+       "    this.ws.onopen = function () {\n",
+       "        fig.send_message('supports_binary', { value: fig.supports_binary });\n",
+       "        fig.send_message('send_image_mode', {});\n",
+       "        if (fig.ratio !== 1) {\n",
+       "            fig.send_message('set_device_pixel_ratio', {\n",
+       "                device_pixel_ratio: fig.ratio,\n",
+       "            });\n",
+       "        }\n",
+       "        fig.send_message('refresh', {});\n",
+       "    };\n",
+       "\n",
+       "    this.imageObj.onload = function () {\n",
+       "        if (fig.image_mode === 'full') {\n",
+       "            // Full images could contain transparency (where diff images\n",
+       "            // almost always do), so we need to clear the canvas so that\n",
+       "            // there is no ghosting.\n",
+       "            fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
+       "        }\n",
+       "        fig.context.drawImage(fig.imageObj, 0, 0);\n",
+       "    };\n",
+       "\n",
+       "    this.imageObj.onunload = function () {\n",
+       "        fig.ws.close();\n",
+       "    };\n",
+       "\n",
+       "    this.ws.onmessage = this._make_on_message_function(this);\n",
+       "\n",
+       "    this.ondownload = ondownload;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_header = function () {\n",
+       "    var titlebar = document.createElement('div');\n",
+       "    titlebar.classList =\n",
+       "        'ui-dialog-titlebar ui-widget-header ui-corner-all ui-helper-clearfix';\n",
+       "    var titletext = document.createElement('div');\n",
+       "    titletext.classList = 'ui-dialog-title';\n",
+       "    titletext.setAttribute(\n",
+       "        'style',\n",
+       "        'width: 100%; text-align: center; padding: 3px;'\n",
+       "    );\n",
+       "    titlebar.appendChild(titletext);\n",
+       "    this.root.appendChild(titlebar);\n",
+       "    this.header = titletext;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function (_canvas_div) {};\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function (_canvas_div) {};\n",
+       "\n",
+       "mpl.figure.prototype._init_canvas = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var canvas_div = (this.canvas_div = document.createElement('div'));\n",
+       "    canvas_div.setAttribute(\n",
+       "        'style',\n",
+       "        'border: 1px solid #ddd;' +\n",
+       "            'box-sizing: content-box;' +\n",
+       "            'clear: both;' +\n",
+       "            'min-height: 1px;' +\n",
+       "            'min-width: 1px;' +\n",
+       "            'outline: 0;' +\n",
+       "            'overflow: hidden;' +\n",
+       "            'position: relative;' +\n",
+       "            'resize: both;'\n",
+       "    );\n",
+       "\n",
+       "    function on_keyboard_event_closure(name) {\n",
+       "        return function (event) {\n",
+       "            return fig.key_event(event, name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    canvas_div.addEventListener(\n",
+       "        'keydown',\n",
+       "        on_keyboard_event_closure('key_press')\n",
+       "    );\n",
+       "    canvas_div.addEventListener(\n",
+       "        'keyup',\n",
+       "        on_keyboard_event_closure('key_release')\n",
+       "    );\n",
+       "\n",
+       "    this._canvas_extra_style(canvas_div);\n",
+       "    this.root.appendChild(canvas_div);\n",
+       "\n",
+       "    var canvas = (this.canvas = document.createElement('canvas'));\n",
+       "    canvas.classList.add('mpl-canvas');\n",
+       "    canvas.setAttribute('style', 'box-sizing: content-box;');\n",
+       "\n",
+       "    this.context = canvas.getContext('2d');\n",
+       "\n",
+       "    var backingStore =\n",
+       "        this.context.backingStorePixelRatio ||\n",
+       "        this.context.webkitBackingStorePixelRatio ||\n",
+       "        this.context.mozBackingStorePixelRatio ||\n",
+       "        this.context.msBackingStorePixelRatio ||\n",
+       "        this.context.oBackingStorePixelRatio ||\n",
+       "        this.context.backingStorePixelRatio ||\n",
+       "        1;\n",
+       "\n",
+       "    this.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
+       "\n",
+       "    var rubberband_canvas = (this.rubberband_canvas = document.createElement(\n",
+       "        'canvas'\n",
+       "    ));\n",
+       "    rubberband_canvas.setAttribute(\n",
+       "        'style',\n",
+       "        'box-sizing: content-box; position: absolute; left: 0; top: 0; z-index: 1;'\n",
+       "    );\n",
+       "\n",
+       "    // Apply a ponyfill if ResizeObserver is not implemented by browser.\n",
+       "    if (this.ResizeObserver === undefined) {\n",
+       "        if (window.ResizeObserver !== undefined) {\n",
+       "            this.ResizeObserver = window.ResizeObserver;\n",
+       "        } else {\n",
+       "            var obs = _JSXTOOLS_RESIZE_OBSERVER({});\n",
+       "            this.ResizeObserver = obs.ResizeObserver;\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    this.resizeObserverInstance = new this.ResizeObserver(function (entries) {\n",
+       "        var nentries = entries.length;\n",
+       "        for (var i = 0; i < nentries; i++) {\n",
+       "            var entry = entries[i];\n",
+       "            var width, height;\n",
+       "            if (entry.contentBoxSize) {\n",
+       "                if (entry.contentBoxSize instanceof Array) {\n",
+       "                    // Chrome 84 implements new version of spec.\n",
+       "                    width = entry.contentBoxSize[0].inlineSize;\n",
+       "                    height = entry.contentBoxSize[0].blockSize;\n",
+       "                } else {\n",
+       "                    // Firefox implements old version of spec.\n",
+       "                    width = entry.contentBoxSize.inlineSize;\n",
+       "                    height = entry.contentBoxSize.blockSize;\n",
+       "                }\n",
+       "            } else {\n",
+       "                // Chrome <84 implements even older version of spec.\n",
+       "                width = entry.contentRect.width;\n",
+       "                height = entry.contentRect.height;\n",
+       "            }\n",
+       "\n",
+       "            // Keep the size of the canvas and rubber band canvas in sync with\n",
+       "            // the canvas container.\n",
+       "            if (entry.devicePixelContentBoxSize) {\n",
+       "                // Chrome 84 implements new version of spec.\n",
+       "                canvas.setAttribute(\n",
+       "                    'width',\n",
+       "                    entry.devicePixelContentBoxSize[0].inlineSize\n",
+       "                );\n",
+       "                canvas.setAttribute(\n",
+       "                    'height',\n",
+       "                    entry.devicePixelContentBoxSize[0].blockSize\n",
+       "                );\n",
+       "            } else {\n",
+       "                canvas.setAttribute('width', width * fig.ratio);\n",
+       "                canvas.setAttribute('height', height * fig.ratio);\n",
+       "            }\n",
+       "            canvas.setAttribute(\n",
+       "                'style',\n",
+       "                'width: ' + width + 'px; height: ' + height + 'px;'\n",
+       "            );\n",
+       "\n",
+       "            rubberband_canvas.setAttribute('width', width);\n",
+       "            rubberband_canvas.setAttribute('height', height);\n",
+       "\n",
+       "            // And update the size in Python. We ignore the initial 0/0 size\n",
+       "            // that occurs as the element is placed into the DOM, which should\n",
+       "            // otherwise not happen due to the minimum size styling.\n",
+       "            if (fig.ws.readyState == 1 && width != 0 && height != 0) {\n",
+       "                fig.request_resize(width, height);\n",
+       "            }\n",
+       "        }\n",
+       "    });\n",
+       "    this.resizeObserverInstance.observe(canvas_div);\n",
+       "\n",
+       "    function on_mouse_event_closure(name) {\n",
+       "        return function (event) {\n",
+       "            return fig.mouse_event(event, name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mousedown',\n",
+       "        on_mouse_event_closure('button_press')\n",
+       "    );\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mouseup',\n",
+       "        on_mouse_event_closure('button_release')\n",
+       "    );\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'dblclick',\n",
+       "        on_mouse_event_closure('dblclick')\n",
+       "    );\n",
+       "    // Throttle sequential mouse events to 1 every 20ms.\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mousemove',\n",
+       "        on_mouse_event_closure('motion_notify')\n",
+       "    );\n",
+       "\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mouseenter',\n",
+       "        on_mouse_event_closure('figure_enter')\n",
+       "    );\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mouseleave',\n",
+       "        on_mouse_event_closure('figure_leave')\n",
+       "    );\n",
+       "\n",
+       "    canvas_div.addEventListener('wheel', function (event) {\n",
+       "        if (event.deltaY < 0) {\n",
+       "            event.step = 1;\n",
+       "        } else {\n",
+       "            event.step = -1;\n",
+       "        }\n",
+       "        on_mouse_event_closure('scroll')(event);\n",
+       "    });\n",
+       "\n",
+       "    canvas_div.appendChild(canvas);\n",
+       "    canvas_div.appendChild(rubberband_canvas);\n",
+       "\n",
+       "    this.rubberband_context = rubberband_canvas.getContext('2d');\n",
+       "    this.rubberband_context.strokeStyle = '#000000';\n",
+       "\n",
+       "    this._resize_canvas = function (width, height, forward) {\n",
+       "        if (forward) {\n",
+       "            canvas_div.style.width = width + 'px';\n",
+       "            canvas_div.style.height = height + 'px';\n",
+       "        }\n",
+       "    };\n",
+       "\n",
+       "    // Disable right mouse context menu.\n",
+       "    this.rubberband_canvas.addEventListener('contextmenu', function (_e) {\n",
+       "        event.preventDefault();\n",
+       "        return false;\n",
+       "    });\n",
+       "\n",
+       "    function set_focus() {\n",
+       "        canvas.focus();\n",
+       "        canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    window.setTimeout(set_focus, 100);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var toolbar = document.createElement('div');\n",
+       "    toolbar.classList = 'mpl-toolbar';\n",
+       "    this.root.appendChild(toolbar);\n",
+       "\n",
+       "    function on_click_closure(name) {\n",
+       "        return function (_event) {\n",
+       "            return fig.toolbar_button_onclick(name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    function on_mouseover_closure(tooltip) {\n",
+       "        return function (event) {\n",
+       "            if (!event.currentTarget.disabled) {\n",
+       "                return fig.toolbar_button_onmouseover(tooltip);\n",
+       "            }\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    fig.buttons = {};\n",
+       "    var buttonGroup = document.createElement('div');\n",
+       "    buttonGroup.classList = 'mpl-button-group';\n",
+       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) {\n",
+       "            /* Instead of a spacer, we start a new button group. */\n",
+       "            if (buttonGroup.hasChildNodes()) {\n",
+       "                toolbar.appendChild(buttonGroup);\n",
+       "            }\n",
+       "            buttonGroup = document.createElement('div');\n",
+       "            buttonGroup.classList = 'mpl-button-group';\n",
+       "            continue;\n",
+       "        }\n",
+       "\n",
+       "        var button = (fig.buttons[name] = document.createElement('button'));\n",
+       "        button.classList = 'mpl-widget';\n",
+       "        button.setAttribute('role', 'button');\n",
+       "        button.setAttribute('aria-disabled', 'false');\n",
+       "        button.addEventListener('click', on_click_closure(method_name));\n",
+       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
+       "\n",
+       "        var icon_img = document.createElement('img');\n",
+       "        icon_img.src = '_images/' + image + '.png';\n",
+       "        icon_img.srcset = '_images/' + image + '_large.png 2x';\n",
+       "        icon_img.alt = tooltip;\n",
+       "        button.appendChild(icon_img);\n",
+       "\n",
+       "        buttonGroup.appendChild(button);\n",
+       "    }\n",
+       "\n",
+       "    if (buttonGroup.hasChildNodes()) {\n",
+       "        toolbar.appendChild(buttonGroup);\n",
+       "    }\n",
+       "\n",
+       "    var fmt_picker = document.createElement('select');\n",
+       "    fmt_picker.classList = 'mpl-widget';\n",
+       "    toolbar.appendChild(fmt_picker);\n",
+       "    this.format_dropdown = fmt_picker;\n",
+       "\n",
+       "    for (var ind in mpl.extensions) {\n",
+       "        var fmt = mpl.extensions[ind];\n",
+       "        var option = document.createElement('option');\n",
+       "        option.selected = fmt === mpl.default_extension;\n",
+       "        option.innerHTML = fmt;\n",
+       "        fmt_picker.appendChild(option);\n",
+       "    }\n",
+       "\n",
+       "    var status_bar = document.createElement('span');\n",
+       "    status_bar.classList = 'mpl-message';\n",
+       "    toolbar.appendChild(status_bar);\n",
+       "    this.message = status_bar;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.request_resize = function (x_pixels, y_pixels) {\n",
+       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
+       "    // which will in turn request a refresh of the image.\n",
+       "    this.send_message('resize', { width: x_pixels, height: y_pixels });\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.send_message = function (type, properties) {\n",
+       "    properties['type'] = type;\n",
+       "    properties['figure_id'] = this.id;\n",
+       "    this.ws.send(JSON.stringify(properties));\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.send_draw_message = function () {\n",
+       "    if (!this.waiting) {\n",
+       "        this.waiting = true;\n",
+       "        this.ws.send(JSON.stringify({ type: 'draw', figure_id: this.id }));\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
+       "    var format_dropdown = fig.format_dropdown;\n",
+       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
+       "    fig.ondownload(fig, format);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_resize = function (fig, msg) {\n",
+       "    var size = msg['size'];\n",
+       "    if (size[0] !== fig.canvas.width || size[1] !== fig.canvas.height) {\n",
+       "        fig._resize_canvas(size[0], size[1], msg['forward']);\n",
+       "        fig.send_message('refresh', {});\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_rubberband = function (fig, msg) {\n",
+       "    var x0 = msg['x0'] / fig.ratio;\n",
+       "    var y0 = (fig.canvas.height - msg['y0']) / fig.ratio;\n",
+       "    var x1 = msg['x1'] / fig.ratio;\n",
+       "    var y1 = (fig.canvas.height - msg['y1']) / fig.ratio;\n",
+       "    x0 = Math.floor(x0) + 0.5;\n",
+       "    y0 = Math.floor(y0) + 0.5;\n",
+       "    x1 = Math.floor(x1) + 0.5;\n",
+       "    y1 = Math.floor(y1) + 0.5;\n",
+       "    var min_x = Math.min(x0, x1);\n",
+       "    var min_y = Math.min(y0, y1);\n",
+       "    var width = Math.abs(x1 - x0);\n",
+       "    var height = Math.abs(y1 - y0);\n",
+       "\n",
+       "    fig.rubberband_context.clearRect(\n",
+       "        0,\n",
+       "        0,\n",
+       "        fig.canvas.width / fig.ratio,\n",
+       "        fig.canvas.height / fig.ratio\n",
+       "    );\n",
+       "\n",
+       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_figure_label = function (fig, msg) {\n",
+       "    // Updates the figure title.\n",
+       "    fig.header.textContent = msg['label'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_cursor = function (fig, msg) {\n",
+       "    fig.rubberband_canvas.style.cursor = msg['cursor'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_message = function (fig, msg) {\n",
+       "    fig.message.textContent = msg['message'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_draw = function (fig, _msg) {\n",
+       "    // Request the server to send over a new figure.\n",
+       "    fig.send_draw_message();\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_image_mode = function (fig, msg) {\n",
+       "    fig.image_mode = msg['mode'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_history_buttons = function (fig, msg) {\n",
+       "    for (var key in msg) {\n",
+       "        if (!(key in fig.buttons)) {\n",
+       "            continue;\n",
+       "        }\n",
+       "        fig.buttons[key].disabled = !msg[key];\n",
+       "        fig.buttons[key].setAttribute('aria-disabled', !msg[key]);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_navigate_mode = function (fig, msg) {\n",
+       "    if (msg['mode'] === 'PAN') {\n",
+       "        fig.buttons['Pan'].classList.add('active');\n",
+       "        fig.buttons['Zoom'].classList.remove('active');\n",
+       "    } else if (msg['mode'] === 'ZOOM') {\n",
+       "        fig.buttons['Pan'].classList.remove('active');\n",
+       "        fig.buttons['Zoom'].classList.add('active');\n",
+       "    } else {\n",
+       "        fig.buttons['Pan'].classList.remove('active');\n",
+       "        fig.buttons['Zoom'].classList.remove('active');\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function () {\n",
+       "    // Called whenever the canvas gets updated.\n",
+       "    this.send_message('ack', {});\n",
+       "};\n",
+       "\n",
+       "// A function to construct a web socket function for onmessage handling.\n",
+       "// Called in the figure constructor.\n",
+       "mpl.figure.prototype._make_on_message_function = function (fig) {\n",
+       "    return function socket_on_message(evt) {\n",
+       "        if (evt.data instanceof Blob) {\n",
+       "            var img = evt.data;\n",
+       "            if (img.type !== 'image/png') {\n",
+       "                /* FIXME: We get \"Resource interpreted as Image but\n",
+       "                 * transferred with MIME type text/plain:\" errors on\n",
+       "                 * Chrome.  But how to set the MIME type?  It doesn't seem\n",
+       "                 * to be part of the websocket stream */\n",
+       "                img.type = 'image/png';\n",
+       "            }\n",
+       "\n",
+       "            /* Free the memory for the previous frames */\n",
+       "            if (fig.imageObj.src) {\n",
+       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
+       "                    fig.imageObj.src\n",
+       "                );\n",
+       "            }\n",
+       "\n",
+       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
+       "                img\n",
+       "            );\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        } else if (\n",
+       "            typeof evt.data === 'string' &&\n",
+       "            evt.data.slice(0, 21) === 'data:image/png;base64'\n",
+       "        ) {\n",
+       "            fig.imageObj.src = evt.data;\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        var msg = JSON.parse(evt.data);\n",
+       "        var msg_type = msg['type'];\n",
+       "\n",
+       "        // Call the  \"handle_{type}\" callback, which takes\n",
+       "        // the figure and JSON message as its only arguments.\n",
+       "        try {\n",
+       "            var callback = fig['handle_' + msg_type];\n",
+       "        } catch (e) {\n",
+       "            console.log(\n",
+       "                \"No handler for the '\" + msg_type + \"' message type: \",\n",
+       "                msg\n",
+       "            );\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        if (callback) {\n",
+       "            try {\n",
+       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
+       "                callback(fig, msg);\n",
+       "            } catch (e) {\n",
+       "                console.log(\n",
+       "                    \"Exception inside the 'handler_\" + msg_type + \"' callback:\",\n",
+       "                    e,\n",
+       "                    e.stack,\n",
+       "                    msg\n",
+       "                );\n",
+       "            }\n",
+       "        }\n",
+       "    };\n",
+       "};\n",
+       "\n",
+       "// from https://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
+       "mpl.findpos = function (e) {\n",
+       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
+       "    var targ;\n",
+       "    if (!e) {\n",
+       "        e = window.event;\n",
+       "    }\n",
+       "    if (e.target) {\n",
+       "        targ = e.target;\n",
+       "    } else if (e.srcElement) {\n",
+       "        targ = e.srcElement;\n",
+       "    }\n",
+       "    if (targ.nodeType === 3) {\n",
+       "        // defeat Safari bug\n",
+       "        targ = targ.parentNode;\n",
+       "    }\n",
+       "\n",
+       "    // pageX,Y are the mouse positions relative to the document\n",
+       "    var boundingRect = targ.getBoundingClientRect();\n",
+       "    var x = e.pageX - (boundingRect.left + document.body.scrollLeft);\n",
+       "    var y = e.pageY - (boundingRect.top + document.body.scrollTop);\n",
+       "\n",
+       "    return { x: x, y: y };\n",
+       "};\n",
+       "\n",
+       "/*\n",
+       " * return a copy of an object with only non-object keys\n",
+       " * we need this to avoid circular references\n",
+       " * https://stackoverflow.com/a/24161582/3208463\n",
+       " */\n",
+       "function simpleKeys(original) {\n",
+       "    return Object.keys(original).reduce(function (obj, key) {\n",
+       "        if (typeof original[key] !== 'object') {\n",
+       "            obj[key] = original[key];\n",
+       "        }\n",
+       "        return obj;\n",
+       "    }, {});\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.mouse_event = function (event, name) {\n",
+       "    var canvas_pos = mpl.findpos(event);\n",
+       "\n",
+       "    if (name === 'button_press') {\n",
+       "        this.canvas.focus();\n",
+       "        this.canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    var x = canvas_pos.x * this.ratio;\n",
+       "    var y = canvas_pos.y * this.ratio;\n",
+       "\n",
+       "    this.send_message(name, {\n",
+       "        x: x,\n",
+       "        y: y,\n",
+       "        button: event.button,\n",
+       "        step: event.step,\n",
+       "        guiEvent: simpleKeys(event),\n",
+       "    });\n",
+       "\n",
+       "    /* This prevents the web browser from automatically changing to\n",
+       "     * the text insertion cursor when the button is pressed.  We want\n",
+       "     * to control all of the cursor setting manually through the\n",
+       "     * 'cursor' event from matplotlib */\n",
+       "    event.preventDefault();\n",
+       "    return false;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function (_event, _name) {\n",
+       "    // Handle any extra behaviour associated with a key event\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.key_event = function (event, name) {\n",
+       "    // Prevent repeat events\n",
+       "    if (name === 'key_press') {\n",
+       "        if (event.key === this._key) {\n",
+       "            return;\n",
+       "        } else {\n",
+       "            this._key = event.key;\n",
+       "        }\n",
+       "    }\n",
+       "    if (name === 'key_release') {\n",
+       "        this._key = null;\n",
+       "    }\n",
+       "\n",
+       "    var value = '';\n",
+       "    if (event.ctrlKey && event.key !== 'Control') {\n",
+       "        value += 'ctrl+';\n",
+       "    }\n",
+       "    else if (event.altKey && event.key !== 'Alt') {\n",
+       "        value += 'alt+';\n",
+       "    }\n",
+       "    else if (event.shiftKey && event.key !== 'Shift') {\n",
+       "        value += 'shift+';\n",
+       "    }\n",
+       "\n",
+       "    value += 'k' + event.key;\n",
+       "\n",
+       "    this._key_event_extra(event, name);\n",
+       "\n",
+       "    this.send_message(name, { key: value, guiEvent: simpleKeys(event) });\n",
+       "    return false;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onclick = function (name) {\n",
+       "    if (name === 'download') {\n",
+       "        this.handle_save(this, null);\n",
+       "    } else {\n",
+       "        this.send_message('toolbar_button', { name: name });\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onmouseover = function (tooltip) {\n",
+       "    this.message.textContent = tooltip;\n",
+       "};\n",
+       "\n",
+       "///////////////// REMAINING CONTENT GENERATED BY embed_js.py /////////////////\n",
+       "// prettier-ignore\n",
+       "var _JSXTOOLS_RESIZE_OBSERVER=function(A){var t,i=new WeakMap,n=new WeakMap,a=new WeakMap,r=new WeakMap,o=new Set;function s(e){if(!(this instanceof s))throw new TypeError(\"Constructor requires 'new' operator\");i.set(this,e)}function h(){throw new TypeError(\"Function is not a constructor\")}function c(e,t,i,n){e=0 in arguments?Number(arguments[0]):0,t=1 in arguments?Number(arguments[1]):0,i=2 in arguments?Number(arguments[2]):0,n=3 in arguments?Number(arguments[3]):0,this.right=(this.x=this.left=e)+(this.width=i),this.bottom=(this.y=this.top=t)+(this.height=n),Object.freeze(this)}function d(){t=requestAnimationFrame(d);var s=new WeakMap,p=new Set;o.forEach((function(t){r.get(t).forEach((function(i){var r=t instanceof window.SVGElement,o=a.get(t),d=r?0:parseFloat(o.paddingTop),f=r?0:parseFloat(o.paddingRight),l=r?0:parseFloat(o.paddingBottom),u=r?0:parseFloat(o.paddingLeft),g=r?0:parseFloat(o.borderTopWidth),m=r?0:parseFloat(o.borderRightWidth),w=r?0:parseFloat(o.borderBottomWidth),b=u+f,F=d+l,v=(r?0:parseFloat(o.borderLeftWidth))+m,W=g+w,y=r?0:t.offsetHeight-W-t.clientHeight,E=r?0:t.offsetWidth-v-t.clientWidth,R=b+v,z=F+W,M=r?t.width:parseFloat(o.width)-R-E,O=r?t.height:parseFloat(o.height)-z-y;if(n.has(t)){var k=n.get(t);if(k[0]===M&&k[1]===O)return}n.set(t,[M,O]);var S=Object.create(h.prototype);S.target=t,S.contentRect=new c(u,d,M,O),s.has(i)||(s.set(i,[]),p.add(i)),s.get(i).push(S)}))})),p.forEach((function(e){i.get(e).call(e,s.get(e),e)}))}return s.prototype.observe=function(i){if(i instanceof window.Element){r.has(i)||(r.set(i,new Set),o.add(i),a.set(i,window.getComputedStyle(i)));var n=r.get(i);n.has(this)||n.add(this),cancelAnimationFrame(t),t=requestAnimationFrame(d)}},s.prototype.unobserve=function(i){if(i instanceof window.Element&&r.has(i)){var n=r.get(i);n.has(this)&&(n.delete(this),n.size||(r.delete(i),o.delete(i))),n.size||r.delete(i),o.size||cancelAnimationFrame(t)}},A.DOMRectReadOnly=c,A.ResizeObserver=s,A.ResizeObserverEntry=h,A}; // eslint-disable-line\n",
+       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Left button pans, Right button zooms\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\\nx/y fixes axis\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
+       "\n",
+       "mpl.extensions = [\"eps\", \"jpeg\", \"pgf\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
+       "\n",
+       "mpl.default_extension = \"png\";/* global mpl */\n",
+       "\n",
+       "var comm_websocket_adapter = function (comm) {\n",
+       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
+       "    // object with the appropriate methods. Currently this is a non binary\n",
+       "    // socket, so there is still some room for performance tuning.\n",
+       "    var ws = {};\n",
+       "\n",
+       "    ws.binaryType = comm.kernel.ws.binaryType;\n",
+       "    ws.readyState = comm.kernel.ws.readyState;\n",
+       "    function updateReadyState(_event) {\n",
+       "        if (comm.kernel.ws) {\n",
+       "            ws.readyState = comm.kernel.ws.readyState;\n",
+       "        } else {\n",
+       "            ws.readyState = 3; // Closed state.\n",
+       "        }\n",
+       "    }\n",
+       "    comm.kernel.ws.addEventListener('open', updateReadyState);\n",
+       "    comm.kernel.ws.addEventListener('close', updateReadyState);\n",
+       "    comm.kernel.ws.addEventListener('error', updateReadyState);\n",
+       "\n",
+       "    ws.close = function () {\n",
+       "        comm.close();\n",
+       "    };\n",
+       "    ws.send = function (m) {\n",
+       "        //console.log('sending', m);\n",
+       "        comm.send(m);\n",
+       "    };\n",
+       "    // Register the callback with on_msg.\n",
+       "    comm.on_msg(function (msg) {\n",
+       "        //console.log('receiving', msg['content']['data'], msg);\n",
+       "        var data = msg['content']['data'];\n",
+       "        if (data['blob'] !== undefined) {\n",
+       "            data = {\n",
+       "                data: new Blob(msg['buffers'], { type: data['blob'] }),\n",
+       "            };\n",
+       "        }\n",
+       "        // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
+       "        ws.onmessage(data);\n",
+       "    });\n",
+       "    return ws;\n",
+       "};\n",
+       "\n",
+       "mpl.mpl_figure_comm = function (comm, msg) {\n",
+       "    // This is the function which gets called when the mpl process\n",
+       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
+       "\n",
+       "    var id = msg.content.data.id;\n",
+       "    // Get hold of the div created by the display call when the Comm\n",
+       "    // socket was opened in Python.\n",
+       "    var element = document.getElementById(id);\n",
+       "    var ws_proxy = comm_websocket_adapter(comm);\n",
+       "\n",
+       "    function ondownload(figure, _format) {\n",
+       "        window.open(figure.canvas.toDataURL());\n",
+       "    }\n",
+       "\n",
+       "    var fig = new mpl.figure(id, ws_proxy, ondownload, element);\n",
+       "\n",
+       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
+       "    // web socket which is closed, not our websocket->open comm proxy.\n",
+       "    ws_proxy.onopen();\n",
+       "\n",
+       "    fig.parent_element = element;\n",
+       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
+       "    if (!fig.cell_info) {\n",
+       "        console.error('Failed to find cell for figure', id, fig);\n",
+       "        return;\n",
+       "    }\n",
+       "    fig.cell_info[0].output_area.element.on(\n",
+       "        'cleared',\n",
+       "        { fig: fig },\n",
+       "        fig._remove_fig_handler\n",
+       "    );\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_close = function (fig, msg) {\n",
+       "    var width = fig.canvas.width / fig.ratio;\n",
+       "    fig.cell_info[0].output_area.element.off(\n",
+       "        'cleared',\n",
+       "        fig._remove_fig_handler\n",
+       "    );\n",
+       "    fig.resizeObserverInstance.unobserve(fig.canvas_div);\n",
+       "\n",
+       "    // Update the output cell to use the data from the current canvas.\n",
+       "    fig.push_to_output();\n",
+       "    var dataURL = fig.canvas.toDataURL();\n",
+       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
+       "    // the notebook keyboard shortcuts fail.\n",
+       "    IPython.keyboard_manager.enable();\n",
+       "    fig.parent_element.innerHTML =\n",
+       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
+       "    fig.close_ws(fig, msg);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.close_ws = function (fig, msg) {\n",
+       "    fig.send_message('closing', msg);\n",
+       "    // fig.ws.close()\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.push_to_output = function (_remove_interactive) {\n",
+       "    // Turn the data on the canvas into data in the output cell.\n",
+       "    var width = this.canvas.width / this.ratio;\n",
+       "    var dataURL = this.canvas.toDataURL();\n",
+       "    this.cell_info[1]['text/html'] =\n",
+       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function () {\n",
+       "    // Tell IPython that the notebook contents must change.\n",
+       "    IPython.notebook.set_dirty(true);\n",
+       "    this.send_message('ack', {});\n",
+       "    var fig = this;\n",
+       "    // Wait a second, then push the new image to the DOM so\n",
+       "    // that it is saved nicely (might be nice to debounce this).\n",
+       "    setTimeout(function () {\n",
+       "        fig.push_to_output();\n",
+       "    }, 1000);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var toolbar = document.createElement('div');\n",
+       "    toolbar.classList = 'btn-toolbar';\n",
+       "    this.root.appendChild(toolbar);\n",
+       "\n",
+       "    function on_click_closure(name) {\n",
+       "        return function (_event) {\n",
+       "            return fig.toolbar_button_onclick(name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    function on_mouseover_closure(tooltip) {\n",
+       "        return function (event) {\n",
+       "            if (!event.currentTarget.disabled) {\n",
+       "                return fig.toolbar_button_onmouseover(tooltip);\n",
+       "            }\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    fig.buttons = {};\n",
+       "    var buttonGroup = document.createElement('div');\n",
+       "    buttonGroup.classList = 'btn-group';\n",
+       "    var button;\n",
+       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) {\n",
+       "            /* Instead of a spacer, we start a new button group. */\n",
+       "            if (buttonGroup.hasChildNodes()) {\n",
+       "                toolbar.appendChild(buttonGroup);\n",
+       "            }\n",
+       "            buttonGroup = document.createElement('div');\n",
+       "            buttonGroup.classList = 'btn-group';\n",
+       "            continue;\n",
+       "        }\n",
+       "\n",
+       "        button = fig.buttons[name] = document.createElement('button');\n",
+       "        button.classList = 'btn btn-default';\n",
+       "        button.href = '#';\n",
+       "        button.title = name;\n",
+       "        button.innerHTML = '<i class=\"fa ' + image + ' fa-lg\"></i>';\n",
+       "        button.addEventListener('click', on_click_closure(method_name));\n",
+       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
+       "        buttonGroup.appendChild(button);\n",
+       "    }\n",
+       "\n",
+       "    if (buttonGroup.hasChildNodes()) {\n",
+       "        toolbar.appendChild(buttonGroup);\n",
+       "    }\n",
+       "\n",
+       "    // Add the status bar.\n",
+       "    var status_bar = document.createElement('span');\n",
+       "    status_bar.classList = 'mpl-message pull-right';\n",
+       "    toolbar.appendChild(status_bar);\n",
+       "    this.message = status_bar;\n",
+       "\n",
+       "    // Add the close button to the window.\n",
+       "    var buttongrp = document.createElement('div');\n",
+       "    buttongrp.classList = 'btn-group inline pull-right';\n",
+       "    button = document.createElement('button');\n",
+       "    button.classList = 'btn btn-mini btn-primary';\n",
+       "    button.href = '#';\n",
+       "    button.title = 'Stop Interaction';\n",
+       "    button.innerHTML = '<i class=\"fa fa-power-off icon-remove icon-large\"></i>';\n",
+       "    button.addEventListener('click', function (_evt) {\n",
+       "        fig.handle_close(fig, {});\n",
+       "    });\n",
+       "    button.addEventListener(\n",
+       "        'mouseover',\n",
+       "        on_mouseover_closure('Stop Interaction')\n",
+       "    );\n",
+       "    buttongrp.appendChild(button);\n",
+       "    var titlebar = this.root.querySelector('.ui-dialog-titlebar');\n",
+       "    titlebar.insertBefore(buttongrp, titlebar.firstChild);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._remove_fig_handler = function (event) {\n",
+       "    var fig = event.data.fig;\n",
+       "    if (event.target !== this) {\n",
+       "        // Ignore bubbled events from children.\n",
+       "        return;\n",
+       "    }\n",
+       "    fig.close_ws(fig, {});\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function (el) {\n",
+       "    el.style.boxSizing = 'content-box'; // override notebook setting of border-box.\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function (el) {\n",
+       "    // this is important to make the div 'focusable\n",
+       "    el.setAttribute('tabindex', 0);\n",
+       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
+       "    // off when our div gets focus\n",
+       "\n",
+       "    // location in version 3\n",
+       "    if (IPython.notebook.keyboard_manager) {\n",
+       "        IPython.notebook.keyboard_manager.register_events(el);\n",
+       "    } else {\n",
+       "        // location in version 2\n",
+       "        IPython.keyboard_manager.register_events(el);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function (event, _name) {\n",
+       "    // Check for shift+enter\n",
+       "    if (event.shiftKey && event.which === 13) {\n",
+       "        this.canvas_div.blur();\n",
+       "        // select the cell after this one\n",
+       "        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
+       "        IPython.notebook.select(index + 1);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
+       "    fig.ondownload(fig, null);\n",
+       "};\n",
+       "\n",
+       "mpl.find_output_cell = function (html_output) {\n",
+       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
+       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
+       "    // IPython event is triggered only after the cells have been serialised, which for\n",
+       "    // our purposes (turning an active figure into a static one), is too late.\n",
+       "    var cells = IPython.notebook.get_cells();\n",
+       "    var ncells = cells.length;\n",
+       "    for (var i = 0; i < ncells; i++) {\n",
+       "        var cell = cells[i];\n",
+       "        if (cell.cell_type === 'code') {\n",
+       "            for (var j = 0; j < cell.output_area.outputs.length; j++) {\n",
+       "                var data = cell.output_area.outputs[j];\n",
+       "                if (data.data) {\n",
+       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
+       "                    data = data.data;\n",
+       "                }\n",
+       "                if (data['text/html'] === html_output) {\n",
+       "                    return [cell, data, j];\n",
+       "                }\n",
+       "            }\n",
+       "        }\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "// Register the function which deals with the matplotlib target/channel.\n",
+       "// The kernel may be null if the page has been refreshed.\n",
+       "if (IPython.notebook.kernel !== null) {\n",
+       "    IPython.notebook.kernel.comm_manager.register_target(\n",
+       "        'matplotlib',\n",
+       "        mpl.mpl_figure_comm\n",
+       "    );\n",
+       "}\n"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Javascript object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<img 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\" width=\"640\">"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/javascript": [
+       "/* Put everything inside the global mpl namespace */\n",
+       "/* global mpl */\n",
+       "window.mpl = {};\n",
+       "\n",
+       "mpl.get_websocket_type = function () {\n",
+       "    if (typeof WebSocket !== 'undefined') {\n",
+       "        return WebSocket;\n",
+       "    } else if (typeof MozWebSocket !== 'undefined') {\n",
+       "        return MozWebSocket;\n",
+       "    } else {\n",
+       "        alert(\n",
+       "            'Your browser does not have WebSocket support. ' +\n",
+       "                'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
+       "                'Firefox 4 and 5 are also supported but you ' +\n",
+       "                'have to enable WebSockets in about:config.'\n",
+       "        );\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure = function (figure_id, websocket, ondownload, parent_element) {\n",
+       "    this.id = figure_id;\n",
+       "\n",
+       "    this.ws = websocket;\n",
+       "\n",
+       "    this.supports_binary = this.ws.binaryType !== undefined;\n",
+       "\n",
+       "    if (!this.supports_binary) {\n",
+       "        var warnings = document.getElementById('mpl-warnings');\n",
+       "        if (warnings) {\n",
+       "            warnings.style.display = 'block';\n",
+       "            warnings.textContent =\n",
+       "                'This browser does not support binary websocket messages. ' +\n",
+       "                'Performance may be slow.';\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    this.imageObj = new Image();\n",
+       "\n",
+       "    this.context = undefined;\n",
+       "    this.message = undefined;\n",
+       "    this.canvas = undefined;\n",
+       "    this.rubberband_canvas = undefined;\n",
+       "    this.rubberband_context = undefined;\n",
+       "    this.format_dropdown = undefined;\n",
+       "\n",
+       "    this.image_mode = 'full';\n",
+       "\n",
+       "    this.root = document.createElement('div');\n",
+       "    this.root.setAttribute('style', 'display: inline-block');\n",
+       "    this._root_extra_style(this.root);\n",
+       "\n",
+       "    parent_element.appendChild(this.root);\n",
+       "\n",
+       "    this._init_header(this);\n",
+       "    this._init_canvas(this);\n",
+       "    this._init_toolbar(this);\n",
+       "\n",
+       "    var fig = this;\n",
+       "\n",
+       "    this.waiting = false;\n",
+       "\n",
+       "    this.ws.onopen = function () {\n",
+       "        fig.send_message('supports_binary', { value: fig.supports_binary });\n",
+       "        fig.send_message('send_image_mode', {});\n",
+       "        if (fig.ratio !== 1) {\n",
+       "            fig.send_message('set_device_pixel_ratio', {\n",
+       "                device_pixel_ratio: fig.ratio,\n",
+       "            });\n",
+       "        }\n",
+       "        fig.send_message('refresh', {});\n",
+       "    };\n",
+       "\n",
+       "    this.imageObj.onload = function () {\n",
+       "        if (fig.image_mode === 'full') {\n",
+       "            // Full images could contain transparency (where diff images\n",
+       "            // almost always do), so we need to clear the canvas so that\n",
+       "            // there is no ghosting.\n",
+       "            fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
+       "        }\n",
+       "        fig.context.drawImage(fig.imageObj, 0, 0);\n",
+       "    };\n",
+       "\n",
+       "    this.imageObj.onunload = function () {\n",
+       "        fig.ws.close();\n",
+       "    };\n",
+       "\n",
+       "    this.ws.onmessage = this._make_on_message_function(this);\n",
+       "\n",
+       "    this.ondownload = ondownload;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_header = function () {\n",
+       "    var titlebar = document.createElement('div');\n",
+       "    titlebar.classList =\n",
+       "        'ui-dialog-titlebar ui-widget-header ui-corner-all ui-helper-clearfix';\n",
+       "    var titletext = document.createElement('div');\n",
+       "    titletext.classList = 'ui-dialog-title';\n",
+       "    titletext.setAttribute(\n",
+       "        'style',\n",
+       "        'width: 100%; text-align: center; padding: 3px;'\n",
+       "    );\n",
+       "    titlebar.appendChild(titletext);\n",
+       "    this.root.appendChild(titlebar);\n",
+       "    this.header = titletext;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function (_canvas_div) {};\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function (_canvas_div) {};\n",
+       "\n",
+       "mpl.figure.prototype._init_canvas = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var canvas_div = (this.canvas_div = document.createElement('div'));\n",
+       "    canvas_div.setAttribute(\n",
+       "        'style',\n",
+       "        'border: 1px solid #ddd;' +\n",
+       "            'box-sizing: content-box;' +\n",
+       "            'clear: both;' +\n",
+       "            'min-height: 1px;' +\n",
+       "            'min-width: 1px;' +\n",
+       "            'outline: 0;' +\n",
+       "            'overflow: hidden;' +\n",
+       "            'position: relative;' +\n",
+       "            'resize: both;'\n",
+       "    );\n",
+       "\n",
+       "    function on_keyboard_event_closure(name) {\n",
+       "        return function (event) {\n",
+       "            return fig.key_event(event, name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    canvas_div.addEventListener(\n",
+       "        'keydown',\n",
+       "        on_keyboard_event_closure('key_press')\n",
+       "    );\n",
+       "    canvas_div.addEventListener(\n",
+       "        'keyup',\n",
+       "        on_keyboard_event_closure('key_release')\n",
+       "    );\n",
+       "\n",
+       "    this._canvas_extra_style(canvas_div);\n",
+       "    this.root.appendChild(canvas_div);\n",
+       "\n",
+       "    var canvas = (this.canvas = document.createElement('canvas'));\n",
+       "    canvas.classList.add('mpl-canvas');\n",
+       "    canvas.setAttribute('style', 'box-sizing: content-box;');\n",
+       "\n",
+       "    this.context = canvas.getContext('2d');\n",
+       "\n",
+       "    var backingStore =\n",
+       "        this.context.backingStorePixelRatio ||\n",
+       "        this.context.webkitBackingStorePixelRatio ||\n",
+       "        this.context.mozBackingStorePixelRatio ||\n",
+       "        this.context.msBackingStorePixelRatio ||\n",
+       "        this.context.oBackingStorePixelRatio ||\n",
+       "        this.context.backingStorePixelRatio ||\n",
+       "        1;\n",
+       "\n",
+       "    this.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
+       "\n",
+       "    var rubberband_canvas = (this.rubberband_canvas = document.createElement(\n",
+       "        'canvas'\n",
+       "    ));\n",
+       "    rubberband_canvas.setAttribute(\n",
+       "        'style',\n",
+       "        'box-sizing: content-box; position: absolute; left: 0; top: 0; z-index: 1;'\n",
+       "    );\n",
+       "\n",
+       "    // Apply a ponyfill if ResizeObserver is not implemented by browser.\n",
+       "    if (this.ResizeObserver === undefined) {\n",
+       "        if (window.ResizeObserver !== undefined) {\n",
+       "            this.ResizeObserver = window.ResizeObserver;\n",
+       "        } else {\n",
+       "            var obs = _JSXTOOLS_RESIZE_OBSERVER({});\n",
+       "            this.ResizeObserver = obs.ResizeObserver;\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    this.resizeObserverInstance = new this.ResizeObserver(function (entries) {\n",
+       "        var nentries = entries.length;\n",
+       "        for (var i = 0; i < nentries; i++) {\n",
+       "            var entry = entries[i];\n",
+       "            var width, height;\n",
+       "            if (entry.contentBoxSize) {\n",
+       "                if (entry.contentBoxSize instanceof Array) {\n",
+       "                    // Chrome 84 implements new version of spec.\n",
+       "                    width = entry.contentBoxSize[0].inlineSize;\n",
+       "                    height = entry.contentBoxSize[0].blockSize;\n",
+       "                } else {\n",
+       "                    // Firefox implements old version of spec.\n",
+       "                    width = entry.contentBoxSize.inlineSize;\n",
+       "                    height = entry.contentBoxSize.blockSize;\n",
+       "                }\n",
+       "            } else {\n",
+       "                // Chrome <84 implements even older version of spec.\n",
+       "                width = entry.contentRect.width;\n",
+       "                height = entry.contentRect.height;\n",
+       "            }\n",
+       "\n",
+       "            // Keep the size of the canvas and rubber band canvas in sync with\n",
+       "            // the canvas container.\n",
+       "            if (entry.devicePixelContentBoxSize) {\n",
+       "                // Chrome 84 implements new version of spec.\n",
+       "                canvas.setAttribute(\n",
+       "                    'width',\n",
+       "                    entry.devicePixelContentBoxSize[0].inlineSize\n",
+       "                );\n",
+       "                canvas.setAttribute(\n",
+       "                    'height',\n",
+       "                    entry.devicePixelContentBoxSize[0].blockSize\n",
+       "                );\n",
+       "            } else {\n",
+       "                canvas.setAttribute('width', width * fig.ratio);\n",
+       "                canvas.setAttribute('height', height * fig.ratio);\n",
+       "            }\n",
+       "            canvas.setAttribute(\n",
+       "                'style',\n",
+       "                'width: ' + width + 'px; height: ' + height + 'px;'\n",
+       "            );\n",
+       "\n",
+       "            rubberband_canvas.setAttribute('width', width);\n",
+       "            rubberband_canvas.setAttribute('height', height);\n",
+       "\n",
+       "            // And update the size in Python. We ignore the initial 0/0 size\n",
+       "            // that occurs as the element is placed into the DOM, which should\n",
+       "            // otherwise not happen due to the minimum size styling.\n",
+       "            if (fig.ws.readyState == 1 && width != 0 && height != 0) {\n",
+       "                fig.request_resize(width, height);\n",
+       "            }\n",
+       "        }\n",
+       "    });\n",
+       "    this.resizeObserverInstance.observe(canvas_div);\n",
+       "\n",
+       "    function on_mouse_event_closure(name) {\n",
+       "        return function (event) {\n",
+       "            return fig.mouse_event(event, name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mousedown',\n",
+       "        on_mouse_event_closure('button_press')\n",
+       "    );\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mouseup',\n",
+       "        on_mouse_event_closure('button_release')\n",
+       "    );\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'dblclick',\n",
+       "        on_mouse_event_closure('dblclick')\n",
+       "    );\n",
+       "    // Throttle sequential mouse events to 1 every 20ms.\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mousemove',\n",
+       "        on_mouse_event_closure('motion_notify')\n",
+       "    );\n",
+       "\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mouseenter',\n",
+       "        on_mouse_event_closure('figure_enter')\n",
+       "    );\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mouseleave',\n",
+       "        on_mouse_event_closure('figure_leave')\n",
+       "    );\n",
+       "\n",
+       "    canvas_div.addEventListener('wheel', function (event) {\n",
+       "        if (event.deltaY < 0) {\n",
+       "            event.step = 1;\n",
+       "        } else {\n",
+       "            event.step = -1;\n",
+       "        }\n",
+       "        on_mouse_event_closure('scroll')(event);\n",
+       "    });\n",
+       "\n",
+       "    canvas_div.appendChild(canvas);\n",
+       "    canvas_div.appendChild(rubberband_canvas);\n",
+       "\n",
+       "    this.rubberband_context = rubberband_canvas.getContext('2d');\n",
+       "    this.rubberband_context.strokeStyle = '#000000';\n",
+       "\n",
+       "    this._resize_canvas = function (width, height, forward) {\n",
+       "        if (forward) {\n",
+       "            canvas_div.style.width = width + 'px';\n",
+       "            canvas_div.style.height = height + 'px';\n",
+       "        }\n",
+       "    };\n",
+       "\n",
+       "    // Disable right mouse context menu.\n",
+       "    this.rubberband_canvas.addEventListener('contextmenu', function (_e) {\n",
+       "        event.preventDefault();\n",
+       "        return false;\n",
+       "    });\n",
+       "\n",
+       "    function set_focus() {\n",
+       "        canvas.focus();\n",
+       "        canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    window.setTimeout(set_focus, 100);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var toolbar = document.createElement('div');\n",
+       "    toolbar.classList = 'mpl-toolbar';\n",
+       "    this.root.appendChild(toolbar);\n",
+       "\n",
+       "    function on_click_closure(name) {\n",
+       "        return function (_event) {\n",
+       "            return fig.toolbar_button_onclick(name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    function on_mouseover_closure(tooltip) {\n",
+       "        return function (event) {\n",
+       "            if (!event.currentTarget.disabled) {\n",
+       "                return fig.toolbar_button_onmouseover(tooltip);\n",
+       "            }\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    fig.buttons = {};\n",
+       "    var buttonGroup = document.createElement('div');\n",
+       "    buttonGroup.classList = 'mpl-button-group';\n",
+       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) {\n",
+       "            /* Instead of a spacer, we start a new button group. */\n",
+       "            if (buttonGroup.hasChildNodes()) {\n",
+       "                toolbar.appendChild(buttonGroup);\n",
+       "            }\n",
+       "            buttonGroup = document.createElement('div');\n",
+       "            buttonGroup.classList = 'mpl-button-group';\n",
+       "            continue;\n",
+       "        }\n",
+       "\n",
+       "        var button = (fig.buttons[name] = document.createElement('button'));\n",
+       "        button.classList = 'mpl-widget';\n",
+       "        button.setAttribute('role', 'button');\n",
+       "        button.setAttribute('aria-disabled', 'false');\n",
+       "        button.addEventListener('click', on_click_closure(method_name));\n",
+       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
+       "\n",
+       "        var icon_img = document.createElement('img');\n",
+       "        icon_img.src = '_images/' + image + '.png';\n",
+       "        icon_img.srcset = '_images/' + image + '_large.png 2x';\n",
+       "        icon_img.alt = tooltip;\n",
+       "        button.appendChild(icon_img);\n",
+       "\n",
+       "        buttonGroup.appendChild(button);\n",
+       "    }\n",
+       "\n",
+       "    if (buttonGroup.hasChildNodes()) {\n",
+       "        toolbar.appendChild(buttonGroup);\n",
+       "    }\n",
+       "\n",
+       "    var fmt_picker = document.createElement('select');\n",
+       "    fmt_picker.classList = 'mpl-widget';\n",
+       "    toolbar.appendChild(fmt_picker);\n",
+       "    this.format_dropdown = fmt_picker;\n",
+       "\n",
+       "    for (var ind in mpl.extensions) {\n",
+       "        var fmt = mpl.extensions[ind];\n",
+       "        var option = document.createElement('option');\n",
+       "        option.selected = fmt === mpl.default_extension;\n",
+       "        option.innerHTML = fmt;\n",
+       "        fmt_picker.appendChild(option);\n",
+       "    }\n",
+       "\n",
+       "    var status_bar = document.createElement('span');\n",
+       "    status_bar.classList = 'mpl-message';\n",
+       "    toolbar.appendChild(status_bar);\n",
+       "    this.message = status_bar;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.request_resize = function (x_pixels, y_pixels) {\n",
+       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
+       "    // which will in turn request a refresh of the image.\n",
+       "    this.send_message('resize', { width: x_pixels, height: y_pixels });\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.send_message = function (type, properties) {\n",
+       "    properties['type'] = type;\n",
+       "    properties['figure_id'] = this.id;\n",
+       "    this.ws.send(JSON.stringify(properties));\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.send_draw_message = function () {\n",
+       "    if (!this.waiting) {\n",
+       "        this.waiting = true;\n",
+       "        this.ws.send(JSON.stringify({ type: 'draw', figure_id: this.id }));\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
+       "    var format_dropdown = fig.format_dropdown;\n",
+       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
+       "    fig.ondownload(fig, format);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_resize = function (fig, msg) {\n",
+       "    var size = msg['size'];\n",
+       "    if (size[0] !== fig.canvas.width || size[1] !== fig.canvas.height) {\n",
+       "        fig._resize_canvas(size[0], size[1], msg['forward']);\n",
+       "        fig.send_message('refresh', {});\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_rubberband = function (fig, msg) {\n",
+       "    var x0 = msg['x0'] / fig.ratio;\n",
+       "    var y0 = (fig.canvas.height - msg['y0']) / fig.ratio;\n",
+       "    var x1 = msg['x1'] / fig.ratio;\n",
+       "    var y1 = (fig.canvas.height - msg['y1']) / fig.ratio;\n",
+       "    x0 = Math.floor(x0) + 0.5;\n",
+       "    y0 = Math.floor(y0) + 0.5;\n",
+       "    x1 = Math.floor(x1) + 0.5;\n",
+       "    y1 = Math.floor(y1) + 0.5;\n",
+       "    var min_x = Math.min(x0, x1);\n",
+       "    var min_y = Math.min(y0, y1);\n",
+       "    var width = Math.abs(x1 - x0);\n",
+       "    var height = Math.abs(y1 - y0);\n",
+       "\n",
+       "    fig.rubberband_context.clearRect(\n",
+       "        0,\n",
+       "        0,\n",
+       "        fig.canvas.width / fig.ratio,\n",
+       "        fig.canvas.height / fig.ratio\n",
+       "    );\n",
+       "\n",
+       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_figure_label = function (fig, msg) {\n",
+       "    // Updates the figure title.\n",
+       "    fig.header.textContent = msg['label'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_cursor = function (fig, msg) {\n",
+       "    fig.rubberband_canvas.style.cursor = msg['cursor'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_message = function (fig, msg) {\n",
+       "    fig.message.textContent = msg['message'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_draw = function (fig, _msg) {\n",
+       "    // Request the server to send over a new figure.\n",
+       "    fig.send_draw_message();\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_image_mode = function (fig, msg) {\n",
+       "    fig.image_mode = msg['mode'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_history_buttons = function (fig, msg) {\n",
+       "    for (var key in msg) {\n",
+       "        if (!(key in fig.buttons)) {\n",
+       "            continue;\n",
+       "        }\n",
+       "        fig.buttons[key].disabled = !msg[key];\n",
+       "        fig.buttons[key].setAttribute('aria-disabled', !msg[key]);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_navigate_mode = function (fig, msg) {\n",
+       "    if (msg['mode'] === 'PAN') {\n",
+       "        fig.buttons['Pan'].classList.add('active');\n",
+       "        fig.buttons['Zoom'].classList.remove('active');\n",
+       "    } else if (msg['mode'] === 'ZOOM') {\n",
+       "        fig.buttons['Pan'].classList.remove('active');\n",
+       "        fig.buttons['Zoom'].classList.add('active');\n",
+       "    } else {\n",
+       "        fig.buttons['Pan'].classList.remove('active');\n",
+       "        fig.buttons['Zoom'].classList.remove('active');\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function () {\n",
+       "    // Called whenever the canvas gets updated.\n",
+       "    this.send_message('ack', {});\n",
+       "};\n",
+       "\n",
+       "// A function to construct a web socket function for onmessage handling.\n",
+       "// Called in the figure constructor.\n",
+       "mpl.figure.prototype._make_on_message_function = function (fig) {\n",
+       "    return function socket_on_message(evt) {\n",
+       "        if (evt.data instanceof Blob) {\n",
+       "            var img = evt.data;\n",
+       "            if (img.type !== 'image/png') {\n",
+       "                /* FIXME: We get \"Resource interpreted as Image but\n",
+       "                 * transferred with MIME type text/plain:\" errors on\n",
+       "                 * Chrome.  But how to set the MIME type?  It doesn't seem\n",
+       "                 * to be part of the websocket stream */\n",
+       "                img.type = 'image/png';\n",
+       "            }\n",
+       "\n",
+       "            /* Free the memory for the previous frames */\n",
+       "            if (fig.imageObj.src) {\n",
+       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
+       "                    fig.imageObj.src\n",
+       "                );\n",
+       "            }\n",
+       "\n",
+       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
+       "                img\n",
+       "            );\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        } else if (\n",
+       "            typeof evt.data === 'string' &&\n",
+       "            evt.data.slice(0, 21) === 'data:image/png;base64'\n",
+       "        ) {\n",
+       "            fig.imageObj.src = evt.data;\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        var msg = JSON.parse(evt.data);\n",
+       "        var msg_type = msg['type'];\n",
+       "\n",
+       "        // Call the  \"handle_{type}\" callback, which takes\n",
+       "        // the figure and JSON message as its only arguments.\n",
+       "        try {\n",
+       "            var callback = fig['handle_' + msg_type];\n",
+       "        } catch (e) {\n",
+       "            console.log(\n",
+       "                \"No handler for the '\" + msg_type + \"' message type: \",\n",
+       "                msg\n",
+       "            );\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        if (callback) {\n",
+       "            try {\n",
+       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
+       "                callback(fig, msg);\n",
+       "            } catch (e) {\n",
+       "                console.log(\n",
+       "                    \"Exception inside the 'handler_\" + msg_type + \"' callback:\",\n",
+       "                    e,\n",
+       "                    e.stack,\n",
+       "                    msg\n",
+       "                );\n",
+       "            }\n",
+       "        }\n",
+       "    };\n",
+       "};\n",
+       "\n",
+       "// from https://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
+       "mpl.findpos = function (e) {\n",
+       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
+       "    var targ;\n",
+       "    if (!e) {\n",
+       "        e = window.event;\n",
+       "    }\n",
+       "    if (e.target) {\n",
+       "        targ = e.target;\n",
+       "    } else if (e.srcElement) {\n",
+       "        targ = e.srcElement;\n",
+       "    }\n",
+       "    if (targ.nodeType === 3) {\n",
+       "        // defeat Safari bug\n",
+       "        targ = targ.parentNode;\n",
+       "    }\n",
+       "\n",
+       "    // pageX,Y are the mouse positions relative to the document\n",
+       "    var boundingRect = targ.getBoundingClientRect();\n",
+       "    var x = e.pageX - (boundingRect.left + document.body.scrollLeft);\n",
+       "    var y = e.pageY - (boundingRect.top + document.body.scrollTop);\n",
+       "\n",
+       "    return { x: x, y: y };\n",
+       "};\n",
+       "\n",
+       "/*\n",
+       " * return a copy of an object with only non-object keys\n",
+       " * we need this to avoid circular references\n",
+       " * https://stackoverflow.com/a/24161582/3208463\n",
+       " */\n",
+       "function simpleKeys(original) {\n",
+       "    return Object.keys(original).reduce(function (obj, key) {\n",
+       "        if (typeof original[key] !== 'object') {\n",
+       "            obj[key] = original[key];\n",
+       "        }\n",
+       "        return obj;\n",
+       "    }, {});\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.mouse_event = function (event, name) {\n",
+       "    var canvas_pos = mpl.findpos(event);\n",
+       "\n",
+       "    if (name === 'button_press') {\n",
+       "        this.canvas.focus();\n",
+       "        this.canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    var x = canvas_pos.x * this.ratio;\n",
+       "    var y = canvas_pos.y * this.ratio;\n",
+       "\n",
+       "    this.send_message(name, {\n",
+       "        x: x,\n",
+       "        y: y,\n",
+       "        button: event.button,\n",
+       "        step: event.step,\n",
+       "        guiEvent: simpleKeys(event),\n",
+       "    });\n",
+       "\n",
+       "    /* This prevents the web browser from automatically changing to\n",
+       "     * the text insertion cursor when the button is pressed.  We want\n",
+       "     * to control all of the cursor setting manually through the\n",
+       "     * 'cursor' event from matplotlib */\n",
+       "    event.preventDefault();\n",
+       "    return false;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function (_event, _name) {\n",
+       "    // Handle any extra behaviour associated with a key event\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.key_event = function (event, name) {\n",
+       "    // Prevent repeat events\n",
+       "    if (name === 'key_press') {\n",
+       "        if (event.key === this._key) {\n",
+       "            return;\n",
+       "        } else {\n",
+       "            this._key = event.key;\n",
+       "        }\n",
+       "    }\n",
+       "    if (name === 'key_release') {\n",
+       "        this._key = null;\n",
+       "    }\n",
+       "\n",
+       "    var value = '';\n",
+       "    if (event.ctrlKey && event.key !== 'Control') {\n",
+       "        value += 'ctrl+';\n",
+       "    }\n",
+       "    else if (event.altKey && event.key !== 'Alt') {\n",
+       "        value += 'alt+';\n",
+       "    }\n",
+       "    else if (event.shiftKey && event.key !== 'Shift') {\n",
+       "        value += 'shift+';\n",
+       "    }\n",
+       "\n",
+       "    value += 'k' + event.key;\n",
+       "\n",
+       "    this._key_event_extra(event, name);\n",
+       "\n",
+       "    this.send_message(name, { key: value, guiEvent: simpleKeys(event) });\n",
+       "    return false;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onclick = function (name) {\n",
+       "    if (name === 'download') {\n",
+       "        this.handle_save(this, null);\n",
+       "    } else {\n",
+       "        this.send_message('toolbar_button', { name: name });\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onmouseover = function (tooltip) {\n",
+       "    this.message.textContent = tooltip;\n",
+       "};\n",
+       "\n",
+       "///////////////// REMAINING CONTENT GENERATED BY embed_js.py /////////////////\n",
+       "// prettier-ignore\n",
+       "var _JSXTOOLS_RESIZE_OBSERVER=function(A){var t,i=new WeakMap,n=new WeakMap,a=new WeakMap,r=new WeakMap,o=new Set;function s(e){if(!(this instanceof s))throw new TypeError(\"Constructor requires 'new' operator\");i.set(this,e)}function h(){throw new TypeError(\"Function is not a constructor\")}function c(e,t,i,n){e=0 in arguments?Number(arguments[0]):0,t=1 in arguments?Number(arguments[1]):0,i=2 in arguments?Number(arguments[2]):0,n=3 in arguments?Number(arguments[3]):0,this.right=(this.x=this.left=e)+(this.width=i),this.bottom=(this.y=this.top=t)+(this.height=n),Object.freeze(this)}function d(){t=requestAnimationFrame(d);var s=new WeakMap,p=new Set;o.forEach((function(t){r.get(t).forEach((function(i){var r=t instanceof window.SVGElement,o=a.get(t),d=r?0:parseFloat(o.paddingTop),f=r?0:parseFloat(o.paddingRight),l=r?0:parseFloat(o.paddingBottom),u=r?0:parseFloat(o.paddingLeft),g=r?0:parseFloat(o.borderTopWidth),m=r?0:parseFloat(o.borderRightWidth),w=r?0:parseFloat(o.borderBottomWidth),b=u+f,F=d+l,v=(r?0:parseFloat(o.borderLeftWidth))+m,W=g+w,y=r?0:t.offsetHeight-W-t.clientHeight,E=r?0:t.offsetWidth-v-t.clientWidth,R=b+v,z=F+W,M=r?t.width:parseFloat(o.width)-R-E,O=r?t.height:parseFloat(o.height)-z-y;if(n.has(t)){var k=n.get(t);if(k[0]===M&&k[1]===O)return}n.set(t,[M,O]);var S=Object.create(h.prototype);S.target=t,S.contentRect=new c(u,d,M,O),s.has(i)||(s.set(i,[]),p.add(i)),s.get(i).push(S)}))})),p.forEach((function(e){i.get(e).call(e,s.get(e),e)}))}return s.prototype.observe=function(i){if(i instanceof window.Element){r.has(i)||(r.set(i,new Set),o.add(i),a.set(i,window.getComputedStyle(i)));var n=r.get(i);n.has(this)||n.add(this),cancelAnimationFrame(t),t=requestAnimationFrame(d)}},s.prototype.unobserve=function(i){if(i instanceof window.Element&&r.has(i)){var n=r.get(i);n.has(this)&&(n.delete(this),n.size||(r.delete(i),o.delete(i))),n.size||r.delete(i),o.size||cancelAnimationFrame(t)}},A.DOMRectReadOnly=c,A.ResizeObserver=s,A.ResizeObserverEntry=h,A}; // eslint-disable-line\n",
+       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Left button pans, Right button zooms\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\\nx/y fixes axis\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
+       "\n",
+       "mpl.extensions = [\"eps\", \"jpeg\", \"pgf\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
+       "\n",
+       "mpl.default_extension = \"png\";/* global mpl */\n",
+       "\n",
+       "var comm_websocket_adapter = function (comm) {\n",
+       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
+       "    // object with the appropriate methods. Currently this is a non binary\n",
+       "    // socket, so there is still some room for performance tuning.\n",
+       "    var ws = {};\n",
+       "\n",
+       "    ws.binaryType = comm.kernel.ws.binaryType;\n",
+       "    ws.readyState = comm.kernel.ws.readyState;\n",
+       "    function updateReadyState(_event) {\n",
+       "        if (comm.kernel.ws) {\n",
+       "            ws.readyState = comm.kernel.ws.readyState;\n",
+       "        } else {\n",
+       "            ws.readyState = 3; // Closed state.\n",
+       "        }\n",
+       "    }\n",
+       "    comm.kernel.ws.addEventListener('open', updateReadyState);\n",
+       "    comm.kernel.ws.addEventListener('close', updateReadyState);\n",
+       "    comm.kernel.ws.addEventListener('error', updateReadyState);\n",
+       "\n",
+       "    ws.close = function () {\n",
+       "        comm.close();\n",
+       "    };\n",
+       "    ws.send = function (m) {\n",
+       "        //console.log('sending', m);\n",
+       "        comm.send(m);\n",
+       "    };\n",
+       "    // Register the callback with on_msg.\n",
+       "    comm.on_msg(function (msg) {\n",
+       "        //console.log('receiving', msg['content']['data'], msg);\n",
+       "        var data = msg['content']['data'];\n",
+       "        if (data['blob'] !== undefined) {\n",
+       "            data = {\n",
+       "                data: new Blob(msg['buffers'], { type: data['blob'] }),\n",
+       "            };\n",
+       "        }\n",
+       "        // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
+       "        ws.onmessage(data);\n",
+       "    });\n",
+       "    return ws;\n",
+       "};\n",
+       "\n",
+       "mpl.mpl_figure_comm = function (comm, msg) {\n",
+       "    // This is the function which gets called when the mpl process\n",
+       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
+       "\n",
+       "    var id = msg.content.data.id;\n",
+       "    // Get hold of the div created by the display call when the Comm\n",
+       "    // socket was opened in Python.\n",
+       "    var element = document.getElementById(id);\n",
+       "    var ws_proxy = comm_websocket_adapter(comm);\n",
+       "\n",
+       "    function ondownload(figure, _format) {\n",
+       "        window.open(figure.canvas.toDataURL());\n",
+       "    }\n",
+       "\n",
+       "    var fig = new mpl.figure(id, ws_proxy, ondownload, element);\n",
+       "\n",
+       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
+       "    // web socket which is closed, not our websocket->open comm proxy.\n",
+       "    ws_proxy.onopen();\n",
+       "\n",
+       "    fig.parent_element = element;\n",
+       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
+       "    if (!fig.cell_info) {\n",
+       "        console.error('Failed to find cell for figure', id, fig);\n",
+       "        return;\n",
+       "    }\n",
+       "    fig.cell_info[0].output_area.element.on(\n",
+       "        'cleared',\n",
+       "        { fig: fig },\n",
+       "        fig._remove_fig_handler\n",
+       "    );\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_close = function (fig, msg) {\n",
+       "    var width = fig.canvas.width / fig.ratio;\n",
+       "    fig.cell_info[0].output_area.element.off(\n",
+       "        'cleared',\n",
+       "        fig._remove_fig_handler\n",
+       "    );\n",
+       "    fig.resizeObserverInstance.unobserve(fig.canvas_div);\n",
+       "\n",
+       "    // Update the output cell to use the data from the current canvas.\n",
+       "    fig.push_to_output();\n",
+       "    var dataURL = fig.canvas.toDataURL();\n",
+       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
+       "    // the notebook keyboard shortcuts fail.\n",
+       "    IPython.keyboard_manager.enable();\n",
+       "    fig.parent_element.innerHTML =\n",
+       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
+       "    fig.close_ws(fig, msg);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.close_ws = function (fig, msg) {\n",
+       "    fig.send_message('closing', msg);\n",
+       "    // fig.ws.close()\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.push_to_output = function (_remove_interactive) {\n",
+       "    // Turn the data on the canvas into data in the output cell.\n",
+       "    var width = this.canvas.width / this.ratio;\n",
+       "    var dataURL = this.canvas.toDataURL();\n",
+       "    this.cell_info[1]['text/html'] =\n",
+       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function () {\n",
+       "    // Tell IPython that the notebook contents must change.\n",
+       "    IPython.notebook.set_dirty(true);\n",
+       "    this.send_message('ack', {});\n",
+       "    var fig = this;\n",
+       "    // Wait a second, then push the new image to the DOM so\n",
+       "    // that it is saved nicely (might be nice to debounce this).\n",
+       "    setTimeout(function () {\n",
+       "        fig.push_to_output();\n",
+       "    }, 1000);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var toolbar = document.createElement('div');\n",
+       "    toolbar.classList = 'btn-toolbar';\n",
+       "    this.root.appendChild(toolbar);\n",
+       "\n",
+       "    function on_click_closure(name) {\n",
+       "        return function (_event) {\n",
+       "            return fig.toolbar_button_onclick(name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    function on_mouseover_closure(tooltip) {\n",
+       "        return function (event) {\n",
+       "            if (!event.currentTarget.disabled) {\n",
+       "                return fig.toolbar_button_onmouseover(tooltip);\n",
+       "            }\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    fig.buttons = {};\n",
+       "    var buttonGroup = document.createElement('div');\n",
+       "    buttonGroup.classList = 'btn-group';\n",
+       "    var button;\n",
+       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) {\n",
+       "            /* Instead of a spacer, we start a new button group. */\n",
+       "            if (buttonGroup.hasChildNodes()) {\n",
+       "                toolbar.appendChild(buttonGroup);\n",
+       "            }\n",
+       "            buttonGroup = document.createElement('div');\n",
+       "            buttonGroup.classList = 'btn-group';\n",
+       "            continue;\n",
+       "        }\n",
+       "\n",
+       "        button = fig.buttons[name] = document.createElement('button');\n",
+       "        button.classList = 'btn btn-default';\n",
+       "        button.href = '#';\n",
+       "        button.title = name;\n",
+       "        button.innerHTML = '<i class=\"fa ' + image + ' fa-lg\"></i>';\n",
+       "        button.addEventListener('click', on_click_closure(method_name));\n",
+       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
+       "        buttonGroup.appendChild(button);\n",
+       "    }\n",
+       "\n",
+       "    if (buttonGroup.hasChildNodes()) {\n",
+       "        toolbar.appendChild(buttonGroup);\n",
+       "    }\n",
+       "\n",
+       "    // Add the status bar.\n",
+       "    var status_bar = document.createElement('span');\n",
+       "    status_bar.classList = 'mpl-message pull-right';\n",
+       "    toolbar.appendChild(status_bar);\n",
+       "    this.message = status_bar;\n",
+       "\n",
+       "    // Add the close button to the window.\n",
+       "    var buttongrp = document.createElement('div');\n",
+       "    buttongrp.classList = 'btn-group inline pull-right';\n",
+       "    button = document.createElement('button');\n",
+       "    button.classList = 'btn btn-mini btn-primary';\n",
+       "    button.href = '#';\n",
+       "    button.title = 'Stop Interaction';\n",
+       "    button.innerHTML = '<i class=\"fa fa-power-off icon-remove icon-large\"></i>';\n",
+       "    button.addEventListener('click', function (_evt) {\n",
+       "        fig.handle_close(fig, {});\n",
+       "    });\n",
+       "    button.addEventListener(\n",
+       "        'mouseover',\n",
+       "        on_mouseover_closure('Stop Interaction')\n",
+       "    );\n",
+       "    buttongrp.appendChild(button);\n",
+       "    var titlebar = this.root.querySelector('.ui-dialog-titlebar');\n",
+       "    titlebar.insertBefore(buttongrp, titlebar.firstChild);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._remove_fig_handler = function (event) {\n",
+       "    var fig = event.data.fig;\n",
+       "    if (event.target !== this) {\n",
+       "        // Ignore bubbled events from children.\n",
+       "        return;\n",
+       "    }\n",
+       "    fig.close_ws(fig, {});\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function (el) {\n",
+       "    el.style.boxSizing = 'content-box'; // override notebook setting of border-box.\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function (el) {\n",
+       "    // this is important to make the div 'focusable\n",
+       "    el.setAttribute('tabindex', 0);\n",
+       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
+       "    // off when our div gets focus\n",
+       "\n",
+       "    // location in version 3\n",
+       "    if (IPython.notebook.keyboard_manager) {\n",
+       "        IPython.notebook.keyboard_manager.register_events(el);\n",
+       "    } else {\n",
+       "        // location in version 2\n",
+       "        IPython.keyboard_manager.register_events(el);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function (event, _name) {\n",
+       "    // Check for shift+enter\n",
+       "    if (event.shiftKey && event.which === 13) {\n",
+       "        this.canvas_div.blur();\n",
+       "        // select the cell after this one\n",
+       "        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
+       "        IPython.notebook.select(index + 1);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
+       "    fig.ondownload(fig, null);\n",
+       "};\n",
+       "\n",
+       "mpl.find_output_cell = function (html_output) {\n",
+       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
+       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
+       "    // IPython event is triggered only after the cells have been serialised, which for\n",
+       "    // our purposes (turning an active figure into a static one), is too late.\n",
+       "    var cells = IPython.notebook.get_cells();\n",
+       "    var ncells = cells.length;\n",
+       "    for (var i = 0; i < ncells; i++) {\n",
+       "        var cell = cells[i];\n",
+       "        if (cell.cell_type === 'code') {\n",
+       "            for (var j = 0; j < cell.output_area.outputs.length; j++) {\n",
+       "                var data = cell.output_area.outputs[j];\n",
+       "                if (data.data) {\n",
+       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
+       "                    data = data.data;\n",
+       "                }\n",
+       "                if (data['text/html'] === html_output) {\n",
+       "                    return [cell, data, j];\n",
+       "                }\n",
+       "            }\n",
+       "        }\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "// Register the function which deals with the matplotlib target/channel.\n",
+       "// The kernel may be null if the page has been refreshed.\n",
+       "if (IPython.notebook.kernel !== null) {\n",
+       "    IPython.notebook.kernel.comm_manager.register_target(\n",
+       "        'matplotlib',\n",
+       "        mpl.mpl_figure_comm\n",
+       "    );\n",
+       "}\n"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Javascript object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<img 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\" width=\"640\">"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/javascript": [
+       "/* Put everything inside the global mpl namespace */\n",
+       "/* global mpl */\n",
+       "window.mpl = {};\n",
+       "\n",
+       "mpl.get_websocket_type = function () {\n",
+       "    if (typeof WebSocket !== 'undefined') {\n",
+       "        return WebSocket;\n",
+       "    } else if (typeof MozWebSocket !== 'undefined') {\n",
+       "        return MozWebSocket;\n",
+       "    } else {\n",
+       "        alert(\n",
+       "            'Your browser does not have WebSocket support. ' +\n",
+       "                'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
+       "                'Firefox 4 and 5 are also supported but you ' +\n",
+       "                'have to enable WebSockets in about:config.'\n",
+       "        );\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure = function (figure_id, websocket, ondownload, parent_element) {\n",
+       "    this.id = figure_id;\n",
+       "\n",
+       "    this.ws = websocket;\n",
+       "\n",
+       "    this.supports_binary = this.ws.binaryType !== undefined;\n",
+       "\n",
+       "    if (!this.supports_binary) {\n",
+       "        var warnings = document.getElementById('mpl-warnings');\n",
+       "        if (warnings) {\n",
+       "            warnings.style.display = 'block';\n",
+       "            warnings.textContent =\n",
+       "                'This browser does not support binary websocket messages. ' +\n",
+       "                'Performance may be slow.';\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    this.imageObj = new Image();\n",
+       "\n",
+       "    this.context = undefined;\n",
+       "    this.message = undefined;\n",
+       "    this.canvas = undefined;\n",
+       "    this.rubberband_canvas = undefined;\n",
+       "    this.rubberband_context = undefined;\n",
+       "    this.format_dropdown = undefined;\n",
+       "\n",
+       "    this.image_mode = 'full';\n",
+       "\n",
+       "    this.root = document.createElement('div');\n",
+       "    this.root.setAttribute('style', 'display: inline-block');\n",
+       "    this._root_extra_style(this.root);\n",
+       "\n",
+       "    parent_element.appendChild(this.root);\n",
+       "\n",
+       "    this._init_header(this);\n",
+       "    this._init_canvas(this);\n",
+       "    this._init_toolbar(this);\n",
+       "\n",
+       "    var fig = this;\n",
+       "\n",
+       "    this.waiting = false;\n",
+       "\n",
+       "    this.ws.onopen = function () {\n",
+       "        fig.send_message('supports_binary', { value: fig.supports_binary });\n",
+       "        fig.send_message('send_image_mode', {});\n",
+       "        if (fig.ratio !== 1) {\n",
+       "            fig.send_message('set_device_pixel_ratio', {\n",
+       "                device_pixel_ratio: fig.ratio,\n",
+       "            });\n",
+       "        }\n",
+       "        fig.send_message('refresh', {});\n",
+       "    };\n",
+       "\n",
+       "    this.imageObj.onload = function () {\n",
+       "        if (fig.image_mode === 'full') {\n",
+       "            // Full images could contain transparency (where diff images\n",
+       "            // almost always do), so we need to clear the canvas so that\n",
+       "            // there is no ghosting.\n",
+       "            fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
+       "        }\n",
+       "        fig.context.drawImage(fig.imageObj, 0, 0);\n",
+       "    };\n",
+       "\n",
+       "    this.imageObj.onunload = function () {\n",
+       "        fig.ws.close();\n",
+       "    };\n",
+       "\n",
+       "    this.ws.onmessage = this._make_on_message_function(this);\n",
+       "\n",
+       "    this.ondownload = ondownload;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_header = function () {\n",
+       "    var titlebar = document.createElement('div');\n",
+       "    titlebar.classList =\n",
+       "        'ui-dialog-titlebar ui-widget-header ui-corner-all ui-helper-clearfix';\n",
+       "    var titletext = document.createElement('div');\n",
+       "    titletext.classList = 'ui-dialog-title';\n",
+       "    titletext.setAttribute(\n",
+       "        'style',\n",
+       "        'width: 100%; text-align: center; padding: 3px;'\n",
+       "    );\n",
+       "    titlebar.appendChild(titletext);\n",
+       "    this.root.appendChild(titlebar);\n",
+       "    this.header = titletext;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function (_canvas_div) {};\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function (_canvas_div) {};\n",
+       "\n",
+       "mpl.figure.prototype._init_canvas = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var canvas_div = (this.canvas_div = document.createElement('div'));\n",
+       "    canvas_div.setAttribute(\n",
+       "        'style',\n",
+       "        'border: 1px solid #ddd;' +\n",
+       "            'box-sizing: content-box;' +\n",
+       "            'clear: both;' +\n",
+       "            'min-height: 1px;' +\n",
+       "            'min-width: 1px;' +\n",
+       "            'outline: 0;' +\n",
+       "            'overflow: hidden;' +\n",
+       "            'position: relative;' +\n",
+       "            'resize: both;'\n",
+       "    );\n",
+       "\n",
+       "    function on_keyboard_event_closure(name) {\n",
+       "        return function (event) {\n",
+       "            return fig.key_event(event, name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    canvas_div.addEventListener(\n",
+       "        'keydown',\n",
+       "        on_keyboard_event_closure('key_press')\n",
+       "    );\n",
+       "    canvas_div.addEventListener(\n",
+       "        'keyup',\n",
+       "        on_keyboard_event_closure('key_release')\n",
+       "    );\n",
+       "\n",
+       "    this._canvas_extra_style(canvas_div);\n",
+       "    this.root.appendChild(canvas_div);\n",
+       "\n",
+       "    var canvas = (this.canvas = document.createElement('canvas'));\n",
+       "    canvas.classList.add('mpl-canvas');\n",
+       "    canvas.setAttribute('style', 'box-sizing: content-box;');\n",
+       "\n",
+       "    this.context = canvas.getContext('2d');\n",
+       "\n",
+       "    var backingStore =\n",
+       "        this.context.backingStorePixelRatio ||\n",
+       "        this.context.webkitBackingStorePixelRatio ||\n",
+       "        this.context.mozBackingStorePixelRatio ||\n",
+       "        this.context.msBackingStorePixelRatio ||\n",
+       "        this.context.oBackingStorePixelRatio ||\n",
+       "        this.context.backingStorePixelRatio ||\n",
+       "        1;\n",
+       "\n",
+       "    this.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
+       "\n",
+       "    var rubberband_canvas = (this.rubberband_canvas = document.createElement(\n",
+       "        'canvas'\n",
+       "    ));\n",
+       "    rubberband_canvas.setAttribute(\n",
+       "        'style',\n",
+       "        'box-sizing: content-box; position: absolute; left: 0; top: 0; z-index: 1;'\n",
+       "    );\n",
+       "\n",
+       "    // Apply a ponyfill if ResizeObserver is not implemented by browser.\n",
+       "    if (this.ResizeObserver === undefined) {\n",
+       "        if (window.ResizeObserver !== undefined) {\n",
+       "            this.ResizeObserver = window.ResizeObserver;\n",
+       "        } else {\n",
+       "            var obs = _JSXTOOLS_RESIZE_OBSERVER({});\n",
+       "            this.ResizeObserver = obs.ResizeObserver;\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    this.resizeObserverInstance = new this.ResizeObserver(function (entries) {\n",
+       "        var nentries = entries.length;\n",
+       "        for (var i = 0; i < nentries; i++) {\n",
+       "            var entry = entries[i];\n",
+       "            var width, height;\n",
+       "            if (entry.contentBoxSize) {\n",
+       "                if (entry.contentBoxSize instanceof Array) {\n",
+       "                    // Chrome 84 implements new version of spec.\n",
+       "                    width = entry.contentBoxSize[0].inlineSize;\n",
+       "                    height = entry.contentBoxSize[0].blockSize;\n",
+       "                } else {\n",
+       "                    // Firefox implements old version of spec.\n",
+       "                    width = entry.contentBoxSize.inlineSize;\n",
+       "                    height = entry.contentBoxSize.blockSize;\n",
+       "                }\n",
+       "            } else {\n",
+       "                // Chrome <84 implements even older version of spec.\n",
+       "                width = entry.contentRect.width;\n",
+       "                height = entry.contentRect.height;\n",
+       "            }\n",
+       "\n",
+       "            // Keep the size of the canvas and rubber band canvas in sync with\n",
+       "            // the canvas container.\n",
+       "            if (entry.devicePixelContentBoxSize) {\n",
+       "                // Chrome 84 implements new version of spec.\n",
+       "                canvas.setAttribute(\n",
+       "                    'width',\n",
+       "                    entry.devicePixelContentBoxSize[0].inlineSize\n",
+       "                );\n",
+       "                canvas.setAttribute(\n",
+       "                    'height',\n",
+       "                    entry.devicePixelContentBoxSize[0].blockSize\n",
+       "                );\n",
+       "            } else {\n",
+       "                canvas.setAttribute('width', width * fig.ratio);\n",
+       "                canvas.setAttribute('height', height * fig.ratio);\n",
+       "            }\n",
+       "            canvas.setAttribute(\n",
+       "                'style',\n",
+       "                'width: ' + width + 'px; height: ' + height + 'px;'\n",
+       "            );\n",
+       "\n",
+       "            rubberband_canvas.setAttribute('width', width);\n",
+       "            rubberband_canvas.setAttribute('height', height);\n",
+       "\n",
+       "            // And update the size in Python. We ignore the initial 0/0 size\n",
+       "            // that occurs as the element is placed into the DOM, which should\n",
+       "            // otherwise not happen due to the minimum size styling.\n",
+       "            if (fig.ws.readyState == 1 && width != 0 && height != 0) {\n",
+       "                fig.request_resize(width, height);\n",
+       "            }\n",
+       "        }\n",
+       "    });\n",
+       "    this.resizeObserverInstance.observe(canvas_div);\n",
+       "\n",
+       "    function on_mouse_event_closure(name) {\n",
+       "        return function (event) {\n",
+       "            return fig.mouse_event(event, name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mousedown',\n",
+       "        on_mouse_event_closure('button_press')\n",
+       "    );\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mouseup',\n",
+       "        on_mouse_event_closure('button_release')\n",
+       "    );\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'dblclick',\n",
+       "        on_mouse_event_closure('dblclick')\n",
+       "    );\n",
+       "    // Throttle sequential mouse events to 1 every 20ms.\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mousemove',\n",
+       "        on_mouse_event_closure('motion_notify')\n",
+       "    );\n",
+       "\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mouseenter',\n",
+       "        on_mouse_event_closure('figure_enter')\n",
+       "    );\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mouseleave',\n",
+       "        on_mouse_event_closure('figure_leave')\n",
+       "    );\n",
+       "\n",
+       "    canvas_div.addEventListener('wheel', function (event) {\n",
+       "        if (event.deltaY < 0) {\n",
+       "            event.step = 1;\n",
+       "        } else {\n",
+       "            event.step = -1;\n",
+       "        }\n",
+       "        on_mouse_event_closure('scroll')(event);\n",
+       "    });\n",
+       "\n",
+       "    canvas_div.appendChild(canvas);\n",
+       "    canvas_div.appendChild(rubberband_canvas);\n",
+       "\n",
+       "    this.rubberband_context = rubberband_canvas.getContext('2d');\n",
+       "    this.rubberband_context.strokeStyle = '#000000';\n",
+       "\n",
+       "    this._resize_canvas = function (width, height, forward) {\n",
+       "        if (forward) {\n",
+       "            canvas_div.style.width = width + 'px';\n",
+       "            canvas_div.style.height = height + 'px';\n",
+       "        }\n",
+       "    };\n",
+       "\n",
+       "    // Disable right mouse context menu.\n",
+       "    this.rubberband_canvas.addEventListener('contextmenu', function (_e) {\n",
+       "        event.preventDefault();\n",
+       "        return false;\n",
+       "    });\n",
+       "\n",
+       "    function set_focus() {\n",
+       "        canvas.focus();\n",
+       "        canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    window.setTimeout(set_focus, 100);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var toolbar = document.createElement('div');\n",
+       "    toolbar.classList = 'mpl-toolbar';\n",
+       "    this.root.appendChild(toolbar);\n",
+       "\n",
+       "    function on_click_closure(name) {\n",
+       "        return function (_event) {\n",
+       "            return fig.toolbar_button_onclick(name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    function on_mouseover_closure(tooltip) {\n",
+       "        return function (event) {\n",
+       "            if (!event.currentTarget.disabled) {\n",
+       "                return fig.toolbar_button_onmouseover(tooltip);\n",
+       "            }\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    fig.buttons = {};\n",
+       "    var buttonGroup = document.createElement('div');\n",
+       "    buttonGroup.classList = 'mpl-button-group';\n",
+       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) {\n",
+       "            /* Instead of a spacer, we start a new button group. */\n",
+       "            if (buttonGroup.hasChildNodes()) {\n",
+       "                toolbar.appendChild(buttonGroup);\n",
+       "            }\n",
+       "            buttonGroup = document.createElement('div');\n",
+       "            buttonGroup.classList = 'mpl-button-group';\n",
+       "            continue;\n",
+       "        }\n",
+       "\n",
+       "        var button = (fig.buttons[name] = document.createElement('button'));\n",
+       "        button.classList = 'mpl-widget';\n",
+       "        button.setAttribute('role', 'button');\n",
+       "        button.setAttribute('aria-disabled', 'false');\n",
+       "        button.addEventListener('click', on_click_closure(method_name));\n",
+       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
+       "\n",
+       "        var icon_img = document.createElement('img');\n",
+       "        icon_img.src = '_images/' + image + '.png';\n",
+       "        icon_img.srcset = '_images/' + image + '_large.png 2x';\n",
+       "        icon_img.alt = tooltip;\n",
+       "        button.appendChild(icon_img);\n",
+       "\n",
+       "        buttonGroup.appendChild(button);\n",
+       "    }\n",
+       "\n",
+       "    if (buttonGroup.hasChildNodes()) {\n",
+       "        toolbar.appendChild(buttonGroup);\n",
+       "    }\n",
+       "\n",
+       "    var fmt_picker = document.createElement('select');\n",
+       "    fmt_picker.classList = 'mpl-widget';\n",
+       "    toolbar.appendChild(fmt_picker);\n",
+       "    this.format_dropdown = fmt_picker;\n",
+       "\n",
+       "    for (var ind in mpl.extensions) {\n",
+       "        var fmt = mpl.extensions[ind];\n",
+       "        var option = document.createElement('option');\n",
+       "        option.selected = fmt === mpl.default_extension;\n",
+       "        option.innerHTML = fmt;\n",
+       "        fmt_picker.appendChild(option);\n",
+       "    }\n",
+       "\n",
+       "    var status_bar = document.createElement('span');\n",
+       "    status_bar.classList = 'mpl-message';\n",
+       "    toolbar.appendChild(status_bar);\n",
+       "    this.message = status_bar;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.request_resize = function (x_pixels, y_pixels) {\n",
+       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
+       "    // which will in turn request a refresh of the image.\n",
+       "    this.send_message('resize', { width: x_pixels, height: y_pixels });\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.send_message = function (type, properties) {\n",
+       "    properties['type'] = type;\n",
+       "    properties['figure_id'] = this.id;\n",
+       "    this.ws.send(JSON.stringify(properties));\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.send_draw_message = function () {\n",
+       "    if (!this.waiting) {\n",
+       "        this.waiting = true;\n",
+       "        this.ws.send(JSON.stringify({ type: 'draw', figure_id: this.id }));\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
+       "    var format_dropdown = fig.format_dropdown;\n",
+       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
+       "    fig.ondownload(fig, format);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_resize = function (fig, msg) {\n",
+       "    var size = msg['size'];\n",
+       "    if (size[0] !== fig.canvas.width || size[1] !== fig.canvas.height) {\n",
+       "        fig._resize_canvas(size[0], size[1], msg['forward']);\n",
+       "        fig.send_message('refresh', {});\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_rubberband = function (fig, msg) {\n",
+       "    var x0 = msg['x0'] / fig.ratio;\n",
+       "    var y0 = (fig.canvas.height - msg['y0']) / fig.ratio;\n",
+       "    var x1 = msg['x1'] / fig.ratio;\n",
+       "    var y1 = (fig.canvas.height - msg['y1']) / fig.ratio;\n",
+       "    x0 = Math.floor(x0) + 0.5;\n",
+       "    y0 = Math.floor(y0) + 0.5;\n",
+       "    x1 = Math.floor(x1) + 0.5;\n",
+       "    y1 = Math.floor(y1) + 0.5;\n",
+       "    var min_x = Math.min(x0, x1);\n",
+       "    var min_y = Math.min(y0, y1);\n",
+       "    var width = Math.abs(x1 - x0);\n",
+       "    var height = Math.abs(y1 - y0);\n",
+       "\n",
+       "    fig.rubberband_context.clearRect(\n",
+       "        0,\n",
+       "        0,\n",
+       "        fig.canvas.width / fig.ratio,\n",
+       "        fig.canvas.height / fig.ratio\n",
+       "    );\n",
+       "\n",
+       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_figure_label = function (fig, msg) {\n",
+       "    // Updates the figure title.\n",
+       "    fig.header.textContent = msg['label'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_cursor = function (fig, msg) {\n",
+       "    fig.rubberband_canvas.style.cursor = msg['cursor'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_message = function (fig, msg) {\n",
+       "    fig.message.textContent = msg['message'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_draw = function (fig, _msg) {\n",
+       "    // Request the server to send over a new figure.\n",
+       "    fig.send_draw_message();\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_image_mode = function (fig, msg) {\n",
+       "    fig.image_mode = msg['mode'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_history_buttons = function (fig, msg) {\n",
+       "    for (var key in msg) {\n",
+       "        if (!(key in fig.buttons)) {\n",
+       "            continue;\n",
+       "        }\n",
+       "        fig.buttons[key].disabled = !msg[key];\n",
+       "        fig.buttons[key].setAttribute('aria-disabled', !msg[key]);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_navigate_mode = function (fig, msg) {\n",
+       "    if (msg['mode'] === 'PAN') {\n",
+       "        fig.buttons['Pan'].classList.add('active');\n",
+       "        fig.buttons['Zoom'].classList.remove('active');\n",
+       "    } else if (msg['mode'] === 'ZOOM') {\n",
+       "        fig.buttons['Pan'].classList.remove('active');\n",
+       "        fig.buttons['Zoom'].classList.add('active');\n",
+       "    } else {\n",
+       "        fig.buttons['Pan'].classList.remove('active');\n",
+       "        fig.buttons['Zoom'].classList.remove('active');\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function () {\n",
+       "    // Called whenever the canvas gets updated.\n",
+       "    this.send_message('ack', {});\n",
+       "};\n",
+       "\n",
+       "// A function to construct a web socket function for onmessage handling.\n",
+       "// Called in the figure constructor.\n",
+       "mpl.figure.prototype._make_on_message_function = function (fig) {\n",
+       "    return function socket_on_message(evt) {\n",
+       "        if (evt.data instanceof Blob) {\n",
+       "            var img = evt.data;\n",
+       "            if (img.type !== 'image/png') {\n",
+       "                /* FIXME: We get \"Resource interpreted as Image but\n",
+       "                 * transferred with MIME type text/plain:\" errors on\n",
+       "                 * Chrome.  But how to set the MIME type?  It doesn't seem\n",
+       "                 * to be part of the websocket stream */\n",
+       "                img.type = 'image/png';\n",
+       "            }\n",
+       "\n",
+       "            /* Free the memory for the previous frames */\n",
+       "            if (fig.imageObj.src) {\n",
+       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
+       "                    fig.imageObj.src\n",
+       "                );\n",
+       "            }\n",
+       "\n",
+       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
+       "                img\n",
+       "            );\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        } else if (\n",
+       "            typeof evt.data === 'string' &&\n",
+       "            evt.data.slice(0, 21) === 'data:image/png;base64'\n",
+       "        ) {\n",
+       "            fig.imageObj.src = evt.data;\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        var msg = JSON.parse(evt.data);\n",
+       "        var msg_type = msg['type'];\n",
+       "\n",
+       "        // Call the  \"handle_{type}\" callback, which takes\n",
+       "        // the figure and JSON message as its only arguments.\n",
+       "        try {\n",
+       "            var callback = fig['handle_' + msg_type];\n",
+       "        } catch (e) {\n",
+       "            console.log(\n",
+       "                \"No handler for the '\" + msg_type + \"' message type: \",\n",
+       "                msg\n",
+       "            );\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        if (callback) {\n",
+       "            try {\n",
+       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
+       "                callback(fig, msg);\n",
+       "            } catch (e) {\n",
+       "                console.log(\n",
+       "                    \"Exception inside the 'handler_\" + msg_type + \"' callback:\",\n",
+       "                    e,\n",
+       "                    e.stack,\n",
+       "                    msg\n",
+       "                );\n",
+       "            }\n",
+       "        }\n",
+       "    };\n",
+       "};\n",
+       "\n",
+       "// from https://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
+       "mpl.findpos = function (e) {\n",
+       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
+       "    var targ;\n",
+       "    if (!e) {\n",
+       "        e = window.event;\n",
+       "    }\n",
+       "    if (e.target) {\n",
+       "        targ = e.target;\n",
+       "    } else if (e.srcElement) {\n",
+       "        targ = e.srcElement;\n",
+       "    }\n",
+       "    if (targ.nodeType === 3) {\n",
+       "        // defeat Safari bug\n",
+       "        targ = targ.parentNode;\n",
+       "    }\n",
+       "\n",
+       "    // pageX,Y are the mouse positions relative to the document\n",
+       "    var boundingRect = targ.getBoundingClientRect();\n",
+       "    var x = e.pageX - (boundingRect.left + document.body.scrollLeft);\n",
+       "    var y = e.pageY - (boundingRect.top + document.body.scrollTop);\n",
+       "\n",
+       "    return { x: x, y: y };\n",
+       "};\n",
+       "\n",
+       "/*\n",
+       " * return a copy of an object with only non-object keys\n",
+       " * we need this to avoid circular references\n",
+       " * https://stackoverflow.com/a/24161582/3208463\n",
+       " */\n",
+       "function simpleKeys(original) {\n",
+       "    return Object.keys(original).reduce(function (obj, key) {\n",
+       "        if (typeof original[key] !== 'object') {\n",
+       "            obj[key] = original[key];\n",
+       "        }\n",
+       "        return obj;\n",
+       "    }, {});\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.mouse_event = function (event, name) {\n",
+       "    var canvas_pos = mpl.findpos(event);\n",
+       "\n",
+       "    if (name === 'button_press') {\n",
+       "        this.canvas.focus();\n",
+       "        this.canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    var x = canvas_pos.x * this.ratio;\n",
+       "    var y = canvas_pos.y * this.ratio;\n",
+       "\n",
+       "    this.send_message(name, {\n",
+       "        x: x,\n",
+       "        y: y,\n",
+       "        button: event.button,\n",
+       "        step: event.step,\n",
+       "        guiEvent: simpleKeys(event),\n",
+       "    });\n",
+       "\n",
+       "    /* This prevents the web browser from automatically changing to\n",
+       "     * the text insertion cursor when the button is pressed.  We want\n",
+       "     * to control all of the cursor setting manually through the\n",
+       "     * 'cursor' event from matplotlib */\n",
+       "    event.preventDefault();\n",
+       "    return false;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function (_event, _name) {\n",
+       "    // Handle any extra behaviour associated with a key event\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.key_event = function (event, name) {\n",
+       "    // Prevent repeat events\n",
+       "    if (name === 'key_press') {\n",
+       "        if (event.key === this._key) {\n",
+       "            return;\n",
+       "        } else {\n",
+       "            this._key = event.key;\n",
+       "        }\n",
+       "    }\n",
+       "    if (name === 'key_release') {\n",
+       "        this._key = null;\n",
+       "    }\n",
+       "\n",
+       "    var value = '';\n",
+       "    if (event.ctrlKey && event.key !== 'Control') {\n",
+       "        value += 'ctrl+';\n",
+       "    }\n",
+       "    else if (event.altKey && event.key !== 'Alt') {\n",
+       "        value += 'alt+';\n",
+       "    }\n",
+       "    else if (event.shiftKey && event.key !== 'Shift') {\n",
+       "        value += 'shift+';\n",
+       "    }\n",
+       "\n",
+       "    value += 'k' + event.key;\n",
+       "\n",
+       "    this._key_event_extra(event, name);\n",
+       "\n",
+       "    this.send_message(name, { key: value, guiEvent: simpleKeys(event) });\n",
+       "    return false;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onclick = function (name) {\n",
+       "    if (name === 'download') {\n",
+       "        this.handle_save(this, null);\n",
+       "    } else {\n",
+       "        this.send_message('toolbar_button', { name: name });\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onmouseover = function (tooltip) {\n",
+       "    this.message.textContent = tooltip;\n",
+       "};\n",
+       "\n",
+       "///////////////// REMAINING CONTENT GENERATED BY embed_js.py /////////////////\n",
+       "// prettier-ignore\n",
+       "var _JSXTOOLS_RESIZE_OBSERVER=function(A){var t,i=new WeakMap,n=new WeakMap,a=new WeakMap,r=new WeakMap,o=new Set;function s(e){if(!(this instanceof s))throw new TypeError(\"Constructor requires 'new' operator\");i.set(this,e)}function h(){throw new TypeError(\"Function is not a constructor\")}function c(e,t,i,n){e=0 in arguments?Number(arguments[0]):0,t=1 in arguments?Number(arguments[1]):0,i=2 in arguments?Number(arguments[2]):0,n=3 in arguments?Number(arguments[3]):0,this.right=(this.x=this.left=e)+(this.width=i),this.bottom=(this.y=this.top=t)+(this.height=n),Object.freeze(this)}function d(){t=requestAnimationFrame(d);var s=new WeakMap,p=new Set;o.forEach((function(t){r.get(t).forEach((function(i){var r=t instanceof window.SVGElement,o=a.get(t),d=r?0:parseFloat(o.paddingTop),f=r?0:parseFloat(o.paddingRight),l=r?0:parseFloat(o.paddingBottom),u=r?0:parseFloat(o.paddingLeft),g=r?0:parseFloat(o.borderTopWidth),m=r?0:parseFloat(o.borderRightWidth),w=r?0:parseFloat(o.borderBottomWidth),b=u+f,F=d+l,v=(r?0:parseFloat(o.borderLeftWidth))+m,W=g+w,y=r?0:t.offsetHeight-W-t.clientHeight,E=r?0:t.offsetWidth-v-t.clientWidth,R=b+v,z=F+W,M=r?t.width:parseFloat(o.width)-R-E,O=r?t.height:parseFloat(o.height)-z-y;if(n.has(t)){var k=n.get(t);if(k[0]===M&&k[1]===O)return}n.set(t,[M,O]);var S=Object.create(h.prototype);S.target=t,S.contentRect=new c(u,d,M,O),s.has(i)||(s.set(i,[]),p.add(i)),s.get(i).push(S)}))})),p.forEach((function(e){i.get(e).call(e,s.get(e),e)}))}return s.prototype.observe=function(i){if(i instanceof window.Element){r.has(i)||(r.set(i,new Set),o.add(i),a.set(i,window.getComputedStyle(i)));var n=r.get(i);n.has(this)||n.add(this),cancelAnimationFrame(t),t=requestAnimationFrame(d)}},s.prototype.unobserve=function(i){if(i instanceof window.Element&&r.has(i)){var n=r.get(i);n.has(this)&&(n.delete(this),n.size||(r.delete(i),o.delete(i))),n.size||r.delete(i),o.size||cancelAnimationFrame(t)}},A.DOMRectReadOnly=c,A.ResizeObserver=s,A.ResizeObserverEntry=h,A}; // eslint-disable-line\n",
+       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Left button pans, Right button zooms\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\\nx/y fixes axis\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
+       "\n",
+       "mpl.extensions = [\"eps\", \"jpeg\", \"pgf\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
+       "\n",
+       "mpl.default_extension = \"png\";/* global mpl */\n",
+       "\n",
+       "var comm_websocket_adapter = function (comm) {\n",
+       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
+       "    // object with the appropriate methods. Currently this is a non binary\n",
+       "    // socket, so there is still some room for performance tuning.\n",
+       "    var ws = {};\n",
+       "\n",
+       "    ws.binaryType = comm.kernel.ws.binaryType;\n",
+       "    ws.readyState = comm.kernel.ws.readyState;\n",
+       "    function updateReadyState(_event) {\n",
+       "        if (comm.kernel.ws) {\n",
+       "            ws.readyState = comm.kernel.ws.readyState;\n",
+       "        } else {\n",
+       "            ws.readyState = 3; // Closed state.\n",
+       "        }\n",
+       "    }\n",
+       "    comm.kernel.ws.addEventListener('open', updateReadyState);\n",
+       "    comm.kernel.ws.addEventListener('close', updateReadyState);\n",
+       "    comm.kernel.ws.addEventListener('error', updateReadyState);\n",
+       "\n",
+       "    ws.close = function () {\n",
+       "        comm.close();\n",
+       "    };\n",
+       "    ws.send = function (m) {\n",
+       "        //console.log('sending', m);\n",
+       "        comm.send(m);\n",
+       "    };\n",
+       "    // Register the callback with on_msg.\n",
+       "    comm.on_msg(function (msg) {\n",
+       "        //console.log('receiving', msg['content']['data'], msg);\n",
+       "        var data = msg['content']['data'];\n",
+       "        if (data['blob'] !== undefined) {\n",
+       "            data = {\n",
+       "                data: new Blob(msg['buffers'], { type: data['blob'] }),\n",
+       "            };\n",
+       "        }\n",
+       "        // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
+       "        ws.onmessage(data);\n",
+       "    });\n",
+       "    return ws;\n",
+       "};\n",
+       "\n",
+       "mpl.mpl_figure_comm = function (comm, msg) {\n",
+       "    // This is the function which gets called when the mpl process\n",
+       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
+       "\n",
+       "    var id = msg.content.data.id;\n",
+       "    // Get hold of the div created by the display call when the Comm\n",
+       "    // socket was opened in Python.\n",
+       "    var element = document.getElementById(id);\n",
+       "    var ws_proxy = comm_websocket_adapter(comm);\n",
+       "\n",
+       "    function ondownload(figure, _format) {\n",
+       "        window.open(figure.canvas.toDataURL());\n",
+       "    }\n",
+       "\n",
+       "    var fig = new mpl.figure(id, ws_proxy, ondownload, element);\n",
+       "\n",
+       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
+       "    // web socket which is closed, not our websocket->open comm proxy.\n",
+       "    ws_proxy.onopen();\n",
+       "\n",
+       "    fig.parent_element = element;\n",
+       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
+       "    if (!fig.cell_info) {\n",
+       "        console.error('Failed to find cell for figure', id, fig);\n",
+       "        return;\n",
+       "    }\n",
+       "    fig.cell_info[0].output_area.element.on(\n",
+       "        'cleared',\n",
+       "        { fig: fig },\n",
+       "        fig._remove_fig_handler\n",
+       "    );\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_close = function (fig, msg) {\n",
+       "    var width = fig.canvas.width / fig.ratio;\n",
+       "    fig.cell_info[0].output_area.element.off(\n",
+       "        'cleared',\n",
+       "        fig._remove_fig_handler\n",
+       "    );\n",
+       "    fig.resizeObserverInstance.unobserve(fig.canvas_div);\n",
+       "\n",
+       "    // Update the output cell to use the data from the current canvas.\n",
+       "    fig.push_to_output();\n",
+       "    var dataURL = fig.canvas.toDataURL();\n",
+       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
+       "    // the notebook keyboard shortcuts fail.\n",
+       "    IPython.keyboard_manager.enable();\n",
+       "    fig.parent_element.innerHTML =\n",
+       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
+       "    fig.close_ws(fig, msg);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.close_ws = function (fig, msg) {\n",
+       "    fig.send_message('closing', msg);\n",
+       "    // fig.ws.close()\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.push_to_output = function (_remove_interactive) {\n",
+       "    // Turn the data on the canvas into data in the output cell.\n",
+       "    var width = this.canvas.width / this.ratio;\n",
+       "    var dataURL = this.canvas.toDataURL();\n",
+       "    this.cell_info[1]['text/html'] =\n",
+       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function () {\n",
+       "    // Tell IPython that the notebook contents must change.\n",
+       "    IPython.notebook.set_dirty(true);\n",
+       "    this.send_message('ack', {});\n",
+       "    var fig = this;\n",
+       "    // Wait a second, then push the new image to the DOM so\n",
+       "    // that it is saved nicely (might be nice to debounce this).\n",
+       "    setTimeout(function () {\n",
+       "        fig.push_to_output();\n",
+       "    }, 1000);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var toolbar = document.createElement('div');\n",
+       "    toolbar.classList = 'btn-toolbar';\n",
+       "    this.root.appendChild(toolbar);\n",
+       "\n",
+       "    function on_click_closure(name) {\n",
+       "        return function (_event) {\n",
+       "            return fig.toolbar_button_onclick(name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    function on_mouseover_closure(tooltip) {\n",
+       "        return function (event) {\n",
+       "            if (!event.currentTarget.disabled) {\n",
+       "                return fig.toolbar_button_onmouseover(tooltip);\n",
+       "            }\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    fig.buttons = {};\n",
+       "    var buttonGroup = document.createElement('div');\n",
+       "    buttonGroup.classList = 'btn-group';\n",
+       "    var button;\n",
+       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) {\n",
+       "            /* Instead of a spacer, we start a new button group. */\n",
+       "            if (buttonGroup.hasChildNodes()) {\n",
+       "                toolbar.appendChild(buttonGroup);\n",
+       "            }\n",
+       "            buttonGroup = document.createElement('div');\n",
+       "            buttonGroup.classList = 'btn-group';\n",
+       "            continue;\n",
+       "        }\n",
+       "\n",
+       "        button = fig.buttons[name] = document.createElement('button');\n",
+       "        button.classList = 'btn btn-default';\n",
+       "        button.href = '#';\n",
+       "        button.title = name;\n",
+       "        button.innerHTML = '<i class=\"fa ' + image + ' fa-lg\"></i>';\n",
+       "        button.addEventListener('click', on_click_closure(method_name));\n",
+       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
+       "        buttonGroup.appendChild(button);\n",
+       "    }\n",
+       "\n",
+       "    if (buttonGroup.hasChildNodes()) {\n",
+       "        toolbar.appendChild(buttonGroup);\n",
+       "    }\n",
+       "\n",
+       "    // Add the status bar.\n",
+       "    var status_bar = document.createElement('span');\n",
+       "    status_bar.classList = 'mpl-message pull-right';\n",
+       "    toolbar.appendChild(status_bar);\n",
+       "    this.message = status_bar;\n",
+       "\n",
+       "    // Add the close button to the window.\n",
+       "    var buttongrp = document.createElement('div');\n",
+       "    buttongrp.classList = 'btn-group inline pull-right';\n",
+       "    button = document.createElement('button');\n",
+       "    button.classList = 'btn btn-mini btn-primary';\n",
+       "    button.href = '#';\n",
+       "    button.title = 'Stop Interaction';\n",
+       "    button.innerHTML = '<i class=\"fa fa-power-off icon-remove icon-large\"></i>';\n",
+       "    button.addEventListener('click', function (_evt) {\n",
+       "        fig.handle_close(fig, {});\n",
+       "    });\n",
+       "    button.addEventListener(\n",
+       "        'mouseover',\n",
+       "        on_mouseover_closure('Stop Interaction')\n",
+       "    );\n",
+       "    buttongrp.appendChild(button);\n",
+       "    var titlebar = this.root.querySelector('.ui-dialog-titlebar');\n",
+       "    titlebar.insertBefore(buttongrp, titlebar.firstChild);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._remove_fig_handler = function (event) {\n",
+       "    var fig = event.data.fig;\n",
+       "    if (event.target !== this) {\n",
+       "        // Ignore bubbled events from children.\n",
+       "        return;\n",
+       "    }\n",
+       "    fig.close_ws(fig, {});\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function (el) {\n",
+       "    el.style.boxSizing = 'content-box'; // override notebook setting of border-box.\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function (el) {\n",
+       "    // this is important to make the div 'focusable\n",
+       "    el.setAttribute('tabindex', 0);\n",
+       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
+       "    // off when our div gets focus\n",
+       "\n",
+       "    // location in version 3\n",
+       "    if (IPython.notebook.keyboard_manager) {\n",
+       "        IPython.notebook.keyboard_manager.register_events(el);\n",
+       "    } else {\n",
+       "        // location in version 2\n",
+       "        IPython.keyboard_manager.register_events(el);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function (event, _name) {\n",
+       "    // Check for shift+enter\n",
+       "    if (event.shiftKey && event.which === 13) {\n",
+       "        this.canvas_div.blur();\n",
+       "        // select the cell after this one\n",
+       "        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
+       "        IPython.notebook.select(index + 1);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
+       "    fig.ondownload(fig, null);\n",
+       "};\n",
+       "\n",
+       "mpl.find_output_cell = function (html_output) {\n",
+       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
+       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
+       "    // IPython event is triggered only after the cells have been serialised, which for\n",
+       "    // our purposes (turning an active figure into a static one), is too late.\n",
+       "    var cells = IPython.notebook.get_cells();\n",
+       "    var ncells = cells.length;\n",
+       "    for (var i = 0; i < ncells; i++) {\n",
+       "        var cell = cells[i];\n",
+       "        if (cell.cell_type === 'code') {\n",
+       "            for (var j = 0; j < cell.output_area.outputs.length; j++) {\n",
+       "                var data = cell.output_area.outputs[j];\n",
+       "                if (data.data) {\n",
+       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
+       "                    data = data.data;\n",
+       "                }\n",
+       "                if (data['text/html'] === html_output) {\n",
+       "                    return [cell, data, j];\n",
+       "                }\n",
+       "            }\n",
+       "        }\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "// Register the function which deals with the matplotlib target/channel.\n",
+       "// The kernel may be null if the page has been refreshed.\n",
+       "if (IPython.notebook.kernel !== null) {\n",
+       "    IPython.notebook.kernel.comm_manager.register_target(\n",
+       "        'matplotlib',\n",
+       "        mpl.mpl_figure_comm\n",
+       "    );\n",
+       "}\n"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Javascript object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<img 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\" width=\"640\">"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/javascript": [
+       "/* Put everything inside the global mpl namespace */\n",
+       "/* global mpl */\n",
+       "window.mpl = {};\n",
+       "\n",
+       "mpl.get_websocket_type = function () {\n",
+       "    if (typeof WebSocket !== 'undefined') {\n",
+       "        return WebSocket;\n",
+       "    } else if (typeof MozWebSocket !== 'undefined') {\n",
+       "        return MozWebSocket;\n",
+       "    } else {\n",
+       "        alert(\n",
+       "            'Your browser does not have WebSocket support. ' +\n",
+       "                'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
+       "                'Firefox 4 and 5 are also supported but you ' +\n",
+       "                'have to enable WebSockets in about:config.'\n",
+       "        );\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure = function (figure_id, websocket, ondownload, parent_element) {\n",
+       "    this.id = figure_id;\n",
+       "\n",
+       "    this.ws = websocket;\n",
+       "\n",
+       "    this.supports_binary = this.ws.binaryType !== undefined;\n",
+       "\n",
+       "    if (!this.supports_binary) {\n",
+       "        var warnings = document.getElementById('mpl-warnings');\n",
+       "        if (warnings) {\n",
+       "            warnings.style.display = 'block';\n",
+       "            warnings.textContent =\n",
+       "                'This browser does not support binary websocket messages. ' +\n",
+       "                'Performance may be slow.';\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    this.imageObj = new Image();\n",
+       "\n",
+       "    this.context = undefined;\n",
+       "    this.message = undefined;\n",
+       "    this.canvas = undefined;\n",
+       "    this.rubberband_canvas = undefined;\n",
+       "    this.rubberband_context = undefined;\n",
+       "    this.format_dropdown = undefined;\n",
+       "\n",
+       "    this.image_mode = 'full';\n",
+       "\n",
+       "    this.root = document.createElement('div');\n",
+       "    this.root.setAttribute('style', 'display: inline-block');\n",
+       "    this._root_extra_style(this.root);\n",
+       "\n",
+       "    parent_element.appendChild(this.root);\n",
+       "\n",
+       "    this._init_header(this);\n",
+       "    this._init_canvas(this);\n",
+       "    this._init_toolbar(this);\n",
+       "\n",
+       "    var fig = this;\n",
+       "\n",
+       "    this.waiting = false;\n",
+       "\n",
+       "    this.ws.onopen = function () {\n",
+       "        fig.send_message('supports_binary', { value: fig.supports_binary });\n",
+       "        fig.send_message('send_image_mode', {});\n",
+       "        if (fig.ratio !== 1) {\n",
+       "            fig.send_message('set_device_pixel_ratio', {\n",
+       "                device_pixel_ratio: fig.ratio,\n",
+       "            });\n",
+       "        }\n",
+       "        fig.send_message('refresh', {});\n",
+       "    };\n",
+       "\n",
+       "    this.imageObj.onload = function () {\n",
+       "        if (fig.image_mode === 'full') {\n",
+       "            // Full images could contain transparency (where diff images\n",
+       "            // almost always do), so we need to clear the canvas so that\n",
+       "            // there is no ghosting.\n",
+       "            fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
+       "        }\n",
+       "        fig.context.drawImage(fig.imageObj, 0, 0);\n",
+       "    };\n",
+       "\n",
+       "    this.imageObj.onunload = function () {\n",
+       "        fig.ws.close();\n",
+       "    };\n",
+       "\n",
+       "    this.ws.onmessage = this._make_on_message_function(this);\n",
+       "\n",
+       "    this.ondownload = ondownload;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_header = function () {\n",
+       "    var titlebar = document.createElement('div');\n",
+       "    titlebar.classList =\n",
+       "        'ui-dialog-titlebar ui-widget-header ui-corner-all ui-helper-clearfix';\n",
+       "    var titletext = document.createElement('div');\n",
+       "    titletext.classList = 'ui-dialog-title';\n",
+       "    titletext.setAttribute(\n",
+       "        'style',\n",
+       "        'width: 100%; text-align: center; padding: 3px;'\n",
+       "    );\n",
+       "    titlebar.appendChild(titletext);\n",
+       "    this.root.appendChild(titlebar);\n",
+       "    this.header = titletext;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function (_canvas_div) {};\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function (_canvas_div) {};\n",
+       "\n",
+       "mpl.figure.prototype._init_canvas = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var canvas_div = (this.canvas_div = document.createElement('div'));\n",
+       "    canvas_div.setAttribute(\n",
+       "        'style',\n",
+       "        'border: 1px solid #ddd;' +\n",
+       "            'box-sizing: content-box;' +\n",
+       "            'clear: both;' +\n",
+       "            'min-height: 1px;' +\n",
+       "            'min-width: 1px;' +\n",
+       "            'outline: 0;' +\n",
+       "            'overflow: hidden;' +\n",
+       "            'position: relative;' +\n",
+       "            'resize: both;'\n",
+       "    );\n",
+       "\n",
+       "    function on_keyboard_event_closure(name) {\n",
+       "        return function (event) {\n",
+       "            return fig.key_event(event, name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    canvas_div.addEventListener(\n",
+       "        'keydown',\n",
+       "        on_keyboard_event_closure('key_press')\n",
+       "    );\n",
+       "    canvas_div.addEventListener(\n",
+       "        'keyup',\n",
+       "        on_keyboard_event_closure('key_release')\n",
+       "    );\n",
+       "\n",
+       "    this._canvas_extra_style(canvas_div);\n",
+       "    this.root.appendChild(canvas_div);\n",
+       "\n",
+       "    var canvas = (this.canvas = document.createElement('canvas'));\n",
+       "    canvas.classList.add('mpl-canvas');\n",
+       "    canvas.setAttribute('style', 'box-sizing: content-box;');\n",
+       "\n",
+       "    this.context = canvas.getContext('2d');\n",
+       "\n",
+       "    var backingStore =\n",
+       "        this.context.backingStorePixelRatio ||\n",
+       "        this.context.webkitBackingStorePixelRatio ||\n",
+       "        this.context.mozBackingStorePixelRatio ||\n",
+       "        this.context.msBackingStorePixelRatio ||\n",
+       "        this.context.oBackingStorePixelRatio ||\n",
+       "        this.context.backingStorePixelRatio ||\n",
+       "        1;\n",
+       "\n",
+       "    this.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
+       "\n",
+       "    var rubberband_canvas = (this.rubberband_canvas = document.createElement(\n",
+       "        'canvas'\n",
+       "    ));\n",
+       "    rubberband_canvas.setAttribute(\n",
+       "        'style',\n",
+       "        'box-sizing: content-box; position: absolute; left: 0; top: 0; z-index: 1;'\n",
+       "    );\n",
+       "\n",
+       "    // Apply a ponyfill if ResizeObserver is not implemented by browser.\n",
+       "    if (this.ResizeObserver === undefined) {\n",
+       "        if (window.ResizeObserver !== undefined) {\n",
+       "            this.ResizeObserver = window.ResizeObserver;\n",
+       "        } else {\n",
+       "            var obs = _JSXTOOLS_RESIZE_OBSERVER({});\n",
+       "            this.ResizeObserver = obs.ResizeObserver;\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    this.resizeObserverInstance = new this.ResizeObserver(function (entries) {\n",
+       "        var nentries = entries.length;\n",
+       "        for (var i = 0; i < nentries; i++) {\n",
+       "            var entry = entries[i];\n",
+       "            var width, height;\n",
+       "            if (entry.contentBoxSize) {\n",
+       "                if (entry.contentBoxSize instanceof Array) {\n",
+       "                    // Chrome 84 implements new version of spec.\n",
+       "                    width = entry.contentBoxSize[0].inlineSize;\n",
+       "                    height = entry.contentBoxSize[0].blockSize;\n",
+       "                } else {\n",
+       "                    // Firefox implements old version of spec.\n",
+       "                    width = entry.contentBoxSize.inlineSize;\n",
+       "                    height = entry.contentBoxSize.blockSize;\n",
+       "                }\n",
+       "            } else {\n",
+       "                // Chrome <84 implements even older version of spec.\n",
+       "                width = entry.contentRect.width;\n",
+       "                height = entry.contentRect.height;\n",
+       "            }\n",
+       "\n",
+       "            // Keep the size of the canvas and rubber band canvas in sync with\n",
+       "            // the canvas container.\n",
+       "            if (entry.devicePixelContentBoxSize) {\n",
+       "                // Chrome 84 implements new version of spec.\n",
+       "                canvas.setAttribute(\n",
+       "                    'width',\n",
+       "                    entry.devicePixelContentBoxSize[0].inlineSize\n",
+       "                );\n",
+       "                canvas.setAttribute(\n",
+       "                    'height',\n",
+       "                    entry.devicePixelContentBoxSize[0].blockSize\n",
+       "                );\n",
+       "            } else {\n",
+       "                canvas.setAttribute('width', width * fig.ratio);\n",
+       "                canvas.setAttribute('height', height * fig.ratio);\n",
+       "            }\n",
+       "            canvas.setAttribute(\n",
+       "                'style',\n",
+       "                'width: ' + width + 'px; height: ' + height + 'px;'\n",
+       "            );\n",
+       "\n",
+       "            rubberband_canvas.setAttribute('width', width);\n",
+       "            rubberband_canvas.setAttribute('height', height);\n",
+       "\n",
+       "            // And update the size in Python. We ignore the initial 0/0 size\n",
+       "            // that occurs as the element is placed into the DOM, which should\n",
+       "            // otherwise not happen due to the minimum size styling.\n",
+       "            if (fig.ws.readyState == 1 && width != 0 && height != 0) {\n",
+       "                fig.request_resize(width, height);\n",
+       "            }\n",
+       "        }\n",
+       "    });\n",
+       "    this.resizeObserverInstance.observe(canvas_div);\n",
+       "\n",
+       "    function on_mouse_event_closure(name) {\n",
+       "        return function (event) {\n",
+       "            return fig.mouse_event(event, name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mousedown',\n",
+       "        on_mouse_event_closure('button_press')\n",
+       "    );\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mouseup',\n",
+       "        on_mouse_event_closure('button_release')\n",
+       "    );\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'dblclick',\n",
+       "        on_mouse_event_closure('dblclick')\n",
+       "    );\n",
+       "    // Throttle sequential mouse events to 1 every 20ms.\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mousemove',\n",
+       "        on_mouse_event_closure('motion_notify')\n",
+       "    );\n",
+       "\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mouseenter',\n",
+       "        on_mouse_event_closure('figure_enter')\n",
+       "    );\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mouseleave',\n",
+       "        on_mouse_event_closure('figure_leave')\n",
+       "    );\n",
+       "\n",
+       "    canvas_div.addEventListener('wheel', function (event) {\n",
+       "        if (event.deltaY < 0) {\n",
+       "            event.step = 1;\n",
+       "        } else {\n",
+       "            event.step = -1;\n",
+       "        }\n",
+       "        on_mouse_event_closure('scroll')(event);\n",
+       "    });\n",
+       "\n",
+       "    canvas_div.appendChild(canvas);\n",
+       "    canvas_div.appendChild(rubberband_canvas);\n",
+       "\n",
+       "    this.rubberband_context = rubberband_canvas.getContext('2d');\n",
+       "    this.rubberband_context.strokeStyle = '#000000';\n",
+       "\n",
+       "    this._resize_canvas = function (width, height, forward) {\n",
+       "        if (forward) {\n",
+       "            canvas_div.style.width = width + 'px';\n",
+       "            canvas_div.style.height = height + 'px';\n",
+       "        }\n",
+       "    };\n",
+       "\n",
+       "    // Disable right mouse context menu.\n",
+       "    this.rubberband_canvas.addEventListener('contextmenu', function (_e) {\n",
+       "        event.preventDefault();\n",
+       "        return false;\n",
+       "    });\n",
+       "\n",
+       "    function set_focus() {\n",
+       "        canvas.focus();\n",
+       "        canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    window.setTimeout(set_focus, 100);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var toolbar = document.createElement('div');\n",
+       "    toolbar.classList = 'mpl-toolbar';\n",
+       "    this.root.appendChild(toolbar);\n",
+       "\n",
+       "    function on_click_closure(name) {\n",
+       "        return function (_event) {\n",
+       "            return fig.toolbar_button_onclick(name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    function on_mouseover_closure(tooltip) {\n",
+       "        return function (event) {\n",
+       "            if (!event.currentTarget.disabled) {\n",
+       "                return fig.toolbar_button_onmouseover(tooltip);\n",
+       "            }\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    fig.buttons = {};\n",
+       "    var buttonGroup = document.createElement('div');\n",
+       "    buttonGroup.classList = 'mpl-button-group';\n",
+       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) {\n",
+       "            /* Instead of a spacer, we start a new button group. */\n",
+       "            if (buttonGroup.hasChildNodes()) {\n",
+       "                toolbar.appendChild(buttonGroup);\n",
+       "            }\n",
+       "            buttonGroup = document.createElement('div');\n",
+       "            buttonGroup.classList = 'mpl-button-group';\n",
+       "            continue;\n",
+       "        }\n",
+       "\n",
+       "        var button = (fig.buttons[name] = document.createElement('button'));\n",
+       "        button.classList = 'mpl-widget';\n",
+       "        button.setAttribute('role', 'button');\n",
+       "        button.setAttribute('aria-disabled', 'false');\n",
+       "        button.addEventListener('click', on_click_closure(method_name));\n",
+       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
+       "\n",
+       "        var icon_img = document.createElement('img');\n",
+       "        icon_img.src = '_images/' + image + '.png';\n",
+       "        icon_img.srcset = '_images/' + image + '_large.png 2x';\n",
+       "        icon_img.alt = tooltip;\n",
+       "        button.appendChild(icon_img);\n",
+       "\n",
+       "        buttonGroup.appendChild(button);\n",
+       "    }\n",
+       "\n",
+       "    if (buttonGroup.hasChildNodes()) {\n",
+       "        toolbar.appendChild(buttonGroup);\n",
+       "    }\n",
+       "\n",
+       "    var fmt_picker = document.createElement('select');\n",
+       "    fmt_picker.classList = 'mpl-widget';\n",
+       "    toolbar.appendChild(fmt_picker);\n",
+       "    this.format_dropdown = fmt_picker;\n",
+       "\n",
+       "    for (var ind in mpl.extensions) {\n",
+       "        var fmt = mpl.extensions[ind];\n",
+       "        var option = document.createElement('option');\n",
+       "        option.selected = fmt === mpl.default_extension;\n",
+       "        option.innerHTML = fmt;\n",
+       "        fmt_picker.appendChild(option);\n",
+       "    }\n",
+       "\n",
+       "    var status_bar = document.createElement('span');\n",
+       "    status_bar.classList = 'mpl-message';\n",
+       "    toolbar.appendChild(status_bar);\n",
+       "    this.message = status_bar;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.request_resize = function (x_pixels, y_pixels) {\n",
+       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
+       "    // which will in turn request a refresh of the image.\n",
+       "    this.send_message('resize', { width: x_pixels, height: y_pixels });\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.send_message = function (type, properties) {\n",
+       "    properties['type'] = type;\n",
+       "    properties['figure_id'] = this.id;\n",
+       "    this.ws.send(JSON.stringify(properties));\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.send_draw_message = function () {\n",
+       "    if (!this.waiting) {\n",
+       "        this.waiting = true;\n",
+       "        this.ws.send(JSON.stringify({ type: 'draw', figure_id: this.id }));\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
+       "    var format_dropdown = fig.format_dropdown;\n",
+       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
+       "    fig.ondownload(fig, format);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_resize = function (fig, msg) {\n",
+       "    var size = msg['size'];\n",
+       "    if (size[0] !== fig.canvas.width || size[1] !== fig.canvas.height) {\n",
+       "        fig._resize_canvas(size[0], size[1], msg['forward']);\n",
+       "        fig.send_message('refresh', {});\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_rubberband = function (fig, msg) {\n",
+       "    var x0 = msg['x0'] / fig.ratio;\n",
+       "    var y0 = (fig.canvas.height - msg['y0']) / fig.ratio;\n",
+       "    var x1 = msg['x1'] / fig.ratio;\n",
+       "    var y1 = (fig.canvas.height - msg['y1']) / fig.ratio;\n",
+       "    x0 = Math.floor(x0) + 0.5;\n",
+       "    y0 = Math.floor(y0) + 0.5;\n",
+       "    x1 = Math.floor(x1) + 0.5;\n",
+       "    y1 = Math.floor(y1) + 0.5;\n",
+       "    var min_x = Math.min(x0, x1);\n",
+       "    var min_y = Math.min(y0, y1);\n",
+       "    var width = Math.abs(x1 - x0);\n",
+       "    var height = Math.abs(y1 - y0);\n",
+       "\n",
+       "    fig.rubberband_context.clearRect(\n",
+       "        0,\n",
+       "        0,\n",
+       "        fig.canvas.width / fig.ratio,\n",
+       "        fig.canvas.height / fig.ratio\n",
+       "    );\n",
+       "\n",
+       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_figure_label = function (fig, msg) {\n",
+       "    // Updates the figure title.\n",
+       "    fig.header.textContent = msg['label'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_cursor = function (fig, msg) {\n",
+       "    fig.rubberband_canvas.style.cursor = msg['cursor'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_message = function (fig, msg) {\n",
+       "    fig.message.textContent = msg['message'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_draw = function (fig, _msg) {\n",
+       "    // Request the server to send over a new figure.\n",
+       "    fig.send_draw_message();\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_image_mode = function (fig, msg) {\n",
+       "    fig.image_mode = msg['mode'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_history_buttons = function (fig, msg) {\n",
+       "    for (var key in msg) {\n",
+       "        if (!(key in fig.buttons)) {\n",
+       "            continue;\n",
+       "        }\n",
+       "        fig.buttons[key].disabled = !msg[key];\n",
+       "        fig.buttons[key].setAttribute('aria-disabled', !msg[key]);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_navigate_mode = function (fig, msg) {\n",
+       "    if (msg['mode'] === 'PAN') {\n",
+       "        fig.buttons['Pan'].classList.add('active');\n",
+       "        fig.buttons['Zoom'].classList.remove('active');\n",
+       "    } else if (msg['mode'] === 'ZOOM') {\n",
+       "        fig.buttons['Pan'].classList.remove('active');\n",
+       "        fig.buttons['Zoom'].classList.add('active');\n",
+       "    } else {\n",
+       "        fig.buttons['Pan'].classList.remove('active');\n",
+       "        fig.buttons['Zoom'].classList.remove('active');\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function () {\n",
+       "    // Called whenever the canvas gets updated.\n",
+       "    this.send_message('ack', {});\n",
+       "};\n",
+       "\n",
+       "// A function to construct a web socket function for onmessage handling.\n",
+       "// Called in the figure constructor.\n",
+       "mpl.figure.prototype._make_on_message_function = function (fig) {\n",
+       "    return function socket_on_message(evt) {\n",
+       "        if (evt.data instanceof Blob) {\n",
+       "            var img = evt.data;\n",
+       "            if (img.type !== 'image/png') {\n",
+       "                /* FIXME: We get \"Resource interpreted as Image but\n",
+       "                 * transferred with MIME type text/plain:\" errors on\n",
+       "                 * Chrome.  But how to set the MIME type?  It doesn't seem\n",
+       "                 * to be part of the websocket stream */\n",
+       "                img.type = 'image/png';\n",
+       "            }\n",
+       "\n",
+       "            /* Free the memory for the previous frames */\n",
+       "            if (fig.imageObj.src) {\n",
+       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
+       "                    fig.imageObj.src\n",
+       "                );\n",
+       "            }\n",
+       "\n",
+       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
+       "                img\n",
+       "            );\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        } else if (\n",
+       "            typeof evt.data === 'string' &&\n",
+       "            evt.data.slice(0, 21) === 'data:image/png;base64'\n",
+       "        ) {\n",
+       "            fig.imageObj.src = evt.data;\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        var msg = JSON.parse(evt.data);\n",
+       "        var msg_type = msg['type'];\n",
+       "\n",
+       "        // Call the  \"handle_{type}\" callback, which takes\n",
+       "        // the figure and JSON message as its only arguments.\n",
+       "        try {\n",
+       "            var callback = fig['handle_' + msg_type];\n",
+       "        } catch (e) {\n",
+       "            console.log(\n",
+       "                \"No handler for the '\" + msg_type + \"' message type: \",\n",
+       "                msg\n",
+       "            );\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        if (callback) {\n",
+       "            try {\n",
+       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
+       "                callback(fig, msg);\n",
+       "            } catch (e) {\n",
+       "                console.log(\n",
+       "                    \"Exception inside the 'handler_\" + msg_type + \"' callback:\",\n",
+       "                    e,\n",
+       "                    e.stack,\n",
+       "                    msg\n",
+       "                );\n",
+       "            }\n",
+       "        }\n",
+       "    };\n",
+       "};\n",
+       "\n",
+       "// from https://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
+       "mpl.findpos = function (e) {\n",
+       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
+       "    var targ;\n",
+       "    if (!e) {\n",
+       "        e = window.event;\n",
+       "    }\n",
+       "    if (e.target) {\n",
+       "        targ = e.target;\n",
+       "    } else if (e.srcElement) {\n",
+       "        targ = e.srcElement;\n",
+       "    }\n",
+       "    if (targ.nodeType === 3) {\n",
+       "        // defeat Safari bug\n",
+       "        targ = targ.parentNode;\n",
+       "    }\n",
+       "\n",
+       "    // pageX,Y are the mouse positions relative to the document\n",
+       "    var boundingRect = targ.getBoundingClientRect();\n",
+       "    var x = e.pageX - (boundingRect.left + document.body.scrollLeft);\n",
+       "    var y = e.pageY - (boundingRect.top + document.body.scrollTop);\n",
+       "\n",
+       "    return { x: x, y: y };\n",
+       "};\n",
+       "\n",
+       "/*\n",
+       " * return a copy of an object with only non-object keys\n",
+       " * we need this to avoid circular references\n",
+       " * https://stackoverflow.com/a/24161582/3208463\n",
+       " */\n",
+       "function simpleKeys(original) {\n",
+       "    return Object.keys(original).reduce(function (obj, key) {\n",
+       "        if (typeof original[key] !== 'object') {\n",
+       "            obj[key] = original[key];\n",
+       "        }\n",
+       "        return obj;\n",
+       "    }, {});\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.mouse_event = function (event, name) {\n",
+       "    var canvas_pos = mpl.findpos(event);\n",
+       "\n",
+       "    if (name === 'button_press') {\n",
+       "        this.canvas.focus();\n",
+       "        this.canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    var x = canvas_pos.x * this.ratio;\n",
+       "    var y = canvas_pos.y * this.ratio;\n",
+       "\n",
+       "    this.send_message(name, {\n",
+       "        x: x,\n",
+       "        y: y,\n",
+       "        button: event.button,\n",
+       "        step: event.step,\n",
+       "        guiEvent: simpleKeys(event),\n",
+       "    });\n",
+       "\n",
+       "    /* This prevents the web browser from automatically changing to\n",
+       "     * the text insertion cursor when the button is pressed.  We want\n",
+       "     * to control all of the cursor setting manually through the\n",
+       "     * 'cursor' event from matplotlib */\n",
+       "    event.preventDefault();\n",
+       "    return false;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function (_event, _name) {\n",
+       "    // Handle any extra behaviour associated with a key event\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.key_event = function (event, name) {\n",
+       "    // Prevent repeat events\n",
+       "    if (name === 'key_press') {\n",
+       "        if (event.key === this._key) {\n",
+       "            return;\n",
+       "        } else {\n",
+       "            this._key = event.key;\n",
+       "        }\n",
+       "    }\n",
+       "    if (name === 'key_release') {\n",
+       "        this._key = null;\n",
+       "    }\n",
+       "\n",
+       "    var value = '';\n",
+       "    if (event.ctrlKey && event.key !== 'Control') {\n",
+       "        value += 'ctrl+';\n",
+       "    }\n",
+       "    else if (event.altKey && event.key !== 'Alt') {\n",
+       "        value += 'alt+';\n",
+       "    }\n",
+       "    else if (event.shiftKey && event.key !== 'Shift') {\n",
+       "        value += 'shift+';\n",
+       "    }\n",
+       "\n",
+       "    value += 'k' + event.key;\n",
+       "\n",
+       "    this._key_event_extra(event, name);\n",
+       "\n",
+       "    this.send_message(name, { key: value, guiEvent: simpleKeys(event) });\n",
+       "    return false;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onclick = function (name) {\n",
+       "    if (name === 'download') {\n",
+       "        this.handle_save(this, null);\n",
+       "    } else {\n",
+       "        this.send_message('toolbar_button', { name: name });\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onmouseover = function (tooltip) {\n",
+       "    this.message.textContent = tooltip;\n",
+       "};\n",
+       "\n",
+       "///////////////// REMAINING CONTENT GENERATED BY embed_js.py /////////////////\n",
+       "// prettier-ignore\n",
+       "var _JSXTOOLS_RESIZE_OBSERVER=function(A){var t,i=new WeakMap,n=new WeakMap,a=new WeakMap,r=new WeakMap,o=new Set;function s(e){if(!(this instanceof s))throw new TypeError(\"Constructor requires 'new' operator\");i.set(this,e)}function h(){throw new TypeError(\"Function is not a constructor\")}function c(e,t,i,n){e=0 in arguments?Number(arguments[0]):0,t=1 in arguments?Number(arguments[1]):0,i=2 in arguments?Number(arguments[2]):0,n=3 in arguments?Number(arguments[3]):0,this.right=(this.x=this.left=e)+(this.width=i),this.bottom=(this.y=this.top=t)+(this.height=n),Object.freeze(this)}function d(){t=requestAnimationFrame(d);var s=new WeakMap,p=new Set;o.forEach((function(t){r.get(t).forEach((function(i){var r=t instanceof window.SVGElement,o=a.get(t),d=r?0:parseFloat(o.paddingTop),f=r?0:parseFloat(o.paddingRight),l=r?0:parseFloat(o.paddingBottom),u=r?0:parseFloat(o.paddingLeft),g=r?0:parseFloat(o.borderTopWidth),m=r?0:parseFloat(o.borderRightWidth),w=r?0:parseFloat(o.borderBottomWidth),b=u+f,F=d+l,v=(r?0:parseFloat(o.borderLeftWidth))+m,W=g+w,y=r?0:t.offsetHeight-W-t.clientHeight,E=r?0:t.offsetWidth-v-t.clientWidth,R=b+v,z=F+W,M=r?t.width:parseFloat(o.width)-R-E,O=r?t.height:parseFloat(o.height)-z-y;if(n.has(t)){var k=n.get(t);if(k[0]===M&&k[1]===O)return}n.set(t,[M,O]);var S=Object.create(h.prototype);S.target=t,S.contentRect=new c(u,d,M,O),s.has(i)||(s.set(i,[]),p.add(i)),s.get(i).push(S)}))})),p.forEach((function(e){i.get(e).call(e,s.get(e),e)}))}return s.prototype.observe=function(i){if(i instanceof window.Element){r.has(i)||(r.set(i,new Set),o.add(i),a.set(i,window.getComputedStyle(i)));var n=r.get(i);n.has(this)||n.add(this),cancelAnimationFrame(t),t=requestAnimationFrame(d)}},s.prototype.unobserve=function(i){if(i instanceof window.Element&&r.has(i)){var n=r.get(i);n.has(this)&&(n.delete(this),n.size||(r.delete(i),o.delete(i))),n.size||r.delete(i),o.size||cancelAnimationFrame(t)}},A.DOMRectReadOnly=c,A.ResizeObserver=s,A.ResizeObserverEntry=h,A}; // eslint-disable-line\n",
+       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Left button pans, Right button zooms\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\\nx/y fixes axis\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
+       "\n",
+       "mpl.extensions = [\"eps\", \"jpeg\", \"pgf\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
+       "\n",
+       "mpl.default_extension = \"png\";/* global mpl */\n",
+       "\n",
+       "var comm_websocket_adapter = function (comm) {\n",
+       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
+       "    // object with the appropriate methods. Currently this is a non binary\n",
+       "    // socket, so there is still some room for performance tuning.\n",
+       "    var ws = {};\n",
+       "\n",
+       "    ws.binaryType = comm.kernel.ws.binaryType;\n",
+       "    ws.readyState = comm.kernel.ws.readyState;\n",
+       "    function updateReadyState(_event) {\n",
+       "        if (comm.kernel.ws) {\n",
+       "            ws.readyState = comm.kernel.ws.readyState;\n",
+       "        } else {\n",
+       "            ws.readyState = 3; // Closed state.\n",
+       "        }\n",
+       "    }\n",
+       "    comm.kernel.ws.addEventListener('open', updateReadyState);\n",
+       "    comm.kernel.ws.addEventListener('close', updateReadyState);\n",
+       "    comm.kernel.ws.addEventListener('error', updateReadyState);\n",
+       "\n",
+       "    ws.close = function () {\n",
+       "        comm.close();\n",
+       "    };\n",
+       "    ws.send = function (m) {\n",
+       "        //console.log('sending', m);\n",
+       "        comm.send(m);\n",
+       "    };\n",
+       "    // Register the callback with on_msg.\n",
+       "    comm.on_msg(function (msg) {\n",
+       "        //console.log('receiving', msg['content']['data'], msg);\n",
+       "        var data = msg['content']['data'];\n",
+       "        if (data['blob'] !== undefined) {\n",
+       "            data = {\n",
+       "                data: new Blob(msg['buffers'], { type: data['blob'] }),\n",
+       "            };\n",
+       "        }\n",
+       "        // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
+       "        ws.onmessage(data);\n",
+       "    });\n",
+       "    return ws;\n",
+       "};\n",
+       "\n",
+       "mpl.mpl_figure_comm = function (comm, msg) {\n",
+       "    // This is the function which gets called when the mpl process\n",
+       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
+       "\n",
+       "    var id = msg.content.data.id;\n",
+       "    // Get hold of the div created by the display call when the Comm\n",
+       "    // socket was opened in Python.\n",
+       "    var element = document.getElementById(id);\n",
+       "    var ws_proxy = comm_websocket_adapter(comm);\n",
+       "\n",
+       "    function ondownload(figure, _format) {\n",
+       "        window.open(figure.canvas.toDataURL());\n",
+       "    }\n",
+       "\n",
+       "    var fig = new mpl.figure(id, ws_proxy, ondownload, element);\n",
+       "\n",
+       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
+       "    // web socket which is closed, not our websocket->open comm proxy.\n",
+       "    ws_proxy.onopen();\n",
+       "\n",
+       "    fig.parent_element = element;\n",
+       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
+       "    if (!fig.cell_info) {\n",
+       "        console.error('Failed to find cell for figure', id, fig);\n",
+       "        return;\n",
+       "    }\n",
+       "    fig.cell_info[0].output_area.element.on(\n",
+       "        'cleared',\n",
+       "        { fig: fig },\n",
+       "        fig._remove_fig_handler\n",
+       "    );\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_close = function (fig, msg) {\n",
+       "    var width = fig.canvas.width / fig.ratio;\n",
+       "    fig.cell_info[0].output_area.element.off(\n",
+       "        'cleared',\n",
+       "        fig._remove_fig_handler\n",
+       "    );\n",
+       "    fig.resizeObserverInstance.unobserve(fig.canvas_div);\n",
+       "\n",
+       "    // Update the output cell to use the data from the current canvas.\n",
+       "    fig.push_to_output();\n",
+       "    var dataURL = fig.canvas.toDataURL();\n",
+       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
+       "    // the notebook keyboard shortcuts fail.\n",
+       "    IPython.keyboard_manager.enable();\n",
+       "    fig.parent_element.innerHTML =\n",
+       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
+       "    fig.close_ws(fig, msg);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.close_ws = function (fig, msg) {\n",
+       "    fig.send_message('closing', msg);\n",
+       "    // fig.ws.close()\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.push_to_output = function (_remove_interactive) {\n",
+       "    // Turn the data on the canvas into data in the output cell.\n",
+       "    var width = this.canvas.width / this.ratio;\n",
+       "    var dataURL = this.canvas.toDataURL();\n",
+       "    this.cell_info[1]['text/html'] =\n",
+       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function () {\n",
+       "    // Tell IPython that the notebook contents must change.\n",
+       "    IPython.notebook.set_dirty(true);\n",
+       "    this.send_message('ack', {});\n",
+       "    var fig = this;\n",
+       "    // Wait a second, then push the new image to the DOM so\n",
+       "    // that it is saved nicely (might be nice to debounce this).\n",
+       "    setTimeout(function () {\n",
+       "        fig.push_to_output();\n",
+       "    }, 1000);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var toolbar = document.createElement('div');\n",
+       "    toolbar.classList = 'btn-toolbar';\n",
+       "    this.root.appendChild(toolbar);\n",
+       "\n",
+       "    function on_click_closure(name) {\n",
+       "        return function (_event) {\n",
+       "            return fig.toolbar_button_onclick(name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    function on_mouseover_closure(tooltip) {\n",
+       "        return function (event) {\n",
+       "            if (!event.currentTarget.disabled) {\n",
+       "                return fig.toolbar_button_onmouseover(tooltip);\n",
+       "            }\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    fig.buttons = {};\n",
+       "    var buttonGroup = document.createElement('div');\n",
+       "    buttonGroup.classList = 'btn-group';\n",
+       "    var button;\n",
+       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) {\n",
+       "            /* Instead of a spacer, we start a new button group. */\n",
+       "            if (buttonGroup.hasChildNodes()) {\n",
+       "                toolbar.appendChild(buttonGroup);\n",
+       "            }\n",
+       "            buttonGroup = document.createElement('div');\n",
+       "            buttonGroup.classList = 'btn-group';\n",
+       "            continue;\n",
+       "        }\n",
+       "\n",
+       "        button = fig.buttons[name] = document.createElement('button');\n",
+       "        button.classList = 'btn btn-default';\n",
+       "        button.href = '#';\n",
+       "        button.title = name;\n",
+       "        button.innerHTML = '<i class=\"fa ' + image + ' fa-lg\"></i>';\n",
+       "        button.addEventListener('click', on_click_closure(method_name));\n",
+       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
+       "        buttonGroup.appendChild(button);\n",
+       "    }\n",
+       "\n",
+       "    if (buttonGroup.hasChildNodes()) {\n",
+       "        toolbar.appendChild(buttonGroup);\n",
+       "    }\n",
+       "\n",
+       "    // Add the status bar.\n",
+       "    var status_bar = document.createElement('span');\n",
+       "    status_bar.classList = 'mpl-message pull-right';\n",
+       "    toolbar.appendChild(status_bar);\n",
+       "    this.message = status_bar;\n",
+       "\n",
+       "    // Add the close button to the window.\n",
+       "    var buttongrp = document.createElement('div');\n",
+       "    buttongrp.classList = 'btn-group inline pull-right';\n",
+       "    button = document.createElement('button');\n",
+       "    button.classList = 'btn btn-mini btn-primary';\n",
+       "    button.href = '#';\n",
+       "    button.title = 'Stop Interaction';\n",
+       "    button.innerHTML = '<i class=\"fa fa-power-off icon-remove icon-large\"></i>';\n",
+       "    button.addEventListener('click', function (_evt) {\n",
+       "        fig.handle_close(fig, {});\n",
+       "    });\n",
+       "    button.addEventListener(\n",
+       "        'mouseover',\n",
+       "        on_mouseover_closure('Stop Interaction')\n",
+       "    );\n",
+       "    buttongrp.appendChild(button);\n",
+       "    var titlebar = this.root.querySelector('.ui-dialog-titlebar');\n",
+       "    titlebar.insertBefore(buttongrp, titlebar.firstChild);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._remove_fig_handler = function (event) {\n",
+       "    var fig = event.data.fig;\n",
+       "    if (event.target !== this) {\n",
+       "        // Ignore bubbled events from children.\n",
+       "        return;\n",
+       "    }\n",
+       "    fig.close_ws(fig, {});\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function (el) {\n",
+       "    el.style.boxSizing = 'content-box'; // override notebook setting of border-box.\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function (el) {\n",
+       "    // this is important to make the div 'focusable\n",
+       "    el.setAttribute('tabindex', 0);\n",
+       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
+       "    // off when our div gets focus\n",
+       "\n",
+       "    // location in version 3\n",
+       "    if (IPython.notebook.keyboard_manager) {\n",
+       "        IPython.notebook.keyboard_manager.register_events(el);\n",
+       "    } else {\n",
+       "        // location in version 2\n",
+       "        IPython.keyboard_manager.register_events(el);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function (event, _name) {\n",
+       "    // Check for shift+enter\n",
+       "    if (event.shiftKey && event.which === 13) {\n",
+       "        this.canvas_div.blur();\n",
+       "        // select the cell after this one\n",
+       "        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
+       "        IPython.notebook.select(index + 1);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
+       "    fig.ondownload(fig, null);\n",
+       "};\n",
+       "\n",
+       "mpl.find_output_cell = function (html_output) {\n",
+       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
+       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
+       "    // IPython event is triggered only after the cells have been serialised, which for\n",
+       "    // our purposes (turning an active figure into a static one), is too late.\n",
+       "    var cells = IPython.notebook.get_cells();\n",
+       "    var ncells = cells.length;\n",
+       "    for (var i = 0; i < ncells; i++) {\n",
+       "        var cell = cells[i];\n",
+       "        if (cell.cell_type === 'code') {\n",
+       "            for (var j = 0; j < cell.output_area.outputs.length; j++) {\n",
+       "                var data = cell.output_area.outputs[j];\n",
+       "                if (data.data) {\n",
+       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
+       "                    data = data.data;\n",
+       "                }\n",
+       "                if (data['text/html'] === html_output) {\n",
+       "                    return [cell, data, j];\n",
+       "                }\n",
+       "            }\n",
+       "        }\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "// Register the function which deals with the matplotlib target/channel.\n",
+       "// The kernel may be null if the page has been refreshed.\n",
+       "if (IPython.notebook.kernel !== null) {\n",
+       "    IPython.notebook.kernel.comm_manager.register_target(\n",
+       "        'matplotlib',\n",
+       "        mpl.mpl_figure_comm\n",
+       "    );\n",
+       "}\n"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Javascript object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<img 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\" width=\"640\">"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/javascript": [
+       "/* Put everything inside the global mpl namespace */\n",
+       "/* global mpl */\n",
+       "window.mpl = {};\n",
+       "\n",
+       "mpl.get_websocket_type = function () {\n",
+       "    if (typeof WebSocket !== 'undefined') {\n",
+       "        return WebSocket;\n",
+       "    } else if (typeof MozWebSocket !== 'undefined') {\n",
+       "        return MozWebSocket;\n",
+       "    } else {\n",
+       "        alert(\n",
+       "            'Your browser does not have WebSocket support. ' +\n",
+       "                'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
+       "                'Firefox 4 and 5 are also supported but you ' +\n",
+       "                'have to enable WebSockets in about:config.'\n",
+       "        );\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure = function (figure_id, websocket, ondownload, parent_element) {\n",
+       "    this.id = figure_id;\n",
+       "\n",
+       "    this.ws = websocket;\n",
+       "\n",
+       "    this.supports_binary = this.ws.binaryType !== undefined;\n",
+       "\n",
+       "    if (!this.supports_binary) {\n",
+       "        var warnings = document.getElementById('mpl-warnings');\n",
+       "        if (warnings) {\n",
+       "            warnings.style.display = 'block';\n",
+       "            warnings.textContent =\n",
+       "                'This browser does not support binary websocket messages. ' +\n",
+       "                'Performance may be slow.';\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    this.imageObj = new Image();\n",
+       "\n",
+       "    this.context = undefined;\n",
+       "    this.message = undefined;\n",
+       "    this.canvas = undefined;\n",
+       "    this.rubberband_canvas = undefined;\n",
+       "    this.rubberband_context = undefined;\n",
+       "    this.format_dropdown = undefined;\n",
+       "\n",
+       "    this.image_mode = 'full';\n",
+       "\n",
+       "    this.root = document.createElement('div');\n",
+       "    this.root.setAttribute('style', 'display: inline-block');\n",
+       "    this._root_extra_style(this.root);\n",
+       "\n",
+       "    parent_element.appendChild(this.root);\n",
+       "\n",
+       "    this._init_header(this);\n",
+       "    this._init_canvas(this);\n",
+       "    this._init_toolbar(this);\n",
+       "\n",
+       "    var fig = this;\n",
+       "\n",
+       "    this.waiting = false;\n",
+       "\n",
+       "    this.ws.onopen = function () {\n",
+       "        fig.send_message('supports_binary', { value: fig.supports_binary });\n",
+       "        fig.send_message('send_image_mode', {});\n",
+       "        if (fig.ratio !== 1) {\n",
+       "            fig.send_message('set_device_pixel_ratio', {\n",
+       "                device_pixel_ratio: fig.ratio,\n",
+       "            });\n",
+       "        }\n",
+       "        fig.send_message('refresh', {});\n",
+       "    };\n",
+       "\n",
+       "    this.imageObj.onload = function () {\n",
+       "        if (fig.image_mode === 'full') {\n",
+       "            // Full images could contain transparency (where diff images\n",
+       "            // almost always do), so we need to clear the canvas so that\n",
+       "            // there is no ghosting.\n",
+       "            fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
+       "        }\n",
+       "        fig.context.drawImage(fig.imageObj, 0, 0);\n",
+       "    };\n",
+       "\n",
+       "    this.imageObj.onunload = function () {\n",
+       "        fig.ws.close();\n",
+       "    };\n",
+       "\n",
+       "    this.ws.onmessage = this._make_on_message_function(this);\n",
+       "\n",
+       "    this.ondownload = ondownload;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_header = function () {\n",
+       "    var titlebar = document.createElement('div');\n",
+       "    titlebar.classList =\n",
+       "        'ui-dialog-titlebar ui-widget-header ui-corner-all ui-helper-clearfix';\n",
+       "    var titletext = document.createElement('div');\n",
+       "    titletext.classList = 'ui-dialog-title';\n",
+       "    titletext.setAttribute(\n",
+       "        'style',\n",
+       "        'width: 100%; text-align: center; padding: 3px;'\n",
+       "    );\n",
+       "    titlebar.appendChild(titletext);\n",
+       "    this.root.appendChild(titlebar);\n",
+       "    this.header = titletext;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function (_canvas_div) {};\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function (_canvas_div) {};\n",
+       "\n",
+       "mpl.figure.prototype._init_canvas = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var canvas_div = (this.canvas_div = document.createElement('div'));\n",
+       "    canvas_div.setAttribute(\n",
+       "        'style',\n",
+       "        'border: 1px solid #ddd;' +\n",
+       "            'box-sizing: content-box;' +\n",
+       "            'clear: both;' +\n",
+       "            'min-height: 1px;' +\n",
+       "            'min-width: 1px;' +\n",
+       "            'outline: 0;' +\n",
+       "            'overflow: hidden;' +\n",
+       "            'position: relative;' +\n",
+       "            'resize: both;'\n",
+       "    );\n",
+       "\n",
+       "    function on_keyboard_event_closure(name) {\n",
+       "        return function (event) {\n",
+       "            return fig.key_event(event, name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    canvas_div.addEventListener(\n",
+       "        'keydown',\n",
+       "        on_keyboard_event_closure('key_press')\n",
+       "    );\n",
+       "    canvas_div.addEventListener(\n",
+       "        'keyup',\n",
+       "        on_keyboard_event_closure('key_release')\n",
+       "    );\n",
+       "\n",
+       "    this._canvas_extra_style(canvas_div);\n",
+       "    this.root.appendChild(canvas_div);\n",
+       "\n",
+       "    var canvas = (this.canvas = document.createElement('canvas'));\n",
+       "    canvas.classList.add('mpl-canvas');\n",
+       "    canvas.setAttribute('style', 'box-sizing: content-box;');\n",
+       "\n",
+       "    this.context = canvas.getContext('2d');\n",
+       "\n",
+       "    var backingStore =\n",
+       "        this.context.backingStorePixelRatio ||\n",
+       "        this.context.webkitBackingStorePixelRatio ||\n",
+       "        this.context.mozBackingStorePixelRatio ||\n",
+       "        this.context.msBackingStorePixelRatio ||\n",
+       "        this.context.oBackingStorePixelRatio ||\n",
+       "        this.context.backingStorePixelRatio ||\n",
+       "        1;\n",
+       "\n",
+       "    this.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
+       "\n",
+       "    var rubberband_canvas = (this.rubberband_canvas = document.createElement(\n",
+       "        'canvas'\n",
+       "    ));\n",
+       "    rubberband_canvas.setAttribute(\n",
+       "        'style',\n",
+       "        'box-sizing: content-box; position: absolute; left: 0; top: 0; z-index: 1;'\n",
+       "    );\n",
+       "\n",
+       "    // Apply a ponyfill if ResizeObserver is not implemented by browser.\n",
+       "    if (this.ResizeObserver === undefined) {\n",
+       "        if (window.ResizeObserver !== undefined) {\n",
+       "            this.ResizeObserver = window.ResizeObserver;\n",
+       "        } else {\n",
+       "            var obs = _JSXTOOLS_RESIZE_OBSERVER({});\n",
+       "            this.ResizeObserver = obs.ResizeObserver;\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    this.resizeObserverInstance = new this.ResizeObserver(function (entries) {\n",
+       "        var nentries = entries.length;\n",
+       "        for (var i = 0; i < nentries; i++) {\n",
+       "            var entry = entries[i];\n",
+       "            var width, height;\n",
+       "            if (entry.contentBoxSize) {\n",
+       "                if (entry.contentBoxSize instanceof Array) {\n",
+       "                    // Chrome 84 implements new version of spec.\n",
+       "                    width = entry.contentBoxSize[0].inlineSize;\n",
+       "                    height = entry.contentBoxSize[0].blockSize;\n",
+       "                } else {\n",
+       "                    // Firefox implements old version of spec.\n",
+       "                    width = entry.contentBoxSize.inlineSize;\n",
+       "                    height = entry.contentBoxSize.blockSize;\n",
+       "                }\n",
+       "            } else {\n",
+       "                // Chrome <84 implements even older version of spec.\n",
+       "                width = entry.contentRect.width;\n",
+       "                height = entry.contentRect.height;\n",
+       "            }\n",
+       "\n",
+       "            // Keep the size of the canvas and rubber band canvas in sync with\n",
+       "            // the canvas container.\n",
+       "            if (entry.devicePixelContentBoxSize) {\n",
+       "                // Chrome 84 implements new version of spec.\n",
+       "                canvas.setAttribute(\n",
+       "                    'width',\n",
+       "                    entry.devicePixelContentBoxSize[0].inlineSize\n",
+       "                );\n",
+       "                canvas.setAttribute(\n",
+       "                    'height',\n",
+       "                    entry.devicePixelContentBoxSize[0].blockSize\n",
+       "                );\n",
+       "            } else {\n",
+       "                canvas.setAttribute('width', width * fig.ratio);\n",
+       "                canvas.setAttribute('height', height * fig.ratio);\n",
+       "            }\n",
+       "            canvas.setAttribute(\n",
+       "                'style',\n",
+       "                'width: ' + width + 'px; height: ' + height + 'px;'\n",
+       "            );\n",
+       "\n",
+       "            rubberband_canvas.setAttribute('width', width);\n",
+       "            rubberband_canvas.setAttribute('height', height);\n",
+       "\n",
+       "            // And update the size in Python. We ignore the initial 0/0 size\n",
+       "            // that occurs as the element is placed into the DOM, which should\n",
+       "            // otherwise not happen due to the minimum size styling.\n",
+       "            if (fig.ws.readyState == 1 && width != 0 && height != 0) {\n",
+       "                fig.request_resize(width, height);\n",
+       "            }\n",
+       "        }\n",
+       "    });\n",
+       "    this.resizeObserverInstance.observe(canvas_div);\n",
+       "\n",
+       "    function on_mouse_event_closure(name) {\n",
+       "        return function (event) {\n",
+       "            return fig.mouse_event(event, name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mousedown',\n",
+       "        on_mouse_event_closure('button_press')\n",
+       "    );\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mouseup',\n",
+       "        on_mouse_event_closure('button_release')\n",
+       "    );\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'dblclick',\n",
+       "        on_mouse_event_closure('dblclick')\n",
+       "    );\n",
+       "    // Throttle sequential mouse events to 1 every 20ms.\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mousemove',\n",
+       "        on_mouse_event_closure('motion_notify')\n",
+       "    );\n",
+       "\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mouseenter',\n",
+       "        on_mouse_event_closure('figure_enter')\n",
+       "    );\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mouseleave',\n",
+       "        on_mouse_event_closure('figure_leave')\n",
+       "    );\n",
+       "\n",
+       "    canvas_div.addEventListener('wheel', function (event) {\n",
+       "        if (event.deltaY < 0) {\n",
+       "            event.step = 1;\n",
+       "        } else {\n",
+       "            event.step = -1;\n",
+       "        }\n",
+       "        on_mouse_event_closure('scroll')(event);\n",
+       "    });\n",
+       "\n",
+       "    canvas_div.appendChild(canvas);\n",
+       "    canvas_div.appendChild(rubberband_canvas);\n",
+       "\n",
+       "    this.rubberband_context = rubberband_canvas.getContext('2d');\n",
+       "    this.rubberband_context.strokeStyle = '#000000';\n",
+       "\n",
+       "    this._resize_canvas = function (width, height, forward) {\n",
+       "        if (forward) {\n",
+       "            canvas_div.style.width = width + 'px';\n",
+       "            canvas_div.style.height = height + 'px';\n",
+       "        }\n",
+       "    };\n",
+       "\n",
+       "    // Disable right mouse context menu.\n",
+       "    this.rubberband_canvas.addEventListener('contextmenu', function (_e) {\n",
+       "        event.preventDefault();\n",
+       "        return false;\n",
+       "    });\n",
+       "\n",
+       "    function set_focus() {\n",
+       "        canvas.focus();\n",
+       "        canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    window.setTimeout(set_focus, 100);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var toolbar = document.createElement('div');\n",
+       "    toolbar.classList = 'mpl-toolbar';\n",
+       "    this.root.appendChild(toolbar);\n",
+       "\n",
+       "    function on_click_closure(name) {\n",
+       "        return function (_event) {\n",
+       "            return fig.toolbar_button_onclick(name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    function on_mouseover_closure(tooltip) {\n",
+       "        return function (event) {\n",
+       "            if (!event.currentTarget.disabled) {\n",
+       "                return fig.toolbar_button_onmouseover(tooltip);\n",
+       "            }\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    fig.buttons = {};\n",
+       "    var buttonGroup = document.createElement('div');\n",
+       "    buttonGroup.classList = 'mpl-button-group';\n",
+       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) {\n",
+       "            /* Instead of a spacer, we start a new button group. */\n",
+       "            if (buttonGroup.hasChildNodes()) {\n",
+       "                toolbar.appendChild(buttonGroup);\n",
+       "            }\n",
+       "            buttonGroup = document.createElement('div');\n",
+       "            buttonGroup.classList = 'mpl-button-group';\n",
+       "            continue;\n",
+       "        }\n",
+       "\n",
+       "        var button = (fig.buttons[name] = document.createElement('button'));\n",
+       "        button.classList = 'mpl-widget';\n",
+       "        button.setAttribute('role', 'button');\n",
+       "        button.setAttribute('aria-disabled', 'false');\n",
+       "        button.addEventListener('click', on_click_closure(method_name));\n",
+       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
+       "\n",
+       "        var icon_img = document.createElement('img');\n",
+       "        icon_img.src = '_images/' + image + '.png';\n",
+       "        icon_img.srcset = '_images/' + image + '_large.png 2x';\n",
+       "        icon_img.alt = tooltip;\n",
+       "        button.appendChild(icon_img);\n",
+       "\n",
+       "        buttonGroup.appendChild(button);\n",
+       "    }\n",
+       "\n",
+       "    if (buttonGroup.hasChildNodes()) {\n",
+       "        toolbar.appendChild(buttonGroup);\n",
+       "    }\n",
+       "\n",
+       "    var fmt_picker = document.createElement('select');\n",
+       "    fmt_picker.classList = 'mpl-widget';\n",
+       "    toolbar.appendChild(fmt_picker);\n",
+       "    this.format_dropdown = fmt_picker;\n",
+       "\n",
+       "    for (var ind in mpl.extensions) {\n",
+       "        var fmt = mpl.extensions[ind];\n",
+       "        var option = document.createElement('option');\n",
+       "        option.selected = fmt === mpl.default_extension;\n",
+       "        option.innerHTML = fmt;\n",
+       "        fmt_picker.appendChild(option);\n",
+       "    }\n",
+       "\n",
+       "    var status_bar = document.createElement('span');\n",
+       "    status_bar.classList = 'mpl-message';\n",
+       "    toolbar.appendChild(status_bar);\n",
+       "    this.message = status_bar;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.request_resize = function (x_pixels, y_pixels) {\n",
+       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
+       "    // which will in turn request a refresh of the image.\n",
+       "    this.send_message('resize', { width: x_pixels, height: y_pixels });\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.send_message = function (type, properties) {\n",
+       "    properties['type'] = type;\n",
+       "    properties['figure_id'] = this.id;\n",
+       "    this.ws.send(JSON.stringify(properties));\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.send_draw_message = function () {\n",
+       "    if (!this.waiting) {\n",
+       "        this.waiting = true;\n",
+       "        this.ws.send(JSON.stringify({ type: 'draw', figure_id: this.id }));\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
+       "    var format_dropdown = fig.format_dropdown;\n",
+       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
+       "    fig.ondownload(fig, format);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_resize = function (fig, msg) {\n",
+       "    var size = msg['size'];\n",
+       "    if (size[0] !== fig.canvas.width || size[1] !== fig.canvas.height) {\n",
+       "        fig._resize_canvas(size[0], size[1], msg['forward']);\n",
+       "        fig.send_message('refresh', {});\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_rubberband = function (fig, msg) {\n",
+       "    var x0 = msg['x0'] / fig.ratio;\n",
+       "    var y0 = (fig.canvas.height - msg['y0']) / fig.ratio;\n",
+       "    var x1 = msg['x1'] / fig.ratio;\n",
+       "    var y1 = (fig.canvas.height - msg['y1']) / fig.ratio;\n",
+       "    x0 = Math.floor(x0) + 0.5;\n",
+       "    y0 = Math.floor(y0) + 0.5;\n",
+       "    x1 = Math.floor(x1) + 0.5;\n",
+       "    y1 = Math.floor(y1) + 0.5;\n",
+       "    var min_x = Math.min(x0, x1);\n",
+       "    var min_y = Math.min(y0, y1);\n",
+       "    var width = Math.abs(x1 - x0);\n",
+       "    var height = Math.abs(y1 - y0);\n",
+       "\n",
+       "    fig.rubberband_context.clearRect(\n",
+       "        0,\n",
+       "        0,\n",
+       "        fig.canvas.width / fig.ratio,\n",
+       "        fig.canvas.height / fig.ratio\n",
+       "    );\n",
+       "\n",
+       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_figure_label = function (fig, msg) {\n",
+       "    // Updates the figure title.\n",
+       "    fig.header.textContent = msg['label'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_cursor = function (fig, msg) {\n",
+       "    fig.rubberband_canvas.style.cursor = msg['cursor'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_message = function (fig, msg) {\n",
+       "    fig.message.textContent = msg['message'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_draw = function (fig, _msg) {\n",
+       "    // Request the server to send over a new figure.\n",
+       "    fig.send_draw_message();\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_image_mode = function (fig, msg) {\n",
+       "    fig.image_mode = msg['mode'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_history_buttons = function (fig, msg) {\n",
+       "    for (var key in msg) {\n",
+       "        if (!(key in fig.buttons)) {\n",
+       "            continue;\n",
+       "        }\n",
+       "        fig.buttons[key].disabled = !msg[key];\n",
+       "        fig.buttons[key].setAttribute('aria-disabled', !msg[key]);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_navigate_mode = function (fig, msg) {\n",
+       "    if (msg['mode'] === 'PAN') {\n",
+       "        fig.buttons['Pan'].classList.add('active');\n",
+       "        fig.buttons['Zoom'].classList.remove('active');\n",
+       "    } else if (msg['mode'] === 'ZOOM') {\n",
+       "        fig.buttons['Pan'].classList.remove('active');\n",
+       "        fig.buttons['Zoom'].classList.add('active');\n",
+       "    } else {\n",
+       "        fig.buttons['Pan'].classList.remove('active');\n",
+       "        fig.buttons['Zoom'].classList.remove('active');\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function () {\n",
+       "    // Called whenever the canvas gets updated.\n",
+       "    this.send_message('ack', {});\n",
+       "};\n",
+       "\n",
+       "// A function to construct a web socket function for onmessage handling.\n",
+       "// Called in the figure constructor.\n",
+       "mpl.figure.prototype._make_on_message_function = function (fig) {\n",
+       "    return function socket_on_message(evt) {\n",
+       "        if (evt.data instanceof Blob) {\n",
+       "            var img = evt.data;\n",
+       "            if (img.type !== 'image/png') {\n",
+       "                /* FIXME: We get \"Resource interpreted as Image but\n",
+       "                 * transferred with MIME type text/plain:\" errors on\n",
+       "                 * Chrome.  But how to set the MIME type?  It doesn't seem\n",
+       "                 * to be part of the websocket stream */\n",
+       "                img.type = 'image/png';\n",
+       "            }\n",
+       "\n",
+       "            /* Free the memory for the previous frames */\n",
+       "            if (fig.imageObj.src) {\n",
+       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
+       "                    fig.imageObj.src\n",
+       "                );\n",
+       "            }\n",
+       "\n",
+       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
+       "                img\n",
+       "            );\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        } else if (\n",
+       "            typeof evt.data === 'string' &&\n",
+       "            evt.data.slice(0, 21) === 'data:image/png;base64'\n",
+       "        ) {\n",
+       "            fig.imageObj.src = evt.data;\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        var msg = JSON.parse(evt.data);\n",
+       "        var msg_type = msg['type'];\n",
+       "\n",
+       "        // Call the  \"handle_{type}\" callback, which takes\n",
+       "        // the figure and JSON message as its only arguments.\n",
+       "        try {\n",
+       "            var callback = fig['handle_' + msg_type];\n",
+       "        } catch (e) {\n",
+       "            console.log(\n",
+       "                \"No handler for the '\" + msg_type + \"' message type: \",\n",
+       "                msg\n",
+       "            );\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        if (callback) {\n",
+       "            try {\n",
+       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
+       "                callback(fig, msg);\n",
+       "            } catch (e) {\n",
+       "                console.log(\n",
+       "                    \"Exception inside the 'handler_\" + msg_type + \"' callback:\",\n",
+       "                    e,\n",
+       "                    e.stack,\n",
+       "                    msg\n",
+       "                );\n",
+       "            }\n",
+       "        }\n",
+       "    };\n",
+       "};\n",
+       "\n",
+       "// from https://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
+       "mpl.findpos = function (e) {\n",
+       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
+       "    var targ;\n",
+       "    if (!e) {\n",
+       "        e = window.event;\n",
+       "    }\n",
+       "    if (e.target) {\n",
+       "        targ = e.target;\n",
+       "    } else if (e.srcElement) {\n",
+       "        targ = e.srcElement;\n",
+       "    }\n",
+       "    if (targ.nodeType === 3) {\n",
+       "        // defeat Safari bug\n",
+       "        targ = targ.parentNode;\n",
+       "    }\n",
+       "\n",
+       "    // pageX,Y are the mouse positions relative to the document\n",
+       "    var boundingRect = targ.getBoundingClientRect();\n",
+       "    var x = e.pageX - (boundingRect.left + document.body.scrollLeft);\n",
+       "    var y = e.pageY - (boundingRect.top + document.body.scrollTop);\n",
+       "\n",
+       "    return { x: x, y: y };\n",
+       "};\n",
+       "\n",
+       "/*\n",
+       " * return a copy of an object with only non-object keys\n",
+       " * we need this to avoid circular references\n",
+       " * https://stackoverflow.com/a/24161582/3208463\n",
+       " */\n",
+       "function simpleKeys(original) {\n",
+       "    return Object.keys(original).reduce(function (obj, key) {\n",
+       "        if (typeof original[key] !== 'object') {\n",
+       "            obj[key] = original[key];\n",
+       "        }\n",
+       "        return obj;\n",
+       "    }, {});\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.mouse_event = function (event, name) {\n",
+       "    var canvas_pos = mpl.findpos(event);\n",
+       "\n",
+       "    if (name === 'button_press') {\n",
+       "        this.canvas.focus();\n",
+       "        this.canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    var x = canvas_pos.x * this.ratio;\n",
+       "    var y = canvas_pos.y * this.ratio;\n",
+       "\n",
+       "    this.send_message(name, {\n",
+       "        x: x,\n",
+       "        y: y,\n",
+       "        button: event.button,\n",
+       "        step: event.step,\n",
+       "        guiEvent: simpleKeys(event),\n",
+       "    });\n",
+       "\n",
+       "    /* This prevents the web browser from automatically changing to\n",
+       "     * the text insertion cursor when the button is pressed.  We want\n",
+       "     * to control all of the cursor setting manually through the\n",
+       "     * 'cursor' event from matplotlib */\n",
+       "    event.preventDefault();\n",
+       "    return false;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function (_event, _name) {\n",
+       "    // Handle any extra behaviour associated with a key event\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.key_event = function (event, name) {\n",
+       "    // Prevent repeat events\n",
+       "    if (name === 'key_press') {\n",
+       "        if (event.key === this._key) {\n",
+       "            return;\n",
+       "        } else {\n",
+       "            this._key = event.key;\n",
+       "        }\n",
+       "    }\n",
+       "    if (name === 'key_release') {\n",
+       "        this._key = null;\n",
+       "    }\n",
+       "\n",
+       "    var value = '';\n",
+       "    if (event.ctrlKey && event.key !== 'Control') {\n",
+       "        value += 'ctrl+';\n",
+       "    }\n",
+       "    else if (event.altKey && event.key !== 'Alt') {\n",
+       "        value += 'alt+';\n",
+       "    }\n",
+       "    else if (event.shiftKey && event.key !== 'Shift') {\n",
+       "        value += 'shift+';\n",
+       "    }\n",
+       "\n",
+       "    value += 'k' + event.key;\n",
+       "\n",
+       "    this._key_event_extra(event, name);\n",
+       "\n",
+       "    this.send_message(name, { key: value, guiEvent: simpleKeys(event) });\n",
+       "    return false;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onclick = function (name) {\n",
+       "    if (name === 'download') {\n",
+       "        this.handle_save(this, null);\n",
+       "    } else {\n",
+       "        this.send_message('toolbar_button', { name: name });\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onmouseover = function (tooltip) {\n",
+       "    this.message.textContent = tooltip;\n",
+       "};\n",
+       "\n",
+       "///////////////// REMAINING CONTENT GENERATED BY embed_js.py /////////////////\n",
+       "// prettier-ignore\n",
+       "var _JSXTOOLS_RESIZE_OBSERVER=function(A){var t,i=new WeakMap,n=new WeakMap,a=new WeakMap,r=new WeakMap,o=new Set;function s(e){if(!(this instanceof s))throw new TypeError(\"Constructor requires 'new' operator\");i.set(this,e)}function h(){throw new TypeError(\"Function is not a constructor\")}function c(e,t,i,n){e=0 in arguments?Number(arguments[0]):0,t=1 in arguments?Number(arguments[1]):0,i=2 in arguments?Number(arguments[2]):0,n=3 in arguments?Number(arguments[3]):0,this.right=(this.x=this.left=e)+(this.width=i),this.bottom=(this.y=this.top=t)+(this.height=n),Object.freeze(this)}function d(){t=requestAnimationFrame(d);var s=new WeakMap,p=new Set;o.forEach((function(t){r.get(t).forEach((function(i){var r=t instanceof window.SVGElement,o=a.get(t),d=r?0:parseFloat(o.paddingTop),f=r?0:parseFloat(o.paddingRight),l=r?0:parseFloat(o.paddingBottom),u=r?0:parseFloat(o.paddingLeft),g=r?0:parseFloat(o.borderTopWidth),m=r?0:parseFloat(o.borderRightWidth),w=r?0:parseFloat(o.borderBottomWidth),b=u+f,F=d+l,v=(r?0:parseFloat(o.borderLeftWidth))+m,W=g+w,y=r?0:t.offsetHeight-W-t.clientHeight,E=r?0:t.offsetWidth-v-t.clientWidth,R=b+v,z=F+W,M=r?t.width:parseFloat(o.width)-R-E,O=r?t.height:parseFloat(o.height)-z-y;if(n.has(t)){var k=n.get(t);if(k[0]===M&&k[1]===O)return}n.set(t,[M,O]);var S=Object.create(h.prototype);S.target=t,S.contentRect=new c(u,d,M,O),s.has(i)||(s.set(i,[]),p.add(i)),s.get(i).push(S)}))})),p.forEach((function(e){i.get(e).call(e,s.get(e),e)}))}return s.prototype.observe=function(i){if(i instanceof window.Element){r.has(i)||(r.set(i,new Set),o.add(i),a.set(i,window.getComputedStyle(i)));var n=r.get(i);n.has(this)||n.add(this),cancelAnimationFrame(t),t=requestAnimationFrame(d)}},s.prototype.unobserve=function(i){if(i instanceof window.Element&&r.has(i)){var n=r.get(i);n.has(this)&&(n.delete(this),n.size||(r.delete(i),o.delete(i))),n.size||r.delete(i),o.size||cancelAnimationFrame(t)}},A.DOMRectReadOnly=c,A.ResizeObserver=s,A.ResizeObserverEntry=h,A}; // eslint-disable-line\n",
+       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Left button pans, Right button zooms\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\\nx/y fixes axis\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
+       "\n",
+       "mpl.extensions = [\"eps\", \"jpeg\", \"pgf\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
+       "\n",
+       "mpl.default_extension = \"png\";/* global mpl */\n",
+       "\n",
+       "var comm_websocket_adapter = function (comm) {\n",
+       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
+       "    // object with the appropriate methods. Currently this is a non binary\n",
+       "    // socket, so there is still some room for performance tuning.\n",
+       "    var ws = {};\n",
+       "\n",
+       "    ws.binaryType = comm.kernel.ws.binaryType;\n",
+       "    ws.readyState = comm.kernel.ws.readyState;\n",
+       "    function updateReadyState(_event) {\n",
+       "        if (comm.kernel.ws) {\n",
+       "            ws.readyState = comm.kernel.ws.readyState;\n",
+       "        } else {\n",
+       "            ws.readyState = 3; // Closed state.\n",
+       "        }\n",
+       "    }\n",
+       "    comm.kernel.ws.addEventListener('open', updateReadyState);\n",
+       "    comm.kernel.ws.addEventListener('close', updateReadyState);\n",
+       "    comm.kernel.ws.addEventListener('error', updateReadyState);\n",
+       "\n",
+       "    ws.close = function () {\n",
+       "        comm.close();\n",
+       "    };\n",
+       "    ws.send = function (m) {\n",
+       "        //console.log('sending', m);\n",
+       "        comm.send(m);\n",
+       "    };\n",
+       "    // Register the callback with on_msg.\n",
+       "    comm.on_msg(function (msg) {\n",
+       "        //console.log('receiving', msg['content']['data'], msg);\n",
+       "        var data = msg['content']['data'];\n",
+       "        if (data['blob'] !== undefined) {\n",
+       "            data = {\n",
+       "                data: new Blob(msg['buffers'], { type: data['blob'] }),\n",
+       "            };\n",
+       "        }\n",
+       "        // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
+       "        ws.onmessage(data);\n",
+       "    });\n",
+       "    return ws;\n",
+       "};\n",
+       "\n",
+       "mpl.mpl_figure_comm = function (comm, msg) {\n",
+       "    // This is the function which gets called when the mpl process\n",
+       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
+       "\n",
+       "    var id = msg.content.data.id;\n",
+       "    // Get hold of the div created by the display call when the Comm\n",
+       "    // socket was opened in Python.\n",
+       "    var element = document.getElementById(id);\n",
+       "    var ws_proxy = comm_websocket_adapter(comm);\n",
+       "\n",
+       "    function ondownload(figure, _format) {\n",
+       "        window.open(figure.canvas.toDataURL());\n",
+       "    }\n",
+       "\n",
+       "    var fig = new mpl.figure(id, ws_proxy, ondownload, element);\n",
+       "\n",
+       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
+       "    // web socket which is closed, not our websocket->open comm proxy.\n",
+       "    ws_proxy.onopen();\n",
+       "\n",
+       "    fig.parent_element = element;\n",
+       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
+       "    if (!fig.cell_info) {\n",
+       "        console.error('Failed to find cell for figure', id, fig);\n",
+       "        return;\n",
+       "    }\n",
+       "    fig.cell_info[0].output_area.element.on(\n",
+       "        'cleared',\n",
+       "        { fig: fig },\n",
+       "        fig._remove_fig_handler\n",
+       "    );\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_close = function (fig, msg) {\n",
+       "    var width = fig.canvas.width / fig.ratio;\n",
+       "    fig.cell_info[0].output_area.element.off(\n",
+       "        'cleared',\n",
+       "        fig._remove_fig_handler\n",
+       "    );\n",
+       "    fig.resizeObserverInstance.unobserve(fig.canvas_div);\n",
+       "\n",
+       "    // Update the output cell to use the data from the current canvas.\n",
+       "    fig.push_to_output();\n",
+       "    var dataURL = fig.canvas.toDataURL();\n",
+       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
+       "    // the notebook keyboard shortcuts fail.\n",
+       "    IPython.keyboard_manager.enable();\n",
+       "    fig.parent_element.innerHTML =\n",
+       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
+       "    fig.close_ws(fig, msg);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.close_ws = function (fig, msg) {\n",
+       "    fig.send_message('closing', msg);\n",
+       "    // fig.ws.close()\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.push_to_output = function (_remove_interactive) {\n",
+       "    // Turn the data on the canvas into data in the output cell.\n",
+       "    var width = this.canvas.width / this.ratio;\n",
+       "    var dataURL = this.canvas.toDataURL();\n",
+       "    this.cell_info[1]['text/html'] =\n",
+       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function () {\n",
+       "    // Tell IPython that the notebook contents must change.\n",
+       "    IPython.notebook.set_dirty(true);\n",
+       "    this.send_message('ack', {});\n",
+       "    var fig = this;\n",
+       "    // Wait a second, then push the new image to the DOM so\n",
+       "    // that it is saved nicely (might be nice to debounce this).\n",
+       "    setTimeout(function () {\n",
+       "        fig.push_to_output();\n",
+       "    }, 1000);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var toolbar = document.createElement('div');\n",
+       "    toolbar.classList = 'btn-toolbar';\n",
+       "    this.root.appendChild(toolbar);\n",
+       "\n",
+       "    function on_click_closure(name) {\n",
+       "        return function (_event) {\n",
+       "            return fig.toolbar_button_onclick(name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    function on_mouseover_closure(tooltip) {\n",
+       "        return function (event) {\n",
+       "            if (!event.currentTarget.disabled) {\n",
+       "                return fig.toolbar_button_onmouseover(tooltip);\n",
+       "            }\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    fig.buttons = {};\n",
+       "    var buttonGroup = document.createElement('div');\n",
+       "    buttonGroup.classList = 'btn-group';\n",
+       "    var button;\n",
+       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) {\n",
+       "            /* Instead of a spacer, we start a new button group. */\n",
+       "            if (buttonGroup.hasChildNodes()) {\n",
+       "                toolbar.appendChild(buttonGroup);\n",
+       "            }\n",
+       "            buttonGroup = document.createElement('div');\n",
+       "            buttonGroup.classList = 'btn-group';\n",
+       "            continue;\n",
+       "        }\n",
+       "\n",
+       "        button = fig.buttons[name] = document.createElement('button');\n",
+       "        button.classList = 'btn btn-default';\n",
+       "        button.href = '#';\n",
+       "        button.title = name;\n",
+       "        button.innerHTML = '<i class=\"fa ' + image + ' fa-lg\"></i>';\n",
+       "        button.addEventListener('click', on_click_closure(method_name));\n",
+       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
+       "        buttonGroup.appendChild(button);\n",
+       "    }\n",
+       "\n",
+       "    if (buttonGroup.hasChildNodes()) {\n",
+       "        toolbar.appendChild(buttonGroup);\n",
+       "    }\n",
+       "\n",
+       "    // Add the status bar.\n",
+       "    var status_bar = document.createElement('span');\n",
+       "    status_bar.classList = 'mpl-message pull-right';\n",
+       "    toolbar.appendChild(status_bar);\n",
+       "    this.message = status_bar;\n",
+       "\n",
+       "    // Add the close button to the window.\n",
+       "    var buttongrp = document.createElement('div');\n",
+       "    buttongrp.classList = 'btn-group inline pull-right';\n",
+       "    button = document.createElement('button');\n",
+       "    button.classList = 'btn btn-mini btn-primary';\n",
+       "    button.href = '#';\n",
+       "    button.title = 'Stop Interaction';\n",
+       "    button.innerHTML = '<i class=\"fa fa-power-off icon-remove icon-large\"></i>';\n",
+       "    button.addEventListener('click', function (_evt) {\n",
+       "        fig.handle_close(fig, {});\n",
+       "    });\n",
+       "    button.addEventListener(\n",
+       "        'mouseover',\n",
+       "        on_mouseover_closure('Stop Interaction')\n",
+       "    );\n",
+       "    buttongrp.appendChild(button);\n",
+       "    var titlebar = this.root.querySelector('.ui-dialog-titlebar');\n",
+       "    titlebar.insertBefore(buttongrp, titlebar.firstChild);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._remove_fig_handler = function (event) {\n",
+       "    var fig = event.data.fig;\n",
+       "    if (event.target !== this) {\n",
+       "        // Ignore bubbled events from children.\n",
+       "        return;\n",
+       "    }\n",
+       "    fig.close_ws(fig, {});\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function (el) {\n",
+       "    el.style.boxSizing = 'content-box'; // override notebook setting of border-box.\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function (el) {\n",
+       "    // this is important to make the div 'focusable\n",
+       "    el.setAttribute('tabindex', 0);\n",
+       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
+       "    // off when our div gets focus\n",
+       "\n",
+       "    // location in version 3\n",
+       "    if (IPython.notebook.keyboard_manager) {\n",
+       "        IPython.notebook.keyboard_manager.register_events(el);\n",
+       "    } else {\n",
+       "        // location in version 2\n",
+       "        IPython.keyboard_manager.register_events(el);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function (event, _name) {\n",
+       "    // Check for shift+enter\n",
+       "    if (event.shiftKey && event.which === 13) {\n",
+       "        this.canvas_div.blur();\n",
+       "        // select the cell after this one\n",
+       "        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
+       "        IPython.notebook.select(index + 1);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
+       "    fig.ondownload(fig, null);\n",
+       "};\n",
+       "\n",
+       "mpl.find_output_cell = function (html_output) {\n",
+       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
+       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
+       "    // IPython event is triggered only after the cells have been serialised, which for\n",
+       "    // our purposes (turning an active figure into a static one), is too late.\n",
+       "    var cells = IPython.notebook.get_cells();\n",
+       "    var ncells = cells.length;\n",
+       "    for (var i = 0; i < ncells; i++) {\n",
+       "        var cell = cells[i];\n",
+       "        if (cell.cell_type === 'code') {\n",
+       "            for (var j = 0; j < cell.output_area.outputs.length; j++) {\n",
+       "                var data = cell.output_area.outputs[j];\n",
+       "                if (data.data) {\n",
+       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
+       "                    data = data.data;\n",
+       "                }\n",
+       "                if (data['text/html'] === html_output) {\n",
+       "                    return [cell, data, j];\n",
+       "                }\n",
+       "            }\n",
+       "        }\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "// Register the function which deals with the matplotlib target/channel.\n",
+       "// The kernel may be null if the page has been refreshed.\n",
+       "if (IPython.notebook.kernel !== null) {\n",
+       "    IPython.notebook.kernel.comm_manager.register_target(\n",
+       "        'matplotlib',\n",
+       "        mpl.mpl_figure_comm\n",
+       "    );\n",
+       "}\n"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Javascript object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<img 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sAMAK1oCgCIAYCUWojB7AIDRrVFJqgkATNJoNrEvACAA2IhwAwABwGpcAYAAYCPWGOqcUQAAJBpCKQAAAoChAqfOSQAgAAgAzp0k7AA2YqWhTqcAAEgchFIAAAQAQwUOADhHAev7gDwC5hFwNVAAwEasNNQJABIDoRUAAAHA0MEzz4nsALIDyA4gO4CNWFuos1YBdgCJilAKzAeAVoWt5g4en9bzm1rt93UHb1j9v9WqlrVPqsezhqO1XXHARpXzNyoXsOXStbScKOiu0s5M3isezdzEnjl8rYtaLmCrvK+beNrTcmrtDOaMnMh5o34rpZx1fCyvj5c1h4YmdPfx2Lieg3g621ErqeEYbsvqLuDe7Xr+4f6X9YwZntJLnN2+VrziAvZabhJXGABM3JA2p0MAYH2dAUBbIwCwog0A+JoOAGBD3b4AYP31Oo0lAMA0jnoEfQYA64sIAAKAVQWsnUQAEACsxkgj3/UDAOuv12ksAQCmcdQj6DMAWF9EABAABADnxgCPgO05AQDWX1MpEa0CAGC0eqamNgCw/lADgAAgAAgA1l8pKiUAwKBKUS4qBQDAqJRMWT0AYP0BBwABQAAQAKy/UgCAQTWiXLQKAIDR6pma2sIAoCVOo93B1nVXLhlT/+TrDn7P6qfVenoyfjmRLWevVrnlutXyBocJSl9Xr+81TPeu6Hlbfd2+mnPatdFy6Vru42nDXeubI9gq7+satspbn8+xxsVyDU8Z/c0VFJeuiIwa7uChXJ966bEp3Xm/Z29/TXnVGSwipSnd7duW093B3bsMd/CLujs4iW5fJ+4Jlz1Wo/HU2LT883t+KiMjIzIwMOA7jSkfcwUAwJgP4GI1HwCcUR4A9I9CALCiGQBY0QEA9J9DvmcAgL6KJb88AJj8MW5IDwFAAHAhgQUAAoCz4wcAXMhsCnYuABhMpzSVAgDTNNoR9hUABAAXEk4AIAAIAC5kBvmfCwD6a5b0MwDApI9wg/oHAAKACwktABAABAAXMoP8zwUA/TVL+hkAYNJHuEH9AwABwIWEFgAIAAKAC5lB/ucCgP6aJf0MADDpI9yg/lUB8Jz7/0E6+4Pl1P3dlvVerfF1B1uV9/VMeV3Xcgcfe8BLaj2We9dyZi5pz3nV45Mf18dJ7BphuYYLhhvXEtIX6Hyv6+sCttppaembE9lySfu208wQUtKdqxkx8tp6jpeVdzpf1J20Vg5iK3fwuOEOHp7ScwQPZWuPjxj5hCfG9LzEpZyumeR1Z3n3q7qzeenzhju46LWMLMp3/VwLNdCzWo4L2G9Mk1YaAEzaiDapPwDgjNAAoAgAWIkHALCiAwC4OB92BgCbdANMyGUAwIQMZLO7AQACgLNjDgAEAGfHAwAIADb7nsT1/BUAAP014wwRAQABQACwdilgB5AdwGpULEZqN3YAuT37KAAA+qhF2X0KAIAAIAAIAPIOoH1TAAC5Yba6AgBgq49QiPY99NBDcu2118qf/vQnefnll+UXv/iFfPjDH95XU6lUkiuvvFJ+9KMfyfDwsLzrXe+SG2+8UdavD27SAAABQAAQAAQAAcAQtyhOaREFAMAWGYgom3HffffJww8/LG9729vkox/9aA0AXnPNNXLVVVfJzTffLIcffrh89atflSeffFKeeuop6enpCdSUMABoVezrDrbq8XUNW+7gdx38N/USlvPTMoF0Z/JqPdbxPsMdrFXS06bXbWljuXqttluPMi1ns1W/VU9UuYZ93cQjeT1H7fKOcVU6q1/WdX1z8lpuXCuXseUC9s19bLXTN2exVY/1DqAFjLtztbmA92T1sdo9ph/PTupfIyga7uC2rO4a7n5VP265g+Ow02etC7iAA93uElsIAEzs0FY61tbWNgcA3e7fwQcfLJdeeqlcdtll5TIuEfiqVavkpptuknPPPTeQIgBg/R1AANB2xQKAlfgBACs6AICBlt05hXw+9wIA+uubhjMAwISP8v4A+Oyzz8oRRxwhjz32mBx33HH7ev/ud7+7/L+vv/56VZFcLifuv+rPAeDatWvF5zuAltTsAFaUYQfQfzKyA1jRjB1AEXYA/ecPO4D+miXpDAAwSaOp9GV/ANy8eXP5nb/t27fLmjVr9p1xzjnnlHcLb7/9dlWRjRs3yqZNm2r+BgCK8AhYhEfAlanBI+CKDjwCbvyNhR3Axmuc9CsAgAkf4agAkB1AEd4BtAEHAAQAZy+lAGDjbywAYOM1TvoVAMCEj3BUj4D3l4l3AGcUYQeQHcBqNLADyA5gs24pAGCzlE7udQDA5I5tuWeWCcQZQJwRxP0czK1cuTKUCeTQ72ySTO9c5/C/e/PWSFRt9LuB7zn86UjaOdCRVetZ1jGpHrecnD2ZabW8BpjWbmS76AlLp0t63tOoXK6+O4C+wtv91fO2Wu0ZK+gu90JJz4Hbl9HzSFs5haeLus6Wu9bSwWqP77t+VkxZ9VvtyRnxY8VyztDBOj5WqM3vqxlDXPtenViqNnN4Uh/biXFjzK3cwTk9Fvqf18d24G+eSYINkaMAuvnm1QN3vq3mz4VcVp659itlI+DAwIDvtKR8zBUAAGM+gFrzx8bG5Jlnnin/6fjjj5frrrtONmzYIMuXL5fDDjtM3Gdgrr766jmfgXniiSdCfQYGABQBAP13AH2nHQBYUQwABAB95061PAAYVrnkngcAJnBsf/vb35aBb//feeedV97lq34I+oc//GH5Q9Cnnnqq3HDDDXLkkUcGVqP6CBgABABd0LADWJk67ABWdGAHMPBSuq8gO4D+mnHGwhQAABemX2rPBgBnhp4dQACwGg0AIAAY9qYAAIZVjvPCKgAAhlUu5ecBgADg7CnADiA7gLPjgR1A/xsEAOivGWcsTAEAcGH6pfZsABAABABrpz87gOwAhr0pAIBhleO8sAoAgGGVS/l58wGgJU1U7mCrfss1/LY3PK+e0tehOzyt/LUDnbrbd3mnnkd2abtevttw+1pZLTqVvL+Wq9fSxtqhsz5bElWuW8tt6uui9TU/WK5by7Vq6Wa104oR32XB97MxEwU93+0SjzzS87XR0tlqp6Wnb07hiWJtv4ane9WmjhjHXzHcwbvGavMMu4onxmudx+540cgRbOUOXvqMnju4/2XdHbwYoGeuC7iAfadsosoDgIkazuZ1BgCc0RoAtOMOAJx/TgKAFX0AwOjWbs3tCwBGp2+SagIAkzSaTewLAAgABgk3ABAAnK2AFQ8AYJDZFKwMABhMJ0qJAIBEQSgFAEAAMEjgAIAAIAA4NwZ4BBxk5aBMMxQAAJuhcgKvAQACgEHCGgAEAAFAADDIWkGZ5isAADZf80RcEQAEAIMEMgAIAAKAAGCQtYIyzVcAAGy+5om4YhgA9O24r2v41Uk9R+hAl+7GzRf1nJ8Hdk+oTR0wcvuu7h5Ry1t5ZK18vQXR26PlArbMA9q7VPPpbrlZowI33zH3LW+5Vn3rscr75uS1UtZZ9UflJrauG1X9Wgy6PkX1/UctnkeNvM3jed29+2puiSqzlTvYdAeP6vWXpnS3b/te/fjyo3er7Tlp5Qvq8T9983j1+Mjh+roQRYyTCzgKFeNbBwAY37Fb1JYDgDPyA4B2CrRGBykAWFEYABQBAP1nGwDor1mSzgAAkzSaTewLAAgAzg436wPIjQ5JABAArMYYAOg/2wBAf82SdAYAmKTRbGJfAEAAEACsnXA8Aq5o4vvomUfAIjwCbuINjEuVFQAACYRQCgCAACAACADyDqAI7wCGuoVwUgsoAAC2wCDEsQkAIAAIAAKAACAAGMf7F22uKAAAEgmhFKgC4IZf/ifp6J/rmtv614ND1Rn0pP4DdZfuYQcMqVVMF3WX3oE9eg7fg7r04wd2jan1H9Chl+9pmw7apXI5K7+vT7owM+dvsUNtS1Q5dq2O+uaK9S3ve12vAXGPMqVNPcVyxVr1W25iq7zvuFjlrUfSVvt9c0P76ukDjKbT3ciHvDev5w7eNaXnAt4+tkxt/s69ups4N67nYS5N6S7dnm2dav2Dz+g5ghvp9jXjklzAviGcqPIAYKKGs3mdAQBntAYA7bjzBTrf8gBgRQEAUAQA9F//MYH4a5akMwDAJI1mE/sCAAKAQcLNF+h8ywOAAGA1BgDAIDNybhkA0F+zJJ0BACZpNJvYFwAQAAwSbr5A51seAAQAAcAgM1EvAwCG1y4JZwKASRjFRegDAAgABgk7X6DzLQ8AAoAAYJCZCACGVym5ZwKAyR3bhvYMAAQAgwSYL9D5lgcAAUAAMMhMBADDq5TcMwHA5I5tQ3s2HwD6XtjXNfy6172qXqJg5Pbt7sir5Q/r113Dq7r3quUP6NTdvkszeq7hTFtJrSdX1N2BPg7JrFGH5Vr1zWnrW94ac8vJaYFeVJk9ogJJMwduSXd+Wv3tyeiO8Kj08c3d3C56bJpA3aY7V30c6vOtC9qHoy0HszV/RgwX8HhBz+27bWJQbdKOMT2n+PDePrX89IQ+n2Vaj5GunUZO4azuOPddT33K8wjYR63klQUAkzemTekRADgjMwBoh1xUgOMb1ABgRbHOjP6PHwBQBAAUAQB9V5ZklQcAkzWeTesNAAgABgk2ALCiEjuA80cLO4Ai7ewABllSKBOhAgBghGKmqSoAEAAMEu8AIAAYJE4AQAAwSJxQJloFAMBo9UxNbQAgABgk2AFAADBInACAAGCQOKFMtAoAgNHqmZraogRAS7Sd43oKp/4u/YX6qYL+cvXKfj2F2+v6d6uXXtuzRz3u+65fsaS/1G2lfMuW9HRt00YaN62RZiov4yV+y0yyWI8sfVOvWe/6+epgxaBvyjSrPVb9jU75poGVa4tlsPB9N9AyLvkuhFo7Le1HCz1e1e/N6+X3TBsp4sb1FHHb9w6o1x3fq9dfMkwgna/qppGlz+vdmjyoceYQ3gH0CqXEFQYAEzekzekQADijs+X2BQDtFGWWaxUArMSVrwvbAjoA0KWIAwCtuwIA2Jz7ZateBQBs1ZFp8XYBgADg7BD1/awLAFhRjx3Aig7sAIqwA9jiN70ENg8ATOCgNqNLACAACADWzjQeAYdbfQBAADBc5HDWQhQAABeiXorPBQABQAAQAOQdQBHeAUzxjTDmXQcAYz6Ai9V8ABAABAABQAAQAFysexDXXbgCAODCNUxlDVUAPPs3n5LO/q5AGuzK6q476+SJab3esZx+fEn3lFrVEct2qccP6RlWj6/p0o+3i54OqyB6yifrBXzLoWod196XyxmOYUvLqDJjWPVb7/RZbmLfeqzyllM0qpR4Ub3baGXksGIkKhNIoIk5q5DlArZMJlb9Zr9k4Y5Wq26rLZZreMxIEbd9UncBvzSmH985vES99PS4sS5OGSni9hgp4ib8NPvRZ74beNjHR4vy/mOfk5GRERkY0F3OgSujYOwUAABjN2St0WAAcGYcAEDbtQoAVuIEAKzoEMWOIQA4/z0AAGyNe2QcWgEAxmGUWrCNACAAODss2QF8DXBK+u4OAAgA7psv7AC24B0tnU0CANM57gvuNQAIAAKAtdPIAmEAEAAEABd826GCiBUAACMWNC3VAYAAIAAIAFrrHe8AivAOYFruhvHtJwAY37Fb1JYDgAAgAAgAAoAimEAW9VbExRegAAC4APHSfGoYALT0+svuleqfMob5bSqvu+XWDOxV6zl62Svq8TVdI+rxZe0TkQztRLFbrScKF7BVh5V+zkpXF1UmCl/Butvy6imWe9eq39fd7PuhZt9+WXr61hNVeV/3rnXdRruDtetG1fYJw+1ruYCH832qDNsmBvXjI7o7eGREr6eY09evnhd11/ABW/SvD1x71Q0LDhNcwAuWMNYVAICxHr7FazwAWF97ANDWCACsHz9RlIgKogBAEQAwioikjlZSAABspdGIUVsAwPqDBQACgPWjpLElAEARdgDtGGMHsLHzr9VrBwBbfYRatH0AYP2BAQABwPpR0tgSACAAOF+EAYCNnX+tXjsA2Ooj1KLtAwDrDwwACADWj5LGlgAAAUD5qYOZAAAgAElEQVQAsLFzLM61A4BxHr1FbDsAWF98ABAArB8ljS0BAAKAAGBj51icawcA4zx6i9j2KgC+6bb/LO19c92ub1qxw6tlzwwfpJYfGe9Vj/f15NTjhw/uUY8fueRV9fgh3UPq8Z62afW4lfItV+xUy2eNfL1meaMerXLLbTpR0J2EVs5ca6B8XcNeAy4ivjl2rfqtflkuad92+ubk9W2nb3us8r7tbDQY2nGlO1otk4lWj286OeubhBNFfa6M5PV155XcUrVbz+09UD2+Y0gvn8/q64WMd6j1nHHiE+rxTx30sHr8a5/9rN6ez2VrjhcmcvL0P1xNLuCoJmLM6gEAYzZgrdJcAHBmJABA/6gEAP01m+8MANBWBwCsaLMDAIx20iWgNgAwAYO4GF0AAAHAhcQdALgQ9WrPBQABwKoC7ABGO7eSXBsAmOTRbWDfAEAAcCHhBQAuRD0A0Ec9dgDZAfSJlzSVBQDTNNoR9hUABAAXEk4A4ELUAwB91AMAAUCfeElTWQAwgaN91VVXyc9//nPZsmWL9Pb2yjvf+U655ppr5KijjtrX22w2K5deeqncdtttksvl5Mwzz5QbbrhBVq1aFUgRABAADBQoRiEAcCHqAYA+6gGAAKBPvKSpLACYwNF+3/veJ+eee66ceOKJks/n5Stf+Yr8+c9/lqeeekr6+/vLPb7gggvknnvukZtuukmWLVsmF154oWQyGXn4Yd1Ztr9MVQA88n9dUeMC7mwvqKou79dz7O4Z13NmTuZ0t9xBA+Nq/cccoOf8Pbx3l1p+VaeeC9hy+1rOUl9Xb85wB1vvcUXhaG0X3X3pG/6dGX1srbZbLl0r568vGPq6gKPKHWy13/ddPF/9o8pl3JOxnO56Am7LpWs5cn1d51r9llPZdz5YbR8p6G7frOHG3zm1RB2u58eWq8e37x1Qj4/t1a9byuo5ggf+YqyDT+hfQ9DMHlac4QL2nYHJKg8AJms81d7s3LlTVq5cKQ8++KD83d/9Xdnyv2LFCrnlllvk7LPPLp/jdguPOeYYeeSRR+Tkk0+uqwoAGGAH0LiRAIAiAGDdKaYWAABFAMBKaBwEAIabRJy1TwEAMAXB8Mwzz8j69evlySeflDe/+c3ywAMPyGmnnSZDQ0MyODi4T4F169bJxRdfLJdcckldVQBAAHB2kLADWFGDHcCKDuwAirADWPc2QoFFVgAAXOQBaPTli8WifOhDH5Lh4WH5/e9/X76c2/k7//zzy+/+zf6ddNJJsmHDhvL7gvv/XNnZ5R0Arl27VngELMIjYBt8eARcmUnWh7t95z87gOwAVmOGHUDf2UP5/RUAABMeE+5dv/vuu68Mf4ceemhoANy4caNs2rSpRi0AEACcb+cLAAQAgyyxvAMowjuAQSKFMlEqAABGqWaL1eWMHXfddZc89NBDcvjhh+9rXZhHwOwA2jsP7ACyA1idXDwCrijBI2AeAbfY7ZDmKAoAgAkMi1KpJBdddJH84he/kN/+9rfl9/9m/6omkFtvvVXOOuus8p+2bt0qRx99dCQmEEvS9ozuRJ00cmNmMiW1qrUHDqvH3zT4snr8dT26C3iwXXclWy7AieLcnMfVi1nlLbPHdFF3+1nu42Kp1plp5erVyrp2WuXNHTrlmvPVE9UjTt93CRt9Xat+61GsZVCwTC++y4+vS9qq3xfQfHMH23GVUZvk0x5fE4ivm3is0KO20coRvCOru32fG9HdwTv36DmCi4YLuGOX7gI+4C36uvbtY24LHFbjo0X5+2OfJxdwYMWSVRAATNZ4lnvzuc99rvyen9v9m/3tP/e5F/ddQPdzj4bvvffe8mdgBgYGysDofps3bw6kyHwmEACwogAAGCiU5hQCAOfXDAD0fwcQALRjCgD0X6OSdAYAmKTRfK0vbW36t7x+8pOfyKc//elyqeqHoN0u4OwPQa9evTqQIgDgjEzsAEZncgAAAcB6CxA7gBWF2AGsFyn8vZ4CAGA9hfi7qgAACADODoxGP4q1HhE2+ro8Aq6MMo+ARXgEzM0waQoAgEkb0Sb1BwAEAAHA2snGO4AVTXgHUIR3AJt0M+IyoRUAAENLl+4TAUAAEAAEAK1VEAAEANN9h4xH7wHAeIxTy7WyCoAbfvmfpKN/rjt22/BMdpE5kGC4gMdGddddd6+er/TIFTtVPd46uE09fni3Xt4Sddxw+1ruQPMdwGKHeglrl8jn3Sbf3L6Ww7gvM6W20XINW49EG/35EwsorOtaYxtV+33GyrXFt52+YBXVAuGrj5VT2HpkbOXl9XnEXCzpTuKo8hKP5PXc5GMF/SsAe6Yq+dX3/z09skI9vmOP7hqentDdvm2T+lcDTjr+abX+i9f8Wj3+tU/+h5rj+XxWHvzDN3ABRzWBYlYPABizAWuV5gKAAXYAAcDIMmAAgJV48/lcSpi1AgB07/oBgGFih3PipwAAGL8xa4kWA4AA4OxAZAdw/mnJDmBFH3YARdgBbIlbGI0QEQCQMAilAAAIAAKAwacOAAgAVqMFAAw+byjZWAUAwMbqm9jaAUAAEAAMPr0BQAAQAAw+XyjZHAUAwObonLirAIAAIAAYfFoDgAAgABh8vlCyOQoAgM3ROXFXqQLguh9/VTJ9c128b1jzqtrf7Xt199vYsP7S9bIDxtV63rJyu3586Uvq8RUdo+rxqZLu0s0VdTfeqJEjdKLYpdafM0wgVjBYeXwtB69PUHVn8mpx65p97bo72LqmlaLMNweub6oz3+v6lo8K3MwxFz1rj6/Zw7ed5mdajPZY7bdc5JZLujujO/s1Z69V1vzWouEO9pknrqzl6h8pVNJo7v8bntaPPzd6oFr+xSH9KwmTe/WvIciU7npe/pjuDj7wCT3H+dRg7TqVn87KI7++Ehewb5AkpDwAmJCBbHY3AMAZxQFAEV+w8gVJ34wcFnj6ttMXrHznodVOAFAEAHwtmgBA32lF+YAKAIABhaLYXAUAQABwdkT4ghUAWFEAAHxNB2X3DgAEALnvNlYBALCx+ia2dgAQAAQAFz69AUAAsBpFPAJe+HyiBj8FAEA/vSj9mgIAIAAIAC58OQAAAUAAcOHziBrCKQAAhtMt9WcBgAAgALjwZQAABAABwIXPI2oIpwAAGE631J9VBcBDr98kmd657rW27qKqT1ef7iydmtRdt2tWDav1HH+g7vY9pl93B/dncmo9lgvYcvtNG65eK0eo5QK2XIxW/l2t8b65gK26LbNBZ6agama962flhLUclRb4dLfpbmVLs6jMIdaE9jWB+LqeretaOke18PjqZpZv0+e61U4r3qwMIVH018oRbNVtxdrQtJ7zd9hIHbd9Ypl6iWeHlqvHra8hlKZ1F/CSp/V1c+Xf6znRtYvmx3Py+w99DxdwFIEWwzoAwBgOWis0GQCcGQUAUAQAfG0ny/MzKgBgRQEAUAQAbIU7W7raAACma7wj6y0ACADODiYAEAAMsriwAyjCDmCQSKFMMxQAAJuhcgKvAQACgABg7cTmEfD8ix0ACAAm8HYY2y4BgLEdusVtOAAIAAKAAGCGdwCFdwAX917E1cMrAACG1y7VZwKAACAACAACgAIApvpOGO/OA4DxHr9Fa30VANf+93+qcQHLUj3fZ6a9pLa3ZBgJX7dmt1r+HQc+px4/okfPQdxpOEuzJT2H75iR89d2B+s5OX1dwNZgag5eywVsuX2t4771+LpHrUd+OSMPs28KNN8MJL7lLRewpYNV3nKWWmNu1W/GiOhzy7d+X/ex1U6fnL+ujVb5KBY4K8atHNtaXmLXjlemjVzmhW61mTuyevm/Dh2klt8zpLuMizl9fencpbuAu48aUevP5WpznxcnsvK38/8rLuAoAi2GdQCAMRy0VmgyADgzCtNFANACBwCwEicAYEUHC64AQBEAsBXubOlqAwCYrvGOrLcAIAA4O5gAwIoa7ABWdGAHUIQdwMhuN1TUIAUAwAYJm/RqAUAAEACsneUAIABYjQoAMOl3wfj3DwCM/xguSg8AQAAQAAQAeQdQxPoQPAC4KLcmLuqhAADoIRZFZxQAAAFAABAABAABQO6L8VUAAIzv2C1qy/cB4A++VpsL2HL75vWclpkuPe/sGw/ZofbxbYMvqMfXde/y0mS8qLv3Joq6O3jCcPtZ5S0XsNXIYqlN/ZOPC7gjo1uqfd2+Vht9XcBRuVl9Xbe+5a3+Wm5lq7x37mBjzK1czF4BLiLWu5m+42Jd18wl3Wbkkja+G6ilgvP9xIyv29eeh/o6tSevu3StHcBdU0vUS/xlzyr1+K6hperxguECbhvXzWdS1NeRpc/V9quQy8pfvvcVXMC+Eysh5QHAhAxks7sBAM4oDgBGBxq+wBLVZ1oAwHArCABo7wACgOFiirOapwAA2DytE3UlABAAnB3QvuBmTQbfegDA+ZcVXz19FykAEAD0jRnKt44CAGDrjEWsWgIAAoAAYO2U5RFwRRMLDK3HujwCFuERcKxugYloLACYiGFsficAQAAQAAQA2QFkB7D5dx+uGJUCAGBUSqasHgAQAAQAAUAAEABM2a0vUd0FABM1nM3rTBUAL/79B6V7ydyclHf+9Vi1IZMjPerxriVT6vG3HvKSevy4gW3q8VWdeg5MS5VsSc+lOZLvU0+xzB5Wmi/LBWy5fa12Wnl8tfLdmbxXEPRk9LzNXpXM88jP9x0930eHVmoxW0vdJW3VYzvCdae4b85l3zG39LFi0Nft223kzbbaabrCDbevT65n7bHwfHFpP17Wx9ya/1YbXzVyAWeL+jqyK6e7gLcMr1S78coePXdwcUp3+5Ym9eOD/1ab89ddcM0DtV9JyBdycv+W/44L2HfBS0h5ADAhA9nsbgCAM4oDgPY7XwBgJU6sT5QAgPbKBQBWtAEAm313S8/1AMD0jHWkPQUAAcDZAWXtmgCAAGCQONEWJwAQAIz0pkVlNQoAgARFKAUAQAAwyI0dAAQAg8QJACjCI+BQtyJOWoACAOACxEvzqQAgABjkxg4AAoBB4gQABADTfD9drL4DgIulfMyvCwACgEFu7AAgABgkTgBAADDmt8RYNh8AjOWwLX6jqwD49/f9R+nsn+uIfHVcd7+98vKg2vC+wUn1+PFrdBfwWwdeVMsvbx/3EiYqF/BkQXcBFkTPKWq5gC0nquZu9HX7WuWttli5aK3MEpbwvrmDOw0Xs/WOYc5wYFqOUEtjC1StXMCW89PX4W2Vt3I6WzpYOkf1bqY1vr6u7R7DZVwQPX+tdl1TA9HdvtY8tMxbPW26M35PXl/XLKf4Kznd1bvVcgEP67mApyb09UWMHMEH369ruezPe2rkLLuAt16HC9jrzpGcwgBgcsayqT0BAGfkBgDt0AMA55+WAGBFHwBQ5BUAsKn3MC4mAgASBaEUAAABwCCBAwACgLMVYAdQhB3AICsHZZqhAADYDJUTeA0AEAAMEtYAIAAIAM6NAQAwyMpBmWYoAAA2Q+UEXgMABACDhDUACAACgABgkLWCMs1XAABsvuaJuCIACAAGCWQAEAAEAAHAIGsFZZqvAADYfM0TccUqAK7753+UTN/cHL8DS3RX79Aruiuu/8AJVZMTD35BPf7WpboLeLBdr8dyeFou4KF8v3rdiYKe/9VyAeaLeq5OKwAs56qWX9ZKLRaVezSqILUcm91GDmIr+4OljZkDV0peXRgt6Hmqrfqt45apwypvNbIvo+fH9skL7er2yb0bprx3rmGP3NOWY9vXeezjrp8vaMaMGLEc4a9M6evdX4ZXqZd5afcy9fj0uL7uSF53+656SF93lj1d+5WEfD4rv/3TVbiAvVaL5BQGAJMzlk3tCQA4IzcAaIceAFjRBgCs6GCBvxZBAOBrsQMANvXelqaLAYBpGu0I+woAAoBBwgkABABnxwkAKMIOYJCVgzLNUAAAbIbKCbwGAAgABglrABAABADnzhQAMMjKQZlmKAAANkPlBF4DAAQAg4Q1AAgAAoAAYJC1gjLNVwAAbL7mDb/ijTfeKO6/5557rnytN73pTfK1r31N3v/+95f/dzablUsvvVRuu+02yeVycuaZZ8oNN9wgq1bpLydrDQYAAcAggQwAAoAAIAAYZK2gTPMVAACbr3nDr3j33XdLe3u7rF+/Xkqlktx8881y7bXXymOPPVaGwQsuuEDuueceuemmm2TZsmVy4YUXSiaTkYcffjhw26oA+NkHz5auJXNzVf6/L65X6xnb3aceX3qQnsP3xNW62/ctS7ep9SxvH1OPZ0u6i87KI2s5QscK3Wr9viYQy9Fqia/l8bVMBVbO3x4P96Vrh2/O36KRy7XbyP1quUd93hFz7fR1AVvaT3iOrXXdXLEj8BxyBS03tzWOlgvY93M7ViN9cw37xrKPy9sygfRlcsY813Pm+lzTVWxd15rn1vEdRi7gZ/auUNv/0h7dBZwb09cdmdZdwCs26zF4wFbDBfzH/4oL2GvWJqcwAJicsZy3J8uXLy9D4Nlnny0rVqyQW265pfz/u9+WLVvkmGOOkUceeUROPvnkQIoAgOF3AH1vmgCgHZIAYEUbAFDE+qwTAFiJEQAw0K0tVYUAwIQPd6FQkJ/97Gdy3nnnlXcAd+zYIaeddpoMDQ3J4ODgvt6vW7dOLr74YrnkkktURdyjYvdf9ecAcO3atcIOoAg7gCLsAFZmBjuA8y+oPjDGDuBrMcUOYMLv0ovXPQBw8bRv6JWffPJJOeWUU8rv+y1ZsqS84/eBD3yg/H/PP//8OTDnGnLSSSfJhg0b5JprrlHbtXHjRtm0aVPN3wBAANAFBQAIAAZZ0ABAER4BB4kUyjRDAQCwGSovwjWmpqbkhRdeKL/bcccdd8iPf/xjefDBB+Xxxx8PBYDsAIrwDqAdyAAgABhkmQMAAcAgcUKZ5igAADZH50W/yumnny5HHHGEfPzjHw/1CHj/DvAO4IwiPAJmB7AaDTwC5hFwVQFMIIt+26MBdRQAAFMSIu9973vlsMMOk+uvv75sArn11lvlrLPOKvd+69atcvTRR4cygaz/n1dIe99cl1p7e1FVdXSPnmN36XLdBfyONXou4GOX6C7gZe16Pb4u4JFCr95+IxdovphRyxdEP26FnOXA9EkjZrlHvd2dnrl0rT5Z5gTfz8OY9RvtLBiuZKseyxFuwf1YXndmWmNlundFnyu+OZ0tPa2dWcvl7RsnVp5tX9e5Ni5WWzoNZ7nvfLMc2NMl3UVrxcIeI3f4aF7PL711ZKUahtt2z7yTPbvAlGcquBUP4wJOyW19wd0EABcsYetV8OUvf7n8zT8HfKOjo+X3/ty7fb/61a/kjDPOKH8G5t577y1/BmZgYEAuuuiicic2b94cuDPVHUAAUAQAtMMGAKxoAwAGXlr2FQQAK1IAgP6xwxnBFAAAg+kUq1Kf+cxn5P7775eXX365/J2/Y489Vi6//PIy/Llf9UPQbhdw9oegV69eHbifAOCMVAAgAFhVgB3AihLsAIqwAxj4dkLBRVIAAFwk4eN+WQAQAAwSw+wAsgMYJE60MuwAsgMYNnY4L5gCAGAwnSi1nwIAIAAYZFIAgABgkDgBAEV4BzBspHBeWAUAwLDKpfw8ABAADDIFAEAAMEicAIAAYNg44bzwCgCA4bVL9ZlVADz93v9bOvvn5tp9ZWypqs2uVwbU40sP1N27x616SS1/woDuDh5sn1DLTxmuPsv5abn6rE98WO7AYknP1WkZAvLFdrX9HZlCzXHr8ZhVt6+703KJWkDnOxns9uuuWNPlWvJzWltp+HzzQkeVC9h2Q+e9JLXqsSqJ6ruNVv2+Lm9Nf2usfPtquX2ttltuYmue75rW1zvrHcC/DK9SL73dyAU8NaHnOJZpPfYP/o2+jix7cnfNdfOFnNy/9TpyAXvNtuQUBgCTM5ZN7QkAOCM3AOgfegBgRTMAsKIDACgCAPqvI5yxMAUAwIXpl9qzAUAAcCHBDwACgLPjBwAEABeynnBuOAUAwHC6pf4sABAAXMgkAAABQABw7gxiB3AhKwrnhlEAAAyjGucIAAgALmQaAIAAIAAIAC5kDeHchSsAAC5cw1TWAAACgAsJfAAQAAQAAcCFrCGcu3AFAMCFa5jKGqoA+NkHz5auJXNdav/yyutUTXbuWKYe7z9gUj1+wpoX1eMnDjyvHrdyAReNnLyjRs5f31zAVgBYGUIsx6lVT3dmOnCMWbmArQrMFGVtuhs3Knew/ZHfWsdz4M7PKuibC3i6qOdPzRkO8mxRd2Zazm9fR7g1jlY9nYpT3MlhgrZnrufOjO5KtnSzMoH4OHstp3VPmz4fosoFbNUzZuQC980F/NSQnnFp+x79KwnTk4YLeEp3AQ/+q16+/5XauZWfzsof7/oqLuAwi0wCzgEAEzCIi9EFALC+6gCgrREAWNHGAnAAUAQArMQIAFh/raVEOAUAwHC6pf4sALB+CACAAGBVAXYAq8Ab/DuPACAAWH+VpcRCFAAAF6Jeis8FAOsPPgAIAAKAc2OAR8AiPAKuv3ZSojkKAIDN0TlxVwEA6w8pAAgAAoAA4P6zAACsv3ZSojkKAIDN0TlxVwEA6w8pAAgAAoAAIABYf62kxOIoAAAuju6xv2oVAA/74Vcl09czpz/dvbpLb3Lv3HLVk3oHsqoeJxy8TT9u5AJe3jGmli8Y+WKzJd0tZ7n9rJRvVv1W7mDruGWM0FyJvrmArXyolnvUClDfPKyWa9is33CbthuuVV+3b9Ezd7Dp9hU9z/NEYW5e7Go/LbOHpYPloo1q4ejLTKlVWe/dWeNotdMalyjMP74xaLnuO9sMZ7Ph/La+DmCN+c4pPUfwX4b0XMCvGC7gwpSe27c0qR8/7F49Svr+trfmDy4X8ANPXYsLOKqJFbN6AMCYDVirNBcAnBkJANCOSgCwog0AWNEBABQBAFvlLkY7AEBiIJQCACAAGCRwAEAAcHacAIAAYJB1gzLNUQAAbI7OibsKAAgABglqABAABADnzhR2AIOsHJRphgIAYDNUTuA1AEAAMEhYA4AAIAAIAAZZKyjTfAUAwOZrnogrAoAAYJBABgABQAAQAAyyVlCm+QoAgM3XPBFXrALg0bd+Sdr7uuf0qVDQc1RmJ3SHpOUaPnrlK6pWJwzqOYIP69rlpe1EcW67qyfbx/X2j+R71etajkrLkevTeCtfqVW3lVrMMidY72q1GzmCfdruyvqCoVW/1R7rg8NWPZY72BpDqx7LNWy20zMnr1WPZUTyva6V89fSxydPtdPMzu5R68j1+Wi0q9vKtmK5/X3dxK9O67l6rTF/Nae7gLcMrVTD59Xdev1FwwXcNma4g3uNPN49tRoXJ7Lywn/8J1zAvgtYQsoDgAkZyGZ3AwCcURwA9I8+APC1nUEAsCxEj/JJFgCwEiMAoP/6whnBFAAAg+lEqf0UAAABwIVMCgAQAJwdPwCgCDuAC1lRODeMAgBgGNU4RwBAAHAh0wAABAABwLkzCABcyIrCuWEUAADDqMY5AOCsGOARsP+EAAABQAAQAPRfOTgjSgUAwCjVTFFd7ACyA7iQcAcAAUAAEABcyBrCuQtXAABcuIaprKEKgId+e5Nkeufm+M306Tk22zsKqlZtelpVOWKl7uo9blDPEXxk7w6vsZgycn5aOX+H8v1q/ZYD09dBarkYrdzBWmPW976qtnF9t67N78eOVMtH5fbtNvKtFo1cutYA+rpNrXqmix3qn6z2WKBqlbdiwbd+q/2+9Zi5eo2cyNa4+zpmfV3YWq5nqw7L6W452q15ZWlsfQXAcvtaOYJfnDhAvcTWPSvU48Mj+vpSnNa/qtC+W89l/oYT9K8k9HXU5n+eHp+Se9/3z7iAve4cySkMACZnLJvaEwBwRm4A0A49ALCijS+4AYAuf7L+ORMAsBIdAGBTb3mJvBgAmMhhbXynAEAAMEiUAYAAYJA4YQdQhB3AIJFCmSgVAACjVDNFdQGAAGCQcAcAAcAgcQIAAoBB4oQy0SoAAEarZ2pqAwABwCDBDgACgEHiBAAEAIPECWWiVQAAjFbP1NQGAAKAQYIdAAQAg8QJAAgABokTykSrAAAYrZ6pqW0+AOxcWus2c8L09urHJyf1HLvrVu5R9XzHgc+pxw/t0sv3ZXJq+aLo7rrhQp9a3nL1jhXmuqCrJ08X9VydVj3Wcc3FaDkeD+vWNdg1vUTtk5UjuNE5Z31dwJYL1TIKWLlrrQnq69i26rEMQb4LQ6P193V5Wy5sS2fbwFFSpdDKW2NuuXqtOeGbk3vEmP+jxjy3XPpbR1epff3bnuXq8fG9+jpSMnKr9z2jr5uDz+jmmVUX/rXmuriAfWdmssoDgMkaz6b1BgCckRoAFLGAwvczKlYAA4AVZSzA9NUfABSx3MQAYNNuI1xokRUAABd5AOJ6eQAQAJwdu74Awg7g/DOfHUARdgArMcIOYFzvkq3fbgCw9ceoJVsIAAKAAGDt1OQRcEUTHgGL8Ai4JW9dNGqWAgAg4RBKAQAQAAQAAUDeARThHcBQtxBOagEFAMAWGIQ4NgEABAABQAAQAAQA43j/os0VBQBAIiGUAlUAfOddF0pHf3egOqYLuit2x54B9fyDDxxRjx81qOe7PW7pC2r5fsMFbOUCzhX1HJtWjmArR6i1M+DrONXK+6bD8nX7WgPqnRNWdNdnVKnRAgVegEJWe6yxsswt5ntrRu5jX5OMr/4Buj6niK/ZxtLHqieK9lux79tXq/yevO6Yt+b/WEFf//5teI16iW17BtXj2THd1St5/WsFK36v57U+8F/1dVO7aL6QkweeuIZcwFEFT8zqAQBjNmCt0lwAcGYkAEA7Kn0Bxyrf6LgHACsKA4AiAGCjZxv1t4oCAGCrjETM2gEAAoBBQhYArKjku+NplY9iB22+cQMAAcAg85oyyVAAAEzGODa9FwAgABgk6ABAAHB2nEQBsDwCrmm8ueMAACAASURBVCjKI+AgKxBl5lMAACQ+QikAAAKAQQIHAAQAAcC5M4V3AIOsHJRphgIAYDNUTuA1AEAAMEhYA4AAIAAIAAZZKyjTfAUAwOZrnogrVgHw3Ps/KV1LDPfafj3dMrRS7fvQqJ57t79Xz+F77IqX1XrW9+nu4IO7hrw0t0wdo0Ur56/uxrNcgz45f70aXv4Ar+66tR6bdWYKXpewPnRsPdqLKqOF1Ujf1Gi+9VjlfTOf+Lplo9ItqlzJjXT1Oo072/KB47Bg5PD2/SSNNSYjeX09shr43OSB6p/+9/AK9fgrxlcPilP6VxJkXF9fPv+eX6n1X3yAnitdK7x3tCgHHPksLuDA0ZesggBgssazab0BAGekni4CgABgJR6sHU8AcP6lCQAUAQCbdvviQq8pAAASCqEUAAABwNmBAwACgKEWktdOAgABwIXED+eGUwAADKdb6s8CAAFAALB2GWAHMNzSCAACgOEih7MWogAAuBD1UnwuAAgAAoAAYBSfdXEqAoAAYIpvp4vWdQBw0aRv3oWvvvpq+fKXvyxf+MIX5Fvf+lb5wtlsVi699FK57bbbJJfLyZlnnik33HCDrFq1KlDDAEAAEAAEAAFAEUwggW4ZFGpBBQDAFhyUKJv0xz/+Uc455xwZGBiQDRs27APACy64QO655x656aabZNmyZXLhhRdKJpORhx9+ONDlqwD4+pu+Ipk+3R27f0VthkO1s1N3olrlX3/AHrWNxw++qB5f0zWsHu9pm1KPFw2X4WihVy0/WtD7nyvp5pDpou72s9yN2kWLpbZA41Qt5JsL2HLXWhe1XKtejZwvFZlnTmHf6/qWj8p9bJlDug1XrOk+bivqsVzS88ha/e3OTPtKoZZvN8bLciXrMa633dotzJb0HN4WpI4Z89b6CoCV83frqP6P5pf26jnOh4b0XMOlgj6n23fpX1lYd/xLCx6r/HhOfv+h7+ECXrCS8awAAIznuAVq9djYmJxwwgnlnb2vf/3rctxxx5UBcGRkRFasWCG33HKLnH322eW6tmzZIsccc4w88sgjcvLJJ9etHwCckQgAFAEAK/HgqwMAaC811mddAMCKZgBg3dsUBeooAAAmOETOO+88Wb58uXzzm9+U97znPfsA8IEHHpDTTjtNhoaGZHBwcJ8C69atk4svvlguueSSGlXcY2L3X/XnAHDt2rXCDqAIAOgPPta0M3PRsgM4L2BG9b0/dgBF2AFM8E2Rrs1RAABMaEC4d/u+8Y1viHsE3NPTMwcA3c7f+eefPwfonAwnnXRS+THxNddcU6PKxo0bZdOmTTXHAUAAMMzOFwBYUYAdQHYAqwrwCDihN+MW7hYA2MKDE7ZpL774orz97W+XX//613LssceWq5m9AxgGANkBdKDHO4BWTPo++gQAAcB66xuPgCsK8Q5gvUjh72EVAADDKtfC5915553ykY98RNrbZ8wGhUJB2traykaPX/3qV3L66ad7PQLev7u8AzijCI+AeQRcjQZfEGYHkB1AdgBb+Gaa8KYBgAkc4NHRUXn++efn9Mw98j366KPl8ssvL7+750wgt956q5x11lnlclu3bi3/PQoTSLHg5zw85CDdpbtnQt9xO3hgrzpqRw7ouYBf37tTLb+8fUw9brmArXeDJordaj2+uYCt+rXKLRewlQvYN8yt3MFW/b6fAymK7ni0PqTsC1ZWf636ffVpdHlLH/MdScMFbKUp7MwEz73r+uo7vlZ5n109yxXv6+q13o+0cv7mjNSOw0aO4Kf36jl/t+2Zeb96drzkxnVXbymvz4ll/6qXX75V/4pB25f0dVCLWVzAjZ7JrV0/ANja4xNZ62Y/AnaVus/A3HvvveXPwLhPxFx00UXla23evDnQNefbAQQAKxICgPPs7gCA884zAFAEAKyECAAY6JZEoRAKAIAhRIvjKfsDYPVD0G4XcPaHoFevXh2oewDgjEzsAPrvELEDOP80AwABwGqEAICBbkkUCqEAABhCNE4RAQABwNnzwPcRIQAIAM6Nn9pH0uwAsgPIvbaxCgCAjdU3sbUDgAAgANi46c0OIDuA7AA2bn5Rc0UBAJBICKUAAAgAAoChpk6gkwBAABAADDRVKLQABQDABYiX5lOrALj+f14h7X26CzaoPgN9WbVoblrPpdvXpecrff2yXWo9R/brrrg1nbr72HKc+rqAC4bRYaKg62V9EsQn769VR1TuXWtMfV26vm5cMweukSHEaqcFVlZu30Y/2g46R6rlLPeu5a616recsb7uXStziNUe67qa69x6t9Y3W4nl9rXmimXeen5iuSrncyP68V3Des7fQk7PBd42pq93Hzv1UfW6VxwUzLA3X4yNjhbl8GN2kAvYdyImpDwAmJCBbHY3AMD6O4AAoB2VAGC4GQsAigCAldgBAMPNIc6aUQAAJBpCKQAAAoCzA4cdwIoavuYW38kHAAKA1ZgBAH1nD+X3VwAAJCZCKQAAAoAAYO3UAQBfA+GS/jF4HgGL8Ag41C2HkxqgAADYAFHTUCUACAACgAAg7wCK8A5gGu54yewjAJjMcW14rwBAABAABAABQACw4TcbLtAwBQDAhkmb7IrDAGA+r7vfpoZ6VLFed8Qr6vHJ6U71+MFLRtTj65fquYDXdOku4KUZ3ZVsfZjWculmS3o7Lfehlbc1V6p1B1quVSvqrDb6fmw3KjeuVY/VL9/y1qNYSx9ft6+va9j3HUmrnfYj1JJ6imVEajfc01b5nja/3MFWjFv90kDSykdtuYOtui1XrzWG23PL1Kr+98hK9fjOUd3tO7FXX9dKRT3nb98zes7fpS8U1eved9V1C77J4AJesISxrgAAjPXwLV7jAcAZ7QFAkahcvQDg/HMaAHQ5tv0+OwUA2jEFAC7ePbQVrgwAtsIoxLANACAAODtsAcCKGtZOIjuA8y9y7ACKsAMYwxthzJsMAMZ8ABer+QAgAAgA1s4+ALCiCY+ARXgEvFh3J64bVAEAMKhSlJujAAAIAAKAAKC1LAKAACC3zNZXAABs/TFqyRYCgAAgAAgAAoAimEBa8hZFowIoAAAGEIkitQrMB4D5LQORSLbq7TvUeqy8tj0dRo7gpbvVeg7tHlKPL+8YU49bj/cst2+uqLuAfW+amjFCcwaXH70Vdae1pZlPnmFXf2emoI+JZ05eSwPfDylH9W6d1R7r3UZfl7FlbunJ6DFrmT2sHLtWbFquXquevsyU19ztNNzB1pzwdR9rjbHqGCn0qm23cnhPFvT5+bfxA9V6to0Oqsf3jPSrxwtZPbevZPWPZB/1z+NqPaU//ZvXmFiFb3uxNncwJpBIpI1tJQBgbIducRsOAM7oDwD6u4ABwIoCAGBFBwtUAUARAHBx73VJvjoAmOTRbWDfAEAAcHZ4+bqAAUAAcHYMAIAi7AA28IZF1aoCACCBEUoBABAABACDTx0eAVe04hGwCI+Ag88bSjZWAQCwsfomtnYAEAAEAINPbwAQANwXLbwDGHziULKhCgCADZU3uZUDgAAgABh8fgOAACAAGHy+ULI5CgCAzdE5cVepAuDrv/YNyfToOS+Ddrr/LXvUokO7lqrH33LENvX4ZF539R3Yo7vrDunRcwGv7tZzCi9v1+uxnZB6bk/f1HGam9hyNvq6U60x8s017JtLNyq3b1TvHgaN1XrlfHMWW9/L62vP1bvUnL/7uoOtyn3dx1Z5Kx6stGzao2Gr7omCngrOqtvS+OWs/rWCv44cpK9HY33q8ey4Ps9LU7ojf8nT+jo1+LTusO/7xaNeseBTOF+alt/KXTIyMiIDA9F8vcHn+pRdXAUAwMXVP7ZXBwBnhg4AtFOgWQEOAFaUAQDtnUEAsKINABjb22TLNxwAbPkhas0GAoAA4OzIZAfwNZBpK6oT1tpRBQABwGrAsAPYmve6JLcKAEzy6DawbwAgAAgA1k4wHgFXNOERsAiPgBt4A6LqSBQAACORMX2VAIAAIAAIAPIOoAjvAKbv/peUHgOASRnJJvcDAAQAAUAAEAAEAJt86+FyESoAAEYoZpqqCgOAxcMnI5Ho9at2qfV0d+TV45ZT9OA+3e27omtUreeADt0F7Js/1RLBeh9MczdaTkir7qgeTfrm3vXNTWw9OvS9rq+L2Vc33xzBVnnfflnAZbXf1x1sZeQwx8XIAW3Fsp1PuzZvrtV2y+07ltfdwZNF3aX73NhyVbZtI8vU4+Nj+tcOiobbNzOs5wI+/G4933LXq/r64rtoFv5ta+BTcAEHliqRBQHARA5r4zsFAM5oDADa8QYAVrQBACs6AIAiAGDj709cIZgCAGAwnSi1nwIAIAAYZFIAgADg7DgBAAHAIOsGZZqjAADYHJ0TdxUAEAAMEtQAIAAIAM6dKewABlk5KNMMBQDAZqicwGsAgABgkLAGAAFAABAADLJWUKb5CgCAzdc8EVesAuDr/vkfJdO3sFRwliCDAxNeWh21/FW1fL6UUY93ZXTTyIquMbX8kg49Pdeydt3csqQ9q9bTLsbHgkVvp/ZCvZYezl3MeonfEnK6qL+o7iW8iDQ6BZ1llmg1M4ZlXDD1L+npwqx+LTViyhp3K04sM4mWkm2+WOjOTKt/tq5rmUO0Sqx0h5YJZNwwgTwzqqd22zner7Z9dKxXX0dy+lwpZfUx7NirHz/4d3rKt/5ndVOa71z0KZ8v5OT+v/w3UsH5iJagsgBgggazmV0BAGfUBgABwGo0AIAVJQBAEQCwmXckrhVGAQAwjGqcIwAgADh7GrADWFEDAAQAq/MCAORG2eoKAICtPkIt2j4AEAAEAGsnJwAIAAKALXrTolk1CgCABEUoBQBAABAABAB5B1CEdwBD3UI4qQUUAABbYBDi2AQAEAAEAAFAABAAjOP9izZXFAAAiYRQCkQJgPnRzlBt2P+kgVW6e/ffHfKsWv94QU8R1d+up2rqNY4f1Gm4hj1dwJm2ktrOYqmt5ni2pGtmPYK0XKJRuYCtAbTeDbTcoJb71arf+rBwJAElIr4p9KzyUbXTx0XrNPDN1WvFj1WP6UY3nPeWPprjd29e/7qAdc1tE4PqsO+c1N2+u/fqx3Pj+rog07pLv3uH7g5effLLkYRh6Tsr1XqicA3jAo5kiGJbCQAY26Fb3IYDgDP6A4B2LAKAFW0AwIoOAKD/ug0A+mvGGcEUAACD6USp/RQAAAHAIJMCAAQAZ8cJABhk1swtAwD6a8YZwRQAAIPpRCkAUHgE7D8NAEAAEAD0nzezzwAAF6YfZ9sKAIBERygF2AFkBzBI4ACAACAAGGSm2GUAwIXpx9kAIDEQsQIAIAAYJKQAQAAQAAwyUwDAhanE2WEUYAcwjGqcEyoTSFRu394D9dy71rAcuWKn+qdVvXu9RrK3Xc976msCsQwBPW16/Z1ttTmLsyXdqeibI9jXNWwJ5ptD1teV7JtpxHIT+7p6rev6upUt9651XHN+O+37DCd6X0Z3rvu6d33NKtY4WnFl5fcdK3TXhNaeKd2lOzKtu4NfnViqhueuUb2e7FjtNV0FpXyt694d73pFd96v/hc9t6+R5tlcczKf03OZey1SLkYu0ful1YML2FfdZJUHAJM1nk3rTZgdQABw/t0gAFDE+iwNAFiJHQBQBACcf5kHAJt2G4z9hQDA2A/h4nQAAJzRnR1AEXYA55+H7ABW9GEH0I4TdgAX516W5qsCgGke/QX0HQAEAGeHDwAIAM5WgEfAIjwCXsANhlObogAA2BSZk3cRABAABACDz2t2ANkBrBct7ADWU4i/R60AABi1oi1Q38aNG2XTpk1zWnLUUUfJli1bKo9hslm59NJL5bbbbpNcLidnnnmm3HDDDbJq1arArQcAAUAAMPB0EQAQAKwXLQBgPYX4e9QKAIBRK9oC9TkAvOOOO+Q3v/nNvtZ0dHTIQQcdVP7fF1xwgdxzzz1y0003ybJly+TCCy+UTCYjDz/8cODWVwHw0Os3SaZXd+UFrswo6Ov2XTmg5+S12rF+me4OHuyc8Gq69WJ+t+LedRX3tefU+i0TiJYjuF2Kah0F0fOV2m5Tv/JmDt82vT2WkNYjQqt8d0Z3SFvlLTerdV2rXxNFIy+sV4TYhb1dt0aO3c5MrVPcXdV6NO/r3vXtrqXnjtwytSotL/dQrk8tuydrHB/Xj09Ybt8pPfbbh3S374rH9FzdPbt17Qu9ev2+WkYFhtp18+M5eeTD35GRkREZGBjwbRrlY64AABjzAdSa7wDwzjvvlMcff7zmz26ir1ixQm655RY5++yzy393O4PHHHOMPPLII3LyyScHUgQAnJEJABSxPjcCAM4/nQDAij4AoB0nAGCgWxKFQigAAIYQrdVPcQB47bXXlnf3enp65JRTTpGrrrpKDjvsMHnggQfktNNOk6GhIRkcHNzXlXXr1snFF18sl1xySaDuAYAA4OxAAQADTZuaQgAgAFgvcgDAegrx97AKAIBhlWvh8+677z4ZGxsT997fyy+/XH4f8KWXXpI///nPcvfdd8v5559ffvdv9u+kk06SDRs2yDXXXKP2zJWffY4DwLVr1wqPgO1vs/EI2J4kPAKuaAMAAoD1biUAYD2F+HtYBQDAsMrF6Lzh4WFxO3zXXXed9Pb2hgJAzVjiJAAAAUAXB+wAhlsQAEAAsF7kAID1FOLvYRUAAMMqF7PzTjzxRDn99NPljDPOCPUImB1Ae8B5BxAADLscAIAAYL3YAQDrKcTfwyoAAIZVLkbnucfB7v0/t4t33nnnlU0gt956q5x11lnlXmzdulWOPvrohptAfF29lsS+bt+Dev3cwev69qiXtnIBW/llrXyxPYaj1crnqjlguwyHccFwiVquTMs17JsjOKry3kAket5WX7ev73Wj2vG0xsuKfcvt6/tI3TdOfD9jM57X89Hmih1q13Zml9Qc3zmp5/AdHu9V68hO6I7t4nS7Wr59j96WgWeMXMBjugu4d6fuAva9Rfi6hqMAQ1zAvqOUrPIAYLLGs9ybyy67TD74wQ+WH/tu375drrzyyrIj+KmnnirDn/sMzL333lv+DIyz/l900UXl8zZv3hxYjTAmEACwIi8AKGIBiy+I+X7OxAIZ3+sCgJVYtvQEAAMvpfsKAoD+mnHGwhQAABemX0uefe6558pDDz0ku3fvLgPfqaeeKt/4xjfkiCOOKLe3+iFotws4+0PQq1evDtwfAHBGKnYAbaDzBTRfEPOtHwCsxC07gCLsAIqwAxj4lpfIggBgIoe18Z0CAAHA2VHGI+D555ypj/HI3qqNR8AiPAKuRAePgBt/n0v6FQDApI9wg/oHAAKAAGDwyQUAVrTiHUA7ZngEHHw+UTIaBQDAaHRMXS0AIAAIAAaf9gAgAFgvWgDAegrx96gVAACjVjQl9c0HgHExexzQNek1Wsu7xtXyy9r1eqz3zSwTiPX+m+YCtnIBWx2y3L6+9UyXdOek9S6el8DzmAqmDfeoVb/1qNS3PVHl0rVMI1a/ioa72bf9lhPdN/extXM3ZYzLjsmlalOzBT3P7t5cbT7xIcvtO2m5ffXcu5lh/ZoDz+jlOw23b6agu4B9x8TXNdxIMOQdQN/RS1Z5ADBZ49m03gCAM1IDgCIAYCUerJ0+ALCiDwAoAgA27TbFheooAAASIqEUAAABwNmBAwACgLPjgR1Ae1kFAEPdcjipAQoAgA0QNQ1VAoAAIABYO9PZAaxoAgACgGm4D8a9jwBg3EdwkdoPAAKAACAAyDuA/gswO4D+mnFGYxQAABuja+JrBQABQAAQAAQA/Zd6ANBfM85ojAIAYGN0TXytVQB8w/+4Qtr7ah18PgI0Orevr9u3WNJzgVp9WtW9V/3Tyi79uK+zVCuvOYN9NK9X1nKJWuf5fgjaVwPrulY7feu33LhWlherPVaGDV9Xr289loM8W9QdsJZuo3l9LucKuvt7aErPyzuU61MlGp/SHbwjY7X15Kf0HL5Wbt+OXXpflz6rj5aRktucGhkj5W9c3MFax/LTWXn0l1+TkZGRclpQfulSAABM13hH1lsAcEZKANA/FZwvoAGAFQUskAQARQBA/+UdAPTXLElnAIBJGs0m9gUABABnhxs7gBU1fHfuotpJBAABwDDLPwAYRrXknAMAJmcsm9oTABAABABrpxwAWNGER8D+y3Gj3w3UWgQA+o9Tks4AAJM0mk3sCwAIAAKAACDvAIrwDmATbzxcKlIFAMBI5UxPZQAgAAgAAoAAIACYnrte8noKACZvTJvSozAAGHe3r5UP1RJ8sFPPEXxU3w71FCtdmFbYeucrqsG3nNBWTmHrur4fRvZ9lzCq8lb7o3qka9VvuXQt9/F0UXfGWrGZM1zAVvnxvO7SnTCO78nqbt/hSd1NPDnRrUqRzyn9yuu5ejuGdEfy4BZd5baC36zwTDstljvYuqrvjmEjHw3zCNgvNpJWGgBM2og2qT8AYH2hAUD/3LhRAZ2Vms6qHwCsKAAAigCA9dc2SiRDAQAwGePY9F4AgPUlBwABwHpRwg5gRSF2AO1IYQew3izi72EVAADDKpfy8wDA+gEAAAKA9aIEAAQA68UIAFhPIf4eVgEAMKxyKT8PAKwfAAAgAFgvSgBAALBejACA9RTi72EVAADDKpfy8wDA+gEAAAKA9aIEAAQA68UIAFhPIf4eVgEAMKxyKT9vPgBMm9t3V7bfKxqe371cLf/po/9FPb6sfaLmeKatpJZtl6J6vLNNT2RaFN1pOVXSnZa+7mDfXL1WeV9Th+WotlLQWdc121PSdbMCwXLdWq5qS2ernsmC7t6dLOj5cSfy+vE9RiyP5oz6jeO5Sb3+opHft22i1gXcvVt3PA88q8e+r3nDcgf71uPrArZiZDHcwbiAvZbuxBUGABM3pM3pEAA4ozMAKGKBDABYiRMAsKIDAGivzwBgc+5dXGVGAQCQaAilAAAIAM4OHABw/mkEAAKA9RZaALCeQvw9agUAwKgVTUl9ACAACAAGn+wAIABYL1oAwHoK8feoFQAAo1Y0JfUBgAAgABh8sgOAAGC9aAEA6ynE36NWAACMWtGU1AcAAoAAYPDJDgACgPWiBQCspxB/j1oBADBqRVNSXxUAT7nzIuno1/N77i/FQb1jXuoc0KXn0rUqsZyTVnnf3L6+Zo+tfz3Yq7///oTH1PLbJ5fVHH/nAX9Vy1o5gnvaptXyVs5ZKweu1SHfdwAtc4iVqi0qN25R2tQu+NbvGzt2rl7dbZ03cv5art6xvD4Hh7O9an8np3WX7tikXs9UTm9nqaDrWZrUy3cO687e/hdq6ynpRaV7pLEuYHN90btkzvE4uIPz+axs/s1GGRkZkYGBAa/1isLxVwAAjP8YLkoPAMD6sgOAIr6fVwEAK3EFAIoAgJVYaOTOIABYfx1PcgkAMMmj28C+AYD1xQUAAcBqlLADWFGCHcD668b+JQBAf804I5gCAGAwnSi1nwIAYP2QAAABQABw7jwBAOuvGwCgv0acEU4BADCcbqk/CwCsHwIAIAAIAAKA9VeK+UuwA7hQBTnfUgAAJDZCKQAA1pcNAAQAAUAAsP5KAQAuVCPOD6cAABhOt9SfNR8A4vadPzwst++D294QOK7+j3X/ppZ9YuQQ9fjbBl9Qj/e15/TjmSn1uGXSsHLv+rp9fXP+LpZ79+VsrTPbCWblaLYG1srJOz6tu3HHpo2cvFNGzt+sXn7acvUW/Vy9mUk9J3Lfdv14UW+m9L2sO3s13TKFwNOkXNA3t6+VI9i6qm/9reQOxgTiF0tJKw0AJm1Em9QfAHBG6Kh2+gBAl1NYB5Co3MFRfb4FAKzEPwDoD5gAYJNuUlymrgIAYF2JKKApAAACgLPjgh3A14CoLfhOljuDHcCKbuwA+t9nong3kB1Af92TdAYAmKTRbGJfAEAAEACsnXA8An4N6HgEbK7G7AA28UbFpeZVAAAkQEIpAAACgAAgAMgjYB4Bh7qBcFJLKAAAtsQwxK8RACAACAACgAAgABi/uxctrioAABILoRSoAuD/+av/IJ39utNw/4rjntvXEsrXBDK4cjSU5rNPmsobiVKNmk86RHcB/+urer7iow98Va1paWdWPd7ZVlSPd2f0HMTdns/BrFzDVv5ny+xhmUms8lbuXevdvWzByLE7pbt6xw33btY4Pj2lJ6S1dChO6XFSyurH23K6e7d7j+Xq1d95XKKHm/1YVA8Ttfz0Et0oZOUIti7q695Noju4MJWV/+/2fyQX8IJX5HhWAADGc9wWvdUAYPgdQABQBACsxA8AWNHB+HcCABhipfcxhwCAIQRO0CkAYIIGs5ldAQABwNnxxg5gRQ12ACs6sAMYj0fDAGAz75qtdy0AsPXGJBYtAgABQACwdqoCgABgNSp8HzF7vhVh3ifYAYzFLbQlGgkAtsQwxK8RACAACAACgMVO3gG0Vm8AMH73tbS1GABM24hH1F8AEAAEAAFAANBeUAHAiG42VNMwBQDAhkmb7IrnA0DcvvOPva8JxNfxq119YqTXKyBXrxlSy7+6dYV6vGPNhHr8gKX68cGeSbW89SHlQlF3oeZLhju1pDtFpwq6+3XaOJ4vGNc12lOwyhuu7YJxvDitX7eU1/slRvmOvXp/e1/V68kt13f0Ovca1zWiqnvILyOKjwnECmTfHMFR7dzF2R3MO4Bey2LiCgOAiRvS5nQIAAyvMwAoAgBW4gcArOgAANrrSSPfDQQAw6/jSTgTAEzCKC5CHwDA8KIDgABgNXoAQACw3koCANZTiL+HVQAADKtcys8DAMMHAAAIAAKAc+cPO4DsAIZfUTkzrAIAYFjlUn4eABg+AABAABAABACDriDsAAZVinK+CgCAvorFpPxLL70kl19+udx3330yMTEhb3jDG+QnP/mJvP3tby/3oFQqyZVXXik/+tGPZHh4WN71rnfJjTfeKOvXrw/UQwAwkExqIQAQAAQAqMc1pgAAD/tJREFUAcCgKwgAGFQpyvkqAAD6KhaD8kNDQ3L88cfLhg0b5IILLpAVK1bI008/LUcccUT5P/e75ppr5KqrrpKbb75ZDj/8cPnqV78qTz75pDz11FPS09NTt5dVAPyHB/4v6VoSLBewla/UupiVn7Vu4/YrsCvb73WKb25fq3Jf0LPq8XEBR+X23f34SrU50wflvbTs6NeTvBZ267lxS8Z35aRLzzXc1qEfz7T7uVBLVnHjeKlouGIN93HJcOm2ZXW3b/uk4T5eruuZGdNzBHcN6fV0jnkNo/h+0sTXBay1JorHwq5e3MH2WDsTyOO3/BdyAftNh8SUBgATM5QzHbniiivk4Ycflt/97ndq79zu38EHHyyXXnqpXHbZZeUyIyMjsmrVKrnpppvk3HPPrasKAFhXIgEARQDASpwAgPXny/4lAMD5NYtiZxAA9I/LJJ0BACZpNF/ryxvf+EY588wzZdu2bfLggw/KIYccIp/73Ofks5/9bLnEs88+W94JfOyxx+S4447bp8C73/3u8v++/vrra1TJ5XLi/qv+HACuXbtW2AG0AwgABACr0QEA+i+0ACAA6B81nOGjAADoo1ZMylYf4X7xi1+Uj33sY/LHP/5RvvCFL8j3v/99Oe+882Tz5s3ld/62b98ua9as2derc845R9ra2uT222+v6enGjRtl06ZNNccBQABwvmnBDiA7gGGXTQAQAAwbO5wXTAEAMJhOsSrV1dVVNns40Kv+Pv/5z5dB8JFHHgkFgOwA+ocAO4DsALID6D9vqmcAgABg+OjhzCAKAIBBVIpZmXXr1skZZ5whP/7xj/e13Dl8v/71r4tzB4d5BLy/BLwDWD8oAEAAEACsP0+sEgAgABg+ejgziAIAYBCVYlbmE5/4hLz44otzTCCXXHKJPProo+Xdv6oJxBlAnBHE/RzQrVy5MhITCG7fcAHj4/a1ruDrAu58pdOrsZYL2HrU29M7pdY/vm2petx0ARuu3rZOwx3crh+3Olsy3LtiuYCNnL+mmFO6GzczYRyf9su9W+zWG7pYLmBLBx93cNwB0NKglXIHYwLxWv4SVxgATNyQSvlR7zvf+c7yO3vuvb4//OEPZQPID3/4Q/nkJz9Z7rH7DMzVV1895zMwTzzxRCSfgQEAwwUVACgCAFZiJwMARpIfuKxlIdx83P8s30/hAIDR6E4tjVMAAGyctota8y9/+Uv58pe/XP7+n/vOnzOEVF3ArmHVD0E7KHQfgj711FPlhhtukCOPPDJQu+d7BAwABpKwphAACABWgwIAdBAcbh7tfxYAaOvIDmA0MRbXWgDAuI7cIrcbAJwZgMV4188afh4BV5Rp4xFwWQceAbMDON+tAgBc5BvpIl8eAFzkAYjr5QFAAHB27PIOYJ2ZzDuAZYF4B1CEdwDjetdLXrsBwOSNaVN65DKHDA4Oyjl3ny1d/XONBL6PgKdKehor347szvZ5nfL032a+geh14n6Fl63wzKtlXCyKR8CTe+un8Zt9+c5XPU0gB+qp4Dr69Od13b368YmXlqgqRPYOYMbTBCJWajd9sEpRmUCMlG9RPQLutFLBjftFfFTvv3UPB0/RxyPgyhj5au+TIaQwnZUnf/ZP5deAli1b5hcUlI69AgBg7IdwcTrgsoy4TCD8UAAFUAAF4q2A+2rEoYceGu9O0HpvBQBAb8k4ofyv0mKxnElk6dKlMjo6WoZBt4gMDAwkXqBqGrw09DdNfXWBS3+TO30Z29qxdWZAt3673PCZjP5JouRGBD0DAImBBStQfR/QPRZOCwC6xyVp6C9ju+Dp0dIVpGl809TX6j9m0rJOtfQka+HGAYAtPDhxaRoLa1xGyr+djK2/ZnE6I03jm6a+AoBxmoWL11YAcPG0T8yVWVgTM5Q1HWFskzu2aYMEYjnZsUzv/BUAAP0144z9FMjlcnLVVVeVPzzd3d2deH3S1N809dUFLv1N7vRlbJM7tvQsnAIAYDjdOAsFUAAFUAAFUAAFYqsAABjboaPhKIACKIACKIACKBBOAQAwnG6chQIogAIogAIogAKxVQAAjO3Q0XAUQAEUQAEUQAEUCKcAABhON85CARRAARRAARRAgdgqAADGduhap+Hf+9735Nprr5UdO3bIW9/6VvnOd74jJ510Uus0MGRLHnrooXK//vSnP8nLL78sv/jFL+TDH/7wvtrcV/SvvPJK+dGPflTOpfmud71LbrzxRlm/fn3IKy7eac7F/fOf/1y2bNkivb298s53vlOuueYaOeqoo/Y1KpvNyqWXXiq33XZb2S175plnyg033CCrVq1avIaHuLIbI/ffc889Vz77TW96k3zta1+T97///eX/nZR+WtJcffXVZcf+F77wBfnWt76VuD5v3LhRNm3aNKf7Lo5dbCdxfF966SW5/PLL5b777pOJiQl5wxveID/5yU/k7W9/e7m/SVqnQkx3TplHAQCQ8FiQArfffrt86lOfku9///vyjne8o3xD+dnPfiZbt26VlStXLqjuxT7ZLagPP/ywvO1tb5OPfvSjNQDoAMmB08033yyHH364fPWrX5Unn3xSnnrqKenp6Vns5ntd/33ve5+ce+65cuKJJ0o+n5evfOUr8uc//7ncl/7+/nJdF1xwgdxzzz1y0003lRPHX3jhheX0UU6jOP3uvvtuaW9vL4O6uzm68XOg/9hjj5VhMCn91Mbkj3/8o5xzzjnljD0bNmzYB4BJ6rMDwDvuuEN+85vf7JOgo6NDDjrooETFsevM0NCQHH/88eWxdGO4YsUKefrpp+WII44o/+d+SVqn4rTOxKGtAGAcRqmF2+igz0HDd7/73XIrXY5glxf4oosukiuuuKKFW+7XtLa2tjkA6MDB5c90O2KXXXZZuTKXGs7thjlAcjAV59/OnTvLAP/ggw/K3/3d35X75m4ut9xyi5x99tnlrrkdlWOOOUYeeeQROfnkk+PcXVm+fHkZAl3fktrPsbExOeGEE8q7tl//+tfluOOOKwNg0sbWAeCdd94pjz/+eE1MJq2vbo11/wD73e9+p86/pK9TsV50WqDxAGALDEJcmzA1NSV9fX3lf23PfjR63nnnlR+J3nXXXXHtWk279wfAZ599tvwvbLdr5G6k1d+73/3u8v++/vrrY933Z555prxD5nY03/zmN8sDDzwgp512WnnHYXBwcF/f1q1bJxdffLFccsklsexvoVAo71i7mHVj6V5jSGI/3eC4PjrQ/eY3vynvec979gFg0sbWAaCDebdL7XbiTznllPJO/WGHHZa4OH7jG99YfhVj27Zt5X+sHXLIIfK5z31OPvvZz5bnY9LXqVguOi3UaACwhQYjbk3Zvn17ecHZvHlzeZGt/r70pS+VF6NHH300bl0y27s/ALo+u3f+nAZr1qzZd557vObKukfjcf25XdwPfehDZYj//e9/X+6G2/k7//zzy+/+zf65dz3d4yf3mClOPwe2Lmbd+35Lliwp9+8DH/hA4vpZHRP33uY3vvENcY+AHRTNBsCkja17dcPtdrr3/ty7u+59QPeenHulwT3+T1IcV181+eIXvygf+9jHyuPr3u10r+Q44E/yOhWn9aZV2woAturIxKBdAGAyAdC9S+Ruog7+Dj300EQCoNu9fuGFF8qPP90O9o9//OPyP1rcY8MkAYIbvBdffLFsCPj1r38txx57bHk8kwyA+y+d7h8ybqf6uuuuKxuckjS+XV1d5bF1oFf9ff7zny+DoHs1AwCMwY10EZsIAC6i+HG/NI+Ak/cI2Bk73KN754B2xpbqL2mPCfefe6effnr5kf7HP/7xxD0Cdu/DfeQjHykbX6o/9+jb7VQ7E8+vfvUrcf1P2uP92WPs3lN2fTzjjDMSNb4ObF2f3D9gqj/ncHfveLpdTx4Bx/0u29j2A4CN1TfxtTsTiHsM6D794n7u8aF718aBRBpMIM4A4owg7rd3796ycSKOJhD3srgz7rhP3fz2t7+t+ZRN9eX5W2+9Vc4666xyf53T++ijj06ECeS9731vOW7du5vOBJKkfo6Ojsrzzz8/Zy1yu2Bu7NznQ5xpK2l9nt1Z9zjYja17N9A9Fk1SXz/xiU+Ud3hnm0Dc+7ju9Ru3+1c1gSRlnUr8DbXJHQQAmyx40i7n3nVzi+oPfvCDMgg6V+FPf/rTskM0bt+H239s3I3DmSHcz31qwT1Ccu+7uRfp3Q3Fvffmvqk2+zMwTzzxRCw/A+NeHHfvgrndv9nf/nMv0rvHZu7nHg3fe++9ZcB1nxFxwOh+sx8/xSG+3Tfw3Df/3Bg6OHL9dmPpdsLcbkpS+jnfWMx+BJyksXV9cbDzwQ9+sPzY172m4r7V6R7tu08aOfhL0vi6R73um53uPUf3/vEf/vCHsgHkhz/8oXzyk58sh0CS1qk4rC9xaiMAGKfRatG2uk/AVD8E7Ryw3/72t8vfBIz7z+2EOeDb/+eA10FQ9QOrbrF17xmdeuqp5U9sHHnkkbHrunscqP3cB2U//elPl/9U/UCy2x2b/SHo1atXx6q/n/nMZ+T+++8vGwQc4Lr34txOmIO/JPXTBwCTMrauz+4TTO4Vht27d5eBz81LZ4CpfhcvSX11/f3lL39Z/rC3+/6fe23DGUKqLmD39yStU7FaaGLQWAAwBoNEE1EABVAABVAABVAgSgUAwCjVpC4UQAEUQAEUQAEUiIECAGAMBokmogAKoAAKoAAKoECUCgCAUapJXSiAAiiAAiiAAigQAwUAwBgMEk1EARRAARRAARRAgSgVAACjVJO6UAAFUAAFUAAFUCAGCgCAMRgkmogCKIACKIACKIACUSoAAEapJnWhAAqgAAqgAAqgQAwUAABjMEg0EQVQAAVQAAVQAAWiVAAAjFJN6kIBFEABFEABFECBGCgAAMZgkGgiCqAACqAACqAACkSpAAAYpZrUhQIogAIogAIogAIxUAAAjMEg0UQUQAEUQAEUQAEUiFIBADBKNakLBVAABVAABVAABWKgAAAYg0GiiSiAAiiAAiiAAigQpQIAYJRqUhcKoAAKoAAKoAAKxEABADAGg0QTUQAFUAAFUAAFUCBKBQDAKNWkLhRAARRAARRAARSIgQIAYAwGiSaiAAqgAAqgAAqgQJQKAIBRqkldKIACKIACKIACKBADBQDAGAwSTUQBFEABFEABFECBKBUAAKNUk7pQAAVQAAVQAAVQIAYKAIAxGCSaiAIogAIogAIogAJRKgAARqkmdaEACqAACqAACqBADBQAAGMwSDQRBVAABVAABVAABaJUAACMUk3qQgEUQAEUQAEUQIEYKAAAxmCQaCIKoAAKoAAKoAAKRKkAABilmtSFAiiAAiiAAiiAAjFQAACMwSDRRBRAARRAARRAARSIUgEAMEo1qQsFUAAFUAAFUAAFYqAAABiDQaKJKIACKIACKIACKBClAgBglGpSFwqgAAqgAAqgAArEQIH/H4ngSvAqgtSYAAAAAElFTkSuQmCC\" width=\"640\">"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/data/anaconda3/envs/py37/lib/python3.7/site-packages/ipykernel_launcher.py:74: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n"
+     ]
+    },
+    {
+     "data": {
+      "application/javascript": [
+       "/* Put everything inside the global mpl namespace */\n",
+       "/* global mpl */\n",
+       "window.mpl = {};\n",
+       "\n",
+       "mpl.get_websocket_type = function () {\n",
+       "    if (typeof WebSocket !== 'undefined') {\n",
+       "        return WebSocket;\n",
+       "    } else if (typeof MozWebSocket !== 'undefined') {\n",
+       "        return MozWebSocket;\n",
+       "    } else {\n",
+       "        alert(\n",
+       "            'Your browser does not have WebSocket support. ' +\n",
+       "                'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
+       "                'Firefox 4 and 5 are also supported but you ' +\n",
+       "                'have to enable WebSockets in about:config.'\n",
+       "        );\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure = function (figure_id, websocket, ondownload, parent_element) {\n",
+       "    this.id = figure_id;\n",
+       "\n",
+       "    this.ws = websocket;\n",
+       "\n",
+       "    this.supports_binary = this.ws.binaryType !== undefined;\n",
+       "\n",
+       "    if (!this.supports_binary) {\n",
+       "        var warnings = document.getElementById('mpl-warnings');\n",
+       "        if (warnings) {\n",
+       "            warnings.style.display = 'block';\n",
+       "            warnings.textContent =\n",
+       "                'This browser does not support binary websocket messages. ' +\n",
+       "                'Performance may be slow.';\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    this.imageObj = new Image();\n",
+       "\n",
+       "    this.context = undefined;\n",
+       "    this.message = undefined;\n",
+       "    this.canvas = undefined;\n",
+       "    this.rubberband_canvas = undefined;\n",
+       "    this.rubberband_context = undefined;\n",
+       "    this.format_dropdown = undefined;\n",
+       "\n",
+       "    this.image_mode = 'full';\n",
+       "\n",
+       "    this.root = document.createElement('div');\n",
+       "    this.root.setAttribute('style', 'display: inline-block');\n",
+       "    this._root_extra_style(this.root);\n",
+       "\n",
+       "    parent_element.appendChild(this.root);\n",
+       "\n",
+       "    this._init_header(this);\n",
+       "    this._init_canvas(this);\n",
+       "    this._init_toolbar(this);\n",
+       "\n",
+       "    var fig = this;\n",
+       "\n",
+       "    this.waiting = false;\n",
+       "\n",
+       "    this.ws.onopen = function () {\n",
+       "        fig.send_message('supports_binary', { value: fig.supports_binary });\n",
+       "        fig.send_message('send_image_mode', {});\n",
+       "        if (fig.ratio !== 1) {\n",
+       "            fig.send_message('set_device_pixel_ratio', {\n",
+       "                device_pixel_ratio: fig.ratio,\n",
+       "            });\n",
+       "        }\n",
+       "        fig.send_message('refresh', {});\n",
+       "    };\n",
+       "\n",
+       "    this.imageObj.onload = function () {\n",
+       "        if (fig.image_mode === 'full') {\n",
+       "            // Full images could contain transparency (where diff images\n",
+       "            // almost always do), so we need to clear the canvas so that\n",
+       "            // there is no ghosting.\n",
+       "            fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
+       "        }\n",
+       "        fig.context.drawImage(fig.imageObj, 0, 0);\n",
+       "    };\n",
+       "\n",
+       "    this.imageObj.onunload = function () {\n",
+       "        fig.ws.close();\n",
+       "    };\n",
+       "\n",
+       "    this.ws.onmessage = this._make_on_message_function(this);\n",
+       "\n",
+       "    this.ondownload = ondownload;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_header = function () {\n",
+       "    var titlebar = document.createElement('div');\n",
+       "    titlebar.classList =\n",
+       "        'ui-dialog-titlebar ui-widget-header ui-corner-all ui-helper-clearfix';\n",
+       "    var titletext = document.createElement('div');\n",
+       "    titletext.classList = 'ui-dialog-title';\n",
+       "    titletext.setAttribute(\n",
+       "        'style',\n",
+       "        'width: 100%; text-align: center; padding: 3px;'\n",
+       "    );\n",
+       "    titlebar.appendChild(titletext);\n",
+       "    this.root.appendChild(titlebar);\n",
+       "    this.header = titletext;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function (_canvas_div) {};\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function (_canvas_div) {};\n",
+       "\n",
+       "mpl.figure.prototype._init_canvas = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var canvas_div = (this.canvas_div = document.createElement('div'));\n",
+       "    canvas_div.setAttribute(\n",
+       "        'style',\n",
+       "        'border: 1px solid #ddd;' +\n",
+       "            'box-sizing: content-box;' +\n",
+       "            'clear: both;' +\n",
+       "            'min-height: 1px;' +\n",
+       "            'min-width: 1px;' +\n",
+       "            'outline: 0;' +\n",
+       "            'overflow: hidden;' +\n",
+       "            'position: relative;' +\n",
+       "            'resize: both;'\n",
+       "    );\n",
+       "\n",
+       "    function on_keyboard_event_closure(name) {\n",
+       "        return function (event) {\n",
+       "            return fig.key_event(event, name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    canvas_div.addEventListener(\n",
+       "        'keydown',\n",
+       "        on_keyboard_event_closure('key_press')\n",
+       "    );\n",
+       "    canvas_div.addEventListener(\n",
+       "        'keyup',\n",
+       "        on_keyboard_event_closure('key_release')\n",
+       "    );\n",
+       "\n",
+       "    this._canvas_extra_style(canvas_div);\n",
+       "    this.root.appendChild(canvas_div);\n",
+       "\n",
+       "    var canvas = (this.canvas = document.createElement('canvas'));\n",
+       "    canvas.classList.add('mpl-canvas');\n",
+       "    canvas.setAttribute('style', 'box-sizing: content-box;');\n",
+       "\n",
+       "    this.context = canvas.getContext('2d');\n",
+       "\n",
+       "    var backingStore =\n",
+       "        this.context.backingStorePixelRatio ||\n",
+       "        this.context.webkitBackingStorePixelRatio ||\n",
+       "        this.context.mozBackingStorePixelRatio ||\n",
+       "        this.context.msBackingStorePixelRatio ||\n",
+       "        this.context.oBackingStorePixelRatio ||\n",
+       "        this.context.backingStorePixelRatio ||\n",
+       "        1;\n",
+       "\n",
+       "    this.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
+       "\n",
+       "    var rubberband_canvas = (this.rubberband_canvas = document.createElement(\n",
+       "        'canvas'\n",
+       "    ));\n",
+       "    rubberband_canvas.setAttribute(\n",
+       "        'style',\n",
+       "        'box-sizing: content-box; position: absolute; left: 0; top: 0; z-index: 1;'\n",
+       "    );\n",
+       "\n",
+       "    // Apply a ponyfill if ResizeObserver is not implemented by browser.\n",
+       "    if (this.ResizeObserver === undefined) {\n",
+       "        if (window.ResizeObserver !== undefined) {\n",
+       "            this.ResizeObserver = window.ResizeObserver;\n",
+       "        } else {\n",
+       "            var obs = _JSXTOOLS_RESIZE_OBSERVER({});\n",
+       "            this.ResizeObserver = obs.ResizeObserver;\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    this.resizeObserverInstance = new this.ResizeObserver(function (entries) {\n",
+       "        var nentries = entries.length;\n",
+       "        for (var i = 0; i < nentries; i++) {\n",
+       "            var entry = entries[i];\n",
+       "            var width, height;\n",
+       "            if (entry.contentBoxSize) {\n",
+       "                if (entry.contentBoxSize instanceof Array) {\n",
+       "                    // Chrome 84 implements new version of spec.\n",
+       "                    width = entry.contentBoxSize[0].inlineSize;\n",
+       "                    height = entry.contentBoxSize[0].blockSize;\n",
+       "                } else {\n",
+       "                    // Firefox implements old version of spec.\n",
+       "                    width = entry.contentBoxSize.inlineSize;\n",
+       "                    height = entry.contentBoxSize.blockSize;\n",
+       "                }\n",
+       "            } else {\n",
+       "                // Chrome <84 implements even older version of spec.\n",
+       "                width = entry.contentRect.width;\n",
+       "                height = entry.contentRect.height;\n",
+       "            }\n",
+       "\n",
+       "            // Keep the size of the canvas and rubber band canvas in sync with\n",
+       "            // the canvas container.\n",
+       "            if (entry.devicePixelContentBoxSize) {\n",
+       "                // Chrome 84 implements new version of spec.\n",
+       "                canvas.setAttribute(\n",
+       "                    'width',\n",
+       "                    entry.devicePixelContentBoxSize[0].inlineSize\n",
+       "                );\n",
+       "                canvas.setAttribute(\n",
+       "                    'height',\n",
+       "                    entry.devicePixelContentBoxSize[0].blockSize\n",
+       "                );\n",
+       "            } else {\n",
+       "                canvas.setAttribute('width', width * fig.ratio);\n",
+       "                canvas.setAttribute('height', height * fig.ratio);\n",
+       "            }\n",
+       "            canvas.setAttribute(\n",
+       "                'style',\n",
+       "                'width: ' + width + 'px; height: ' + height + 'px;'\n",
+       "            );\n",
+       "\n",
+       "            rubberband_canvas.setAttribute('width', width);\n",
+       "            rubberband_canvas.setAttribute('height', height);\n",
+       "\n",
+       "            // And update the size in Python. We ignore the initial 0/0 size\n",
+       "            // that occurs as the element is placed into the DOM, which should\n",
+       "            // otherwise not happen due to the minimum size styling.\n",
+       "            if (fig.ws.readyState == 1 && width != 0 && height != 0) {\n",
+       "                fig.request_resize(width, height);\n",
+       "            }\n",
+       "        }\n",
+       "    });\n",
+       "    this.resizeObserverInstance.observe(canvas_div);\n",
+       "\n",
+       "    function on_mouse_event_closure(name) {\n",
+       "        return function (event) {\n",
+       "            return fig.mouse_event(event, name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mousedown',\n",
+       "        on_mouse_event_closure('button_press')\n",
+       "    );\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mouseup',\n",
+       "        on_mouse_event_closure('button_release')\n",
+       "    );\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'dblclick',\n",
+       "        on_mouse_event_closure('dblclick')\n",
+       "    );\n",
+       "    // Throttle sequential mouse events to 1 every 20ms.\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mousemove',\n",
+       "        on_mouse_event_closure('motion_notify')\n",
+       "    );\n",
+       "\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mouseenter',\n",
+       "        on_mouse_event_closure('figure_enter')\n",
+       "    );\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mouseleave',\n",
+       "        on_mouse_event_closure('figure_leave')\n",
+       "    );\n",
+       "\n",
+       "    canvas_div.addEventListener('wheel', function (event) {\n",
+       "        if (event.deltaY < 0) {\n",
+       "            event.step = 1;\n",
+       "        } else {\n",
+       "            event.step = -1;\n",
+       "        }\n",
+       "        on_mouse_event_closure('scroll')(event);\n",
+       "    });\n",
+       "\n",
+       "    canvas_div.appendChild(canvas);\n",
+       "    canvas_div.appendChild(rubberband_canvas);\n",
+       "\n",
+       "    this.rubberband_context = rubberband_canvas.getContext('2d');\n",
+       "    this.rubberband_context.strokeStyle = '#000000';\n",
+       "\n",
+       "    this._resize_canvas = function (width, height, forward) {\n",
+       "        if (forward) {\n",
+       "            canvas_div.style.width = width + 'px';\n",
+       "            canvas_div.style.height = height + 'px';\n",
+       "        }\n",
+       "    };\n",
+       "\n",
+       "    // Disable right mouse context menu.\n",
+       "    this.rubberband_canvas.addEventListener('contextmenu', function (_e) {\n",
+       "        event.preventDefault();\n",
+       "        return false;\n",
+       "    });\n",
+       "\n",
+       "    function set_focus() {\n",
+       "        canvas.focus();\n",
+       "        canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    window.setTimeout(set_focus, 100);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var toolbar = document.createElement('div');\n",
+       "    toolbar.classList = 'mpl-toolbar';\n",
+       "    this.root.appendChild(toolbar);\n",
+       "\n",
+       "    function on_click_closure(name) {\n",
+       "        return function (_event) {\n",
+       "            return fig.toolbar_button_onclick(name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    function on_mouseover_closure(tooltip) {\n",
+       "        return function (event) {\n",
+       "            if (!event.currentTarget.disabled) {\n",
+       "                return fig.toolbar_button_onmouseover(tooltip);\n",
+       "            }\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    fig.buttons = {};\n",
+       "    var buttonGroup = document.createElement('div');\n",
+       "    buttonGroup.classList = 'mpl-button-group';\n",
+       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) {\n",
+       "            /* Instead of a spacer, we start a new button group. */\n",
+       "            if (buttonGroup.hasChildNodes()) {\n",
+       "                toolbar.appendChild(buttonGroup);\n",
+       "            }\n",
+       "            buttonGroup = document.createElement('div');\n",
+       "            buttonGroup.classList = 'mpl-button-group';\n",
+       "            continue;\n",
+       "        }\n",
+       "\n",
+       "        var button = (fig.buttons[name] = document.createElement('button'));\n",
+       "        button.classList = 'mpl-widget';\n",
+       "        button.setAttribute('role', 'button');\n",
+       "        button.setAttribute('aria-disabled', 'false');\n",
+       "        button.addEventListener('click', on_click_closure(method_name));\n",
+       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
+       "\n",
+       "        var icon_img = document.createElement('img');\n",
+       "        icon_img.src = '_images/' + image + '.png';\n",
+       "        icon_img.srcset = '_images/' + image + '_large.png 2x';\n",
+       "        icon_img.alt = tooltip;\n",
+       "        button.appendChild(icon_img);\n",
+       "\n",
+       "        buttonGroup.appendChild(button);\n",
+       "    }\n",
+       "\n",
+       "    if (buttonGroup.hasChildNodes()) {\n",
+       "        toolbar.appendChild(buttonGroup);\n",
+       "    }\n",
+       "\n",
+       "    var fmt_picker = document.createElement('select');\n",
+       "    fmt_picker.classList = 'mpl-widget';\n",
+       "    toolbar.appendChild(fmt_picker);\n",
+       "    this.format_dropdown = fmt_picker;\n",
+       "\n",
+       "    for (var ind in mpl.extensions) {\n",
+       "        var fmt = mpl.extensions[ind];\n",
+       "        var option = document.createElement('option');\n",
+       "        option.selected = fmt === mpl.default_extension;\n",
+       "        option.innerHTML = fmt;\n",
+       "        fmt_picker.appendChild(option);\n",
+       "    }\n",
+       "\n",
+       "    var status_bar = document.createElement('span');\n",
+       "    status_bar.classList = 'mpl-message';\n",
+       "    toolbar.appendChild(status_bar);\n",
+       "    this.message = status_bar;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.request_resize = function (x_pixels, y_pixels) {\n",
+       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
+       "    // which will in turn request a refresh of the image.\n",
+       "    this.send_message('resize', { width: x_pixels, height: y_pixels });\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.send_message = function (type, properties) {\n",
+       "    properties['type'] = type;\n",
+       "    properties['figure_id'] = this.id;\n",
+       "    this.ws.send(JSON.stringify(properties));\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.send_draw_message = function () {\n",
+       "    if (!this.waiting) {\n",
+       "        this.waiting = true;\n",
+       "        this.ws.send(JSON.stringify({ type: 'draw', figure_id: this.id }));\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
+       "    var format_dropdown = fig.format_dropdown;\n",
+       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
+       "    fig.ondownload(fig, format);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_resize = function (fig, msg) {\n",
+       "    var size = msg['size'];\n",
+       "    if (size[0] !== fig.canvas.width || size[1] !== fig.canvas.height) {\n",
+       "        fig._resize_canvas(size[0], size[1], msg['forward']);\n",
+       "        fig.send_message('refresh', {});\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_rubberband = function (fig, msg) {\n",
+       "    var x0 = msg['x0'] / fig.ratio;\n",
+       "    var y0 = (fig.canvas.height - msg['y0']) / fig.ratio;\n",
+       "    var x1 = msg['x1'] / fig.ratio;\n",
+       "    var y1 = (fig.canvas.height - msg['y1']) / fig.ratio;\n",
+       "    x0 = Math.floor(x0) + 0.5;\n",
+       "    y0 = Math.floor(y0) + 0.5;\n",
+       "    x1 = Math.floor(x1) + 0.5;\n",
+       "    y1 = Math.floor(y1) + 0.5;\n",
+       "    var min_x = Math.min(x0, x1);\n",
+       "    var min_y = Math.min(y0, y1);\n",
+       "    var width = Math.abs(x1 - x0);\n",
+       "    var height = Math.abs(y1 - y0);\n",
+       "\n",
+       "    fig.rubberband_context.clearRect(\n",
+       "        0,\n",
+       "        0,\n",
+       "        fig.canvas.width / fig.ratio,\n",
+       "        fig.canvas.height / fig.ratio\n",
+       "    );\n",
+       "\n",
+       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_figure_label = function (fig, msg) {\n",
+       "    // Updates the figure title.\n",
+       "    fig.header.textContent = msg['label'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_cursor = function (fig, msg) {\n",
+       "    fig.rubberband_canvas.style.cursor = msg['cursor'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_message = function (fig, msg) {\n",
+       "    fig.message.textContent = msg['message'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_draw = function (fig, _msg) {\n",
+       "    // Request the server to send over a new figure.\n",
+       "    fig.send_draw_message();\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_image_mode = function (fig, msg) {\n",
+       "    fig.image_mode = msg['mode'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_history_buttons = function (fig, msg) {\n",
+       "    for (var key in msg) {\n",
+       "        if (!(key in fig.buttons)) {\n",
+       "            continue;\n",
+       "        }\n",
+       "        fig.buttons[key].disabled = !msg[key];\n",
+       "        fig.buttons[key].setAttribute('aria-disabled', !msg[key]);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_navigate_mode = function (fig, msg) {\n",
+       "    if (msg['mode'] === 'PAN') {\n",
+       "        fig.buttons['Pan'].classList.add('active');\n",
+       "        fig.buttons['Zoom'].classList.remove('active');\n",
+       "    } else if (msg['mode'] === 'ZOOM') {\n",
+       "        fig.buttons['Pan'].classList.remove('active');\n",
+       "        fig.buttons['Zoom'].classList.add('active');\n",
+       "    } else {\n",
+       "        fig.buttons['Pan'].classList.remove('active');\n",
+       "        fig.buttons['Zoom'].classList.remove('active');\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function () {\n",
+       "    // Called whenever the canvas gets updated.\n",
+       "    this.send_message('ack', {});\n",
+       "};\n",
+       "\n",
+       "// A function to construct a web socket function for onmessage handling.\n",
+       "// Called in the figure constructor.\n",
+       "mpl.figure.prototype._make_on_message_function = function (fig) {\n",
+       "    return function socket_on_message(evt) {\n",
+       "        if (evt.data instanceof Blob) {\n",
+       "            var img = evt.data;\n",
+       "            if (img.type !== 'image/png') {\n",
+       "                /* FIXME: We get \"Resource interpreted as Image but\n",
+       "                 * transferred with MIME type text/plain:\" errors on\n",
+       "                 * Chrome.  But how to set the MIME type?  It doesn't seem\n",
+       "                 * to be part of the websocket stream */\n",
+       "                img.type = 'image/png';\n",
+       "            }\n",
+       "\n",
+       "            /* Free the memory for the previous frames */\n",
+       "            if (fig.imageObj.src) {\n",
+       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
+       "                    fig.imageObj.src\n",
+       "                );\n",
+       "            }\n",
+       "\n",
+       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
+       "                img\n",
+       "            );\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        } else if (\n",
+       "            typeof evt.data === 'string' &&\n",
+       "            evt.data.slice(0, 21) === 'data:image/png;base64'\n",
+       "        ) {\n",
+       "            fig.imageObj.src = evt.data;\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        var msg = JSON.parse(evt.data);\n",
+       "        var msg_type = msg['type'];\n",
+       "\n",
+       "        // Call the  \"handle_{type}\" callback, which takes\n",
+       "        // the figure and JSON message as its only arguments.\n",
+       "        try {\n",
+       "            var callback = fig['handle_' + msg_type];\n",
+       "        } catch (e) {\n",
+       "            console.log(\n",
+       "                \"No handler for the '\" + msg_type + \"' message type: \",\n",
+       "                msg\n",
+       "            );\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        if (callback) {\n",
+       "            try {\n",
+       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
+       "                callback(fig, msg);\n",
+       "            } catch (e) {\n",
+       "                console.log(\n",
+       "                    \"Exception inside the 'handler_\" + msg_type + \"' callback:\",\n",
+       "                    e,\n",
+       "                    e.stack,\n",
+       "                    msg\n",
+       "                );\n",
+       "            }\n",
+       "        }\n",
+       "    };\n",
+       "};\n",
+       "\n",
+       "// from https://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
+       "mpl.findpos = function (e) {\n",
+       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
+       "    var targ;\n",
+       "    if (!e) {\n",
+       "        e = window.event;\n",
+       "    }\n",
+       "    if (e.target) {\n",
+       "        targ = e.target;\n",
+       "    } else if (e.srcElement) {\n",
+       "        targ = e.srcElement;\n",
+       "    }\n",
+       "    if (targ.nodeType === 3) {\n",
+       "        // defeat Safari bug\n",
+       "        targ = targ.parentNode;\n",
+       "    }\n",
+       "\n",
+       "    // pageX,Y are the mouse positions relative to the document\n",
+       "    var boundingRect = targ.getBoundingClientRect();\n",
+       "    var x = e.pageX - (boundingRect.left + document.body.scrollLeft);\n",
+       "    var y = e.pageY - (boundingRect.top + document.body.scrollTop);\n",
+       "\n",
+       "    return { x: x, y: y };\n",
+       "};\n",
+       "\n",
+       "/*\n",
+       " * return a copy of an object with only non-object keys\n",
+       " * we need this to avoid circular references\n",
+       " * https://stackoverflow.com/a/24161582/3208463\n",
+       " */\n",
+       "function simpleKeys(original) {\n",
+       "    return Object.keys(original).reduce(function (obj, key) {\n",
+       "        if (typeof original[key] !== 'object') {\n",
+       "            obj[key] = original[key];\n",
+       "        }\n",
+       "        return obj;\n",
+       "    }, {});\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.mouse_event = function (event, name) {\n",
+       "    var canvas_pos = mpl.findpos(event);\n",
+       "\n",
+       "    if (name === 'button_press') {\n",
+       "        this.canvas.focus();\n",
+       "        this.canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    var x = canvas_pos.x * this.ratio;\n",
+       "    var y = canvas_pos.y * this.ratio;\n",
+       "\n",
+       "    this.send_message(name, {\n",
+       "        x: x,\n",
+       "        y: y,\n",
+       "        button: event.button,\n",
+       "        step: event.step,\n",
+       "        guiEvent: simpleKeys(event),\n",
+       "    });\n",
+       "\n",
+       "    /* This prevents the web browser from automatically changing to\n",
+       "     * the text insertion cursor when the button is pressed.  We want\n",
+       "     * to control all of the cursor setting manually through the\n",
+       "     * 'cursor' event from matplotlib */\n",
+       "    event.preventDefault();\n",
+       "    return false;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function (_event, _name) {\n",
+       "    // Handle any extra behaviour associated with a key event\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.key_event = function (event, name) {\n",
+       "    // Prevent repeat events\n",
+       "    if (name === 'key_press') {\n",
+       "        if (event.key === this._key) {\n",
+       "            return;\n",
+       "        } else {\n",
+       "            this._key = event.key;\n",
+       "        }\n",
+       "    }\n",
+       "    if (name === 'key_release') {\n",
+       "        this._key = null;\n",
+       "    }\n",
+       "\n",
+       "    var value = '';\n",
+       "    if (event.ctrlKey && event.key !== 'Control') {\n",
+       "        value += 'ctrl+';\n",
+       "    }\n",
+       "    else if (event.altKey && event.key !== 'Alt') {\n",
+       "        value += 'alt+';\n",
+       "    }\n",
+       "    else if (event.shiftKey && event.key !== 'Shift') {\n",
+       "        value += 'shift+';\n",
+       "    }\n",
+       "\n",
+       "    value += 'k' + event.key;\n",
+       "\n",
+       "    this._key_event_extra(event, name);\n",
+       "\n",
+       "    this.send_message(name, { key: value, guiEvent: simpleKeys(event) });\n",
+       "    return false;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onclick = function (name) {\n",
+       "    if (name === 'download') {\n",
+       "        this.handle_save(this, null);\n",
+       "    } else {\n",
+       "        this.send_message('toolbar_button', { name: name });\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onmouseover = function (tooltip) {\n",
+       "    this.message.textContent = tooltip;\n",
+       "};\n",
+       "\n",
+       "///////////////// REMAINING CONTENT GENERATED BY embed_js.py /////////////////\n",
+       "// prettier-ignore\n",
+       "var _JSXTOOLS_RESIZE_OBSERVER=function(A){var t,i=new WeakMap,n=new WeakMap,a=new WeakMap,r=new WeakMap,o=new Set;function s(e){if(!(this instanceof s))throw new TypeError(\"Constructor requires 'new' operator\");i.set(this,e)}function h(){throw new TypeError(\"Function is not a constructor\")}function c(e,t,i,n){e=0 in arguments?Number(arguments[0]):0,t=1 in arguments?Number(arguments[1]):0,i=2 in arguments?Number(arguments[2]):0,n=3 in arguments?Number(arguments[3]):0,this.right=(this.x=this.left=e)+(this.width=i),this.bottom=(this.y=this.top=t)+(this.height=n),Object.freeze(this)}function d(){t=requestAnimationFrame(d);var s=new WeakMap,p=new Set;o.forEach((function(t){r.get(t).forEach((function(i){var r=t instanceof window.SVGElement,o=a.get(t),d=r?0:parseFloat(o.paddingTop),f=r?0:parseFloat(o.paddingRight),l=r?0:parseFloat(o.paddingBottom),u=r?0:parseFloat(o.paddingLeft),g=r?0:parseFloat(o.borderTopWidth),m=r?0:parseFloat(o.borderRightWidth),w=r?0:parseFloat(o.borderBottomWidth),b=u+f,F=d+l,v=(r?0:parseFloat(o.borderLeftWidth))+m,W=g+w,y=r?0:t.offsetHeight-W-t.clientHeight,E=r?0:t.offsetWidth-v-t.clientWidth,R=b+v,z=F+W,M=r?t.width:parseFloat(o.width)-R-E,O=r?t.height:parseFloat(o.height)-z-y;if(n.has(t)){var k=n.get(t);if(k[0]===M&&k[1]===O)return}n.set(t,[M,O]);var S=Object.create(h.prototype);S.target=t,S.contentRect=new c(u,d,M,O),s.has(i)||(s.set(i,[]),p.add(i)),s.get(i).push(S)}))})),p.forEach((function(e){i.get(e).call(e,s.get(e),e)}))}return s.prototype.observe=function(i){if(i instanceof window.Element){r.has(i)||(r.set(i,new Set),o.add(i),a.set(i,window.getComputedStyle(i)));var n=r.get(i);n.has(this)||n.add(this),cancelAnimationFrame(t),t=requestAnimationFrame(d)}},s.prototype.unobserve=function(i){if(i instanceof window.Element&&r.has(i)){var n=r.get(i);n.has(this)&&(n.delete(this),n.size||(r.delete(i),o.delete(i))),n.size||r.delete(i),o.size||cancelAnimationFrame(t)}},A.DOMRectReadOnly=c,A.ResizeObserver=s,A.ResizeObserverEntry=h,A}; // eslint-disable-line\n",
+       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Left button pans, Right button zooms\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\\nx/y fixes axis\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
+       "\n",
+       "mpl.extensions = [\"eps\", \"jpeg\", \"pgf\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
+       "\n",
+       "mpl.default_extension = \"png\";/* global mpl */\n",
+       "\n",
+       "var comm_websocket_adapter = function (comm) {\n",
+       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
+       "    // object with the appropriate methods. Currently this is a non binary\n",
+       "    // socket, so there is still some room for performance tuning.\n",
+       "    var ws = {};\n",
+       "\n",
+       "    ws.binaryType = comm.kernel.ws.binaryType;\n",
+       "    ws.readyState = comm.kernel.ws.readyState;\n",
+       "    function updateReadyState(_event) {\n",
+       "        if (comm.kernel.ws) {\n",
+       "            ws.readyState = comm.kernel.ws.readyState;\n",
+       "        } else {\n",
+       "            ws.readyState = 3; // Closed state.\n",
+       "        }\n",
+       "    }\n",
+       "    comm.kernel.ws.addEventListener('open', updateReadyState);\n",
+       "    comm.kernel.ws.addEventListener('close', updateReadyState);\n",
+       "    comm.kernel.ws.addEventListener('error', updateReadyState);\n",
+       "\n",
+       "    ws.close = function () {\n",
+       "        comm.close();\n",
+       "    };\n",
+       "    ws.send = function (m) {\n",
+       "        //console.log('sending', m);\n",
+       "        comm.send(m);\n",
+       "    };\n",
+       "    // Register the callback with on_msg.\n",
+       "    comm.on_msg(function (msg) {\n",
+       "        //console.log('receiving', msg['content']['data'], msg);\n",
+       "        var data = msg['content']['data'];\n",
+       "        if (data['blob'] !== undefined) {\n",
+       "            data = {\n",
+       "                data: new Blob(msg['buffers'], { type: data['blob'] }),\n",
+       "            };\n",
+       "        }\n",
+       "        // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
+       "        ws.onmessage(data);\n",
+       "    });\n",
+       "    return ws;\n",
+       "};\n",
+       "\n",
+       "mpl.mpl_figure_comm = function (comm, msg) {\n",
+       "    // This is the function which gets called when the mpl process\n",
+       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
+       "\n",
+       "    var id = msg.content.data.id;\n",
+       "    // Get hold of the div created by the display call when the Comm\n",
+       "    // socket was opened in Python.\n",
+       "    var element = document.getElementById(id);\n",
+       "    var ws_proxy = comm_websocket_adapter(comm);\n",
+       "\n",
+       "    function ondownload(figure, _format) {\n",
+       "        window.open(figure.canvas.toDataURL());\n",
+       "    }\n",
+       "\n",
+       "    var fig = new mpl.figure(id, ws_proxy, ondownload, element);\n",
+       "\n",
+       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
+       "    // web socket which is closed, not our websocket->open comm proxy.\n",
+       "    ws_proxy.onopen();\n",
+       "\n",
+       "    fig.parent_element = element;\n",
+       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
+       "    if (!fig.cell_info) {\n",
+       "        console.error('Failed to find cell for figure', id, fig);\n",
+       "        return;\n",
+       "    }\n",
+       "    fig.cell_info[0].output_area.element.on(\n",
+       "        'cleared',\n",
+       "        { fig: fig },\n",
+       "        fig._remove_fig_handler\n",
+       "    );\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_close = function (fig, msg) {\n",
+       "    var width = fig.canvas.width / fig.ratio;\n",
+       "    fig.cell_info[0].output_area.element.off(\n",
+       "        'cleared',\n",
+       "        fig._remove_fig_handler\n",
+       "    );\n",
+       "    fig.resizeObserverInstance.unobserve(fig.canvas_div);\n",
+       "\n",
+       "    // Update the output cell to use the data from the current canvas.\n",
+       "    fig.push_to_output();\n",
+       "    var dataURL = fig.canvas.toDataURL();\n",
+       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
+       "    // the notebook keyboard shortcuts fail.\n",
+       "    IPython.keyboard_manager.enable();\n",
+       "    fig.parent_element.innerHTML =\n",
+       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
+       "    fig.close_ws(fig, msg);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.close_ws = function (fig, msg) {\n",
+       "    fig.send_message('closing', msg);\n",
+       "    // fig.ws.close()\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.push_to_output = function (_remove_interactive) {\n",
+       "    // Turn the data on the canvas into data in the output cell.\n",
+       "    var width = this.canvas.width / this.ratio;\n",
+       "    var dataURL = this.canvas.toDataURL();\n",
+       "    this.cell_info[1]['text/html'] =\n",
+       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function () {\n",
+       "    // Tell IPython that the notebook contents must change.\n",
+       "    IPython.notebook.set_dirty(true);\n",
+       "    this.send_message('ack', {});\n",
+       "    var fig = this;\n",
+       "    // Wait a second, then push the new image to the DOM so\n",
+       "    // that it is saved nicely (might be nice to debounce this).\n",
+       "    setTimeout(function () {\n",
+       "        fig.push_to_output();\n",
+       "    }, 1000);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var toolbar = document.createElement('div');\n",
+       "    toolbar.classList = 'btn-toolbar';\n",
+       "    this.root.appendChild(toolbar);\n",
+       "\n",
+       "    function on_click_closure(name) {\n",
+       "        return function (_event) {\n",
+       "            return fig.toolbar_button_onclick(name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    function on_mouseover_closure(tooltip) {\n",
+       "        return function (event) {\n",
+       "            if (!event.currentTarget.disabled) {\n",
+       "                return fig.toolbar_button_onmouseover(tooltip);\n",
+       "            }\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    fig.buttons = {};\n",
+       "    var buttonGroup = document.createElement('div');\n",
+       "    buttonGroup.classList = 'btn-group';\n",
+       "    var button;\n",
+       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) {\n",
+       "            /* Instead of a spacer, we start a new button group. */\n",
+       "            if (buttonGroup.hasChildNodes()) {\n",
+       "                toolbar.appendChild(buttonGroup);\n",
+       "            }\n",
+       "            buttonGroup = document.createElement('div');\n",
+       "            buttonGroup.classList = 'btn-group';\n",
+       "            continue;\n",
+       "        }\n",
+       "\n",
+       "        button = fig.buttons[name] = document.createElement('button');\n",
+       "        button.classList = 'btn btn-default';\n",
+       "        button.href = '#';\n",
+       "        button.title = name;\n",
+       "        button.innerHTML = '<i class=\"fa ' + image + ' fa-lg\"></i>';\n",
+       "        button.addEventListener('click', on_click_closure(method_name));\n",
+       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
+       "        buttonGroup.appendChild(button);\n",
+       "    }\n",
+       "\n",
+       "    if (buttonGroup.hasChildNodes()) {\n",
+       "        toolbar.appendChild(buttonGroup);\n",
+       "    }\n",
+       "\n",
+       "    // Add the status bar.\n",
+       "    var status_bar = document.createElement('span');\n",
+       "    status_bar.classList = 'mpl-message pull-right';\n",
+       "    toolbar.appendChild(status_bar);\n",
+       "    this.message = status_bar;\n",
+       "\n",
+       "    // Add the close button to the window.\n",
+       "    var buttongrp = document.createElement('div');\n",
+       "    buttongrp.classList = 'btn-group inline pull-right';\n",
+       "    button = document.createElement('button');\n",
+       "    button.classList = 'btn btn-mini btn-primary';\n",
+       "    button.href = '#';\n",
+       "    button.title = 'Stop Interaction';\n",
+       "    button.innerHTML = '<i class=\"fa fa-power-off icon-remove icon-large\"></i>';\n",
+       "    button.addEventListener('click', function (_evt) {\n",
+       "        fig.handle_close(fig, {});\n",
+       "    });\n",
+       "    button.addEventListener(\n",
+       "        'mouseover',\n",
+       "        on_mouseover_closure('Stop Interaction')\n",
+       "    );\n",
+       "    buttongrp.appendChild(button);\n",
+       "    var titlebar = this.root.querySelector('.ui-dialog-titlebar');\n",
+       "    titlebar.insertBefore(buttongrp, titlebar.firstChild);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._remove_fig_handler = function (event) {\n",
+       "    var fig = event.data.fig;\n",
+       "    if (event.target !== this) {\n",
+       "        // Ignore bubbled events from children.\n",
+       "        return;\n",
+       "    }\n",
+       "    fig.close_ws(fig, {});\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function (el) {\n",
+       "    el.style.boxSizing = 'content-box'; // override notebook setting of border-box.\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function (el) {\n",
+       "    // this is important to make the div 'focusable\n",
+       "    el.setAttribute('tabindex', 0);\n",
+       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
+       "    // off when our div gets focus\n",
+       "\n",
+       "    // location in version 3\n",
+       "    if (IPython.notebook.keyboard_manager) {\n",
+       "        IPython.notebook.keyboard_manager.register_events(el);\n",
+       "    } else {\n",
+       "        // location in version 2\n",
+       "        IPython.keyboard_manager.register_events(el);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function (event, _name) {\n",
+       "    // Check for shift+enter\n",
+       "    if (event.shiftKey && event.which === 13) {\n",
+       "        this.canvas_div.blur();\n",
+       "        // select the cell after this one\n",
+       "        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
+       "        IPython.notebook.select(index + 1);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
+       "    fig.ondownload(fig, null);\n",
+       "};\n",
+       "\n",
+       "mpl.find_output_cell = function (html_output) {\n",
+       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
+       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
+       "    // IPython event is triggered only after the cells have been serialised, which for\n",
+       "    // our purposes (turning an active figure into a static one), is too late.\n",
+       "    var cells = IPython.notebook.get_cells();\n",
+       "    var ncells = cells.length;\n",
+       "    for (var i = 0; i < ncells; i++) {\n",
+       "        var cell = cells[i];\n",
+       "        if (cell.cell_type === 'code') {\n",
+       "            for (var j = 0; j < cell.output_area.outputs.length; j++) {\n",
+       "                var data = cell.output_area.outputs[j];\n",
+       "                if (data.data) {\n",
+       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
+       "                    data = data.data;\n",
+       "                }\n",
+       "                if (data['text/html'] === html_output) {\n",
+       "                    return [cell, data, j];\n",
+       "                }\n",
+       "            }\n",
+       "        }\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "// Register the function which deals with the matplotlib target/channel.\n",
+       "// The kernel may be null if the page has been refreshed.\n",
+       "if (IPython.notebook.kernel !== null) {\n",
+       "    IPython.notebook.kernel.comm_manager.register_target(\n",
+       "        'matplotlib',\n",
+       "        mpl.mpl_figure_comm\n",
+       "    );\n",
+       "}\n"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Javascript object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<img 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\" width=\"640\">"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/javascript": [
+       "/* Put everything inside the global mpl namespace */\n",
+       "/* global mpl */\n",
+       "window.mpl = {};\n",
+       "\n",
+       "mpl.get_websocket_type = function () {\n",
+       "    if (typeof WebSocket !== 'undefined') {\n",
+       "        return WebSocket;\n",
+       "    } else if (typeof MozWebSocket !== 'undefined') {\n",
+       "        return MozWebSocket;\n",
+       "    } else {\n",
+       "        alert(\n",
+       "            'Your browser does not have WebSocket support. ' +\n",
+       "                'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
+       "                'Firefox 4 and 5 are also supported but you ' +\n",
+       "                'have to enable WebSockets in about:config.'\n",
+       "        );\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure = function (figure_id, websocket, ondownload, parent_element) {\n",
+       "    this.id = figure_id;\n",
+       "\n",
+       "    this.ws = websocket;\n",
+       "\n",
+       "    this.supports_binary = this.ws.binaryType !== undefined;\n",
+       "\n",
+       "    if (!this.supports_binary) {\n",
+       "        var warnings = document.getElementById('mpl-warnings');\n",
+       "        if (warnings) {\n",
+       "            warnings.style.display = 'block';\n",
+       "            warnings.textContent =\n",
+       "                'This browser does not support binary websocket messages. ' +\n",
+       "                'Performance may be slow.';\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    this.imageObj = new Image();\n",
+       "\n",
+       "    this.context = undefined;\n",
+       "    this.message = undefined;\n",
+       "    this.canvas = undefined;\n",
+       "    this.rubberband_canvas = undefined;\n",
+       "    this.rubberband_context = undefined;\n",
+       "    this.format_dropdown = undefined;\n",
+       "\n",
+       "    this.image_mode = 'full';\n",
+       "\n",
+       "    this.root = document.createElement('div');\n",
+       "    this.root.setAttribute('style', 'display: inline-block');\n",
+       "    this._root_extra_style(this.root);\n",
+       "\n",
+       "    parent_element.appendChild(this.root);\n",
+       "\n",
+       "    this._init_header(this);\n",
+       "    this._init_canvas(this);\n",
+       "    this._init_toolbar(this);\n",
+       "\n",
+       "    var fig = this;\n",
+       "\n",
+       "    this.waiting = false;\n",
+       "\n",
+       "    this.ws.onopen = function () {\n",
+       "        fig.send_message('supports_binary', { value: fig.supports_binary });\n",
+       "        fig.send_message('send_image_mode', {});\n",
+       "        if (fig.ratio !== 1) {\n",
+       "            fig.send_message('set_device_pixel_ratio', {\n",
+       "                device_pixel_ratio: fig.ratio,\n",
+       "            });\n",
+       "        }\n",
+       "        fig.send_message('refresh', {});\n",
+       "    };\n",
+       "\n",
+       "    this.imageObj.onload = function () {\n",
+       "        if (fig.image_mode === 'full') {\n",
+       "            // Full images could contain transparency (where diff images\n",
+       "            // almost always do), so we need to clear the canvas so that\n",
+       "            // there is no ghosting.\n",
+       "            fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
+       "        }\n",
+       "        fig.context.drawImage(fig.imageObj, 0, 0);\n",
+       "    };\n",
+       "\n",
+       "    this.imageObj.onunload = function () {\n",
+       "        fig.ws.close();\n",
+       "    };\n",
+       "\n",
+       "    this.ws.onmessage = this._make_on_message_function(this);\n",
+       "\n",
+       "    this.ondownload = ondownload;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_header = function () {\n",
+       "    var titlebar = document.createElement('div');\n",
+       "    titlebar.classList =\n",
+       "        'ui-dialog-titlebar ui-widget-header ui-corner-all ui-helper-clearfix';\n",
+       "    var titletext = document.createElement('div');\n",
+       "    titletext.classList = 'ui-dialog-title';\n",
+       "    titletext.setAttribute(\n",
+       "        'style',\n",
+       "        'width: 100%; text-align: center; padding: 3px;'\n",
+       "    );\n",
+       "    titlebar.appendChild(titletext);\n",
+       "    this.root.appendChild(titlebar);\n",
+       "    this.header = titletext;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function (_canvas_div) {};\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function (_canvas_div) {};\n",
+       "\n",
+       "mpl.figure.prototype._init_canvas = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var canvas_div = (this.canvas_div = document.createElement('div'));\n",
+       "    canvas_div.setAttribute(\n",
+       "        'style',\n",
+       "        'border: 1px solid #ddd;' +\n",
+       "            'box-sizing: content-box;' +\n",
+       "            'clear: both;' +\n",
+       "            'min-height: 1px;' +\n",
+       "            'min-width: 1px;' +\n",
+       "            'outline: 0;' +\n",
+       "            'overflow: hidden;' +\n",
+       "            'position: relative;' +\n",
+       "            'resize: both;'\n",
+       "    );\n",
+       "\n",
+       "    function on_keyboard_event_closure(name) {\n",
+       "        return function (event) {\n",
+       "            return fig.key_event(event, name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    canvas_div.addEventListener(\n",
+       "        'keydown',\n",
+       "        on_keyboard_event_closure('key_press')\n",
+       "    );\n",
+       "    canvas_div.addEventListener(\n",
+       "        'keyup',\n",
+       "        on_keyboard_event_closure('key_release')\n",
+       "    );\n",
+       "\n",
+       "    this._canvas_extra_style(canvas_div);\n",
+       "    this.root.appendChild(canvas_div);\n",
+       "\n",
+       "    var canvas = (this.canvas = document.createElement('canvas'));\n",
+       "    canvas.classList.add('mpl-canvas');\n",
+       "    canvas.setAttribute('style', 'box-sizing: content-box;');\n",
+       "\n",
+       "    this.context = canvas.getContext('2d');\n",
+       "\n",
+       "    var backingStore =\n",
+       "        this.context.backingStorePixelRatio ||\n",
+       "        this.context.webkitBackingStorePixelRatio ||\n",
+       "        this.context.mozBackingStorePixelRatio ||\n",
+       "        this.context.msBackingStorePixelRatio ||\n",
+       "        this.context.oBackingStorePixelRatio ||\n",
+       "        this.context.backingStorePixelRatio ||\n",
+       "        1;\n",
+       "\n",
+       "    this.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
+       "\n",
+       "    var rubberband_canvas = (this.rubberband_canvas = document.createElement(\n",
+       "        'canvas'\n",
+       "    ));\n",
+       "    rubberband_canvas.setAttribute(\n",
+       "        'style',\n",
+       "        'box-sizing: content-box; position: absolute; left: 0; top: 0; z-index: 1;'\n",
+       "    );\n",
+       "\n",
+       "    // Apply a ponyfill if ResizeObserver is not implemented by browser.\n",
+       "    if (this.ResizeObserver === undefined) {\n",
+       "        if (window.ResizeObserver !== undefined) {\n",
+       "            this.ResizeObserver = window.ResizeObserver;\n",
+       "        } else {\n",
+       "            var obs = _JSXTOOLS_RESIZE_OBSERVER({});\n",
+       "            this.ResizeObserver = obs.ResizeObserver;\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    this.resizeObserverInstance = new this.ResizeObserver(function (entries) {\n",
+       "        var nentries = entries.length;\n",
+       "        for (var i = 0; i < nentries; i++) {\n",
+       "            var entry = entries[i];\n",
+       "            var width, height;\n",
+       "            if (entry.contentBoxSize) {\n",
+       "                if (entry.contentBoxSize instanceof Array) {\n",
+       "                    // Chrome 84 implements new version of spec.\n",
+       "                    width = entry.contentBoxSize[0].inlineSize;\n",
+       "                    height = entry.contentBoxSize[0].blockSize;\n",
+       "                } else {\n",
+       "                    // Firefox implements old version of spec.\n",
+       "                    width = entry.contentBoxSize.inlineSize;\n",
+       "                    height = entry.contentBoxSize.blockSize;\n",
+       "                }\n",
+       "            } else {\n",
+       "                // Chrome <84 implements even older version of spec.\n",
+       "                width = entry.contentRect.width;\n",
+       "                height = entry.contentRect.height;\n",
+       "            }\n",
+       "\n",
+       "            // Keep the size of the canvas and rubber band canvas in sync with\n",
+       "            // the canvas container.\n",
+       "            if (entry.devicePixelContentBoxSize) {\n",
+       "                // Chrome 84 implements new version of spec.\n",
+       "                canvas.setAttribute(\n",
+       "                    'width',\n",
+       "                    entry.devicePixelContentBoxSize[0].inlineSize\n",
+       "                );\n",
+       "                canvas.setAttribute(\n",
+       "                    'height',\n",
+       "                    entry.devicePixelContentBoxSize[0].blockSize\n",
+       "                );\n",
+       "            } else {\n",
+       "                canvas.setAttribute('width', width * fig.ratio);\n",
+       "                canvas.setAttribute('height', height * fig.ratio);\n",
+       "            }\n",
+       "            canvas.setAttribute(\n",
+       "                'style',\n",
+       "                'width: ' + width + 'px; height: ' + height + 'px;'\n",
+       "            );\n",
+       "\n",
+       "            rubberband_canvas.setAttribute('width', width);\n",
+       "            rubberband_canvas.setAttribute('height', height);\n",
+       "\n",
+       "            // And update the size in Python. We ignore the initial 0/0 size\n",
+       "            // that occurs as the element is placed into the DOM, which should\n",
+       "            // otherwise not happen due to the minimum size styling.\n",
+       "            if (fig.ws.readyState == 1 && width != 0 && height != 0) {\n",
+       "                fig.request_resize(width, height);\n",
+       "            }\n",
+       "        }\n",
+       "    });\n",
+       "    this.resizeObserverInstance.observe(canvas_div);\n",
+       "\n",
+       "    function on_mouse_event_closure(name) {\n",
+       "        return function (event) {\n",
+       "            return fig.mouse_event(event, name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mousedown',\n",
+       "        on_mouse_event_closure('button_press')\n",
+       "    );\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mouseup',\n",
+       "        on_mouse_event_closure('button_release')\n",
+       "    );\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'dblclick',\n",
+       "        on_mouse_event_closure('dblclick')\n",
+       "    );\n",
+       "    // Throttle sequential mouse events to 1 every 20ms.\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mousemove',\n",
+       "        on_mouse_event_closure('motion_notify')\n",
+       "    );\n",
+       "\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mouseenter',\n",
+       "        on_mouse_event_closure('figure_enter')\n",
+       "    );\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mouseleave',\n",
+       "        on_mouse_event_closure('figure_leave')\n",
+       "    );\n",
+       "\n",
+       "    canvas_div.addEventListener('wheel', function (event) {\n",
+       "        if (event.deltaY < 0) {\n",
+       "            event.step = 1;\n",
+       "        } else {\n",
+       "            event.step = -1;\n",
+       "        }\n",
+       "        on_mouse_event_closure('scroll')(event);\n",
+       "    });\n",
+       "\n",
+       "    canvas_div.appendChild(canvas);\n",
+       "    canvas_div.appendChild(rubberband_canvas);\n",
+       "\n",
+       "    this.rubberband_context = rubberband_canvas.getContext('2d');\n",
+       "    this.rubberband_context.strokeStyle = '#000000';\n",
+       "\n",
+       "    this._resize_canvas = function (width, height, forward) {\n",
+       "        if (forward) {\n",
+       "            canvas_div.style.width = width + 'px';\n",
+       "            canvas_div.style.height = height + 'px';\n",
+       "        }\n",
+       "    };\n",
+       "\n",
+       "    // Disable right mouse context menu.\n",
+       "    this.rubberband_canvas.addEventListener('contextmenu', function (_e) {\n",
+       "        event.preventDefault();\n",
+       "        return false;\n",
+       "    });\n",
+       "\n",
+       "    function set_focus() {\n",
+       "        canvas.focus();\n",
+       "        canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    window.setTimeout(set_focus, 100);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var toolbar = document.createElement('div');\n",
+       "    toolbar.classList = 'mpl-toolbar';\n",
+       "    this.root.appendChild(toolbar);\n",
+       "\n",
+       "    function on_click_closure(name) {\n",
+       "        return function (_event) {\n",
+       "            return fig.toolbar_button_onclick(name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    function on_mouseover_closure(tooltip) {\n",
+       "        return function (event) {\n",
+       "            if (!event.currentTarget.disabled) {\n",
+       "                return fig.toolbar_button_onmouseover(tooltip);\n",
+       "            }\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    fig.buttons = {};\n",
+       "    var buttonGroup = document.createElement('div');\n",
+       "    buttonGroup.classList = 'mpl-button-group';\n",
+       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) {\n",
+       "            /* Instead of a spacer, we start a new button group. */\n",
+       "            if (buttonGroup.hasChildNodes()) {\n",
+       "                toolbar.appendChild(buttonGroup);\n",
+       "            }\n",
+       "            buttonGroup = document.createElement('div');\n",
+       "            buttonGroup.classList = 'mpl-button-group';\n",
+       "            continue;\n",
+       "        }\n",
+       "\n",
+       "        var button = (fig.buttons[name] = document.createElement('button'));\n",
+       "        button.classList = 'mpl-widget';\n",
+       "        button.setAttribute('role', 'button');\n",
+       "        button.setAttribute('aria-disabled', 'false');\n",
+       "        button.addEventListener('click', on_click_closure(method_name));\n",
+       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
+       "\n",
+       "        var icon_img = document.createElement('img');\n",
+       "        icon_img.src = '_images/' + image + '.png';\n",
+       "        icon_img.srcset = '_images/' + image + '_large.png 2x';\n",
+       "        icon_img.alt = tooltip;\n",
+       "        button.appendChild(icon_img);\n",
+       "\n",
+       "        buttonGroup.appendChild(button);\n",
+       "    }\n",
+       "\n",
+       "    if (buttonGroup.hasChildNodes()) {\n",
+       "        toolbar.appendChild(buttonGroup);\n",
+       "    }\n",
+       "\n",
+       "    var fmt_picker = document.createElement('select');\n",
+       "    fmt_picker.classList = 'mpl-widget';\n",
+       "    toolbar.appendChild(fmt_picker);\n",
+       "    this.format_dropdown = fmt_picker;\n",
+       "\n",
+       "    for (var ind in mpl.extensions) {\n",
+       "        var fmt = mpl.extensions[ind];\n",
+       "        var option = document.createElement('option');\n",
+       "        option.selected = fmt === mpl.default_extension;\n",
+       "        option.innerHTML = fmt;\n",
+       "        fmt_picker.appendChild(option);\n",
+       "    }\n",
+       "\n",
+       "    var status_bar = document.createElement('span');\n",
+       "    status_bar.classList = 'mpl-message';\n",
+       "    toolbar.appendChild(status_bar);\n",
+       "    this.message = status_bar;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.request_resize = function (x_pixels, y_pixels) {\n",
+       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
+       "    // which will in turn request a refresh of the image.\n",
+       "    this.send_message('resize', { width: x_pixels, height: y_pixels });\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.send_message = function (type, properties) {\n",
+       "    properties['type'] = type;\n",
+       "    properties['figure_id'] = this.id;\n",
+       "    this.ws.send(JSON.stringify(properties));\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.send_draw_message = function () {\n",
+       "    if (!this.waiting) {\n",
+       "        this.waiting = true;\n",
+       "        this.ws.send(JSON.stringify({ type: 'draw', figure_id: this.id }));\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
+       "    var format_dropdown = fig.format_dropdown;\n",
+       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
+       "    fig.ondownload(fig, format);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_resize = function (fig, msg) {\n",
+       "    var size = msg['size'];\n",
+       "    if (size[0] !== fig.canvas.width || size[1] !== fig.canvas.height) {\n",
+       "        fig._resize_canvas(size[0], size[1], msg['forward']);\n",
+       "        fig.send_message('refresh', {});\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_rubberband = function (fig, msg) {\n",
+       "    var x0 = msg['x0'] / fig.ratio;\n",
+       "    var y0 = (fig.canvas.height - msg['y0']) / fig.ratio;\n",
+       "    var x1 = msg['x1'] / fig.ratio;\n",
+       "    var y1 = (fig.canvas.height - msg['y1']) / fig.ratio;\n",
+       "    x0 = Math.floor(x0) + 0.5;\n",
+       "    y0 = Math.floor(y0) + 0.5;\n",
+       "    x1 = Math.floor(x1) + 0.5;\n",
+       "    y1 = Math.floor(y1) + 0.5;\n",
+       "    var min_x = Math.min(x0, x1);\n",
+       "    var min_y = Math.min(y0, y1);\n",
+       "    var width = Math.abs(x1 - x0);\n",
+       "    var height = Math.abs(y1 - y0);\n",
+       "\n",
+       "    fig.rubberband_context.clearRect(\n",
+       "        0,\n",
+       "        0,\n",
+       "        fig.canvas.width / fig.ratio,\n",
+       "        fig.canvas.height / fig.ratio\n",
+       "    );\n",
+       "\n",
+       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_figure_label = function (fig, msg) {\n",
+       "    // Updates the figure title.\n",
+       "    fig.header.textContent = msg['label'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_cursor = function (fig, msg) {\n",
+       "    fig.rubberband_canvas.style.cursor = msg['cursor'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_message = function (fig, msg) {\n",
+       "    fig.message.textContent = msg['message'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_draw = function (fig, _msg) {\n",
+       "    // Request the server to send over a new figure.\n",
+       "    fig.send_draw_message();\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_image_mode = function (fig, msg) {\n",
+       "    fig.image_mode = msg['mode'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_history_buttons = function (fig, msg) {\n",
+       "    for (var key in msg) {\n",
+       "        if (!(key in fig.buttons)) {\n",
+       "            continue;\n",
+       "        }\n",
+       "        fig.buttons[key].disabled = !msg[key];\n",
+       "        fig.buttons[key].setAttribute('aria-disabled', !msg[key]);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_navigate_mode = function (fig, msg) {\n",
+       "    if (msg['mode'] === 'PAN') {\n",
+       "        fig.buttons['Pan'].classList.add('active');\n",
+       "        fig.buttons['Zoom'].classList.remove('active');\n",
+       "    } else if (msg['mode'] === 'ZOOM') {\n",
+       "        fig.buttons['Pan'].classList.remove('active');\n",
+       "        fig.buttons['Zoom'].classList.add('active');\n",
+       "    } else {\n",
+       "        fig.buttons['Pan'].classList.remove('active');\n",
+       "        fig.buttons['Zoom'].classList.remove('active');\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function () {\n",
+       "    // Called whenever the canvas gets updated.\n",
+       "    this.send_message('ack', {});\n",
+       "};\n",
+       "\n",
+       "// A function to construct a web socket function for onmessage handling.\n",
+       "// Called in the figure constructor.\n",
+       "mpl.figure.prototype._make_on_message_function = function (fig) {\n",
+       "    return function socket_on_message(evt) {\n",
+       "        if (evt.data instanceof Blob) {\n",
+       "            var img = evt.data;\n",
+       "            if (img.type !== 'image/png') {\n",
+       "                /* FIXME: We get \"Resource interpreted as Image but\n",
+       "                 * transferred with MIME type text/plain:\" errors on\n",
+       "                 * Chrome.  But how to set the MIME type?  It doesn't seem\n",
+       "                 * to be part of the websocket stream */\n",
+       "                img.type = 'image/png';\n",
+       "            }\n",
+       "\n",
+       "            /* Free the memory for the previous frames */\n",
+       "            if (fig.imageObj.src) {\n",
+       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
+       "                    fig.imageObj.src\n",
+       "                );\n",
+       "            }\n",
+       "\n",
+       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
+       "                img\n",
+       "            );\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        } else if (\n",
+       "            typeof evt.data === 'string' &&\n",
+       "            evt.data.slice(0, 21) === 'data:image/png;base64'\n",
+       "        ) {\n",
+       "            fig.imageObj.src = evt.data;\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        var msg = JSON.parse(evt.data);\n",
+       "        var msg_type = msg['type'];\n",
+       "\n",
+       "        // Call the  \"handle_{type}\" callback, which takes\n",
+       "        // the figure and JSON message as its only arguments.\n",
+       "        try {\n",
+       "            var callback = fig['handle_' + msg_type];\n",
+       "        } catch (e) {\n",
+       "            console.log(\n",
+       "                \"No handler for the '\" + msg_type + \"' message type: \",\n",
+       "                msg\n",
+       "            );\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        if (callback) {\n",
+       "            try {\n",
+       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
+       "                callback(fig, msg);\n",
+       "            } catch (e) {\n",
+       "                console.log(\n",
+       "                    \"Exception inside the 'handler_\" + msg_type + \"' callback:\",\n",
+       "                    e,\n",
+       "                    e.stack,\n",
+       "                    msg\n",
+       "                );\n",
+       "            }\n",
+       "        }\n",
+       "    };\n",
+       "};\n",
+       "\n",
+       "// from https://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
+       "mpl.findpos = function (e) {\n",
+       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
+       "    var targ;\n",
+       "    if (!e) {\n",
+       "        e = window.event;\n",
+       "    }\n",
+       "    if (e.target) {\n",
+       "        targ = e.target;\n",
+       "    } else if (e.srcElement) {\n",
+       "        targ = e.srcElement;\n",
+       "    }\n",
+       "    if (targ.nodeType === 3) {\n",
+       "        // defeat Safari bug\n",
+       "        targ = targ.parentNode;\n",
+       "    }\n",
+       "\n",
+       "    // pageX,Y are the mouse positions relative to the document\n",
+       "    var boundingRect = targ.getBoundingClientRect();\n",
+       "    var x = e.pageX - (boundingRect.left + document.body.scrollLeft);\n",
+       "    var y = e.pageY - (boundingRect.top + document.body.scrollTop);\n",
+       "\n",
+       "    return { x: x, y: y };\n",
+       "};\n",
+       "\n",
+       "/*\n",
+       " * return a copy of an object with only non-object keys\n",
+       " * we need this to avoid circular references\n",
+       " * https://stackoverflow.com/a/24161582/3208463\n",
+       " */\n",
+       "function simpleKeys(original) {\n",
+       "    return Object.keys(original).reduce(function (obj, key) {\n",
+       "        if (typeof original[key] !== 'object') {\n",
+       "            obj[key] = original[key];\n",
+       "        }\n",
+       "        return obj;\n",
+       "    }, {});\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.mouse_event = function (event, name) {\n",
+       "    var canvas_pos = mpl.findpos(event);\n",
+       "\n",
+       "    if (name === 'button_press') {\n",
+       "        this.canvas.focus();\n",
+       "        this.canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    var x = canvas_pos.x * this.ratio;\n",
+       "    var y = canvas_pos.y * this.ratio;\n",
+       "\n",
+       "    this.send_message(name, {\n",
+       "        x: x,\n",
+       "        y: y,\n",
+       "        button: event.button,\n",
+       "        step: event.step,\n",
+       "        guiEvent: simpleKeys(event),\n",
+       "    });\n",
+       "\n",
+       "    /* This prevents the web browser from automatically changing to\n",
+       "     * the text insertion cursor when the button is pressed.  We want\n",
+       "     * to control all of the cursor setting manually through the\n",
+       "     * 'cursor' event from matplotlib */\n",
+       "    event.preventDefault();\n",
+       "    return false;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function (_event, _name) {\n",
+       "    // Handle any extra behaviour associated with a key event\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.key_event = function (event, name) {\n",
+       "    // Prevent repeat events\n",
+       "    if (name === 'key_press') {\n",
+       "        if (event.key === this._key) {\n",
+       "            return;\n",
+       "        } else {\n",
+       "            this._key = event.key;\n",
+       "        }\n",
+       "    }\n",
+       "    if (name === 'key_release') {\n",
+       "        this._key = null;\n",
+       "    }\n",
+       "\n",
+       "    var value = '';\n",
+       "    if (event.ctrlKey && event.key !== 'Control') {\n",
+       "        value += 'ctrl+';\n",
+       "    }\n",
+       "    else if (event.altKey && event.key !== 'Alt') {\n",
+       "        value += 'alt+';\n",
+       "    }\n",
+       "    else if (event.shiftKey && event.key !== 'Shift') {\n",
+       "        value += 'shift+';\n",
+       "    }\n",
+       "\n",
+       "    value += 'k' + event.key;\n",
+       "\n",
+       "    this._key_event_extra(event, name);\n",
+       "\n",
+       "    this.send_message(name, { key: value, guiEvent: simpleKeys(event) });\n",
+       "    return false;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onclick = function (name) {\n",
+       "    if (name === 'download') {\n",
+       "        this.handle_save(this, null);\n",
+       "    } else {\n",
+       "        this.send_message('toolbar_button', { name: name });\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onmouseover = function (tooltip) {\n",
+       "    this.message.textContent = tooltip;\n",
+       "};\n",
+       "\n",
+       "///////////////// REMAINING CONTENT GENERATED BY embed_js.py /////////////////\n",
+       "// prettier-ignore\n",
+       "var _JSXTOOLS_RESIZE_OBSERVER=function(A){var t,i=new WeakMap,n=new WeakMap,a=new WeakMap,r=new WeakMap,o=new Set;function s(e){if(!(this instanceof s))throw new TypeError(\"Constructor requires 'new' operator\");i.set(this,e)}function h(){throw new TypeError(\"Function is not a constructor\")}function c(e,t,i,n){e=0 in arguments?Number(arguments[0]):0,t=1 in arguments?Number(arguments[1]):0,i=2 in arguments?Number(arguments[2]):0,n=3 in arguments?Number(arguments[3]):0,this.right=(this.x=this.left=e)+(this.width=i),this.bottom=(this.y=this.top=t)+(this.height=n),Object.freeze(this)}function d(){t=requestAnimationFrame(d);var s=new WeakMap,p=new Set;o.forEach((function(t){r.get(t).forEach((function(i){var r=t instanceof window.SVGElement,o=a.get(t),d=r?0:parseFloat(o.paddingTop),f=r?0:parseFloat(o.paddingRight),l=r?0:parseFloat(o.paddingBottom),u=r?0:parseFloat(o.paddingLeft),g=r?0:parseFloat(o.borderTopWidth),m=r?0:parseFloat(o.borderRightWidth),w=r?0:parseFloat(o.borderBottomWidth),b=u+f,F=d+l,v=(r?0:parseFloat(o.borderLeftWidth))+m,W=g+w,y=r?0:t.offsetHeight-W-t.clientHeight,E=r?0:t.offsetWidth-v-t.clientWidth,R=b+v,z=F+W,M=r?t.width:parseFloat(o.width)-R-E,O=r?t.height:parseFloat(o.height)-z-y;if(n.has(t)){var k=n.get(t);if(k[0]===M&&k[1]===O)return}n.set(t,[M,O]);var S=Object.create(h.prototype);S.target=t,S.contentRect=new c(u,d,M,O),s.has(i)||(s.set(i,[]),p.add(i)),s.get(i).push(S)}))})),p.forEach((function(e){i.get(e).call(e,s.get(e),e)}))}return s.prototype.observe=function(i){if(i instanceof window.Element){r.has(i)||(r.set(i,new Set),o.add(i),a.set(i,window.getComputedStyle(i)));var n=r.get(i);n.has(this)||n.add(this),cancelAnimationFrame(t),t=requestAnimationFrame(d)}},s.prototype.unobserve=function(i){if(i instanceof window.Element&&r.has(i)){var n=r.get(i);n.has(this)&&(n.delete(this),n.size||(r.delete(i),o.delete(i))),n.size||r.delete(i),o.size||cancelAnimationFrame(t)}},A.DOMRectReadOnly=c,A.ResizeObserver=s,A.ResizeObserverEntry=h,A}; // eslint-disable-line\n",
+       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Left button pans, Right button zooms\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\\nx/y fixes axis\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
+       "\n",
+       "mpl.extensions = [\"eps\", \"jpeg\", \"pgf\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
+       "\n",
+       "mpl.default_extension = \"png\";/* global mpl */\n",
+       "\n",
+       "var comm_websocket_adapter = function (comm) {\n",
+       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
+       "    // object with the appropriate methods. Currently this is a non binary\n",
+       "    // socket, so there is still some room for performance tuning.\n",
+       "    var ws = {};\n",
+       "\n",
+       "    ws.binaryType = comm.kernel.ws.binaryType;\n",
+       "    ws.readyState = comm.kernel.ws.readyState;\n",
+       "    function updateReadyState(_event) {\n",
+       "        if (comm.kernel.ws) {\n",
+       "            ws.readyState = comm.kernel.ws.readyState;\n",
+       "        } else {\n",
+       "            ws.readyState = 3; // Closed state.\n",
+       "        }\n",
+       "    }\n",
+       "    comm.kernel.ws.addEventListener('open', updateReadyState);\n",
+       "    comm.kernel.ws.addEventListener('close', updateReadyState);\n",
+       "    comm.kernel.ws.addEventListener('error', updateReadyState);\n",
+       "\n",
+       "    ws.close = function () {\n",
+       "        comm.close();\n",
+       "    };\n",
+       "    ws.send = function (m) {\n",
+       "        //console.log('sending', m);\n",
+       "        comm.send(m);\n",
+       "    };\n",
+       "    // Register the callback with on_msg.\n",
+       "    comm.on_msg(function (msg) {\n",
+       "        //console.log('receiving', msg['content']['data'], msg);\n",
+       "        var data = msg['content']['data'];\n",
+       "        if (data['blob'] !== undefined) {\n",
+       "            data = {\n",
+       "                data: new Blob(msg['buffers'], { type: data['blob'] }),\n",
+       "            };\n",
+       "        }\n",
+       "        // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
+       "        ws.onmessage(data);\n",
+       "    });\n",
+       "    return ws;\n",
+       "};\n",
+       "\n",
+       "mpl.mpl_figure_comm = function (comm, msg) {\n",
+       "    // This is the function which gets called when the mpl process\n",
+       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
+       "\n",
+       "    var id = msg.content.data.id;\n",
+       "    // Get hold of the div created by the display call when the Comm\n",
+       "    // socket was opened in Python.\n",
+       "    var element = document.getElementById(id);\n",
+       "    var ws_proxy = comm_websocket_adapter(comm);\n",
+       "\n",
+       "    function ondownload(figure, _format) {\n",
+       "        window.open(figure.canvas.toDataURL());\n",
+       "    }\n",
+       "\n",
+       "    var fig = new mpl.figure(id, ws_proxy, ondownload, element);\n",
+       "\n",
+       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
+       "    // web socket which is closed, not our websocket->open comm proxy.\n",
+       "    ws_proxy.onopen();\n",
+       "\n",
+       "    fig.parent_element = element;\n",
+       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
+       "    if (!fig.cell_info) {\n",
+       "        console.error('Failed to find cell for figure', id, fig);\n",
+       "        return;\n",
+       "    }\n",
+       "    fig.cell_info[0].output_area.element.on(\n",
+       "        'cleared',\n",
+       "        { fig: fig },\n",
+       "        fig._remove_fig_handler\n",
+       "    );\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_close = function (fig, msg) {\n",
+       "    var width = fig.canvas.width / fig.ratio;\n",
+       "    fig.cell_info[0].output_area.element.off(\n",
+       "        'cleared',\n",
+       "        fig._remove_fig_handler\n",
+       "    );\n",
+       "    fig.resizeObserverInstance.unobserve(fig.canvas_div);\n",
+       "\n",
+       "    // Update the output cell to use the data from the current canvas.\n",
+       "    fig.push_to_output();\n",
+       "    var dataURL = fig.canvas.toDataURL();\n",
+       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
+       "    // the notebook keyboard shortcuts fail.\n",
+       "    IPython.keyboard_manager.enable();\n",
+       "    fig.parent_element.innerHTML =\n",
+       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
+       "    fig.close_ws(fig, msg);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.close_ws = function (fig, msg) {\n",
+       "    fig.send_message('closing', msg);\n",
+       "    // fig.ws.close()\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.push_to_output = function (_remove_interactive) {\n",
+       "    // Turn the data on the canvas into data in the output cell.\n",
+       "    var width = this.canvas.width / this.ratio;\n",
+       "    var dataURL = this.canvas.toDataURL();\n",
+       "    this.cell_info[1]['text/html'] =\n",
+       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function () {\n",
+       "    // Tell IPython that the notebook contents must change.\n",
+       "    IPython.notebook.set_dirty(true);\n",
+       "    this.send_message('ack', {});\n",
+       "    var fig = this;\n",
+       "    // Wait a second, then push the new image to the DOM so\n",
+       "    // that it is saved nicely (might be nice to debounce this).\n",
+       "    setTimeout(function () {\n",
+       "        fig.push_to_output();\n",
+       "    }, 1000);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var toolbar = document.createElement('div');\n",
+       "    toolbar.classList = 'btn-toolbar';\n",
+       "    this.root.appendChild(toolbar);\n",
+       "\n",
+       "    function on_click_closure(name) {\n",
+       "        return function (_event) {\n",
+       "            return fig.toolbar_button_onclick(name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    function on_mouseover_closure(tooltip) {\n",
+       "        return function (event) {\n",
+       "            if (!event.currentTarget.disabled) {\n",
+       "                return fig.toolbar_button_onmouseover(tooltip);\n",
+       "            }\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    fig.buttons = {};\n",
+       "    var buttonGroup = document.createElement('div');\n",
+       "    buttonGroup.classList = 'btn-group';\n",
+       "    var button;\n",
+       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) {\n",
+       "            /* Instead of a spacer, we start a new button group. */\n",
+       "            if (buttonGroup.hasChildNodes()) {\n",
+       "                toolbar.appendChild(buttonGroup);\n",
+       "            }\n",
+       "            buttonGroup = document.createElement('div');\n",
+       "            buttonGroup.classList = 'btn-group';\n",
+       "            continue;\n",
+       "        }\n",
+       "\n",
+       "        button = fig.buttons[name] = document.createElement('button');\n",
+       "        button.classList = 'btn btn-default';\n",
+       "        button.href = '#';\n",
+       "        button.title = name;\n",
+       "        button.innerHTML = '<i class=\"fa ' + image + ' fa-lg\"></i>';\n",
+       "        button.addEventListener('click', on_click_closure(method_name));\n",
+       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
+       "        buttonGroup.appendChild(button);\n",
+       "    }\n",
+       "\n",
+       "    if (buttonGroup.hasChildNodes()) {\n",
+       "        toolbar.appendChild(buttonGroup);\n",
+       "    }\n",
+       "\n",
+       "    // Add the status bar.\n",
+       "    var status_bar = document.createElement('span');\n",
+       "    status_bar.classList = 'mpl-message pull-right';\n",
+       "    toolbar.appendChild(status_bar);\n",
+       "    this.message = status_bar;\n",
+       "\n",
+       "    // Add the close button to the window.\n",
+       "    var buttongrp = document.createElement('div');\n",
+       "    buttongrp.classList = 'btn-group inline pull-right';\n",
+       "    button = document.createElement('button');\n",
+       "    button.classList = 'btn btn-mini btn-primary';\n",
+       "    button.href = '#';\n",
+       "    button.title = 'Stop Interaction';\n",
+       "    button.innerHTML = '<i class=\"fa fa-power-off icon-remove icon-large\"></i>';\n",
+       "    button.addEventListener('click', function (_evt) {\n",
+       "        fig.handle_close(fig, {});\n",
+       "    });\n",
+       "    button.addEventListener(\n",
+       "        'mouseover',\n",
+       "        on_mouseover_closure('Stop Interaction')\n",
+       "    );\n",
+       "    buttongrp.appendChild(button);\n",
+       "    var titlebar = this.root.querySelector('.ui-dialog-titlebar');\n",
+       "    titlebar.insertBefore(buttongrp, titlebar.firstChild);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._remove_fig_handler = function (event) {\n",
+       "    var fig = event.data.fig;\n",
+       "    if (event.target !== this) {\n",
+       "        // Ignore bubbled events from children.\n",
+       "        return;\n",
+       "    }\n",
+       "    fig.close_ws(fig, {});\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function (el) {\n",
+       "    el.style.boxSizing = 'content-box'; // override notebook setting of border-box.\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function (el) {\n",
+       "    // this is important to make the div 'focusable\n",
+       "    el.setAttribute('tabindex', 0);\n",
+       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
+       "    // off when our div gets focus\n",
+       "\n",
+       "    // location in version 3\n",
+       "    if (IPython.notebook.keyboard_manager) {\n",
+       "        IPython.notebook.keyboard_manager.register_events(el);\n",
+       "    } else {\n",
+       "        // location in version 2\n",
+       "        IPython.keyboard_manager.register_events(el);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function (event, _name) {\n",
+       "    // Check for shift+enter\n",
+       "    if (event.shiftKey && event.which === 13) {\n",
+       "        this.canvas_div.blur();\n",
+       "        // select the cell after this one\n",
+       "        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
+       "        IPython.notebook.select(index + 1);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
+       "    fig.ondownload(fig, null);\n",
+       "};\n",
+       "\n",
+       "mpl.find_output_cell = function (html_output) {\n",
+       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
+       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
+       "    // IPython event is triggered only after the cells have been serialised, which for\n",
+       "    // our purposes (turning an active figure into a static one), is too late.\n",
+       "    var cells = IPython.notebook.get_cells();\n",
+       "    var ncells = cells.length;\n",
+       "    for (var i = 0; i < ncells; i++) {\n",
+       "        var cell = cells[i];\n",
+       "        if (cell.cell_type === 'code') {\n",
+       "            for (var j = 0; j < cell.output_area.outputs.length; j++) {\n",
+       "                var data = cell.output_area.outputs[j];\n",
+       "                if (data.data) {\n",
+       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
+       "                    data = data.data;\n",
+       "                }\n",
+       "                if (data['text/html'] === html_output) {\n",
+       "                    return [cell, data, j];\n",
+       "                }\n",
+       "            }\n",
+       "        }\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "// Register the function which deals with the matplotlib target/channel.\n",
+       "// The kernel may be null if the page has been refreshed.\n",
+       "if (IPython.notebook.kernel !== null) {\n",
+       "    IPython.notebook.kernel.comm_manager.register_target(\n",
+       "        'matplotlib',\n",
+       "        mpl.mpl_figure_comm\n",
+       "    );\n",
+       "}\n"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Javascript object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<img 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\" width=\"640\">"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/javascript": [
+       "/* Put everything inside the global mpl namespace */\n",
+       "/* global mpl */\n",
+       "window.mpl = {};\n",
+       "\n",
+       "mpl.get_websocket_type = function () {\n",
+       "    if (typeof WebSocket !== 'undefined') {\n",
+       "        return WebSocket;\n",
+       "    } else if (typeof MozWebSocket !== 'undefined') {\n",
+       "        return MozWebSocket;\n",
+       "    } else {\n",
+       "        alert(\n",
+       "            'Your browser does not have WebSocket support. ' +\n",
+       "                'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
+       "                'Firefox 4 and 5 are also supported but you ' +\n",
+       "                'have to enable WebSockets in about:config.'\n",
+       "        );\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure = function (figure_id, websocket, ondownload, parent_element) {\n",
+       "    this.id = figure_id;\n",
+       "\n",
+       "    this.ws = websocket;\n",
+       "\n",
+       "    this.supports_binary = this.ws.binaryType !== undefined;\n",
+       "\n",
+       "    if (!this.supports_binary) {\n",
+       "        var warnings = document.getElementById('mpl-warnings');\n",
+       "        if (warnings) {\n",
+       "            warnings.style.display = 'block';\n",
+       "            warnings.textContent =\n",
+       "                'This browser does not support binary websocket messages. ' +\n",
+       "                'Performance may be slow.';\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    this.imageObj = new Image();\n",
+       "\n",
+       "    this.context = undefined;\n",
+       "    this.message = undefined;\n",
+       "    this.canvas = undefined;\n",
+       "    this.rubberband_canvas = undefined;\n",
+       "    this.rubberband_context = undefined;\n",
+       "    this.format_dropdown = undefined;\n",
+       "\n",
+       "    this.image_mode = 'full';\n",
+       "\n",
+       "    this.root = document.createElement('div');\n",
+       "    this.root.setAttribute('style', 'display: inline-block');\n",
+       "    this._root_extra_style(this.root);\n",
+       "\n",
+       "    parent_element.appendChild(this.root);\n",
+       "\n",
+       "    this._init_header(this);\n",
+       "    this._init_canvas(this);\n",
+       "    this._init_toolbar(this);\n",
+       "\n",
+       "    var fig = this;\n",
+       "\n",
+       "    this.waiting = false;\n",
+       "\n",
+       "    this.ws.onopen = function () {\n",
+       "        fig.send_message('supports_binary', { value: fig.supports_binary });\n",
+       "        fig.send_message('send_image_mode', {});\n",
+       "        if (fig.ratio !== 1) {\n",
+       "            fig.send_message('set_device_pixel_ratio', {\n",
+       "                device_pixel_ratio: fig.ratio,\n",
+       "            });\n",
+       "        }\n",
+       "        fig.send_message('refresh', {});\n",
+       "    };\n",
+       "\n",
+       "    this.imageObj.onload = function () {\n",
+       "        if (fig.image_mode === 'full') {\n",
+       "            // Full images could contain transparency (where diff images\n",
+       "            // almost always do), so we need to clear the canvas so that\n",
+       "            // there is no ghosting.\n",
+       "            fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
+       "        }\n",
+       "        fig.context.drawImage(fig.imageObj, 0, 0);\n",
+       "    };\n",
+       "\n",
+       "    this.imageObj.onunload = function () {\n",
+       "        fig.ws.close();\n",
+       "    };\n",
+       "\n",
+       "    this.ws.onmessage = this._make_on_message_function(this);\n",
+       "\n",
+       "    this.ondownload = ondownload;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_header = function () {\n",
+       "    var titlebar = document.createElement('div');\n",
+       "    titlebar.classList =\n",
+       "        'ui-dialog-titlebar ui-widget-header ui-corner-all ui-helper-clearfix';\n",
+       "    var titletext = document.createElement('div');\n",
+       "    titletext.classList = 'ui-dialog-title';\n",
+       "    titletext.setAttribute(\n",
+       "        'style',\n",
+       "        'width: 100%; text-align: center; padding: 3px;'\n",
+       "    );\n",
+       "    titlebar.appendChild(titletext);\n",
+       "    this.root.appendChild(titlebar);\n",
+       "    this.header = titletext;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function (_canvas_div) {};\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function (_canvas_div) {};\n",
+       "\n",
+       "mpl.figure.prototype._init_canvas = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var canvas_div = (this.canvas_div = document.createElement('div'));\n",
+       "    canvas_div.setAttribute(\n",
+       "        'style',\n",
+       "        'border: 1px solid #ddd;' +\n",
+       "            'box-sizing: content-box;' +\n",
+       "            'clear: both;' +\n",
+       "            'min-height: 1px;' +\n",
+       "            'min-width: 1px;' +\n",
+       "            'outline: 0;' +\n",
+       "            'overflow: hidden;' +\n",
+       "            'position: relative;' +\n",
+       "            'resize: both;'\n",
+       "    );\n",
+       "\n",
+       "    function on_keyboard_event_closure(name) {\n",
+       "        return function (event) {\n",
+       "            return fig.key_event(event, name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    canvas_div.addEventListener(\n",
+       "        'keydown',\n",
+       "        on_keyboard_event_closure('key_press')\n",
+       "    );\n",
+       "    canvas_div.addEventListener(\n",
+       "        'keyup',\n",
+       "        on_keyboard_event_closure('key_release')\n",
+       "    );\n",
+       "\n",
+       "    this._canvas_extra_style(canvas_div);\n",
+       "    this.root.appendChild(canvas_div);\n",
+       "\n",
+       "    var canvas = (this.canvas = document.createElement('canvas'));\n",
+       "    canvas.classList.add('mpl-canvas');\n",
+       "    canvas.setAttribute('style', 'box-sizing: content-box;');\n",
+       "\n",
+       "    this.context = canvas.getContext('2d');\n",
+       "\n",
+       "    var backingStore =\n",
+       "        this.context.backingStorePixelRatio ||\n",
+       "        this.context.webkitBackingStorePixelRatio ||\n",
+       "        this.context.mozBackingStorePixelRatio ||\n",
+       "        this.context.msBackingStorePixelRatio ||\n",
+       "        this.context.oBackingStorePixelRatio ||\n",
+       "        this.context.backingStorePixelRatio ||\n",
+       "        1;\n",
+       "\n",
+       "    this.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
+       "\n",
+       "    var rubberband_canvas = (this.rubberband_canvas = document.createElement(\n",
+       "        'canvas'\n",
+       "    ));\n",
+       "    rubberband_canvas.setAttribute(\n",
+       "        'style',\n",
+       "        'box-sizing: content-box; position: absolute; left: 0; top: 0; z-index: 1;'\n",
+       "    );\n",
+       "\n",
+       "    // Apply a ponyfill if ResizeObserver is not implemented by browser.\n",
+       "    if (this.ResizeObserver === undefined) {\n",
+       "        if (window.ResizeObserver !== undefined) {\n",
+       "            this.ResizeObserver = window.ResizeObserver;\n",
+       "        } else {\n",
+       "            var obs = _JSXTOOLS_RESIZE_OBSERVER({});\n",
+       "            this.ResizeObserver = obs.ResizeObserver;\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    this.resizeObserverInstance = new this.ResizeObserver(function (entries) {\n",
+       "        var nentries = entries.length;\n",
+       "        for (var i = 0; i < nentries; i++) {\n",
+       "            var entry = entries[i];\n",
+       "            var width, height;\n",
+       "            if (entry.contentBoxSize) {\n",
+       "                if (entry.contentBoxSize instanceof Array) {\n",
+       "                    // Chrome 84 implements new version of spec.\n",
+       "                    width = entry.contentBoxSize[0].inlineSize;\n",
+       "                    height = entry.contentBoxSize[0].blockSize;\n",
+       "                } else {\n",
+       "                    // Firefox implements old version of spec.\n",
+       "                    width = entry.contentBoxSize.inlineSize;\n",
+       "                    height = entry.contentBoxSize.blockSize;\n",
+       "                }\n",
+       "            } else {\n",
+       "                // Chrome <84 implements even older version of spec.\n",
+       "                width = entry.contentRect.width;\n",
+       "                height = entry.contentRect.height;\n",
+       "            }\n",
+       "\n",
+       "            // Keep the size of the canvas and rubber band canvas in sync with\n",
+       "            // the canvas container.\n",
+       "            if (entry.devicePixelContentBoxSize) {\n",
+       "                // Chrome 84 implements new version of spec.\n",
+       "                canvas.setAttribute(\n",
+       "                    'width',\n",
+       "                    entry.devicePixelContentBoxSize[0].inlineSize\n",
+       "                );\n",
+       "                canvas.setAttribute(\n",
+       "                    'height',\n",
+       "                    entry.devicePixelContentBoxSize[0].blockSize\n",
+       "                );\n",
+       "            } else {\n",
+       "                canvas.setAttribute('width', width * fig.ratio);\n",
+       "                canvas.setAttribute('height', height * fig.ratio);\n",
+       "            }\n",
+       "            canvas.setAttribute(\n",
+       "                'style',\n",
+       "                'width: ' + width + 'px; height: ' + height + 'px;'\n",
+       "            );\n",
+       "\n",
+       "            rubberband_canvas.setAttribute('width', width);\n",
+       "            rubberband_canvas.setAttribute('height', height);\n",
+       "\n",
+       "            // And update the size in Python. We ignore the initial 0/0 size\n",
+       "            // that occurs as the element is placed into the DOM, which should\n",
+       "            // otherwise not happen due to the minimum size styling.\n",
+       "            if (fig.ws.readyState == 1 && width != 0 && height != 0) {\n",
+       "                fig.request_resize(width, height);\n",
+       "            }\n",
+       "        }\n",
+       "    });\n",
+       "    this.resizeObserverInstance.observe(canvas_div);\n",
+       "\n",
+       "    function on_mouse_event_closure(name) {\n",
+       "        return function (event) {\n",
+       "            return fig.mouse_event(event, name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mousedown',\n",
+       "        on_mouse_event_closure('button_press')\n",
+       "    );\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mouseup',\n",
+       "        on_mouse_event_closure('button_release')\n",
+       "    );\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'dblclick',\n",
+       "        on_mouse_event_closure('dblclick')\n",
+       "    );\n",
+       "    // Throttle sequential mouse events to 1 every 20ms.\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mousemove',\n",
+       "        on_mouse_event_closure('motion_notify')\n",
+       "    );\n",
+       "\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mouseenter',\n",
+       "        on_mouse_event_closure('figure_enter')\n",
+       "    );\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mouseleave',\n",
+       "        on_mouse_event_closure('figure_leave')\n",
+       "    );\n",
+       "\n",
+       "    canvas_div.addEventListener('wheel', function (event) {\n",
+       "        if (event.deltaY < 0) {\n",
+       "            event.step = 1;\n",
+       "        } else {\n",
+       "            event.step = -1;\n",
+       "        }\n",
+       "        on_mouse_event_closure('scroll')(event);\n",
+       "    });\n",
+       "\n",
+       "    canvas_div.appendChild(canvas);\n",
+       "    canvas_div.appendChild(rubberband_canvas);\n",
+       "\n",
+       "    this.rubberband_context = rubberband_canvas.getContext('2d');\n",
+       "    this.rubberband_context.strokeStyle = '#000000';\n",
+       "\n",
+       "    this._resize_canvas = function (width, height, forward) {\n",
+       "        if (forward) {\n",
+       "            canvas_div.style.width = width + 'px';\n",
+       "            canvas_div.style.height = height + 'px';\n",
+       "        }\n",
+       "    };\n",
+       "\n",
+       "    // Disable right mouse context menu.\n",
+       "    this.rubberband_canvas.addEventListener('contextmenu', function (_e) {\n",
+       "        event.preventDefault();\n",
+       "        return false;\n",
+       "    });\n",
+       "\n",
+       "    function set_focus() {\n",
+       "        canvas.focus();\n",
+       "        canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    window.setTimeout(set_focus, 100);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var toolbar = document.createElement('div');\n",
+       "    toolbar.classList = 'mpl-toolbar';\n",
+       "    this.root.appendChild(toolbar);\n",
+       "\n",
+       "    function on_click_closure(name) {\n",
+       "        return function (_event) {\n",
+       "            return fig.toolbar_button_onclick(name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    function on_mouseover_closure(tooltip) {\n",
+       "        return function (event) {\n",
+       "            if (!event.currentTarget.disabled) {\n",
+       "                return fig.toolbar_button_onmouseover(tooltip);\n",
+       "            }\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    fig.buttons = {};\n",
+       "    var buttonGroup = document.createElement('div');\n",
+       "    buttonGroup.classList = 'mpl-button-group';\n",
+       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) {\n",
+       "            /* Instead of a spacer, we start a new button group. */\n",
+       "            if (buttonGroup.hasChildNodes()) {\n",
+       "                toolbar.appendChild(buttonGroup);\n",
+       "            }\n",
+       "            buttonGroup = document.createElement('div');\n",
+       "            buttonGroup.classList = 'mpl-button-group';\n",
+       "            continue;\n",
+       "        }\n",
+       "\n",
+       "        var button = (fig.buttons[name] = document.createElement('button'));\n",
+       "        button.classList = 'mpl-widget';\n",
+       "        button.setAttribute('role', 'button');\n",
+       "        button.setAttribute('aria-disabled', 'false');\n",
+       "        button.addEventListener('click', on_click_closure(method_name));\n",
+       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
+       "\n",
+       "        var icon_img = document.createElement('img');\n",
+       "        icon_img.src = '_images/' + image + '.png';\n",
+       "        icon_img.srcset = '_images/' + image + '_large.png 2x';\n",
+       "        icon_img.alt = tooltip;\n",
+       "        button.appendChild(icon_img);\n",
+       "\n",
+       "        buttonGroup.appendChild(button);\n",
+       "    }\n",
+       "\n",
+       "    if (buttonGroup.hasChildNodes()) {\n",
+       "        toolbar.appendChild(buttonGroup);\n",
+       "    }\n",
+       "\n",
+       "    var fmt_picker = document.createElement('select');\n",
+       "    fmt_picker.classList = 'mpl-widget';\n",
+       "    toolbar.appendChild(fmt_picker);\n",
+       "    this.format_dropdown = fmt_picker;\n",
+       "\n",
+       "    for (var ind in mpl.extensions) {\n",
+       "        var fmt = mpl.extensions[ind];\n",
+       "        var option = document.createElement('option');\n",
+       "        option.selected = fmt === mpl.default_extension;\n",
+       "        option.innerHTML = fmt;\n",
+       "        fmt_picker.appendChild(option);\n",
+       "    }\n",
+       "\n",
+       "    var status_bar = document.createElement('span');\n",
+       "    status_bar.classList = 'mpl-message';\n",
+       "    toolbar.appendChild(status_bar);\n",
+       "    this.message = status_bar;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.request_resize = function (x_pixels, y_pixels) {\n",
+       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
+       "    // which will in turn request a refresh of the image.\n",
+       "    this.send_message('resize', { width: x_pixels, height: y_pixels });\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.send_message = function (type, properties) {\n",
+       "    properties['type'] = type;\n",
+       "    properties['figure_id'] = this.id;\n",
+       "    this.ws.send(JSON.stringify(properties));\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.send_draw_message = function () {\n",
+       "    if (!this.waiting) {\n",
+       "        this.waiting = true;\n",
+       "        this.ws.send(JSON.stringify({ type: 'draw', figure_id: this.id }));\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
+       "    var format_dropdown = fig.format_dropdown;\n",
+       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
+       "    fig.ondownload(fig, format);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_resize = function (fig, msg) {\n",
+       "    var size = msg['size'];\n",
+       "    if (size[0] !== fig.canvas.width || size[1] !== fig.canvas.height) {\n",
+       "        fig._resize_canvas(size[0], size[1], msg['forward']);\n",
+       "        fig.send_message('refresh', {});\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_rubberband = function (fig, msg) {\n",
+       "    var x0 = msg['x0'] / fig.ratio;\n",
+       "    var y0 = (fig.canvas.height - msg['y0']) / fig.ratio;\n",
+       "    var x1 = msg['x1'] / fig.ratio;\n",
+       "    var y1 = (fig.canvas.height - msg['y1']) / fig.ratio;\n",
+       "    x0 = Math.floor(x0) + 0.5;\n",
+       "    y0 = Math.floor(y0) + 0.5;\n",
+       "    x1 = Math.floor(x1) + 0.5;\n",
+       "    y1 = Math.floor(y1) + 0.5;\n",
+       "    var min_x = Math.min(x0, x1);\n",
+       "    var min_y = Math.min(y0, y1);\n",
+       "    var width = Math.abs(x1 - x0);\n",
+       "    var height = Math.abs(y1 - y0);\n",
+       "\n",
+       "    fig.rubberband_context.clearRect(\n",
+       "        0,\n",
+       "        0,\n",
+       "        fig.canvas.width / fig.ratio,\n",
+       "        fig.canvas.height / fig.ratio\n",
+       "    );\n",
+       "\n",
+       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_figure_label = function (fig, msg) {\n",
+       "    // Updates the figure title.\n",
+       "    fig.header.textContent = msg['label'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_cursor = function (fig, msg) {\n",
+       "    fig.rubberband_canvas.style.cursor = msg['cursor'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_message = function (fig, msg) {\n",
+       "    fig.message.textContent = msg['message'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_draw = function (fig, _msg) {\n",
+       "    // Request the server to send over a new figure.\n",
+       "    fig.send_draw_message();\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_image_mode = function (fig, msg) {\n",
+       "    fig.image_mode = msg['mode'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_history_buttons = function (fig, msg) {\n",
+       "    for (var key in msg) {\n",
+       "        if (!(key in fig.buttons)) {\n",
+       "            continue;\n",
+       "        }\n",
+       "        fig.buttons[key].disabled = !msg[key];\n",
+       "        fig.buttons[key].setAttribute('aria-disabled', !msg[key]);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_navigate_mode = function (fig, msg) {\n",
+       "    if (msg['mode'] === 'PAN') {\n",
+       "        fig.buttons['Pan'].classList.add('active');\n",
+       "        fig.buttons['Zoom'].classList.remove('active');\n",
+       "    } else if (msg['mode'] === 'ZOOM') {\n",
+       "        fig.buttons['Pan'].classList.remove('active');\n",
+       "        fig.buttons['Zoom'].classList.add('active');\n",
+       "    } else {\n",
+       "        fig.buttons['Pan'].classList.remove('active');\n",
+       "        fig.buttons['Zoom'].classList.remove('active');\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function () {\n",
+       "    // Called whenever the canvas gets updated.\n",
+       "    this.send_message('ack', {});\n",
+       "};\n",
+       "\n",
+       "// A function to construct a web socket function for onmessage handling.\n",
+       "// Called in the figure constructor.\n",
+       "mpl.figure.prototype._make_on_message_function = function (fig) {\n",
+       "    return function socket_on_message(evt) {\n",
+       "        if (evt.data instanceof Blob) {\n",
+       "            var img = evt.data;\n",
+       "            if (img.type !== 'image/png') {\n",
+       "                /* FIXME: We get \"Resource interpreted as Image but\n",
+       "                 * transferred with MIME type text/plain:\" errors on\n",
+       "                 * Chrome.  But how to set the MIME type?  It doesn't seem\n",
+       "                 * to be part of the websocket stream */\n",
+       "                img.type = 'image/png';\n",
+       "            }\n",
+       "\n",
+       "            /* Free the memory for the previous frames */\n",
+       "            if (fig.imageObj.src) {\n",
+       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
+       "                    fig.imageObj.src\n",
+       "                );\n",
+       "            }\n",
+       "\n",
+       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
+       "                img\n",
+       "            );\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        } else if (\n",
+       "            typeof evt.data === 'string' &&\n",
+       "            evt.data.slice(0, 21) === 'data:image/png;base64'\n",
+       "        ) {\n",
+       "            fig.imageObj.src = evt.data;\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        var msg = JSON.parse(evt.data);\n",
+       "        var msg_type = msg['type'];\n",
+       "\n",
+       "        // Call the  \"handle_{type}\" callback, which takes\n",
+       "        // the figure and JSON message as its only arguments.\n",
+       "        try {\n",
+       "            var callback = fig['handle_' + msg_type];\n",
+       "        } catch (e) {\n",
+       "            console.log(\n",
+       "                \"No handler for the '\" + msg_type + \"' message type: \",\n",
+       "                msg\n",
+       "            );\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        if (callback) {\n",
+       "            try {\n",
+       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
+       "                callback(fig, msg);\n",
+       "            } catch (e) {\n",
+       "                console.log(\n",
+       "                    \"Exception inside the 'handler_\" + msg_type + \"' callback:\",\n",
+       "                    e,\n",
+       "                    e.stack,\n",
+       "                    msg\n",
+       "                );\n",
+       "            }\n",
+       "        }\n",
+       "    };\n",
+       "};\n",
+       "\n",
+       "// from https://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
+       "mpl.findpos = function (e) {\n",
+       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
+       "    var targ;\n",
+       "    if (!e) {\n",
+       "        e = window.event;\n",
+       "    }\n",
+       "    if (e.target) {\n",
+       "        targ = e.target;\n",
+       "    } else if (e.srcElement) {\n",
+       "        targ = e.srcElement;\n",
+       "    }\n",
+       "    if (targ.nodeType === 3) {\n",
+       "        // defeat Safari bug\n",
+       "        targ = targ.parentNode;\n",
+       "    }\n",
+       "\n",
+       "    // pageX,Y are the mouse positions relative to the document\n",
+       "    var boundingRect = targ.getBoundingClientRect();\n",
+       "    var x = e.pageX - (boundingRect.left + document.body.scrollLeft);\n",
+       "    var y = e.pageY - (boundingRect.top + document.body.scrollTop);\n",
+       "\n",
+       "    return { x: x, y: y };\n",
+       "};\n",
+       "\n",
+       "/*\n",
+       " * return a copy of an object with only non-object keys\n",
+       " * we need this to avoid circular references\n",
+       " * https://stackoverflow.com/a/24161582/3208463\n",
+       " */\n",
+       "function simpleKeys(original) {\n",
+       "    return Object.keys(original).reduce(function (obj, key) {\n",
+       "        if (typeof original[key] !== 'object') {\n",
+       "            obj[key] = original[key];\n",
+       "        }\n",
+       "        return obj;\n",
+       "    }, {});\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.mouse_event = function (event, name) {\n",
+       "    var canvas_pos = mpl.findpos(event);\n",
+       "\n",
+       "    if (name === 'button_press') {\n",
+       "        this.canvas.focus();\n",
+       "        this.canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    var x = canvas_pos.x * this.ratio;\n",
+       "    var y = canvas_pos.y * this.ratio;\n",
+       "\n",
+       "    this.send_message(name, {\n",
+       "        x: x,\n",
+       "        y: y,\n",
+       "        button: event.button,\n",
+       "        step: event.step,\n",
+       "        guiEvent: simpleKeys(event),\n",
+       "    });\n",
+       "\n",
+       "    /* This prevents the web browser from automatically changing to\n",
+       "     * the text insertion cursor when the button is pressed.  We want\n",
+       "     * to control all of the cursor setting manually through the\n",
+       "     * 'cursor' event from matplotlib */\n",
+       "    event.preventDefault();\n",
+       "    return false;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function (_event, _name) {\n",
+       "    // Handle any extra behaviour associated with a key event\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.key_event = function (event, name) {\n",
+       "    // Prevent repeat events\n",
+       "    if (name === 'key_press') {\n",
+       "        if (event.key === this._key) {\n",
+       "            return;\n",
+       "        } else {\n",
+       "            this._key = event.key;\n",
+       "        }\n",
+       "    }\n",
+       "    if (name === 'key_release') {\n",
+       "        this._key = null;\n",
+       "    }\n",
+       "\n",
+       "    var value = '';\n",
+       "    if (event.ctrlKey && event.key !== 'Control') {\n",
+       "        value += 'ctrl+';\n",
+       "    }\n",
+       "    else if (event.altKey && event.key !== 'Alt') {\n",
+       "        value += 'alt+';\n",
+       "    }\n",
+       "    else if (event.shiftKey && event.key !== 'Shift') {\n",
+       "        value += 'shift+';\n",
+       "    }\n",
+       "\n",
+       "    value += 'k' + event.key;\n",
+       "\n",
+       "    this._key_event_extra(event, name);\n",
+       "\n",
+       "    this.send_message(name, { key: value, guiEvent: simpleKeys(event) });\n",
+       "    return false;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onclick = function (name) {\n",
+       "    if (name === 'download') {\n",
+       "        this.handle_save(this, null);\n",
+       "    } else {\n",
+       "        this.send_message('toolbar_button', { name: name });\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onmouseover = function (tooltip) {\n",
+       "    this.message.textContent = tooltip;\n",
+       "};\n",
+       "\n",
+       "///////////////// REMAINING CONTENT GENERATED BY embed_js.py /////////////////\n",
+       "// prettier-ignore\n",
+       "var _JSXTOOLS_RESIZE_OBSERVER=function(A){var t,i=new WeakMap,n=new WeakMap,a=new WeakMap,r=new WeakMap,o=new Set;function s(e){if(!(this instanceof s))throw new TypeError(\"Constructor requires 'new' operator\");i.set(this,e)}function h(){throw new TypeError(\"Function is not a constructor\")}function c(e,t,i,n){e=0 in arguments?Number(arguments[0]):0,t=1 in arguments?Number(arguments[1]):0,i=2 in arguments?Number(arguments[2]):0,n=3 in arguments?Number(arguments[3]):0,this.right=(this.x=this.left=e)+(this.width=i),this.bottom=(this.y=this.top=t)+(this.height=n),Object.freeze(this)}function d(){t=requestAnimationFrame(d);var s=new WeakMap,p=new Set;o.forEach((function(t){r.get(t).forEach((function(i){var r=t instanceof window.SVGElement,o=a.get(t),d=r?0:parseFloat(o.paddingTop),f=r?0:parseFloat(o.paddingRight),l=r?0:parseFloat(o.paddingBottom),u=r?0:parseFloat(o.paddingLeft),g=r?0:parseFloat(o.borderTopWidth),m=r?0:parseFloat(o.borderRightWidth),w=r?0:parseFloat(o.borderBottomWidth),b=u+f,F=d+l,v=(r?0:parseFloat(o.borderLeftWidth))+m,W=g+w,y=r?0:t.offsetHeight-W-t.clientHeight,E=r?0:t.offsetWidth-v-t.clientWidth,R=b+v,z=F+W,M=r?t.width:parseFloat(o.width)-R-E,O=r?t.height:parseFloat(o.height)-z-y;if(n.has(t)){var k=n.get(t);if(k[0]===M&&k[1]===O)return}n.set(t,[M,O]);var S=Object.create(h.prototype);S.target=t,S.contentRect=new c(u,d,M,O),s.has(i)||(s.set(i,[]),p.add(i)),s.get(i).push(S)}))})),p.forEach((function(e){i.get(e).call(e,s.get(e),e)}))}return s.prototype.observe=function(i){if(i instanceof window.Element){r.has(i)||(r.set(i,new Set),o.add(i),a.set(i,window.getComputedStyle(i)));var n=r.get(i);n.has(this)||n.add(this),cancelAnimationFrame(t),t=requestAnimationFrame(d)}},s.prototype.unobserve=function(i){if(i instanceof window.Element&&r.has(i)){var n=r.get(i);n.has(this)&&(n.delete(this),n.size||(r.delete(i),o.delete(i))),n.size||r.delete(i),o.size||cancelAnimationFrame(t)}},A.DOMRectReadOnly=c,A.ResizeObserver=s,A.ResizeObserverEntry=h,A}; // eslint-disable-line\n",
+       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Left button pans, Right button zooms\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\\nx/y fixes axis\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
+       "\n",
+       "mpl.extensions = [\"eps\", \"jpeg\", \"pgf\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
+       "\n",
+       "mpl.default_extension = \"png\";/* global mpl */\n",
+       "\n",
+       "var comm_websocket_adapter = function (comm) {\n",
+       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
+       "    // object with the appropriate methods. Currently this is a non binary\n",
+       "    // socket, so there is still some room for performance tuning.\n",
+       "    var ws = {};\n",
+       "\n",
+       "    ws.binaryType = comm.kernel.ws.binaryType;\n",
+       "    ws.readyState = comm.kernel.ws.readyState;\n",
+       "    function updateReadyState(_event) {\n",
+       "        if (comm.kernel.ws) {\n",
+       "            ws.readyState = comm.kernel.ws.readyState;\n",
+       "        } else {\n",
+       "            ws.readyState = 3; // Closed state.\n",
+       "        }\n",
+       "    }\n",
+       "    comm.kernel.ws.addEventListener('open', updateReadyState);\n",
+       "    comm.kernel.ws.addEventListener('close', updateReadyState);\n",
+       "    comm.kernel.ws.addEventListener('error', updateReadyState);\n",
+       "\n",
+       "    ws.close = function () {\n",
+       "        comm.close();\n",
+       "    };\n",
+       "    ws.send = function (m) {\n",
+       "        //console.log('sending', m);\n",
+       "        comm.send(m);\n",
+       "    };\n",
+       "    // Register the callback with on_msg.\n",
+       "    comm.on_msg(function (msg) {\n",
+       "        //console.log('receiving', msg['content']['data'], msg);\n",
+       "        var data = msg['content']['data'];\n",
+       "        if (data['blob'] !== undefined) {\n",
+       "            data = {\n",
+       "                data: new Blob(msg['buffers'], { type: data['blob'] }),\n",
+       "            };\n",
+       "        }\n",
+       "        // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
+       "        ws.onmessage(data);\n",
+       "    });\n",
+       "    return ws;\n",
+       "};\n",
+       "\n",
+       "mpl.mpl_figure_comm = function (comm, msg) {\n",
+       "    // This is the function which gets called when the mpl process\n",
+       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
+       "\n",
+       "    var id = msg.content.data.id;\n",
+       "    // Get hold of the div created by the display call when the Comm\n",
+       "    // socket was opened in Python.\n",
+       "    var element = document.getElementById(id);\n",
+       "    var ws_proxy = comm_websocket_adapter(comm);\n",
+       "\n",
+       "    function ondownload(figure, _format) {\n",
+       "        window.open(figure.canvas.toDataURL());\n",
+       "    }\n",
+       "\n",
+       "    var fig = new mpl.figure(id, ws_proxy, ondownload, element);\n",
+       "\n",
+       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
+       "    // web socket which is closed, not our websocket->open comm proxy.\n",
+       "    ws_proxy.onopen();\n",
+       "\n",
+       "    fig.parent_element = element;\n",
+       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
+       "    if (!fig.cell_info) {\n",
+       "        console.error('Failed to find cell for figure', id, fig);\n",
+       "        return;\n",
+       "    }\n",
+       "    fig.cell_info[0].output_area.element.on(\n",
+       "        'cleared',\n",
+       "        { fig: fig },\n",
+       "        fig._remove_fig_handler\n",
+       "    );\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_close = function (fig, msg) {\n",
+       "    var width = fig.canvas.width / fig.ratio;\n",
+       "    fig.cell_info[0].output_area.element.off(\n",
+       "        'cleared',\n",
+       "        fig._remove_fig_handler\n",
+       "    );\n",
+       "    fig.resizeObserverInstance.unobserve(fig.canvas_div);\n",
+       "\n",
+       "    // Update the output cell to use the data from the current canvas.\n",
+       "    fig.push_to_output();\n",
+       "    var dataURL = fig.canvas.toDataURL();\n",
+       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
+       "    // the notebook keyboard shortcuts fail.\n",
+       "    IPython.keyboard_manager.enable();\n",
+       "    fig.parent_element.innerHTML =\n",
+       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
+       "    fig.close_ws(fig, msg);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.close_ws = function (fig, msg) {\n",
+       "    fig.send_message('closing', msg);\n",
+       "    // fig.ws.close()\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.push_to_output = function (_remove_interactive) {\n",
+       "    // Turn the data on the canvas into data in the output cell.\n",
+       "    var width = this.canvas.width / this.ratio;\n",
+       "    var dataURL = this.canvas.toDataURL();\n",
+       "    this.cell_info[1]['text/html'] =\n",
+       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function () {\n",
+       "    // Tell IPython that the notebook contents must change.\n",
+       "    IPython.notebook.set_dirty(true);\n",
+       "    this.send_message('ack', {});\n",
+       "    var fig = this;\n",
+       "    // Wait a second, then push the new image to the DOM so\n",
+       "    // that it is saved nicely (might be nice to debounce this).\n",
+       "    setTimeout(function () {\n",
+       "        fig.push_to_output();\n",
+       "    }, 1000);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var toolbar = document.createElement('div');\n",
+       "    toolbar.classList = 'btn-toolbar';\n",
+       "    this.root.appendChild(toolbar);\n",
+       "\n",
+       "    function on_click_closure(name) {\n",
+       "        return function (_event) {\n",
+       "            return fig.toolbar_button_onclick(name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    function on_mouseover_closure(tooltip) {\n",
+       "        return function (event) {\n",
+       "            if (!event.currentTarget.disabled) {\n",
+       "                return fig.toolbar_button_onmouseover(tooltip);\n",
+       "            }\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    fig.buttons = {};\n",
+       "    var buttonGroup = document.createElement('div');\n",
+       "    buttonGroup.classList = 'btn-group';\n",
+       "    var button;\n",
+       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) {\n",
+       "            /* Instead of a spacer, we start a new button group. */\n",
+       "            if (buttonGroup.hasChildNodes()) {\n",
+       "                toolbar.appendChild(buttonGroup);\n",
+       "            }\n",
+       "            buttonGroup = document.createElement('div');\n",
+       "            buttonGroup.classList = 'btn-group';\n",
+       "            continue;\n",
+       "        }\n",
+       "\n",
+       "        button = fig.buttons[name] = document.createElement('button');\n",
+       "        button.classList = 'btn btn-default';\n",
+       "        button.href = '#';\n",
+       "        button.title = name;\n",
+       "        button.innerHTML = '<i class=\"fa ' + image + ' fa-lg\"></i>';\n",
+       "        button.addEventListener('click', on_click_closure(method_name));\n",
+       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
+       "        buttonGroup.appendChild(button);\n",
+       "    }\n",
+       "\n",
+       "    if (buttonGroup.hasChildNodes()) {\n",
+       "        toolbar.appendChild(buttonGroup);\n",
+       "    }\n",
+       "\n",
+       "    // Add the status bar.\n",
+       "    var status_bar = document.createElement('span');\n",
+       "    status_bar.classList = 'mpl-message pull-right';\n",
+       "    toolbar.appendChild(status_bar);\n",
+       "    this.message = status_bar;\n",
+       "\n",
+       "    // Add the close button to the window.\n",
+       "    var buttongrp = document.createElement('div');\n",
+       "    buttongrp.classList = 'btn-group inline pull-right';\n",
+       "    button = document.createElement('button');\n",
+       "    button.classList = 'btn btn-mini btn-primary';\n",
+       "    button.href = '#';\n",
+       "    button.title = 'Stop Interaction';\n",
+       "    button.innerHTML = '<i class=\"fa fa-power-off icon-remove icon-large\"></i>';\n",
+       "    button.addEventListener('click', function (_evt) {\n",
+       "        fig.handle_close(fig, {});\n",
+       "    });\n",
+       "    button.addEventListener(\n",
+       "        'mouseover',\n",
+       "        on_mouseover_closure('Stop Interaction')\n",
+       "    );\n",
+       "    buttongrp.appendChild(button);\n",
+       "    var titlebar = this.root.querySelector('.ui-dialog-titlebar');\n",
+       "    titlebar.insertBefore(buttongrp, titlebar.firstChild);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._remove_fig_handler = function (event) {\n",
+       "    var fig = event.data.fig;\n",
+       "    if (event.target !== this) {\n",
+       "        // Ignore bubbled events from children.\n",
+       "        return;\n",
+       "    }\n",
+       "    fig.close_ws(fig, {});\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function (el) {\n",
+       "    el.style.boxSizing = 'content-box'; // override notebook setting of border-box.\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function (el) {\n",
+       "    // this is important to make the div 'focusable\n",
+       "    el.setAttribute('tabindex', 0);\n",
+       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
+       "    // off when our div gets focus\n",
+       "\n",
+       "    // location in version 3\n",
+       "    if (IPython.notebook.keyboard_manager) {\n",
+       "        IPython.notebook.keyboard_manager.register_events(el);\n",
+       "    } else {\n",
+       "        // location in version 2\n",
+       "        IPython.keyboard_manager.register_events(el);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function (event, _name) {\n",
+       "    // Check for shift+enter\n",
+       "    if (event.shiftKey && event.which === 13) {\n",
+       "        this.canvas_div.blur();\n",
+       "        // select the cell after this one\n",
+       "        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
+       "        IPython.notebook.select(index + 1);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
+       "    fig.ondownload(fig, null);\n",
+       "};\n",
+       "\n",
+       "mpl.find_output_cell = function (html_output) {\n",
+       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
+       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
+       "    // IPython event is triggered only after the cells have been serialised, which for\n",
+       "    // our purposes (turning an active figure into a static one), is too late.\n",
+       "    var cells = IPython.notebook.get_cells();\n",
+       "    var ncells = cells.length;\n",
+       "    for (var i = 0; i < ncells; i++) {\n",
+       "        var cell = cells[i];\n",
+       "        if (cell.cell_type === 'code') {\n",
+       "            for (var j = 0; j < cell.output_area.outputs.length; j++) {\n",
+       "                var data = cell.output_area.outputs[j];\n",
+       "                if (data.data) {\n",
+       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
+       "                    data = data.data;\n",
+       "                }\n",
+       "                if (data['text/html'] === html_output) {\n",
+       "                    return [cell, data, j];\n",
+       "                }\n",
+       "            }\n",
+       "        }\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "// Register the function which deals with the matplotlib target/channel.\n",
+       "// The kernel may be null if the page has been refreshed.\n",
+       "if (IPython.notebook.kernel !== null) {\n",
+       "    IPython.notebook.kernel.comm_manager.register_target(\n",
+       "        'matplotlib',\n",
+       "        mpl.mpl_figure_comm\n",
+       "    );\n",
+       "}\n"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Javascript object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<img 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\" width=\"640\">"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/javascript": [
+       "/* Put everything inside the global mpl namespace */\n",
+       "/* global mpl */\n",
+       "window.mpl = {};\n",
+       "\n",
+       "mpl.get_websocket_type = function () {\n",
+       "    if (typeof WebSocket !== 'undefined') {\n",
+       "        return WebSocket;\n",
+       "    } else if (typeof MozWebSocket !== 'undefined') {\n",
+       "        return MozWebSocket;\n",
+       "    } else {\n",
+       "        alert(\n",
+       "            'Your browser does not have WebSocket support. ' +\n",
+       "                'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
+       "                'Firefox 4 and 5 are also supported but you ' +\n",
+       "                'have to enable WebSockets in about:config.'\n",
+       "        );\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure = function (figure_id, websocket, ondownload, parent_element) {\n",
+       "    this.id = figure_id;\n",
+       "\n",
+       "    this.ws = websocket;\n",
+       "\n",
+       "    this.supports_binary = this.ws.binaryType !== undefined;\n",
+       "\n",
+       "    if (!this.supports_binary) {\n",
+       "        var warnings = document.getElementById('mpl-warnings');\n",
+       "        if (warnings) {\n",
+       "            warnings.style.display = 'block';\n",
+       "            warnings.textContent =\n",
+       "                'This browser does not support binary websocket messages. ' +\n",
+       "                'Performance may be slow.';\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    this.imageObj = new Image();\n",
+       "\n",
+       "    this.context = undefined;\n",
+       "    this.message = undefined;\n",
+       "    this.canvas = undefined;\n",
+       "    this.rubberband_canvas = undefined;\n",
+       "    this.rubberband_context = undefined;\n",
+       "    this.format_dropdown = undefined;\n",
+       "\n",
+       "    this.image_mode = 'full';\n",
+       "\n",
+       "    this.root = document.createElement('div');\n",
+       "    this.root.setAttribute('style', 'display: inline-block');\n",
+       "    this._root_extra_style(this.root);\n",
+       "\n",
+       "    parent_element.appendChild(this.root);\n",
+       "\n",
+       "    this._init_header(this);\n",
+       "    this._init_canvas(this);\n",
+       "    this._init_toolbar(this);\n",
+       "\n",
+       "    var fig = this;\n",
+       "\n",
+       "    this.waiting = false;\n",
+       "\n",
+       "    this.ws.onopen = function () {\n",
+       "        fig.send_message('supports_binary', { value: fig.supports_binary });\n",
+       "        fig.send_message('send_image_mode', {});\n",
+       "        if (fig.ratio !== 1) {\n",
+       "            fig.send_message('set_device_pixel_ratio', {\n",
+       "                device_pixel_ratio: fig.ratio,\n",
+       "            });\n",
+       "        }\n",
+       "        fig.send_message('refresh', {});\n",
+       "    };\n",
+       "\n",
+       "    this.imageObj.onload = function () {\n",
+       "        if (fig.image_mode === 'full') {\n",
+       "            // Full images could contain transparency (where diff images\n",
+       "            // almost always do), so we need to clear the canvas so that\n",
+       "            // there is no ghosting.\n",
+       "            fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
+       "        }\n",
+       "        fig.context.drawImage(fig.imageObj, 0, 0);\n",
+       "    };\n",
+       "\n",
+       "    this.imageObj.onunload = function () {\n",
+       "        fig.ws.close();\n",
+       "    };\n",
+       "\n",
+       "    this.ws.onmessage = this._make_on_message_function(this);\n",
+       "\n",
+       "    this.ondownload = ondownload;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_header = function () {\n",
+       "    var titlebar = document.createElement('div');\n",
+       "    titlebar.classList =\n",
+       "        'ui-dialog-titlebar ui-widget-header ui-corner-all ui-helper-clearfix';\n",
+       "    var titletext = document.createElement('div');\n",
+       "    titletext.classList = 'ui-dialog-title';\n",
+       "    titletext.setAttribute(\n",
+       "        'style',\n",
+       "        'width: 100%; text-align: center; padding: 3px;'\n",
+       "    );\n",
+       "    titlebar.appendChild(titletext);\n",
+       "    this.root.appendChild(titlebar);\n",
+       "    this.header = titletext;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function (_canvas_div) {};\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function (_canvas_div) {};\n",
+       "\n",
+       "mpl.figure.prototype._init_canvas = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var canvas_div = (this.canvas_div = document.createElement('div'));\n",
+       "    canvas_div.setAttribute(\n",
+       "        'style',\n",
+       "        'border: 1px solid #ddd;' +\n",
+       "            'box-sizing: content-box;' +\n",
+       "            'clear: both;' +\n",
+       "            'min-height: 1px;' +\n",
+       "            'min-width: 1px;' +\n",
+       "            'outline: 0;' +\n",
+       "            'overflow: hidden;' +\n",
+       "            'position: relative;' +\n",
+       "            'resize: both;'\n",
+       "    );\n",
+       "\n",
+       "    function on_keyboard_event_closure(name) {\n",
+       "        return function (event) {\n",
+       "            return fig.key_event(event, name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    canvas_div.addEventListener(\n",
+       "        'keydown',\n",
+       "        on_keyboard_event_closure('key_press')\n",
+       "    );\n",
+       "    canvas_div.addEventListener(\n",
+       "        'keyup',\n",
+       "        on_keyboard_event_closure('key_release')\n",
+       "    );\n",
+       "\n",
+       "    this._canvas_extra_style(canvas_div);\n",
+       "    this.root.appendChild(canvas_div);\n",
+       "\n",
+       "    var canvas = (this.canvas = document.createElement('canvas'));\n",
+       "    canvas.classList.add('mpl-canvas');\n",
+       "    canvas.setAttribute('style', 'box-sizing: content-box;');\n",
+       "\n",
+       "    this.context = canvas.getContext('2d');\n",
+       "\n",
+       "    var backingStore =\n",
+       "        this.context.backingStorePixelRatio ||\n",
+       "        this.context.webkitBackingStorePixelRatio ||\n",
+       "        this.context.mozBackingStorePixelRatio ||\n",
+       "        this.context.msBackingStorePixelRatio ||\n",
+       "        this.context.oBackingStorePixelRatio ||\n",
+       "        this.context.backingStorePixelRatio ||\n",
+       "        1;\n",
+       "\n",
+       "    this.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
+       "\n",
+       "    var rubberband_canvas = (this.rubberband_canvas = document.createElement(\n",
+       "        'canvas'\n",
+       "    ));\n",
+       "    rubberband_canvas.setAttribute(\n",
+       "        'style',\n",
+       "        'box-sizing: content-box; position: absolute; left: 0; top: 0; z-index: 1;'\n",
+       "    );\n",
+       "\n",
+       "    // Apply a ponyfill if ResizeObserver is not implemented by browser.\n",
+       "    if (this.ResizeObserver === undefined) {\n",
+       "        if (window.ResizeObserver !== undefined) {\n",
+       "            this.ResizeObserver = window.ResizeObserver;\n",
+       "        } else {\n",
+       "            var obs = _JSXTOOLS_RESIZE_OBSERVER({});\n",
+       "            this.ResizeObserver = obs.ResizeObserver;\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    this.resizeObserverInstance = new this.ResizeObserver(function (entries) {\n",
+       "        var nentries = entries.length;\n",
+       "        for (var i = 0; i < nentries; i++) {\n",
+       "            var entry = entries[i];\n",
+       "            var width, height;\n",
+       "            if (entry.contentBoxSize) {\n",
+       "                if (entry.contentBoxSize instanceof Array) {\n",
+       "                    // Chrome 84 implements new version of spec.\n",
+       "                    width = entry.contentBoxSize[0].inlineSize;\n",
+       "                    height = entry.contentBoxSize[0].blockSize;\n",
+       "                } else {\n",
+       "                    // Firefox implements old version of spec.\n",
+       "                    width = entry.contentBoxSize.inlineSize;\n",
+       "                    height = entry.contentBoxSize.blockSize;\n",
+       "                }\n",
+       "            } else {\n",
+       "                // Chrome <84 implements even older version of spec.\n",
+       "                width = entry.contentRect.width;\n",
+       "                height = entry.contentRect.height;\n",
+       "            }\n",
+       "\n",
+       "            // Keep the size of the canvas and rubber band canvas in sync with\n",
+       "            // the canvas container.\n",
+       "            if (entry.devicePixelContentBoxSize) {\n",
+       "                // Chrome 84 implements new version of spec.\n",
+       "                canvas.setAttribute(\n",
+       "                    'width',\n",
+       "                    entry.devicePixelContentBoxSize[0].inlineSize\n",
+       "                );\n",
+       "                canvas.setAttribute(\n",
+       "                    'height',\n",
+       "                    entry.devicePixelContentBoxSize[0].blockSize\n",
+       "                );\n",
+       "            } else {\n",
+       "                canvas.setAttribute('width', width * fig.ratio);\n",
+       "                canvas.setAttribute('height', height * fig.ratio);\n",
+       "            }\n",
+       "            canvas.setAttribute(\n",
+       "                'style',\n",
+       "                'width: ' + width + 'px; height: ' + height + 'px;'\n",
+       "            );\n",
+       "\n",
+       "            rubberband_canvas.setAttribute('width', width);\n",
+       "            rubberband_canvas.setAttribute('height', height);\n",
+       "\n",
+       "            // And update the size in Python. We ignore the initial 0/0 size\n",
+       "            // that occurs as the element is placed into the DOM, which should\n",
+       "            // otherwise not happen due to the minimum size styling.\n",
+       "            if (fig.ws.readyState == 1 && width != 0 && height != 0) {\n",
+       "                fig.request_resize(width, height);\n",
+       "            }\n",
+       "        }\n",
+       "    });\n",
+       "    this.resizeObserverInstance.observe(canvas_div);\n",
+       "\n",
+       "    function on_mouse_event_closure(name) {\n",
+       "        return function (event) {\n",
+       "            return fig.mouse_event(event, name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mousedown',\n",
+       "        on_mouse_event_closure('button_press')\n",
+       "    );\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mouseup',\n",
+       "        on_mouse_event_closure('button_release')\n",
+       "    );\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'dblclick',\n",
+       "        on_mouse_event_closure('dblclick')\n",
+       "    );\n",
+       "    // Throttle sequential mouse events to 1 every 20ms.\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mousemove',\n",
+       "        on_mouse_event_closure('motion_notify')\n",
+       "    );\n",
+       "\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mouseenter',\n",
+       "        on_mouse_event_closure('figure_enter')\n",
+       "    );\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mouseleave',\n",
+       "        on_mouse_event_closure('figure_leave')\n",
+       "    );\n",
+       "\n",
+       "    canvas_div.addEventListener('wheel', function (event) {\n",
+       "        if (event.deltaY < 0) {\n",
+       "            event.step = 1;\n",
+       "        } else {\n",
+       "            event.step = -1;\n",
+       "        }\n",
+       "        on_mouse_event_closure('scroll')(event);\n",
+       "    });\n",
+       "\n",
+       "    canvas_div.appendChild(canvas);\n",
+       "    canvas_div.appendChild(rubberband_canvas);\n",
+       "\n",
+       "    this.rubberband_context = rubberband_canvas.getContext('2d');\n",
+       "    this.rubberband_context.strokeStyle = '#000000';\n",
+       "\n",
+       "    this._resize_canvas = function (width, height, forward) {\n",
+       "        if (forward) {\n",
+       "            canvas_div.style.width = width + 'px';\n",
+       "            canvas_div.style.height = height + 'px';\n",
+       "        }\n",
+       "    };\n",
+       "\n",
+       "    // Disable right mouse context menu.\n",
+       "    this.rubberband_canvas.addEventListener('contextmenu', function (_e) {\n",
+       "        event.preventDefault();\n",
+       "        return false;\n",
+       "    });\n",
+       "\n",
+       "    function set_focus() {\n",
+       "        canvas.focus();\n",
+       "        canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    window.setTimeout(set_focus, 100);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var toolbar = document.createElement('div');\n",
+       "    toolbar.classList = 'mpl-toolbar';\n",
+       "    this.root.appendChild(toolbar);\n",
+       "\n",
+       "    function on_click_closure(name) {\n",
+       "        return function (_event) {\n",
+       "            return fig.toolbar_button_onclick(name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    function on_mouseover_closure(tooltip) {\n",
+       "        return function (event) {\n",
+       "            if (!event.currentTarget.disabled) {\n",
+       "                return fig.toolbar_button_onmouseover(tooltip);\n",
+       "            }\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    fig.buttons = {};\n",
+       "    var buttonGroup = document.createElement('div');\n",
+       "    buttonGroup.classList = 'mpl-button-group';\n",
+       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) {\n",
+       "            /* Instead of a spacer, we start a new button group. */\n",
+       "            if (buttonGroup.hasChildNodes()) {\n",
+       "                toolbar.appendChild(buttonGroup);\n",
+       "            }\n",
+       "            buttonGroup = document.createElement('div');\n",
+       "            buttonGroup.classList = 'mpl-button-group';\n",
+       "            continue;\n",
+       "        }\n",
+       "\n",
+       "        var button = (fig.buttons[name] = document.createElement('button'));\n",
+       "        button.classList = 'mpl-widget';\n",
+       "        button.setAttribute('role', 'button');\n",
+       "        button.setAttribute('aria-disabled', 'false');\n",
+       "        button.addEventListener('click', on_click_closure(method_name));\n",
+       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
+       "\n",
+       "        var icon_img = document.createElement('img');\n",
+       "        icon_img.src = '_images/' + image + '.png';\n",
+       "        icon_img.srcset = '_images/' + image + '_large.png 2x';\n",
+       "        icon_img.alt = tooltip;\n",
+       "        button.appendChild(icon_img);\n",
+       "\n",
+       "        buttonGroup.appendChild(button);\n",
+       "    }\n",
+       "\n",
+       "    if (buttonGroup.hasChildNodes()) {\n",
+       "        toolbar.appendChild(buttonGroup);\n",
+       "    }\n",
+       "\n",
+       "    var fmt_picker = document.createElement('select');\n",
+       "    fmt_picker.classList = 'mpl-widget';\n",
+       "    toolbar.appendChild(fmt_picker);\n",
+       "    this.format_dropdown = fmt_picker;\n",
+       "\n",
+       "    for (var ind in mpl.extensions) {\n",
+       "        var fmt = mpl.extensions[ind];\n",
+       "        var option = document.createElement('option');\n",
+       "        option.selected = fmt === mpl.default_extension;\n",
+       "        option.innerHTML = fmt;\n",
+       "        fmt_picker.appendChild(option);\n",
+       "    }\n",
+       "\n",
+       "    var status_bar = document.createElement('span');\n",
+       "    status_bar.classList = 'mpl-message';\n",
+       "    toolbar.appendChild(status_bar);\n",
+       "    this.message = status_bar;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.request_resize = function (x_pixels, y_pixels) {\n",
+       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
+       "    // which will in turn request a refresh of the image.\n",
+       "    this.send_message('resize', { width: x_pixels, height: y_pixels });\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.send_message = function (type, properties) {\n",
+       "    properties['type'] = type;\n",
+       "    properties['figure_id'] = this.id;\n",
+       "    this.ws.send(JSON.stringify(properties));\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.send_draw_message = function () {\n",
+       "    if (!this.waiting) {\n",
+       "        this.waiting = true;\n",
+       "        this.ws.send(JSON.stringify({ type: 'draw', figure_id: this.id }));\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
+       "    var format_dropdown = fig.format_dropdown;\n",
+       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
+       "    fig.ondownload(fig, format);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_resize = function (fig, msg) {\n",
+       "    var size = msg['size'];\n",
+       "    if (size[0] !== fig.canvas.width || size[1] !== fig.canvas.height) {\n",
+       "        fig._resize_canvas(size[0], size[1], msg['forward']);\n",
+       "        fig.send_message('refresh', {});\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_rubberband = function (fig, msg) {\n",
+       "    var x0 = msg['x0'] / fig.ratio;\n",
+       "    var y0 = (fig.canvas.height - msg['y0']) / fig.ratio;\n",
+       "    var x1 = msg['x1'] / fig.ratio;\n",
+       "    var y1 = (fig.canvas.height - msg['y1']) / fig.ratio;\n",
+       "    x0 = Math.floor(x0) + 0.5;\n",
+       "    y0 = Math.floor(y0) + 0.5;\n",
+       "    x1 = Math.floor(x1) + 0.5;\n",
+       "    y1 = Math.floor(y1) + 0.5;\n",
+       "    var min_x = Math.min(x0, x1);\n",
+       "    var min_y = Math.min(y0, y1);\n",
+       "    var width = Math.abs(x1 - x0);\n",
+       "    var height = Math.abs(y1 - y0);\n",
+       "\n",
+       "    fig.rubberband_context.clearRect(\n",
+       "        0,\n",
+       "        0,\n",
+       "        fig.canvas.width / fig.ratio,\n",
+       "        fig.canvas.height / fig.ratio\n",
+       "    );\n",
+       "\n",
+       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_figure_label = function (fig, msg) {\n",
+       "    // Updates the figure title.\n",
+       "    fig.header.textContent = msg['label'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_cursor = function (fig, msg) {\n",
+       "    fig.rubberband_canvas.style.cursor = msg['cursor'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_message = function (fig, msg) {\n",
+       "    fig.message.textContent = msg['message'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_draw = function (fig, _msg) {\n",
+       "    // Request the server to send over a new figure.\n",
+       "    fig.send_draw_message();\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_image_mode = function (fig, msg) {\n",
+       "    fig.image_mode = msg['mode'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_history_buttons = function (fig, msg) {\n",
+       "    for (var key in msg) {\n",
+       "        if (!(key in fig.buttons)) {\n",
+       "            continue;\n",
+       "        }\n",
+       "        fig.buttons[key].disabled = !msg[key];\n",
+       "        fig.buttons[key].setAttribute('aria-disabled', !msg[key]);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_navigate_mode = function (fig, msg) {\n",
+       "    if (msg['mode'] === 'PAN') {\n",
+       "        fig.buttons['Pan'].classList.add('active');\n",
+       "        fig.buttons['Zoom'].classList.remove('active');\n",
+       "    } else if (msg['mode'] === 'ZOOM') {\n",
+       "        fig.buttons['Pan'].classList.remove('active');\n",
+       "        fig.buttons['Zoom'].classList.add('active');\n",
+       "    } else {\n",
+       "        fig.buttons['Pan'].classList.remove('active');\n",
+       "        fig.buttons['Zoom'].classList.remove('active');\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function () {\n",
+       "    // Called whenever the canvas gets updated.\n",
+       "    this.send_message('ack', {});\n",
+       "};\n",
+       "\n",
+       "// A function to construct a web socket function for onmessage handling.\n",
+       "// Called in the figure constructor.\n",
+       "mpl.figure.prototype._make_on_message_function = function (fig) {\n",
+       "    return function socket_on_message(evt) {\n",
+       "        if (evt.data instanceof Blob) {\n",
+       "            var img = evt.data;\n",
+       "            if (img.type !== 'image/png') {\n",
+       "                /* FIXME: We get \"Resource interpreted as Image but\n",
+       "                 * transferred with MIME type text/plain:\" errors on\n",
+       "                 * Chrome.  But how to set the MIME type?  It doesn't seem\n",
+       "                 * to be part of the websocket stream */\n",
+       "                img.type = 'image/png';\n",
+       "            }\n",
+       "\n",
+       "            /* Free the memory for the previous frames */\n",
+       "            if (fig.imageObj.src) {\n",
+       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
+       "                    fig.imageObj.src\n",
+       "                );\n",
+       "            }\n",
+       "\n",
+       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
+       "                img\n",
+       "            );\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        } else if (\n",
+       "            typeof evt.data === 'string' &&\n",
+       "            evt.data.slice(0, 21) === 'data:image/png;base64'\n",
+       "        ) {\n",
+       "            fig.imageObj.src = evt.data;\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        var msg = JSON.parse(evt.data);\n",
+       "        var msg_type = msg['type'];\n",
+       "\n",
+       "        // Call the  \"handle_{type}\" callback, which takes\n",
+       "        // the figure and JSON message as its only arguments.\n",
+       "        try {\n",
+       "            var callback = fig['handle_' + msg_type];\n",
+       "        } catch (e) {\n",
+       "            console.log(\n",
+       "                \"No handler for the '\" + msg_type + \"' message type: \",\n",
+       "                msg\n",
+       "            );\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        if (callback) {\n",
+       "            try {\n",
+       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
+       "                callback(fig, msg);\n",
+       "            } catch (e) {\n",
+       "                console.log(\n",
+       "                    \"Exception inside the 'handler_\" + msg_type + \"' callback:\",\n",
+       "                    e,\n",
+       "                    e.stack,\n",
+       "                    msg\n",
+       "                );\n",
+       "            }\n",
+       "        }\n",
+       "    };\n",
+       "};\n",
+       "\n",
+       "// from https://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
+       "mpl.findpos = function (e) {\n",
+       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
+       "    var targ;\n",
+       "    if (!e) {\n",
+       "        e = window.event;\n",
+       "    }\n",
+       "    if (e.target) {\n",
+       "        targ = e.target;\n",
+       "    } else if (e.srcElement) {\n",
+       "        targ = e.srcElement;\n",
+       "    }\n",
+       "    if (targ.nodeType === 3) {\n",
+       "        // defeat Safari bug\n",
+       "        targ = targ.parentNode;\n",
+       "    }\n",
+       "\n",
+       "    // pageX,Y are the mouse positions relative to the document\n",
+       "    var boundingRect = targ.getBoundingClientRect();\n",
+       "    var x = e.pageX - (boundingRect.left + document.body.scrollLeft);\n",
+       "    var y = e.pageY - (boundingRect.top + document.body.scrollTop);\n",
+       "\n",
+       "    return { x: x, y: y };\n",
+       "};\n",
+       "\n",
+       "/*\n",
+       " * return a copy of an object with only non-object keys\n",
+       " * we need this to avoid circular references\n",
+       " * https://stackoverflow.com/a/24161582/3208463\n",
+       " */\n",
+       "function simpleKeys(original) {\n",
+       "    return Object.keys(original).reduce(function (obj, key) {\n",
+       "        if (typeof original[key] !== 'object') {\n",
+       "            obj[key] = original[key];\n",
+       "        }\n",
+       "        return obj;\n",
+       "    }, {});\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.mouse_event = function (event, name) {\n",
+       "    var canvas_pos = mpl.findpos(event);\n",
+       "\n",
+       "    if (name === 'button_press') {\n",
+       "        this.canvas.focus();\n",
+       "        this.canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    var x = canvas_pos.x * this.ratio;\n",
+       "    var y = canvas_pos.y * this.ratio;\n",
+       "\n",
+       "    this.send_message(name, {\n",
+       "        x: x,\n",
+       "        y: y,\n",
+       "        button: event.button,\n",
+       "        step: event.step,\n",
+       "        guiEvent: simpleKeys(event),\n",
+       "    });\n",
+       "\n",
+       "    /* This prevents the web browser from automatically changing to\n",
+       "     * the text insertion cursor when the button is pressed.  We want\n",
+       "     * to control all of the cursor setting manually through the\n",
+       "     * 'cursor' event from matplotlib */\n",
+       "    event.preventDefault();\n",
+       "    return false;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function (_event, _name) {\n",
+       "    // Handle any extra behaviour associated with a key event\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.key_event = function (event, name) {\n",
+       "    // Prevent repeat events\n",
+       "    if (name === 'key_press') {\n",
+       "        if (event.key === this._key) {\n",
+       "            return;\n",
+       "        } else {\n",
+       "            this._key = event.key;\n",
+       "        }\n",
+       "    }\n",
+       "    if (name === 'key_release') {\n",
+       "        this._key = null;\n",
+       "    }\n",
+       "\n",
+       "    var value = '';\n",
+       "    if (event.ctrlKey && event.key !== 'Control') {\n",
+       "        value += 'ctrl+';\n",
+       "    }\n",
+       "    else if (event.altKey && event.key !== 'Alt') {\n",
+       "        value += 'alt+';\n",
+       "    }\n",
+       "    else if (event.shiftKey && event.key !== 'Shift') {\n",
+       "        value += 'shift+';\n",
+       "    }\n",
+       "\n",
+       "    value += 'k' + event.key;\n",
+       "\n",
+       "    this._key_event_extra(event, name);\n",
+       "\n",
+       "    this.send_message(name, { key: value, guiEvent: simpleKeys(event) });\n",
+       "    return false;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onclick = function (name) {\n",
+       "    if (name === 'download') {\n",
+       "        this.handle_save(this, null);\n",
+       "    } else {\n",
+       "        this.send_message('toolbar_button', { name: name });\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onmouseover = function (tooltip) {\n",
+       "    this.message.textContent = tooltip;\n",
+       "};\n",
+       "\n",
+       "///////////////// REMAINING CONTENT GENERATED BY embed_js.py /////////////////\n",
+       "// prettier-ignore\n",
+       "var _JSXTOOLS_RESIZE_OBSERVER=function(A){var t,i=new WeakMap,n=new WeakMap,a=new WeakMap,r=new WeakMap,o=new Set;function s(e){if(!(this instanceof s))throw new TypeError(\"Constructor requires 'new' operator\");i.set(this,e)}function h(){throw new TypeError(\"Function is not a constructor\")}function c(e,t,i,n){e=0 in arguments?Number(arguments[0]):0,t=1 in arguments?Number(arguments[1]):0,i=2 in arguments?Number(arguments[2]):0,n=3 in arguments?Number(arguments[3]):0,this.right=(this.x=this.left=e)+(this.width=i),this.bottom=(this.y=this.top=t)+(this.height=n),Object.freeze(this)}function d(){t=requestAnimationFrame(d);var s=new WeakMap,p=new Set;o.forEach((function(t){r.get(t).forEach((function(i){var r=t instanceof window.SVGElement,o=a.get(t),d=r?0:parseFloat(o.paddingTop),f=r?0:parseFloat(o.paddingRight),l=r?0:parseFloat(o.paddingBottom),u=r?0:parseFloat(o.paddingLeft),g=r?0:parseFloat(o.borderTopWidth),m=r?0:parseFloat(o.borderRightWidth),w=r?0:parseFloat(o.borderBottomWidth),b=u+f,F=d+l,v=(r?0:parseFloat(o.borderLeftWidth))+m,W=g+w,y=r?0:t.offsetHeight-W-t.clientHeight,E=r?0:t.offsetWidth-v-t.clientWidth,R=b+v,z=F+W,M=r?t.width:parseFloat(o.width)-R-E,O=r?t.height:parseFloat(o.height)-z-y;if(n.has(t)){var k=n.get(t);if(k[0]===M&&k[1]===O)return}n.set(t,[M,O]);var S=Object.create(h.prototype);S.target=t,S.contentRect=new c(u,d,M,O),s.has(i)||(s.set(i,[]),p.add(i)),s.get(i).push(S)}))})),p.forEach((function(e){i.get(e).call(e,s.get(e),e)}))}return s.prototype.observe=function(i){if(i instanceof window.Element){r.has(i)||(r.set(i,new Set),o.add(i),a.set(i,window.getComputedStyle(i)));var n=r.get(i);n.has(this)||n.add(this),cancelAnimationFrame(t),t=requestAnimationFrame(d)}},s.prototype.unobserve=function(i){if(i instanceof window.Element&&r.has(i)){var n=r.get(i);n.has(this)&&(n.delete(this),n.size||(r.delete(i),o.delete(i))),n.size||r.delete(i),o.size||cancelAnimationFrame(t)}},A.DOMRectReadOnly=c,A.ResizeObserver=s,A.ResizeObserverEntry=h,A}; // eslint-disable-line\n",
+       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Left button pans, Right button zooms\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\\nx/y fixes axis\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
+       "\n",
+       "mpl.extensions = [\"eps\", \"jpeg\", \"pgf\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
+       "\n",
+       "mpl.default_extension = \"png\";/* global mpl */\n",
+       "\n",
+       "var comm_websocket_adapter = function (comm) {\n",
+       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
+       "    // object with the appropriate methods. Currently this is a non binary\n",
+       "    // socket, so there is still some room for performance tuning.\n",
+       "    var ws = {};\n",
+       "\n",
+       "    ws.binaryType = comm.kernel.ws.binaryType;\n",
+       "    ws.readyState = comm.kernel.ws.readyState;\n",
+       "    function updateReadyState(_event) {\n",
+       "        if (comm.kernel.ws) {\n",
+       "            ws.readyState = comm.kernel.ws.readyState;\n",
+       "        } else {\n",
+       "            ws.readyState = 3; // Closed state.\n",
+       "        }\n",
+       "    }\n",
+       "    comm.kernel.ws.addEventListener('open', updateReadyState);\n",
+       "    comm.kernel.ws.addEventListener('close', updateReadyState);\n",
+       "    comm.kernel.ws.addEventListener('error', updateReadyState);\n",
+       "\n",
+       "    ws.close = function () {\n",
+       "        comm.close();\n",
+       "    };\n",
+       "    ws.send = function (m) {\n",
+       "        //console.log('sending', m);\n",
+       "        comm.send(m);\n",
+       "    };\n",
+       "    // Register the callback with on_msg.\n",
+       "    comm.on_msg(function (msg) {\n",
+       "        //console.log('receiving', msg['content']['data'], msg);\n",
+       "        var data = msg['content']['data'];\n",
+       "        if (data['blob'] !== undefined) {\n",
+       "            data = {\n",
+       "                data: new Blob(msg['buffers'], { type: data['blob'] }),\n",
+       "            };\n",
+       "        }\n",
+       "        // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
+       "        ws.onmessage(data);\n",
+       "    });\n",
+       "    return ws;\n",
+       "};\n",
+       "\n",
+       "mpl.mpl_figure_comm = function (comm, msg) {\n",
+       "    // This is the function which gets called when the mpl process\n",
+       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
+       "\n",
+       "    var id = msg.content.data.id;\n",
+       "    // Get hold of the div created by the display call when the Comm\n",
+       "    // socket was opened in Python.\n",
+       "    var element = document.getElementById(id);\n",
+       "    var ws_proxy = comm_websocket_adapter(comm);\n",
+       "\n",
+       "    function ondownload(figure, _format) {\n",
+       "        window.open(figure.canvas.toDataURL());\n",
+       "    }\n",
+       "\n",
+       "    var fig = new mpl.figure(id, ws_proxy, ondownload, element);\n",
+       "\n",
+       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
+       "    // web socket which is closed, not our websocket->open comm proxy.\n",
+       "    ws_proxy.onopen();\n",
+       "\n",
+       "    fig.parent_element = element;\n",
+       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
+       "    if (!fig.cell_info) {\n",
+       "        console.error('Failed to find cell for figure', id, fig);\n",
+       "        return;\n",
+       "    }\n",
+       "    fig.cell_info[0].output_area.element.on(\n",
+       "        'cleared',\n",
+       "        { fig: fig },\n",
+       "        fig._remove_fig_handler\n",
+       "    );\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_close = function (fig, msg) {\n",
+       "    var width = fig.canvas.width / fig.ratio;\n",
+       "    fig.cell_info[0].output_area.element.off(\n",
+       "        'cleared',\n",
+       "        fig._remove_fig_handler\n",
+       "    );\n",
+       "    fig.resizeObserverInstance.unobserve(fig.canvas_div);\n",
+       "\n",
+       "    // Update the output cell to use the data from the current canvas.\n",
+       "    fig.push_to_output();\n",
+       "    var dataURL = fig.canvas.toDataURL();\n",
+       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
+       "    // the notebook keyboard shortcuts fail.\n",
+       "    IPython.keyboard_manager.enable();\n",
+       "    fig.parent_element.innerHTML =\n",
+       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
+       "    fig.close_ws(fig, msg);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.close_ws = function (fig, msg) {\n",
+       "    fig.send_message('closing', msg);\n",
+       "    // fig.ws.close()\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.push_to_output = function (_remove_interactive) {\n",
+       "    // Turn the data on the canvas into data in the output cell.\n",
+       "    var width = this.canvas.width / this.ratio;\n",
+       "    var dataURL = this.canvas.toDataURL();\n",
+       "    this.cell_info[1]['text/html'] =\n",
+       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function () {\n",
+       "    // Tell IPython that the notebook contents must change.\n",
+       "    IPython.notebook.set_dirty(true);\n",
+       "    this.send_message('ack', {});\n",
+       "    var fig = this;\n",
+       "    // Wait a second, then push the new image to the DOM so\n",
+       "    // that it is saved nicely (might be nice to debounce this).\n",
+       "    setTimeout(function () {\n",
+       "        fig.push_to_output();\n",
+       "    }, 1000);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var toolbar = document.createElement('div');\n",
+       "    toolbar.classList = 'btn-toolbar';\n",
+       "    this.root.appendChild(toolbar);\n",
+       "\n",
+       "    function on_click_closure(name) {\n",
+       "        return function (_event) {\n",
+       "            return fig.toolbar_button_onclick(name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    function on_mouseover_closure(tooltip) {\n",
+       "        return function (event) {\n",
+       "            if (!event.currentTarget.disabled) {\n",
+       "                return fig.toolbar_button_onmouseover(tooltip);\n",
+       "            }\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    fig.buttons = {};\n",
+       "    var buttonGroup = document.createElement('div');\n",
+       "    buttonGroup.classList = 'btn-group';\n",
+       "    var button;\n",
+       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) {\n",
+       "            /* Instead of a spacer, we start a new button group. */\n",
+       "            if (buttonGroup.hasChildNodes()) {\n",
+       "                toolbar.appendChild(buttonGroup);\n",
+       "            }\n",
+       "            buttonGroup = document.createElement('div');\n",
+       "            buttonGroup.classList = 'btn-group';\n",
+       "            continue;\n",
+       "        }\n",
+       "\n",
+       "        button = fig.buttons[name] = document.createElement('button');\n",
+       "        button.classList = 'btn btn-default';\n",
+       "        button.href = '#';\n",
+       "        button.title = name;\n",
+       "        button.innerHTML = '<i class=\"fa ' + image + ' fa-lg\"></i>';\n",
+       "        button.addEventListener('click', on_click_closure(method_name));\n",
+       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
+       "        buttonGroup.appendChild(button);\n",
+       "    }\n",
+       "\n",
+       "    if (buttonGroup.hasChildNodes()) {\n",
+       "        toolbar.appendChild(buttonGroup);\n",
+       "    }\n",
+       "\n",
+       "    // Add the status bar.\n",
+       "    var status_bar = document.createElement('span');\n",
+       "    status_bar.classList = 'mpl-message pull-right';\n",
+       "    toolbar.appendChild(status_bar);\n",
+       "    this.message = status_bar;\n",
+       "\n",
+       "    // Add the close button to the window.\n",
+       "    var buttongrp = document.createElement('div');\n",
+       "    buttongrp.classList = 'btn-group inline pull-right';\n",
+       "    button = document.createElement('button');\n",
+       "    button.classList = 'btn btn-mini btn-primary';\n",
+       "    button.href = '#';\n",
+       "    button.title = 'Stop Interaction';\n",
+       "    button.innerHTML = '<i class=\"fa fa-power-off icon-remove icon-large\"></i>';\n",
+       "    button.addEventListener('click', function (_evt) {\n",
+       "        fig.handle_close(fig, {});\n",
+       "    });\n",
+       "    button.addEventListener(\n",
+       "        'mouseover',\n",
+       "        on_mouseover_closure('Stop Interaction')\n",
+       "    );\n",
+       "    buttongrp.appendChild(button);\n",
+       "    var titlebar = this.root.querySelector('.ui-dialog-titlebar');\n",
+       "    titlebar.insertBefore(buttongrp, titlebar.firstChild);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._remove_fig_handler = function (event) {\n",
+       "    var fig = event.data.fig;\n",
+       "    if (event.target !== this) {\n",
+       "        // Ignore bubbled events from children.\n",
+       "        return;\n",
+       "    }\n",
+       "    fig.close_ws(fig, {});\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function (el) {\n",
+       "    el.style.boxSizing = 'content-box'; // override notebook setting of border-box.\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function (el) {\n",
+       "    // this is important to make the div 'focusable\n",
+       "    el.setAttribute('tabindex', 0);\n",
+       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
+       "    // off when our div gets focus\n",
+       "\n",
+       "    // location in version 3\n",
+       "    if (IPython.notebook.keyboard_manager) {\n",
+       "        IPython.notebook.keyboard_manager.register_events(el);\n",
+       "    } else {\n",
+       "        // location in version 2\n",
+       "        IPython.keyboard_manager.register_events(el);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function (event, _name) {\n",
+       "    // Check for shift+enter\n",
+       "    if (event.shiftKey && event.which === 13) {\n",
+       "        this.canvas_div.blur();\n",
+       "        // select the cell after this one\n",
+       "        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
+       "        IPython.notebook.select(index + 1);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
+       "    fig.ondownload(fig, null);\n",
+       "};\n",
+       "\n",
+       "mpl.find_output_cell = function (html_output) {\n",
+       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
+       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
+       "    // IPython event is triggered only after the cells have been serialised, which for\n",
+       "    // our purposes (turning an active figure into a static one), is too late.\n",
+       "    var cells = IPython.notebook.get_cells();\n",
+       "    var ncells = cells.length;\n",
+       "    for (var i = 0; i < ncells; i++) {\n",
+       "        var cell = cells[i];\n",
+       "        if (cell.cell_type === 'code') {\n",
+       "            for (var j = 0; j < cell.output_area.outputs.length; j++) {\n",
+       "                var data = cell.output_area.outputs[j];\n",
+       "                if (data.data) {\n",
+       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
+       "                    data = data.data;\n",
+       "                }\n",
+       "                if (data['text/html'] === html_output) {\n",
+       "                    return [cell, data, j];\n",
+       "                }\n",
+       "            }\n",
+       "        }\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "// Register the function which deals with the matplotlib target/channel.\n",
+       "// The kernel may be null if the page has been refreshed.\n",
+       "if (IPython.notebook.kernel !== null) {\n",
+       "    IPython.notebook.kernel.comm_manager.register_target(\n",
+       "        'matplotlib',\n",
+       "        mpl.mpl_figure_comm\n",
+       "    );\n",
+       "}\n"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Javascript object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<img 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\" width=\"640\">"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/javascript": [
+       "/* Put everything inside the global mpl namespace */\n",
+       "/* global mpl */\n",
+       "window.mpl = {};\n",
+       "\n",
+       "mpl.get_websocket_type = function () {\n",
+       "    if (typeof WebSocket !== 'undefined') {\n",
+       "        return WebSocket;\n",
+       "    } else if (typeof MozWebSocket !== 'undefined') {\n",
+       "        return MozWebSocket;\n",
+       "    } else {\n",
+       "        alert(\n",
+       "            'Your browser does not have WebSocket support. ' +\n",
+       "                'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
+       "                'Firefox 4 and 5 are also supported but you ' +\n",
+       "                'have to enable WebSockets in about:config.'\n",
+       "        );\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure = function (figure_id, websocket, ondownload, parent_element) {\n",
+       "    this.id = figure_id;\n",
+       "\n",
+       "    this.ws = websocket;\n",
+       "\n",
+       "    this.supports_binary = this.ws.binaryType !== undefined;\n",
+       "\n",
+       "    if (!this.supports_binary) {\n",
+       "        var warnings = document.getElementById('mpl-warnings');\n",
+       "        if (warnings) {\n",
+       "            warnings.style.display = 'block';\n",
+       "            warnings.textContent =\n",
+       "                'This browser does not support binary websocket messages. ' +\n",
+       "                'Performance may be slow.';\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    this.imageObj = new Image();\n",
+       "\n",
+       "    this.context = undefined;\n",
+       "    this.message = undefined;\n",
+       "    this.canvas = undefined;\n",
+       "    this.rubberband_canvas = undefined;\n",
+       "    this.rubberband_context = undefined;\n",
+       "    this.format_dropdown = undefined;\n",
+       "\n",
+       "    this.image_mode = 'full';\n",
+       "\n",
+       "    this.root = document.createElement('div');\n",
+       "    this.root.setAttribute('style', 'display: inline-block');\n",
+       "    this._root_extra_style(this.root);\n",
+       "\n",
+       "    parent_element.appendChild(this.root);\n",
+       "\n",
+       "    this._init_header(this);\n",
+       "    this._init_canvas(this);\n",
+       "    this._init_toolbar(this);\n",
+       "\n",
+       "    var fig = this;\n",
+       "\n",
+       "    this.waiting = false;\n",
+       "\n",
+       "    this.ws.onopen = function () {\n",
+       "        fig.send_message('supports_binary', { value: fig.supports_binary });\n",
+       "        fig.send_message('send_image_mode', {});\n",
+       "        if (fig.ratio !== 1) {\n",
+       "            fig.send_message('set_device_pixel_ratio', {\n",
+       "                device_pixel_ratio: fig.ratio,\n",
+       "            });\n",
+       "        }\n",
+       "        fig.send_message('refresh', {});\n",
+       "    };\n",
+       "\n",
+       "    this.imageObj.onload = function () {\n",
+       "        if (fig.image_mode === 'full') {\n",
+       "            // Full images could contain transparency (where diff images\n",
+       "            // almost always do), so we need to clear the canvas so that\n",
+       "            // there is no ghosting.\n",
+       "            fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
+       "        }\n",
+       "        fig.context.drawImage(fig.imageObj, 0, 0);\n",
+       "    };\n",
+       "\n",
+       "    this.imageObj.onunload = function () {\n",
+       "        fig.ws.close();\n",
+       "    };\n",
+       "\n",
+       "    this.ws.onmessage = this._make_on_message_function(this);\n",
+       "\n",
+       "    this.ondownload = ondownload;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_header = function () {\n",
+       "    var titlebar = document.createElement('div');\n",
+       "    titlebar.classList =\n",
+       "        'ui-dialog-titlebar ui-widget-header ui-corner-all ui-helper-clearfix';\n",
+       "    var titletext = document.createElement('div');\n",
+       "    titletext.classList = 'ui-dialog-title';\n",
+       "    titletext.setAttribute(\n",
+       "        'style',\n",
+       "        'width: 100%; text-align: center; padding: 3px;'\n",
+       "    );\n",
+       "    titlebar.appendChild(titletext);\n",
+       "    this.root.appendChild(titlebar);\n",
+       "    this.header = titletext;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function (_canvas_div) {};\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function (_canvas_div) {};\n",
+       "\n",
+       "mpl.figure.prototype._init_canvas = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var canvas_div = (this.canvas_div = document.createElement('div'));\n",
+       "    canvas_div.setAttribute(\n",
+       "        'style',\n",
+       "        'border: 1px solid #ddd;' +\n",
+       "            'box-sizing: content-box;' +\n",
+       "            'clear: both;' +\n",
+       "            'min-height: 1px;' +\n",
+       "            'min-width: 1px;' +\n",
+       "            'outline: 0;' +\n",
+       "            'overflow: hidden;' +\n",
+       "            'position: relative;' +\n",
+       "            'resize: both;'\n",
+       "    );\n",
+       "\n",
+       "    function on_keyboard_event_closure(name) {\n",
+       "        return function (event) {\n",
+       "            return fig.key_event(event, name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    canvas_div.addEventListener(\n",
+       "        'keydown',\n",
+       "        on_keyboard_event_closure('key_press')\n",
+       "    );\n",
+       "    canvas_div.addEventListener(\n",
+       "        'keyup',\n",
+       "        on_keyboard_event_closure('key_release')\n",
+       "    );\n",
+       "\n",
+       "    this._canvas_extra_style(canvas_div);\n",
+       "    this.root.appendChild(canvas_div);\n",
+       "\n",
+       "    var canvas = (this.canvas = document.createElement('canvas'));\n",
+       "    canvas.classList.add('mpl-canvas');\n",
+       "    canvas.setAttribute('style', 'box-sizing: content-box;');\n",
+       "\n",
+       "    this.context = canvas.getContext('2d');\n",
+       "\n",
+       "    var backingStore =\n",
+       "        this.context.backingStorePixelRatio ||\n",
+       "        this.context.webkitBackingStorePixelRatio ||\n",
+       "        this.context.mozBackingStorePixelRatio ||\n",
+       "        this.context.msBackingStorePixelRatio ||\n",
+       "        this.context.oBackingStorePixelRatio ||\n",
+       "        this.context.backingStorePixelRatio ||\n",
+       "        1;\n",
+       "\n",
+       "    this.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
+       "\n",
+       "    var rubberband_canvas = (this.rubberband_canvas = document.createElement(\n",
+       "        'canvas'\n",
+       "    ));\n",
+       "    rubberband_canvas.setAttribute(\n",
+       "        'style',\n",
+       "        'box-sizing: content-box; position: absolute; left: 0; top: 0; z-index: 1;'\n",
+       "    );\n",
+       "\n",
+       "    // Apply a ponyfill if ResizeObserver is not implemented by browser.\n",
+       "    if (this.ResizeObserver === undefined) {\n",
+       "        if (window.ResizeObserver !== undefined) {\n",
+       "            this.ResizeObserver = window.ResizeObserver;\n",
+       "        } else {\n",
+       "            var obs = _JSXTOOLS_RESIZE_OBSERVER({});\n",
+       "            this.ResizeObserver = obs.ResizeObserver;\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    this.resizeObserverInstance = new this.ResizeObserver(function (entries) {\n",
+       "        var nentries = entries.length;\n",
+       "        for (var i = 0; i < nentries; i++) {\n",
+       "            var entry = entries[i];\n",
+       "            var width, height;\n",
+       "            if (entry.contentBoxSize) {\n",
+       "                if (entry.contentBoxSize instanceof Array) {\n",
+       "                    // Chrome 84 implements new version of spec.\n",
+       "                    width = entry.contentBoxSize[0].inlineSize;\n",
+       "                    height = entry.contentBoxSize[0].blockSize;\n",
+       "                } else {\n",
+       "                    // Firefox implements old version of spec.\n",
+       "                    width = entry.contentBoxSize.inlineSize;\n",
+       "                    height = entry.contentBoxSize.blockSize;\n",
+       "                }\n",
+       "            } else {\n",
+       "                // Chrome <84 implements even older version of spec.\n",
+       "                width = entry.contentRect.width;\n",
+       "                height = entry.contentRect.height;\n",
+       "            }\n",
+       "\n",
+       "            // Keep the size of the canvas and rubber band canvas in sync with\n",
+       "            // the canvas container.\n",
+       "            if (entry.devicePixelContentBoxSize) {\n",
+       "                // Chrome 84 implements new version of spec.\n",
+       "                canvas.setAttribute(\n",
+       "                    'width',\n",
+       "                    entry.devicePixelContentBoxSize[0].inlineSize\n",
+       "                );\n",
+       "                canvas.setAttribute(\n",
+       "                    'height',\n",
+       "                    entry.devicePixelContentBoxSize[0].blockSize\n",
+       "                );\n",
+       "            } else {\n",
+       "                canvas.setAttribute('width', width * fig.ratio);\n",
+       "                canvas.setAttribute('height', height * fig.ratio);\n",
+       "            }\n",
+       "            canvas.setAttribute(\n",
+       "                'style',\n",
+       "                'width: ' + width + 'px; height: ' + height + 'px;'\n",
+       "            );\n",
+       "\n",
+       "            rubberband_canvas.setAttribute('width', width);\n",
+       "            rubberband_canvas.setAttribute('height', height);\n",
+       "\n",
+       "            // And update the size in Python. We ignore the initial 0/0 size\n",
+       "            // that occurs as the element is placed into the DOM, which should\n",
+       "            // otherwise not happen due to the minimum size styling.\n",
+       "            if (fig.ws.readyState == 1 && width != 0 && height != 0) {\n",
+       "                fig.request_resize(width, height);\n",
+       "            }\n",
+       "        }\n",
+       "    });\n",
+       "    this.resizeObserverInstance.observe(canvas_div);\n",
+       "\n",
+       "    function on_mouse_event_closure(name) {\n",
+       "        return function (event) {\n",
+       "            return fig.mouse_event(event, name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mousedown',\n",
+       "        on_mouse_event_closure('button_press')\n",
+       "    );\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mouseup',\n",
+       "        on_mouse_event_closure('button_release')\n",
+       "    );\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'dblclick',\n",
+       "        on_mouse_event_closure('dblclick')\n",
+       "    );\n",
+       "    // Throttle sequential mouse events to 1 every 20ms.\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mousemove',\n",
+       "        on_mouse_event_closure('motion_notify')\n",
+       "    );\n",
+       "\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mouseenter',\n",
+       "        on_mouse_event_closure('figure_enter')\n",
+       "    );\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mouseleave',\n",
+       "        on_mouse_event_closure('figure_leave')\n",
+       "    );\n",
+       "\n",
+       "    canvas_div.addEventListener('wheel', function (event) {\n",
+       "        if (event.deltaY < 0) {\n",
+       "            event.step = 1;\n",
+       "        } else {\n",
+       "            event.step = -1;\n",
+       "        }\n",
+       "        on_mouse_event_closure('scroll')(event);\n",
+       "    });\n",
+       "\n",
+       "    canvas_div.appendChild(canvas);\n",
+       "    canvas_div.appendChild(rubberband_canvas);\n",
+       "\n",
+       "    this.rubberband_context = rubberband_canvas.getContext('2d');\n",
+       "    this.rubberband_context.strokeStyle = '#000000';\n",
+       "\n",
+       "    this._resize_canvas = function (width, height, forward) {\n",
+       "        if (forward) {\n",
+       "            canvas_div.style.width = width + 'px';\n",
+       "            canvas_div.style.height = height + 'px';\n",
+       "        }\n",
+       "    };\n",
+       "\n",
+       "    // Disable right mouse context menu.\n",
+       "    this.rubberband_canvas.addEventListener('contextmenu', function (_e) {\n",
+       "        event.preventDefault();\n",
+       "        return false;\n",
+       "    });\n",
+       "\n",
+       "    function set_focus() {\n",
+       "        canvas.focus();\n",
+       "        canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    window.setTimeout(set_focus, 100);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var toolbar = document.createElement('div');\n",
+       "    toolbar.classList = 'mpl-toolbar';\n",
+       "    this.root.appendChild(toolbar);\n",
+       "\n",
+       "    function on_click_closure(name) {\n",
+       "        return function (_event) {\n",
+       "            return fig.toolbar_button_onclick(name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    function on_mouseover_closure(tooltip) {\n",
+       "        return function (event) {\n",
+       "            if (!event.currentTarget.disabled) {\n",
+       "                return fig.toolbar_button_onmouseover(tooltip);\n",
+       "            }\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    fig.buttons = {};\n",
+       "    var buttonGroup = document.createElement('div');\n",
+       "    buttonGroup.classList = 'mpl-button-group';\n",
+       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) {\n",
+       "            /* Instead of a spacer, we start a new button group. */\n",
+       "            if (buttonGroup.hasChildNodes()) {\n",
+       "                toolbar.appendChild(buttonGroup);\n",
+       "            }\n",
+       "            buttonGroup = document.createElement('div');\n",
+       "            buttonGroup.classList = 'mpl-button-group';\n",
+       "            continue;\n",
+       "        }\n",
+       "\n",
+       "        var button = (fig.buttons[name] = document.createElement('button'));\n",
+       "        button.classList = 'mpl-widget';\n",
+       "        button.setAttribute('role', 'button');\n",
+       "        button.setAttribute('aria-disabled', 'false');\n",
+       "        button.addEventListener('click', on_click_closure(method_name));\n",
+       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
+       "\n",
+       "        var icon_img = document.createElement('img');\n",
+       "        icon_img.src = '_images/' + image + '.png';\n",
+       "        icon_img.srcset = '_images/' + image + '_large.png 2x';\n",
+       "        icon_img.alt = tooltip;\n",
+       "        button.appendChild(icon_img);\n",
+       "\n",
+       "        buttonGroup.appendChild(button);\n",
+       "    }\n",
+       "\n",
+       "    if (buttonGroup.hasChildNodes()) {\n",
+       "        toolbar.appendChild(buttonGroup);\n",
+       "    }\n",
+       "\n",
+       "    var fmt_picker = document.createElement('select');\n",
+       "    fmt_picker.classList = 'mpl-widget';\n",
+       "    toolbar.appendChild(fmt_picker);\n",
+       "    this.format_dropdown = fmt_picker;\n",
+       "\n",
+       "    for (var ind in mpl.extensions) {\n",
+       "        var fmt = mpl.extensions[ind];\n",
+       "        var option = document.createElement('option');\n",
+       "        option.selected = fmt === mpl.default_extension;\n",
+       "        option.innerHTML = fmt;\n",
+       "        fmt_picker.appendChild(option);\n",
+       "    }\n",
+       "\n",
+       "    var status_bar = document.createElement('span');\n",
+       "    status_bar.classList = 'mpl-message';\n",
+       "    toolbar.appendChild(status_bar);\n",
+       "    this.message = status_bar;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.request_resize = function (x_pixels, y_pixels) {\n",
+       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
+       "    // which will in turn request a refresh of the image.\n",
+       "    this.send_message('resize', { width: x_pixels, height: y_pixels });\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.send_message = function (type, properties) {\n",
+       "    properties['type'] = type;\n",
+       "    properties['figure_id'] = this.id;\n",
+       "    this.ws.send(JSON.stringify(properties));\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.send_draw_message = function () {\n",
+       "    if (!this.waiting) {\n",
+       "        this.waiting = true;\n",
+       "        this.ws.send(JSON.stringify({ type: 'draw', figure_id: this.id }));\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
+       "    var format_dropdown = fig.format_dropdown;\n",
+       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
+       "    fig.ondownload(fig, format);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_resize = function (fig, msg) {\n",
+       "    var size = msg['size'];\n",
+       "    if (size[0] !== fig.canvas.width || size[1] !== fig.canvas.height) {\n",
+       "        fig._resize_canvas(size[0], size[1], msg['forward']);\n",
+       "        fig.send_message('refresh', {});\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_rubberband = function (fig, msg) {\n",
+       "    var x0 = msg['x0'] / fig.ratio;\n",
+       "    var y0 = (fig.canvas.height - msg['y0']) / fig.ratio;\n",
+       "    var x1 = msg['x1'] / fig.ratio;\n",
+       "    var y1 = (fig.canvas.height - msg['y1']) / fig.ratio;\n",
+       "    x0 = Math.floor(x0) + 0.5;\n",
+       "    y0 = Math.floor(y0) + 0.5;\n",
+       "    x1 = Math.floor(x1) + 0.5;\n",
+       "    y1 = Math.floor(y1) + 0.5;\n",
+       "    var min_x = Math.min(x0, x1);\n",
+       "    var min_y = Math.min(y0, y1);\n",
+       "    var width = Math.abs(x1 - x0);\n",
+       "    var height = Math.abs(y1 - y0);\n",
+       "\n",
+       "    fig.rubberband_context.clearRect(\n",
+       "        0,\n",
+       "        0,\n",
+       "        fig.canvas.width / fig.ratio,\n",
+       "        fig.canvas.height / fig.ratio\n",
+       "    );\n",
+       "\n",
+       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_figure_label = function (fig, msg) {\n",
+       "    // Updates the figure title.\n",
+       "    fig.header.textContent = msg['label'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_cursor = function (fig, msg) {\n",
+       "    fig.rubberband_canvas.style.cursor = msg['cursor'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_message = function (fig, msg) {\n",
+       "    fig.message.textContent = msg['message'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_draw = function (fig, _msg) {\n",
+       "    // Request the server to send over a new figure.\n",
+       "    fig.send_draw_message();\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_image_mode = function (fig, msg) {\n",
+       "    fig.image_mode = msg['mode'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_history_buttons = function (fig, msg) {\n",
+       "    for (var key in msg) {\n",
+       "        if (!(key in fig.buttons)) {\n",
+       "            continue;\n",
+       "        }\n",
+       "        fig.buttons[key].disabled = !msg[key];\n",
+       "        fig.buttons[key].setAttribute('aria-disabled', !msg[key]);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_navigate_mode = function (fig, msg) {\n",
+       "    if (msg['mode'] === 'PAN') {\n",
+       "        fig.buttons['Pan'].classList.add('active');\n",
+       "        fig.buttons['Zoom'].classList.remove('active');\n",
+       "    } else if (msg['mode'] === 'ZOOM') {\n",
+       "        fig.buttons['Pan'].classList.remove('active');\n",
+       "        fig.buttons['Zoom'].classList.add('active');\n",
+       "    } else {\n",
+       "        fig.buttons['Pan'].classList.remove('active');\n",
+       "        fig.buttons['Zoom'].classList.remove('active');\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function () {\n",
+       "    // Called whenever the canvas gets updated.\n",
+       "    this.send_message('ack', {});\n",
+       "};\n",
+       "\n",
+       "// A function to construct a web socket function for onmessage handling.\n",
+       "// Called in the figure constructor.\n",
+       "mpl.figure.prototype._make_on_message_function = function (fig) {\n",
+       "    return function socket_on_message(evt) {\n",
+       "        if (evt.data instanceof Blob) {\n",
+       "            var img = evt.data;\n",
+       "            if (img.type !== 'image/png') {\n",
+       "                /* FIXME: We get \"Resource interpreted as Image but\n",
+       "                 * transferred with MIME type text/plain:\" errors on\n",
+       "                 * Chrome.  But how to set the MIME type?  It doesn't seem\n",
+       "                 * to be part of the websocket stream */\n",
+       "                img.type = 'image/png';\n",
+       "            }\n",
+       "\n",
+       "            /* Free the memory for the previous frames */\n",
+       "            if (fig.imageObj.src) {\n",
+       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
+       "                    fig.imageObj.src\n",
+       "                );\n",
+       "            }\n",
+       "\n",
+       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
+       "                img\n",
+       "            );\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        } else if (\n",
+       "            typeof evt.data === 'string' &&\n",
+       "            evt.data.slice(0, 21) === 'data:image/png;base64'\n",
+       "        ) {\n",
+       "            fig.imageObj.src = evt.data;\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        var msg = JSON.parse(evt.data);\n",
+       "        var msg_type = msg['type'];\n",
+       "\n",
+       "        // Call the  \"handle_{type}\" callback, which takes\n",
+       "        // the figure and JSON message as its only arguments.\n",
+       "        try {\n",
+       "            var callback = fig['handle_' + msg_type];\n",
+       "        } catch (e) {\n",
+       "            console.log(\n",
+       "                \"No handler for the '\" + msg_type + \"' message type: \",\n",
+       "                msg\n",
+       "            );\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        if (callback) {\n",
+       "            try {\n",
+       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
+       "                callback(fig, msg);\n",
+       "            } catch (e) {\n",
+       "                console.log(\n",
+       "                    \"Exception inside the 'handler_\" + msg_type + \"' callback:\",\n",
+       "                    e,\n",
+       "                    e.stack,\n",
+       "                    msg\n",
+       "                );\n",
+       "            }\n",
+       "        }\n",
+       "    };\n",
+       "};\n",
+       "\n",
+       "// from https://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
+       "mpl.findpos = function (e) {\n",
+       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
+       "    var targ;\n",
+       "    if (!e) {\n",
+       "        e = window.event;\n",
+       "    }\n",
+       "    if (e.target) {\n",
+       "        targ = e.target;\n",
+       "    } else if (e.srcElement) {\n",
+       "        targ = e.srcElement;\n",
+       "    }\n",
+       "    if (targ.nodeType === 3) {\n",
+       "        // defeat Safari bug\n",
+       "        targ = targ.parentNode;\n",
+       "    }\n",
+       "\n",
+       "    // pageX,Y are the mouse positions relative to the document\n",
+       "    var boundingRect = targ.getBoundingClientRect();\n",
+       "    var x = e.pageX - (boundingRect.left + document.body.scrollLeft);\n",
+       "    var y = e.pageY - (boundingRect.top + document.body.scrollTop);\n",
+       "\n",
+       "    return { x: x, y: y };\n",
+       "};\n",
+       "\n",
+       "/*\n",
+       " * return a copy of an object with only non-object keys\n",
+       " * we need this to avoid circular references\n",
+       " * https://stackoverflow.com/a/24161582/3208463\n",
+       " */\n",
+       "function simpleKeys(original) {\n",
+       "    return Object.keys(original).reduce(function (obj, key) {\n",
+       "        if (typeof original[key] !== 'object') {\n",
+       "            obj[key] = original[key];\n",
+       "        }\n",
+       "        return obj;\n",
+       "    }, {});\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.mouse_event = function (event, name) {\n",
+       "    var canvas_pos = mpl.findpos(event);\n",
+       "\n",
+       "    if (name === 'button_press') {\n",
+       "        this.canvas.focus();\n",
+       "        this.canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    var x = canvas_pos.x * this.ratio;\n",
+       "    var y = canvas_pos.y * this.ratio;\n",
+       "\n",
+       "    this.send_message(name, {\n",
+       "        x: x,\n",
+       "        y: y,\n",
+       "        button: event.button,\n",
+       "        step: event.step,\n",
+       "        guiEvent: simpleKeys(event),\n",
+       "    });\n",
+       "\n",
+       "    /* This prevents the web browser from automatically changing to\n",
+       "     * the text insertion cursor when the button is pressed.  We want\n",
+       "     * to control all of the cursor setting manually through the\n",
+       "     * 'cursor' event from matplotlib */\n",
+       "    event.preventDefault();\n",
+       "    return false;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function (_event, _name) {\n",
+       "    // Handle any extra behaviour associated with a key event\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.key_event = function (event, name) {\n",
+       "    // Prevent repeat events\n",
+       "    if (name === 'key_press') {\n",
+       "        if (event.key === this._key) {\n",
+       "            return;\n",
+       "        } else {\n",
+       "            this._key = event.key;\n",
+       "        }\n",
+       "    }\n",
+       "    if (name === 'key_release') {\n",
+       "        this._key = null;\n",
+       "    }\n",
+       "\n",
+       "    var value = '';\n",
+       "    if (event.ctrlKey && event.key !== 'Control') {\n",
+       "        value += 'ctrl+';\n",
+       "    }\n",
+       "    else if (event.altKey && event.key !== 'Alt') {\n",
+       "        value += 'alt+';\n",
+       "    }\n",
+       "    else if (event.shiftKey && event.key !== 'Shift') {\n",
+       "        value += 'shift+';\n",
+       "    }\n",
+       "\n",
+       "    value += 'k' + event.key;\n",
+       "\n",
+       "    this._key_event_extra(event, name);\n",
+       "\n",
+       "    this.send_message(name, { key: value, guiEvent: simpleKeys(event) });\n",
+       "    return false;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onclick = function (name) {\n",
+       "    if (name === 'download') {\n",
+       "        this.handle_save(this, null);\n",
+       "    } else {\n",
+       "        this.send_message('toolbar_button', { name: name });\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onmouseover = function (tooltip) {\n",
+       "    this.message.textContent = tooltip;\n",
+       "};\n",
+       "\n",
+       "///////////////// REMAINING CONTENT GENERATED BY embed_js.py /////////////////\n",
+       "// prettier-ignore\n",
+       "var _JSXTOOLS_RESIZE_OBSERVER=function(A){var t,i=new WeakMap,n=new WeakMap,a=new WeakMap,r=new WeakMap,o=new Set;function s(e){if(!(this instanceof s))throw new TypeError(\"Constructor requires 'new' operator\");i.set(this,e)}function h(){throw new TypeError(\"Function is not a constructor\")}function c(e,t,i,n){e=0 in arguments?Number(arguments[0]):0,t=1 in arguments?Number(arguments[1]):0,i=2 in arguments?Number(arguments[2]):0,n=3 in arguments?Number(arguments[3]):0,this.right=(this.x=this.left=e)+(this.width=i),this.bottom=(this.y=this.top=t)+(this.height=n),Object.freeze(this)}function d(){t=requestAnimationFrame(d);var s=new WeakMap,p=new Set;o.forEach((function(t){r.get(t).forEach((function(i){var r=t instanceof window.SVGElement,o=a.get(t),d=r?0:parseFloat(o.paddingTop),f=r?0:parseFloat(o.paddingRight),l=r?0:parseFloat(o.paddingBottom),u=r?0:parseFloat(o.paddingLeft),g=r?0:parseFloat(o.borderTopWidth),m=r?0:parseFloat(o.borderRightWidth),w=r?0:parseFloat(o.borderBottomWidth),b=u+f,F=d+l,v=(r?0:parseFloat(o.borderLeftWidth))+m,W=g+w,y=r?0:t.offsetHeight-W-t.clientHeight,E=r?0:t.offsetWidth-v-t.clientWidth,R=b+v,z=F+W,M=r?t.width:parseFloat(o.width)-R-E,O=r?t.height:parseFloat(o.height)-z-y;if(n.has(t)){var k=n.get(t);if(k[0]===M&&k[1]===O)return}n.set(t,[M,O]);var S=Object.create(h.prototype);S.target=t,S.contentRect=new c(u,d,M,O),s.has(i)||(s.set(i,[]),p.add(i)),s.get(i).push(S)}))})),p.forEach((function(e){i.get(e).call(e,s.get(e),e)}))}return s.prototype.observe=function(i){if(i instanceof window.Element){r.has(i)||(r.set(i,new Set),o.add(i),a.set(i,window.getComputedStyle(i)));var n=r.get(i);n.has(this)||n.add(this),cancelAnimationFrame(t),t=requestAnimationFrame(d)}},s.prototype.unobserve=function(i){if(i instanceof window.Element&&r.has(i)){var n=r.get(i);n.has(this)&&(n.delete(this),n.size||(r.delete(i),o.delete(i))),n.size||r.delete(i),o.size||cancelAnimationFrame(t)}},A.DOMRectReadOnly=c,A.ResizeObserver=s,A.ResizeObserverEntry=h,A}; // eslint-disable-line\n",
+       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Left button pans, Right button zooms\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\\nx/y fixes axis\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
+       "\n",
+       "mpl.extensions = [\"eps\", \"jpeg\", \"pgf\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
+       "\n",
+       "mpl.default_extension = \"png\";/* global mpl */\n",
+       "\n",
+       "var comm_websocket_adapter = function (comm) {\n",
+       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
+       "    // object with the appropriate methods. Currently this is a non binary\n",
+       "    // socket, so there is still some room for performance tuning.\n",
+       "    var ws = {};\n",
+       "\n",
+       "    ws.binaryType = comm.kernel.ws.binaryType;\n",
+       "    ws.readyState = comm.kernel.ws.readyState;\n",
+       "    function updateReadyState(_event) {\n",
+       "        if (comm.kernel.ws) {\n",
+       "            ws.readyState = comm.kernel.ws.readyState;\n",
+       "        } else {\n",
+       "            ws.readyState = 3; // Closed state.\n",
+       "        }\n",
+       "    }\n",
+       "    comm.kernel.ws.addEventListener('open', updateReadyState);\n",
+       "    comm.kernel.ws.addEventListener('close', updateReadyState);\n",
+       "    comm.kernel.ws.addEventListener('error', updateReadyState);\n",
+       "\n",
+       "    ws.close = function () {\n",
+       "        comm.close();\n",
+       "    };\n",
+       "    ws.send = function (m) {\n",
+       "        //console.log('sending', m);\n",
+       "        comm.send(m);\n",
+       "    };\n",
+       "    // Register the callback with on_msg.\n",
+       "    comm.on_msg(function (msg) {\n",
+       "        //console.log('receiving', msg['content']['data'], msg);\n",
+       "        var data = msg['content']['data'];\n",
+       "        if (data['blob'] !== undefined) {\n",
+       "            data = {\n",
+       "                data: new Blob(msg['buffers'], { type: data['blob'] }),\n",
+       "            };\n",
+       "        }\n",
+       "        // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
+       "        ws.onmessage(data);\n",
+       "    });\n",
+       "    return ws;\n",
+       "};\n",
+       "\n",
+       "mpl.mpl_figure_comm = function (comm, msg) {\n",
+       "    // This is the function which gets called when the mpl process\n",
+       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
+       "\n",
+       "    var id = msg.content.data.id;\n",
+       "    // Get hold of the div created by the display call when the Comm\n",
+       "    // socket was opened in Python.\n",
+       "    var element = document.getElementById(id);\n",
+       "    var ws_proxy = comm_websocket_adapter(comm);\n",
+       "\n",
+       "    function ondownload(figure, _format) {\n",
+       "        window.open(figure.canvas.toDataURL());\n",
+       "    }\n",
+       "\n",
+       "    var fig = new mpl.figure(id, ws_proxy, ondownload, element);\n",
+       "\n",
+       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
+       "    // web socket which is closed, not our websocket->open comm proxy.\n",
+       "    ws_proxy.onopen();\n",
+       "\n",
+       "    fig.parent_element = element;\n",
+       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
+       "    if (!fig.cell_info) {\n",
+       "        console.error('Failed to find cell for figure', id, fig);\n",
+       "        return;\n",
+       "    }\n",
+       "    fig.cell_info[0].output_area.element.on(\n",
+       "        'cleared',\n",
+       "        { fig: fig },\n",
+       "        fig._remove_fig_handler\n",
+       "    );\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_close = function (fig, msg) {\n",
+       "    var width = fig.canvas.width / fig.ratio;\n",
+       "    fig.cell_info[0].output_area.element.off(\n",
+       "        'cleared',\n",
+       "        fig._remove_fig_handler\n",
+       "    );\n",
+       "    fig.resizeObserverInstance.unobserve(fig.canvas_div);\n",
+       "\n",
+       "    // Update the output cell to use the data from the current canvas.\n",
+       "    fig.push_to_output();\n",
+       "    var dataURL = fig.canvas.toDataURL();\n",
+       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
+       "    // the notebook keyboard shortcuts fail.\n",
+       "    IPython.keyboard_manager.enable();\n",
+       "    fig.parent_element.innerHTML =\n",
+       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
+       "    fig.close_ws(fig, msg);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.close_ws = function (fig, msg) {\n",
+       "    fig.send_message('closing', msg);\n",
+       "    // fig.ws.close()\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.push_to_output = function (_remove_interactive) {\n",
+       "    // Turn the data on the canvas into data in the output cell.\n",
+       "    var width = this.canvas.width / this.ratio;\n",
+       "    var dataURL = this.canvas.toDataURL();\n",
+       "    this.cell_info[1]['text/html'] =\n",
+       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function () {\n",
+       "    // Tell IPython that the notebook contents must change.\n",
+       "    IPython.notebook.set_dirty(true);\n",
+       "    this.send_message('ack', {});\n",
+       "    var fig = this;\n",
+       "    // Wait a second, then push the new image to the DOM so\n",
+       "    // that it is saved nicely (might be nice to debounce this).\n",
+       "    setTimeout(function () {\n",
+       "        fig.push_to_output();\n",
+       "    }, 1000);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var toolbar = document.createElement('div');\n",
+       "    toolbar.classList = 'btn-toolbar';\n",
+       "    this.root.appendChild(toolbar);\n",
+       "\n",
+       "    function on_click_closure(name) {\n",
+       "        return function (_event) {\n",
+       "            return fig.toolbar_button_onclick(name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    function on_mouseover_closure(tooltip) {\n",
+       "        return function (event) {\n",
+       "            if (!event.currentTarget.disabled) {\n",
+       "                return fig.toolbar_button_onmouseover(tooltip);\n",
+       "            }\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    fig.buttons = {};\n",
+       "    var buttonGroup = document.createElement('div');\n",
+       "    buttonGroup.classList = 'btn-group';\n",
+       "    var button;\n",
+       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) {\n",
+       "            /* Instead of a spacer, we start a new button group. */\n",
+       "            if (buttonGroup.hasChildNodes()) {\n",
+       "                toolbar.appendChild(buttonGroup);\n",
+       "            }\n",
+       "            buttonGroup = document.createElement('div');\n",
+       "            buttonGroup.classList = 'btn-group';\n",
+       "            continue;\n",
+       "        }\n",
+       "\n",
+       "        button = fig.buttons[name] = document.createElement('button');\n",
+       "        button.classList = 'btn btn-default';\n",
+       "        button.href = '#';\n",
+       "        button.title = name;\n",
+       "        button.innerHTML = '<i class=\"fa ' + image + ' fa-lg\"></i>';\n",
+       "        button.addEventListener('click', on_click_closure(method_name));\n",
+       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
+       "        buttonGroup.appendChild(button);\n",
+       "    }\n",
+       "\n",
+       "    if (buttonGroup.hasChildNodes()) {\n",
+       "        toolbar.appendChild(buttonGroup);\n",
+       "    }\n",
+       "\n",
+       "    // Add the status bar.\n",
+       "    var status_bar = document.createElement('span');\n",
+       "    status_bar.classList = 'mpl-message pull-right';\n",
+       "    toolbar.appendChild(status_bar);\n",
+       "    this.message = status_bar;\n",
+       "\n",
+       "    // Add the close button to the window.\n",
+       "    var buttongrp = document.createElement('div');\n",
+       "    buttongrp.classList = 'btn-group inline pull-right';\n",
+       "    button = document.createElement('button');\n",
+       "    button.classList = 'btn btn-mini btn-primary';\n",
+       "    button.href = '#';\n",
+       "    button.title = 'Stop Interaction';\n",
+       "    button.innerHTML = '<i class=\"fa fa-power-off icon-remove icon-large\"></i>';\n",
+       "    button.addEventListener('click', function (_evt) {\n",
+       "        fig.handle_close(fig, {});\n",
+       "    });\n",
+       "    button.addEventListener(\n",
+       "        'mouseover',\n",
+       "        on_mouseover_closure('Stop Interaction')\n",
+       "    );\n",
+       "    buttongrp.appendChild(button);\n",
+       "    var titlebar = this.root.querySelector('.ui-dialog-titlebar');\n",
+       "    titlebar.insertBefore(buttongrp, titlebar.firstChild);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._remove_fig_handler = function (event) {\n",
+       "    var fig = event.data.fig;\n",
+       "    if (event.target !== this) {\n",
+       "        // Ignore bubbled events from children.\n",
+       "        return;\n",
+       "    }\n",
+       "    fig.close_ws(fig, {});\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function (el) {\n",
+       "    el.style.boxSizing = 'content-box'; // override notebook setting of border-box.\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function (el) {\n",
+       "    // this is important to make the div 'focusable\n",
+       "    el.setAttribute('tabindex', 0);\n",
+       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
+       "    // off when our div gets focus\n",
+       "\n",
+       "    // location in version 3\n",
+       "    if (IPython.notebook.keyboard_manager) {\n",
+       "        IPython.notebook.keyboard_manager.register_events(el);\n",
+       "    } else {\n",
+       "        // location in version 2\n",
+       "        IPython.keyboard_manager.register_events(el);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function (event, _name) {\n",
+       "    // Check for shift+enter\n",
+       "    if (event.shiftKey && event.which === 13) {\n",
+       "        this.canvas_div.blur();\n",
+       "        // select the cell after this one\n",
+       "        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
+       "        IPython.notebook.select(index + 1);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
+       "    fig.ondownload(fig, null);\n",
+       "};\n",
+       "\n",
+       "mpl.find_output_cell = function (html_output) {\n",
+       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
+       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
+       "    // IPython event is triggered only after the cells have been serialised, which for\n",
+       "    // our purposes (turning an active figure into a static one), is too late.\n",
+       "    var cells = IPython.notebook.get_cells();\n",
+       "    var ncells = cells.length;\n",
+       "    for (var i = 0; i < ncells; i++) {\n",
+       "        var cell = cells[i];\n",
+       "        if (cell.cell_type === 'code') {\n",
+       "            for (var j = 0; j < cell.output_area.outputs.length; j++) {\n",
+       "                var data = cell.output_area.outputs[j];\n",
+       "                if (data.data) {\n",
+       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
+       "                    data = data.data;\n",
+       "                }\n",
+       "                if (data['text/html'] === html_output) {\n",
+       "                    return [cell, data, j];\n",
+       "                }\n",
+       "            }\n",
+       "        }\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "// Register the function which deals with the matplotlib target/channel.\n",
+       "// The kernel may be null if the page has been refreshed.\n",
+       "if (IPython.notebook.kernel !== null) {\n",
+       "    IPython.notebook.kernel.comm_manager.register_target(\n",
+       "        'matplotlib',\n",
+       "        mpl.mpl_figure_comm\n",
+       "    );\n",
+       "}\n"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Javascript object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<img 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\" width=\"640\">"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/javascript": [
+       "/* Put everything inside the global mpl namespace */\n",
+       "/* global mpl */\n",
+       "window.mpl = {};\n",
+       "\n",
+       "mpl.get_websocket_type = function () {\n",
+       "    if (typeof WebSocket !== 'undefined') {\n",
+       "        return WebSocket;\n",
+       "    } else if (typeof MozWebSocket !== 'undefined') {\n",
+       "        return MozWebSocket;\n",
+       "    } else {\n",
+       "        alert(\n",
+       "            'Your browser does not have WebSocket support. ' +\n",
+       "                'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
+       "                'Firefox 4 and 5 are also supported but you ' +\n",
+       "                'have to enable WebSockets in about:config.'\n",
+       "        );\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure = function (figure_id, websocket, ondownload, parent_element) {\n",
+       "    this.id = figure_id;\n",
+       "\n",
+       "    this.ws = websocket;\n",
+       "\n",
+       "    this.supports_binary = this.ws.binaryType !== undefined;\n",
+       "\n",
+       "    if (!this.supports_binary) {\n",
+       "        var warnings = document.getElementById('mpl-warnings');\n",
+       "        if (warnings) {\n",
+       "            warnings.style.display = 'block';\n",
+       "            warnings.textContent =\n",
+       "                'This browser does not support binary websocket messages. ' +\n",
+       "                'Performance may be slow.';\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    this.imageObj = new Image();\n",
+       "\n",
+       "    this.context = undefined;\n",
+       "    this.message = undefined;\n",
+       "    this.canvas = undefined;\n",
+       "    this.rubberband_canvas = undefined;\n",
+       "    this.rubberband_context = undefined;\n",
+       "    this.format_dropdown = undefined;\n",
+       "\n",
+       "    this.image_mode = 'full';\n",
+       "\n",
+       "    this.root = document.createElement('div');\n",
+       "    this.root.setAttribute('style', 'display: inline-block');\n",
+       "    this._root_extra_style(this.root);\n",
+       "\n",
+       "    parent_element.appendChild(this.root);\n",
+       "\n",
+       "    this._init_header(this);\n",
+       "    this._init_canvas(this);\n",
+       "    this._init_toolbar(this);\n",
+       "\n",
+       "    var fig = this;\n",
+       "\n",
+       "    this.waiting = false;\n",
+       "\n",
+       "    this.ws.onopen = function () {\n",
+       "        fig.send_message('supports_binary', { value: fig.supports_binary });\n",
+       "        fig.send_message('send_image_mode', {});\n",
+       "        if (fig.ratio !== 1) {\n",
+       "            fig.send_message('set_device_pixel_ratio', {\n",
+       "                device_pixel_ratio: fig.ratio,\n",
+       "            });\n",
+       "        }\n",
+       "        fig.send_message('refresh', {});\n",
+       "    };\n",
+       "\n",
+       "    this.imageObj.onload = function () {\n",
+       "        if (fig.image_mode === 'full') {\n",
+       "            // Full images could contain transparency (where diff images\n",
+       "            // almost always do), so we need to clear the canvas so that\n",
+       "            // there is no ghosting.\n",
+       "            fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
+       "        }\n",
+       "        fig.context.drawImage(fig.imageObj, 0, 0);\n",
+       "    };\n",
+       "\n",
+       "    this.imageObj.onunload = function () {\n",
+       "        fig.ws.close();\n",
+       "    };\n",
+       "\n",
+       "    this.ws.onmessage = this._make_on_message_function(this);\n",
+       "\n",
+       "    this.ondownload = ondownload;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_header = function () {\n",
+       "    var titlebar = document.createElement('div');\n",
+       "    titlebar.classList =\n",
+       "        'ui-dialog-titlebar ui-widget-header ui-corner-all ui-helper-clearfix';\n",
+       "    var titletext = document.createElement('div');\n",
+       "    titletext.classList = 'ui-dialog-title';\n",
+       "    titletext.setAttribute(\n",
+       "        'style',\n",
+       "        'width: 100%; text-align: center; padding: 3px;'\n",
+       "    );\n",
+       "    titlebar.appendChild(titletext);\n",
+       "    this.root.appendChild(titlebar);\n",
+       "    this.header = titletext;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function (_canvas_div) {};\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function (_canvas_div) {};\n",
+       "\n",
+       "mpl.figure.prototype._init_canvas = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var canvas_div = (this.canvas_div = document.createElement('div'));\n",
+       "    canvas_div.setAttribute(\n",
+       "        'style',\n",
+       "        'border: 1px solid #ddd;' +\n",
+       "            'box-sizing: content-box;' +\n",
+       "            'clear: both;' +\n",
+       "            'min-height: 1px;' +\n",
+       "            'min-width: 1px;' +\n",
+       "            'outline: 0;' +\n",
+       "            'overflow: hidden;' +\n",
+       "            'position: relative;' +\n",
+       "            'resize: both;'\n",
+       "    );\n",
+       "\n",
+       "    function on_keyboard_event_closure(name) {\n",
+       "        return function (event) {\n",
+       "            return fig.key_event(event, name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    canvas_div.addEventListener(\n",
+       "        'keydown',\n",
+       "        on_keyboard_event_closure('key_press')\n",
+       "    );\n",
+       "    canvas_div.addEventListener(\n",
+       "        'keyup',\n",
+       "        on_keyboard_event_closure('key_release')\n",
+       "    );\n",
+       "\n",
+       "    this._canvas_extra_style(canvas_div);\n",
+       "    this.root.appendChild(canvas_div);\n",
+       "\n",
+       "    var canvas = (this.canvas = document.createElement('canvas'));\n",
+       "    canvas.classList.add('mpl-canvas');\n",
+       "    canvas.setAttribute('style', 'box-sizing: content-box;');\n",
+       "\n",
+       "    this.context = canvas.getContext('2d');\n",
+       "\n",
+       "    var backingStore =\n",
+       "        this.context.backingStorePixelRatio ||\n",
+       "        this.context.webkitBackingStorePixelRatio ||\n",
+       "        this.context.mozBackingStorePixelRatio ||\n",
+       "        this.context.msBackingStorePixelRatio ||\n",
+       "        this.context.oBackingStorePixelRatio ||\n",
+       "        this.context.backingStorePixelRatio ||\n",
+       "        1;\n",
+       "\n",
+       "    this.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
+       "\n",
+       "    var rubberband_canvas = (this.rubberband_canvas = document.createElement(\n",
+       "        'canvas'\n",
+       "    ));\n",
+       "    rubberband_canvas.setAttribute(\n",
+       "        'style',\n",
+       "        'box-sizing: content-box; position: absolute; left: 0; top: 0; z-index: 1;'\n",
+       "    );\n",
+       "\n",
+       "    // Apply a ponyfill if ResizeObserver is not implemented by browser.\n",
+       "    if (this.ResizeObserver === undefined) {\n",
+       "        if (window.ResizeObserver !== undefined) {\n",
+       "            this.ResizeObserver = window.ResizeObserver;\n",
+       "        } else {\n",
+       "            var obs = _JSXTOOLS_RESIZE_OBSERVER({});\n",
+       "            this.ResizeObserver = obs.ResizeObserver;\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    this.resizeObserverInstance = new this.ResizeObserver(function (entries) {\n",
+       "        var nentries = entries.length;\n",
+       "        for (var i = 0; i < nentries; i++) {\n",
+       "            var entry = entries[i];\n",
+       "            var width, height;\n",
+       "            if (entry.contentBoxSize) {\n",
+       "                if (entry.contentBoxSize instanceof Array) {\n",
+       "                    // Chrome 84 implements new version of spec.\n",
+       "                    width = entry.contentBoxSize[0].inlineSize;\n",
+       "                    height = entry.contentBoxSize[0].blockSize;\n",
+       "                } else {\n",
+       "                    // Firefox implements old version of spec.\n",
+       "                    width = entry.contentBoxSize.inlineSize;\n",
+       "                    height = entry.contentBoxSize.blockSize;\n",
+       "                }\n",
+       "            } else {\n",
+       "                // Chrome <84 implements even older version of spec.\n",
+       "                width = entry.contentRect.width;\n",
+       "                height = entry.contentRect.height;\n",
+       "            }\n",
+       "\n",
+       "            // Keep the size of the canvas and rubber band canvas in sync with\n",
+       "            // the canvas container.\n",
+       "            if (entry.devicePixelContentBoxSize) {\n",
+       "                // Chrome 84 implements new version of spec.\n",
+       "                canvas.setAttribute(\n",
+       "                    'width',\n",
+       "                    entry.devicePixelContentBoxSize[0].inlineSize\n",
+       "                );\n",
+       "                canvas.setAttribute(\n",
+       "                    'height',\n",
+       "                    entry.devicePixelContentBoxSize[0].blockSize\n",
+       "                );\n",
+       "            } else {\n",
+       "                canvas.setAttribute('width', width * fig.ratio);\n",
+       "                canvas.setAttribute('height', height * fig.ratio);\n",
+       "            }\n",
+       "            canvas.setAttribute(\n",
+       "                'style',\n",
+       "                'width: ' + width + 'px; height: ' + height + 'px;'\n",
+       "            );\n",
+       "\n",
+       "            rubberband_canvas.setAttribute('width', width);\n",
+       "            rubberband_canvas.setAttribute('height', height);\n",
+       "\n",
+       "            // And update the size in Python. We ignore the initial 0/0 size\n",
+       "            // that occurs as the element is placed into the DOM, which should\n",
+       "            // otherwise not happen due to the minimum size styling.\n",
+       "            if (fig.ws.readyState == 1 && width != 0 && height != 0) {\n",
+       "                fig.request_resize(width, height);\n",
+       "            }\n",
+       "        }\n",
+       "    });\n",
+       "    this.resizeObserverInstance.observe(canvas_div);\n",
+       "\n",
+       "    function on_mouse_event_closure(name) {\n",
+       "        return function (event) {\n",
+       "            return fig.mouse_event(event, name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mousedown',\n",
+       "        on_mouse_event_closure('button_press')\n",
+       "    );\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mouseup',\n",
+       "        on_mouse_event_closure('button_release')\n",
+       "    );\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'dblclick',\n",
+       "        on_mouse_event_closure('dblclick')\n",
+       "    );\n",
+       "    // Throttle sequential mouse events to 1 every 20ms.\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mousemove',\n",
+       "        on_mouse_event_closure('motion_notify')\n",
+       "    );\n",
+       "\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mouseenter',\n",
+       "        on_mouse_event_closure('figure_enter')\n",
+       "    );\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mouseleave',\n",
+       "        on_mouse_event_closure('figure_leave')\n",
+       "    );\n",
+       "\n",
+       "    canvas_div.addEventListener('wheel', function (event) {\n",
+       "        if (event.deltaY < 0) {\n",
+       "            event.step = 1;\n",
+       "        } else {\n",
+       "            event.step = -1;\n",
+       "        }\n",
+       "        on_mouse_event_closure('scroll')(event);\n",
+       "    });\n",
+       "\n",
+       "    canvas_div.appendChild(canvas);\n",
+       "    canvas_div.appendChild(rubberband_canvas);\n",
+       "\n",
+       "    this.rubberband_context = rubberband_canvas.getContext('2d');\n",
+       "    this.rubberband_context.strokeStyle = '#000000';\n",
+       "\n",
+       "    this._resize_canvas = function (width, height, forward) {\n",
+       "        if (forward) {\n",
+       "            canvas_div.style.width = width + 'px';\n",
+       "            canvas_div.style.height = height + 'px';\n",
+       "        }\n",
+       "    };\n",
+       "\n",
+       "    // Disable right mouse context menu.\n",
+       "    this.rubberband_canvas.addEventListener('contextmenu', function (_e) {\n",
+       "        event.preventDefault();\n",
+       "        return false;\n",
+       "    });\n",
+       "\n",
+       "    function set_focus() {\n",
+       "        canvas.focus();\n",
+       "        canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    window.setTimeout(set_focus, 100);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var toolbar = document.createElement('div');\n",
+       "    toolbar.classList = 'mpl-toolbar';\n",
+       "    this.root.appendChild(toolbar);\n",
+       "\n",
+       "    function on_click_closure(name) {\n",
+       "        return function (_event) {\n",
+       "            return fig.toolbar_button_onclick(name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    function on_mouseover_closure(tooltip) {\n",
+       "        return function (event) {\n",
+       "            if (!event.currentTarget.disabled) {\n",
+       "                return fig.toolbar_button_onmouseover(tooltip);\n",
+       "            }\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    fig.buttons = {};\n",
+       "    var buttonGroup = document.createElement('div');\n",
+       "    buttonGroup.classList = 'mpl-button-group';\n",
+       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) {\n",
+       "            /* Instead of a spacer, we start a new button group. */\n",
+       "            if (buttonGroup.hasChildNodes()) {\n",
+       "                toolbar.appendChild(buttonGroup);\n",
+       "            }\n",
+       "            buttonGroup = document.createElement('div');\n",
+       "            buttonGroup.classList = 'mpl-button-group';\n",
+       "            continue;\n",
+       "        }\n",
+       "\n",
+       "        var button = (fig.buttons[name] = document.createElement('button'));\n",
+       "        button.classList = 'mpl-widget';\n",
+       "        button.setAttribute('role', 'button');\n",
+       "        button.setAttribute('aria-disabled', 'false');\n",
+       "        button.addEventListener('click', on_click_closure(method_name));\n",
+       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
+       "\n",
+       "        var icon_img = document.createElement('img');\n",
+       "        icon_img.src = '_images/' + image + '.png';\n",
+       "        icon_img.srcset = '_images/' + image + '_large.png 2x';\n",
+       "        icon_img.alt = tooltip;\n",
+       "        button.appendChild(icon_img);\n",
+       "\n",
+       "        buttonGroup.appendChild(button);\n",
+       "    }\n",
+       "\n",
+       "    if (buttonGroup.hasChildNodes()) {\n",
+       "        toolbar.appendChild(buttonGroup);\n",
+       "    }\n",
+       "\n",
+       "    var fmt_picker = document.createElement('select');\n",
+       "    fmt_picker.classList = 'mpl-widget';\n",
+       "    toolbar.appendChild(fmt_picker);\n",
+       "    this.format_dropdown = fmt_picker;\n",
+       "\n",
+       "    for (var ind in mpl.extensions) {\n",
+       "        var fmt = mpl.extensions[ind];\n",
+       "        var option = document.createElement('option');\n",
+       "        option.selected = fmt === mpl.default_extension;\n",
+       "        option.innerHTML = fmt;\n",
+       "        fmt_picker.appendChild(option);\n",
+       "    }\n",
+       "\n",
+       "    var status_bar = document.createElement('span');\n",
+       "    status_bar.classList = 'mpl-message';\n",
+       "    toolbar.appendChild(status_bar);\n",
+       "    this.message = status_bar;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.request_resize = function (x_pixels, y_pixels) {\n",
+       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
+       "    // which will in turn request a refresh of the image.\n",
+       "    this.send_message('resize', { width: x_pixels, height: y_pixels });\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.send_message = function (type, properties) {\n",
+       "    properties['type'] = type;\n",
+       "    properties['figure_id'] = this.id;\n",
+       "    this.ws.send(JSON.stringify(properties));\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.send_draw_message = function () {\n",
+       "    if (!this.waiting) {\n",
+       "        this.waiting = true;\n",
+       "        this.ws.send(JSON.stringify({ type: 'draw', figure_id: this.id }));\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
+       "    var format_dropdown = fig.format_dropdown;\n",
+       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
+       "    fig.ondownload(fig, format);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_resize = function (fig, msg) {\n",
+       "    var size = msg['size'];\n",
+       "    if (size[0] !== fig.canvas.width || size[1] !== fig.canvas.height) {\n",
+       "        fig._resize_canvas(size[0], size[1], msg['forward']);\n",
+       "        fig.send_message('refresh', {});\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_rubberband = function (fig, msg) {\n",
+       "    var x0 = msg['x0'] / fig.ratio;\n",
+       "    var y0 = (fig.canvas.height - msg['y0']) / fig.ratio;\n",
+       "    var x1 = msg['x1'] / fig.ratio;\n",
+       "    var y1 = (fig.canvas.height - msg['y1']) / fig.ratio;\n",
+       "    x0 = Math.floor(x0) + 0.5;\n",
+       "    y0 = Math.floor(y0) + 0.5;\n",
+       "    x1 = Math.floor(x1) + 0.5;\n",
+       "    y1 = Math.floor(y1) + 0.5;\n",
+       "    var min_x = Math.min(x0, x1);\n",
+       "    var min_y = Math.min(y0, y1);\n",
+       "    var width = Math.abs(x1 - x0);\n",
+       "    var height = Math.abs(y1 - y0);\n",
+       "\n",
+       "    fig.rubberband_context.clearRect(\n",
+       "        0,\n",
+       "        0,\n",
+       "        fig.canvas.width / fig.ratio,\n",
+       "        fig.canvas.height / fig.ratio\n",
+       "    );\n",
+       "\n",
+       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_figure_label = function (fig, msg) {\n",
+       "    // Updates the figure title.\n",
+       "    fig.header.textContent = msg['label'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_cursor = function (fig, msg) {\n",
+       "    fig.rubberband_canvas.style.cursor = msg['cursor'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_message = function (fig, msg) {\n",
+       "    fig.message.textContent = msg['message'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_draw = function (fig, _msg) {\n",
+       "    // Request the server to send over a new figure.\n",
+       "    fig.send_draw_message();\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_image_mode = function (fig, msg) {\n",
+       "    fig.image_mode = msg['mode'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_history_buttons = function (fig, msg) {\n",
+       "    for (var key in msg) {\n",
+       "        if (!(key in fig.buttons)) {\n",
+       "            continue;\n",
+       "        }\n",
+       "        fig.buttons[key].disabled = !msg[key];\n",
+       "        fig.buttons[key].setAttribute('aria-disabled', !msg[key]);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_navigate_mode = function (fig, msg) {\n",
+       "    if (msg['mode'] === 'PAN') {\n",
+       "        fig.buttons['Pan'].classList.add('active');\n",
+       "        fig.buttons['Zoom'].classList.remove('active');\n",
+       "    } else if (msg['mode'] === 'ZOOM') {\n",
+       "        fig.buttons['Pan'].classList.remove('active');\n",
+       "        fig.buttons['Zoom'].classList.add('active');\n",
+       "    } else {\n",
+       "        fig.buttons['Pan'].classList.remove('active');\n",
+       "        fig.buttons['Zoom'].classList.remove('active');\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function () {\n",
+       "    // Called whenever the canvas gets updated.\n",
+       "    this.send_message('ack', {});\n",
+       "};\n",
+       "\n",
+       "// A function to construct a web socket function for onmessage handling.\n",
+       "// Called in the figure constructor.\n",
+       "mpl.figure.prototype._make_on_message_function = function (fig) {\n",
+       "    return function socket_on_message(evt) {\n",
+       "        if (evt.data instanceof Blob) {\n",
+       "            var img = evt.data;\n",
+       "            if (img.type !== 'image/png') {\n",
+       "                /* FIXME: We get \"Resource interpreted as Image but\n",
+       "                 * transferred with MIME type text/plain:\" errors on\n",
+       "                 * Chrome.  But how to set the MIME type?  It doesn't seem\n",
+       "                 * to be part of the websocket stream */\n",
+       "                img.type = 'image/png';\n",
+       "            }\n",
+       "\n",
+       "            /* Free the memory for the previous frames */\n",
+       "            if (fig.imageObj.src) {\n",
+       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
+       "                    fig.imageObj.src\n",
+       "                );\n",
+       "            }\n",
+       "\n",
+       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
+       "                img\n",
+       "            );\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        } else if (\n",
+       "            typeof evt.data === 'string' &&\n",
+       "            evt.data.slice(0, 21) === 'data:image/png;base64'\n",
+       "        ) {\n",
+       "            fig.imageObj.src = evt.data;\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        var msg = JSON.parse(evt.data);\n",
+       "        var msg_type = msg['type'];\n",
+       "\n",
+       "        // Call the  \"handle_{type}\" callback, which takes\n",
+       "        // the figure and JSON message as its only arguments.\n",
+       "        try {\n",
+       "            var callback = fig['handle_' + msg_type];\n",
+       "        } catch (e) {\n",
+       "            console.log(\n",
+       "                \"No handler for the '\" + msg_type + \"' message type: \",\n",
+       "                msg\n",
+       "            );\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        if (callback) {\n",
+       "            try {\n",
+       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
+       "                callback(fig, msg);\n",
+       "            } catch (e) {\n",
+       "                console.log(\n",
+       "                    \"Exception inside the 'handler_\" + msg_type + \"' callback:\",\n",
+       "                    e,\n",
+       "                    e.stack,\n",
+       "                    msg\n",
+       "                );\n",
+       "            }\n",
+       "        }\n",
+       "    };\n",
+       "};\n",
+       "\n",
+       "// from https://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
+       "mpl.findpos = function (e) {\n",
+       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
+       "    var targ;\n",
+       "    if (!e) {\n",
+       "        e = window.event;\n",
+       "    }\n",
+       "    if (e.target) {\n",
+       "        targ = e.target;\n",
+       "    } else if (e.srcElement) {\n",
+       "        targ = e.srcElement;\n",
+       "    }\n",
+       "    if (targ.nodeType === 3) {\n",
+       "        // defeat Safari bug\n",
+       "        targ = targ.parentNode;\n",
+       "    }\n",
+       "\n",
+       "    // pageX,Y are the mouse positions relative to the document\n",
+       "    var boundingRect = targ.getBoundingClientRect();\n",
+       "    var x = e.pageX - (boundingRect.left + document.body.scrollLeft);\n",
+       "    var y = e.pageY - (boundingRect.top + document.body.scrollTop);\n",
+       "\n",
+       "    return { x: x, y: y };\n",
+       "};\n",
+       "\n",
+       "/*\n",
+       " * return a copy of an object with only non-object keys\n",
+       " * we need this to avoid circular references\n",
+       " * https://stackoverflow.com/a/24161582/3208463\n",
+       " */\n",
+       "function simpleKeys(original) {\n",
+       "    return Object.keys(original).reduce(function (obj, key) {\n",
+       "        if (typeof original[key] !== 'object') {\n",
+       "            obj[key] = original[key];\n",
+       "        }\n",
+       "        return obj;\n",
+       "    }, {});\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.mouse_event = function (event, name) {\n",
+       "    var canvas_pos = mpl.findpos(event);\n",
+       "\n",
+       "    if (name === 'button_press') {\n",
+       "        this.canvas.focus();\n",
+       "        this.canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    var x = canvas_pos.x * this.ratio;\n",
+       "    var y = canvas_pos.y * this.ratio;\n",
+       "\n",
+       "    this.send_message(name, {\n",
+       "        x: x,\n",
+       "        y: y,\n",
+       "        button: event.button,\n",
+       "        step: event.step,\n",
+       "        guiEvent: simpleKeys(event),\n",
+       "    });\n",
+       "\n",
+       "    /* This prevents the web browser from automatically changing to\n",
+       "     * the text insertion cursor when the button is pressed.  We want\n",
+       "     * to control all of the cursor setting manually through the\n",
+       "     * 'cursor' event from matplotlib */\n",
+       "    event.preventDefault();\n",
+       "    return false;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function (_event, _name) {\n",
+       "    // Handle any extra behaviour associated with a key event\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.key_event = function (event, name) {\n",
+       "    // Prevent repeat events\n",
+       "    if (name === 'key_press') {\n",
+       "        if (event.key === this._key) {\n",
+       "            return;\n",
+       "        } else {\n",
+       "            this._key = event.key;\n",
+       "        }\n",
+       "    }\n",
+       "    if (name === 'key_release') {\n",
+       "        this._key = null;\n",
+       "    }\n",
+       "\n",
+       "    var value = '';\n",
+       "    if (event.ctrlKey && event.key !== 'Control') {\n",
+       "        value += 'ctrl+';\n",
+       "    }\n",
+       "    else if (event.altKey && event.key !== 'Alt') {\n",
+       "        value += 'alt+';\n",
+       "    }\n",
+       "    else if (event.shiftKey && event.key !== 'Shift') {\n",
+       "        value += 'shift+';\n",
+       "    }\n",
+       "\n",
+       "    value += 'k' + event.key;\n",
+       "\n",
+       "    this._key_event_extra(event, name);\n",
+       "\n",
+       "    this.send_message(name, { key: value, guiEvent: simpleKeys(event) });\n",
+       "    return false;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onclick = function (name) {\n",
+       "    if (name === 'download') {\n",
+       "        this.handle_save(this, null);\n",
+       "    } else {\n",
+       "        this.send_message('toolbar_button', { name: name });\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onmouseover = function (tooltip) {\n",
+       "    this.message.textContent = tooltip;\n",
+       "};\n",
+       "\n",
+       "///////////////// REMAINING CONTENT GENERATED BY embed_js.py /////////////////\n",
+       "// prettier-ignore\n",
+       "var _JSXTOOLS_RESIZE_OBSERVER=function(A){var t,i=new WeakMap,n=new WeakMap,a=new WeakMap,r=new WeakMap,o=new Set;function s(e){if(!(this instanceof s))throw new TypeError(\"Constructor requires 'new' operator\");i.set(this,e)}function h(){throw new TypeError(\"Function is not a constructor\")}function c(e,t,i,n){e=0 in arguments?Number(arguments[0]):0,t=1 in arguments?Number(arguments[1]):0,i=2 in arguments?Number(arguments[2]):0,n=3 in arguments?Number(arguments[3]):0,this.right=(this.x=this.left=e)+(this.width=i),this.bottom=(this.y=this.top=t)+(this.height=n),Object.freeze(this)}function d(){t=requestAnimationFrame(d);var s=new WeakMap,p=new Set;o.forEach((function(t){r.get(t).forEach((function(i){var r=t instanceof window.SVGElement,o=a.get(t),d=r?0:parseFloat(o.paddingTop),f=r?0:parseFloat(o.paddingRight),l=r?0:parseFloat(o.paddingBottom),u=r?0:parseFloat(o.paddingLeft),g=r?0:parseFloat(o.borderTopWidth),m=r?0:parseFloat(o.borderRightWidth),w=r?0:parseFloat(o.borderBottomWidth),b=u+f,F=d+l,v=(r?0:parseFloat(o.borderLeftWidth))+m,W=g+w,y=r?0:t.offsetHeight-W-t.clientHeight,E=r?0:t.offsetWidth-v-t.clientWidth,R=b+v,z=F+W,M=r?t.width:parseFloat(o.width)-R-E,O=r?t.height:parseFloat(o.height)-z-y;if(n.has(t)){var k=n.get(t);if(k[0]===M&&k[1]===O)return}n.set(t,[M,O]);var S=Object.create(h.prototype);S.target=t,S.contentRect=new c(u,d,M,O),s.has(i)||(s.set(i,[]),p.add(i)),s.get(i).push(S)}))})),p.forEach((function(e){i.get(e).call(e,s.get(e),e)}))}return s.prototype.observe=function(i){if(i instanceof window.Element){r.has(i)||(r.set(i,new Set),o.add(i),a.set(i,window.getComputedStyle(i)));var n=r.get(i);n.has(this)||n.add(this),cancelAnimationFrame(t),t=requestAnimationFrame(d)}},s.prototype.unobserve=function(i){if(i instanceof window.Element&&r.has(i)){var n=r.get(i);n.has(this)&&(n.delete(this),n.size||(r.delete(i),o.delete(i))),n.size||r.delete(i),o.size||cancelAnimationFrame(t)}},A.DOMRectReadOnly=c,A.ResizeObserver=s,A.ResizeObserverEntry=h,A}; // eslint-disable-line\n",
+       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Left button pans, Right button zooms\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\\nx/y fixes axis\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
+       "\n",
+       "mpl.extensions = [\"eps\", \"jpeg\", \"pgf\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
+       "\n",
+       "mpl.default_extension = \"png\";/* global mpl */\n",
+       "\n",
+       "var comm_websocket_adapter = function (comm) {\n",
+       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
+       "    // object with the appropriate methods. Currently this is a non binary\n",
+       "    // socket, so there is still some room for performance tuning.\n",
+       "    var ws = {};\n",
+       "\n",
+       "    ws.binaryType = comm.kernel.ws.binaryType;\n",
+       "    ws.readyState = comm.kernel.ws.readyState;\n",
+       "    function updateReadyState(_event) {\n",
+       "        if (comm.kernel.ws) {\n",
+       "            ws.readyState = comm.kernel.ws.readyState;\n",
+       "        } else {\n",
+       "            ws.readyState = 3; // Closed state.\n",
+       "        }\n",
+       "    }\n",
+       "    comm.kernel.ws.addEventListener('open', updateReadyState);\n",
+       "    comm.kernel.ws.addEventListener('close', updateReadyState);\n",
+       "    comm.kernel.ws.addEventListener('error', updateReadyState);\n",
+       "\n",
+       "    ws.close = function () {\n",
+       "        comm.close();\n",
+       "    };\n",
+       "    ws.send = function (m) {\n",
+       "        //console.log('sending', m);\n",
+       "        comm.send(m);\n",
+       "    };\n",
+       "    // Register the callback with on_msg.\n",
+       "    comm.on_msg(function (msg) {\n",
+       "        //console.log('receiving', msg['content']['data'], msg);\n",
+       "        var data = msg['content']['data'];\n",
+       "        if (data['blob'] !== undefined) {\n",
+       "            data = {\n",
+       "                data: new Blob(msg['buffers'], { type: data['blob'] }),\n",
+       "            };\n",
+       "        }\n",
+       "        // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
+       "        ws.onmessage(data);\n",
+       "    });\n",
+       "    return ws;\n",
+       "};\n",
+       "\n",
+       "mpl.mpl_figure_comm = function (comm, msg) {\n",
+       "    // This is the function which gets called when the mpl process\n",
+       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
+       "\n",
+       "    var id = msg.content.data.id;\n",
+       "    // Get hold of the div created by the display call when the Comm\n",
+       "    // socket was opened in Python.\n",
+       "    var element = document.getElementById(id);\n",
+       "    var ws_proxy = comm_websocket_adapter(comm);\n",
+       "\n",
+       "    function ondownload(figure, _format) {\n",
+       "        window.open(figure.canvas.toDataURL());\n",
+       "    }\n",
+       "\n",
+       "    var fig = new mpl.figure(id, ws_proxy, ondownload, element);\n",
+       "\n",
+       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
+       "    // web socket which is closed, not our websocket->open comm proxy.\n",
+       "    ws_proxy.onopen();\n",
+       "\n",
+       "    fig.parent_element = element;\n",
+       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
+       "    if (!fig.cell_info) {\n",
+       "        console.error('Failed to find cell for figure', id, fig);\n",
+       "        return;\n",
+       "    }\n",
+       "    fig.cell_info[0].output_area.element.on(\n",
+       "        'cleared',\n",
+       "        { fig: fig },\n",
+       "        fig._remove_fig_handler\n",
+       "    );\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_close = function (fig, msg) {\n",
+       "    var width = fig.canvas.width / fig.ratio;\n",
+       "    fig.cell_info[0].output_area.element.off(\n",
+       "        'cleared',\n",
+       "        fig._remove_fig_handler\n",
+       "    );\n",
+       "    fig.resizeObserverInstance.unobserve(fig.canvas_div);\n",
+       "\n",
+       "    // Update the output cell to use the data from the current canvas.\n",
+       "    fig.push_to_output();\n",
+       "    var dataURL = fig.canvas.toDataURL();\n",
+       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
+       "    // the notebook keyboard shortcuts fail.\n",
+       "    IPython.keyboard_manager.enable();\n",
+       "    fig.parent_element.innerHTML =\n",
+       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
+       "    fig.close_ws(fig, msg);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.close_ws = function (fig, msg) {\n",
+       "    fig.send_message('closing', msg);\n",
+       "    // fig.ws.close()\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.push_to_output = function (_remove_interactive) {\n",
+       "    // Turn the data on the canvas into data in the output cell.\n",
+       "    var width = this.canvas.width / this.ratio;\n",
+       "    var dataURL = this.canvas.toDataURL();\n",
+       "    this.cell_info[1]['text/html'] =\n",
+       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function () {\n",
+       "    // Tell IPython that the notebook contents must change.\n",
+       "    IPython.notebook.set_dirty(true);\n",
+       "    this.send_message('ack', {});\n",
+       "    var fig = this;\n",
+       "    // Wait a second, then push the new image to the DOM so\n",
+       "    // that it is saved nicely (might be nice to debounce this).\n",
+       "    setTimeout(function () {\n",
+       "        fig.push_to_output();\n",
+       "    }, 1000);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var toolbar = document.createElement('div');\n",
+       "    toolbar.classList = 'btn-toolbar';\n",
+       "    this.root.appendChild(toolbar);\n",
+       "\n",
+       "    function on_click_closure(name) {\n",
+       "        return function (_event) {\n",
+       "            return fig.toolbar_button_onclick(name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    function on_mouseover_closure(tooltip) {\n",
+       "        return function (event) {\n",
+       "            if (!event.currentTarget.disabled) {\n",
+       "                return fig.toolbar_button_onmouseover(tooltip);\n",
+       "            }\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    fig.buttons = {};\n",
+       "    var buttonGroup = document.createElement('div');\n",
+       "    buttonGroup.classList = 'btn-group';\n",
+       "    var button;\n",
+       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) {\n",
+       "            /* Instead of a spacer, we start a new button group. */\n",
+       "            if (buttonGroup.hasChildNodes()) {\n",
+       "                toolbar.appendChild(buttonGroup);\n",
+       "            }\n",
+       "            buttonGroup = document.createElement('div');\n",
+       "            buttonGroup.classList = 'btn-group';\n",
+       "            continue;\n",
+       "        }\n",
+       "\n",
+       "        button = fig.buttons[name] = document.createElement('button');\n",
+       "        button.classList = 'btn btn-default';\n",
+       "        button.href = '#';\n",
+       "        button.title = name;\n",
+       "        button.innerHTML = '<i class=\"fa ' + image + ' fa-lg\"></i>';\n",
+       "        button.addEventListener('click', on_click_closure(method_name));\n",
+       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
+       "        buttonGroup.appendChild(button);\n",
+       "    }\n",
+       "\n",
+       "    if (buttonGroup.hasChildNodes()) {\n",
+       "        toolbar.appendChild(buttonGroup);\n",
+       "    }\n",
+       "\n",
+       "    // Add the status bar.\n",
+       "    var status_bar = document.createElement('span');\n",
+       "    status_bar.classList = 'mpl-message pull-right';\n",
+       "    toolbar.appendChild(status_bar);\n",
+       "    this.message = status_bar;\n",
+       "\n",
+       "    // Add the close button to the window.\n",
+       "    var buttongrp = document.createElement('div');\n",
+       "    buttongrp.classList = 'btn-group inline pull-right';\n",
+       "    button = document.createElement('button');\n",
+       "    button.classList = 'btn btn-mini btn-primary';\n",
+       "    button.href = '#';\n",
+       "    button.title = 'Stop Interaction';\n",
+       "    button.innerHTML = '<i class=\"fa fa-power-off icon-remove icon-large\"></i>';\n",
+       "    button.addEventListener('click', function (_evt) {\n",
+       "        fig.handle_close(fig, {});\n",
+       "    });\n",
+       "    button.addEventListener(\n",
+       "        'mouseover',\n",
+       "        on_mouseover_closure('Stop Interaction')\n",
+       "    );\n",
+       "    buttongrp.appendChild(button);\n",
+       "    var titlebar = this.root.querySelector('.ui-dialog-titlebar');\n",
+       "    titlebar.insertBefore(buttongrp, titlebar.firstChild);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._remove_fig_handler = function (event) {\n",
+       "    var fig = event.data.fig;\n",
+       "    if (event.target !== this) {\n",
+       "        // Ignore bubbled events from children.\n",
+       "        return;\n",
+       "    }\n",
+       "    fig.close_ws(fig, {});\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function (el) {\n",
+       "    el.style.boxSizing = 'content-box'; // override notebook setting of border-box.\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function (el) {\n",
+       "    // this is important to make the div 'focusable\n",
+       "    el.setAttribute('tabindex', 0);\n",
+       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
+       "    // off when our div gets focus\n",
+       "\n",
+       "    // location in version 3\n",
+       "    if (IPython.notebook.keyboard_manager) {\n",
+       "        IPython.notebook.keyboard_manager.register_events(el);\n",
+       "    } else {\n",
+       "        // location in version 2\n",
+       "        IPython.keyboard_manager.register_events(el);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function (event, _name) {\n",
+       "    // Check for shift+enter\n",
+       "    if (event.shiftKey && event.which === 13) {\n",
+       "        this.canvas_div.blur();\n",
+       "        // select the cell after this one\n",
+       "        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
+       "        IPython.notebook.select(index + 1);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
+       "    fig.ondownload(fig, null);\n",
+       "};\n",
+       "\n",
+       "mpl.find_output_cell = function (html_output) {\n",
+       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
+       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
+       "    // IPython event is triggered only after the cells have been serialised, which for\n",
+       "    // our purposes (turning an active figure into a static one), is too late.\n",
+       "    var cells = IPython.notebook.get_cells();\n",
+       "    var ncells = cells.length;\n",
+       "    for (var i = 0; i < ncells; i++) {\n",
+       "        var cell = cells[i];\n",
+       "        if (cell.cell_type === 'code') {\n",
+       "            for (var j = 0; j < cell.output_area.outputs.length; j++) {\n",
+       "                var data = cell.output_area.outputs[j];\n",
+       "                if (data.data) {\n",
+       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
+       "                    data = data.data;\n",
+       "                }\n",
+       "                if (data['text/html'] === html_output) {\n",
+       "                    return [cell, data, j];\n",
+       "                }\n",
+       "            }\n",
+       "        }\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "// Register the function which deals with the matplotlib target/channel.\n",
+       "// The kernel may be null if the page has been refreshed.\n",
+       "if (IPython.notebook.kernel !== null) {\n",
+       "    IPython.notebook.kernel.comm_manager.register_target(\n",
+       "        'matplotlib',\n",
+       "        mpl.mpl_figure_comm\n",
+       "    );\n",
+       "}\n"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Javascript object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<img 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\" width=\"640\">"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/javascript": [
+       "/* Put everything inside the global mpl namespace */\n",
+       "/* global mpl */\n",
+       "window.mpl = {};\n",
+       "\n",
+       "mpl.get_websocket_type = function () {\n",
+       "    if (typeof WebSocket !== 'undefined') {\n",
+       "        return WebSocket;\n",
+       "    } else if (typeof MozWebSocket !== 'undefined') {\n",
+       "        return MozWebSocket;\n",
+       "    } else {\n",
+       "        alert(\n",
+       "            'Your browser does not have WebSocket support. ' +\n",
+       "                'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
+       "                'Firefox 4 and 5 are also supported but you ' +\n",
+       "                'have to enable WebSockets in about:config.'\n",
+       "        );\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure = function (figure_id, websocket, ondownload, parent_element) {\n",
+       "    this.id = figure_id;\n",
+       "\n",
+       "    this.ws = websocket;\n",
+       "\n",
+       "    this.supports_binary = this.ws.binaryType !== undefined;\n",
+       "\n",
+       "    if (!this.supports_binary) {\n",
+       "        var warnings = document.getElementById('mpl-warnings');\n",
+       "        if (warnings) {\n",
+       "            warnings.style.display = 'block';\n",
+       "            warnings.textContent =\n",
+       "                'This browser does not support binary websocket messages. ' +\n",
+       "                'Performance may be slow.';\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    this.imageObj = new Image();\n",
+       "\n",
+       "    this.context = undefined;\n",
+       "    this.message = undefined;\n",
+       "    this.canvas = undefined;\n",
+       "    this.rubberband_canvas = undefined;\n",
+       "    this.rubberband_context = undefined;\n",
+       "    this.format_dropdown = undefined;\n",
+       "\n",
+       "    this.image_mode = 'full';\n",
+       "\n",
+       "    this.root = document.createElement('div');\n",
+       "    this.root.setAttribute('style', 'display: inline-block');\n",
+       "    this._root_extra_style(this.root);\n",
+       "\n",
+       "    parent_element.appendChild(this.root);\n",
+       "\n",
+       "    this._init_header(this);\n",
+       "    this._init_canvas(this);\n",
+       "    this._init_toolbar(this);\n",
+       "\n",
+       "    var fig = this;\n",
+       "\n",
+       "    this.waiting = false;\n",
+       "\n",
+       "    this.ws.onopen = function () {\n",
+       "        fig.send_message('supports_binary', { value: fig.supports_binary });\n",
+       "        fig.send_message('send_image_mode', {});\n",
+       "        if (fig.ratio !== 1) {\n",
+       "            fig.send_message('set_device_pixel_ratio', {\n",
+       "                device_pixel_ratio: fig.ratio,\n",
+       "            });\n",
+       "        }\n",
+       "        fig.send_message('refresh', {});\n",
+       "    };\n",
+       "\n",
+       "    this.imageObj.onload = function () {\n",
+       "        if (fig.image_mode === 'full') {\n",
+       "            // Full images could contain transparency (where diff images\n",
+       "            // almost always do), so we need to clear the canvas so that\n",
+       "            // there is no ghosting.\n",
+       "            fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
+       "        }\n",
+       "        fig.context.drawImage(fig.imageObj, 0, 0);\n",
+       "    };\n",
+       "\n",
+       "    this.imageObj.onunload = function () {\n",
+       "        fig.ws.close();\n",
+       "    };\n",
+       "\n",
+       "    this.ws.onmessage = this._make_on_message_function(this);\n",
+       "\n",
+       "    this.ondownload = ondownload;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_header = function () {\n",
+       "    var titlebar = document.createElement('div');\n",
+       "    titlebar.classList =\n",
+       "        'ui-dialog-titlebar ui-widget-header ui-corner-all ui-helper-clearfix';\n",
+       "    var titletext = document.createElement('div');\n",
+       "    titletext.classList = 'ui-dialog-title';\n",
+       "    titletext.setAttribute(\n",
+       "        'style',\n",
+       "        'width: 100%; text-align: center; padding: 3px;'\n",
+       "    );\n",
+       "    titlebar.appendChild(titletext);\n",
+       "    this.root.appendChild(titlebar);\n",
+       "    this.header = titletext;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function (_canvas_div) {};\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function (_canvas_div) {};\n",
+       "\n",
+       "mpl.figure.prototype._init_canvas = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var canvas_div = (this.canvas_div = document.createElement('div'));\n",
+       "    canvas_div.setAttribute(\n",
+       "        'style',\n",
+       "        'border: 1px solid #ddd;' +\n",
+       "            'box-sizing: content-box;' +\n",
+       "            'clear: both;' +\n",
+       "            'min-height: 1px;' +\n",
+       "            'min-width: 1px;' +\n",
+       "            'outline: 0;' +\n",
+       "            'overflow: hidden;' +\n",
+       "            'position: relative;' +\n",
+       "            'resize: both;'\n",
+       "    );\n",
+       "\n",
+       "    function on_keyboard_event_closure(name) {\n",
+       "        return function (event) {\n",
+       "            return fig.key_event(event, name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    canvas_div.addEventListener(\n",
+       "        'keydown',\n",
+       "        on_keyboard_event_closure('key_press')\n",
+       "    );\n",
+       "    canvas_div.addEventListener(\n",
+       "        'keyup',\n",
+       "        on_keyboard_event_closure('key_release')\n",
+       "    );\n",
+       "\n",
+       "    this._canvas_extra_style(canvas_div);\n",
+       "    this.root.appendChild(canvas_div);\n",
+       "\n",
+       "    var canvas = (this.canvas = document.createElement('canvas'));\n",
+       "    canvas.classList.add('mpl-canvas');\n",
+       "    canvas.setAttribute('style', 'box-sizing: content-box;');\n",
+       "\n",
+       "    this.context = canvas.getContext('2d');\n",
+       "\n",
+       "    var backingStore =\n",
+       "        this.context.backingStorePixelRatio ||\n",
+       "        this.context.webkitBackingStorePixelRatio ||\n",
+       "        this.context.mozBackingStorePixelRatio ||\n",
+       "        this.context.msBackingStorePixelRatio ||\n",
+       "        this.context.oBackingStorePixelRatio ||\n",
+       "        this.context.backingStorePixelRatio ||\n",
+       "        1;\n",
+       "\n",
+       "    this.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
+       "\n",
+       "    var rubberband_canvas = (this.rubberband_canvas = document.createElement(\n",
+       "        'canvas'\n",
+       "    ));\n",
+       "    rubberband_canvas.setAttribute(\n",
+       "        'style',\n",
+       "        'box-sizing: content-box; position: absolute; left: 0; top: 0; z-index: 1;'\n",
+       "    );\n",
+       "\n",
+       "    // Apply a ponyfill if ResizeObserver is not implemented by browser.\n",
+       "    if (this.ResizeObserver === undefined) {\n",
+       "        if (window.ResizeObserver !== undefined) {\n",
+       "            this.ResizeObserver = window.ResizeObserver;\n",
+       "        } else {\n",
+       "            var obs = _JSXTOOLS_RESIZE_OBSERVER({});\n",
+       "            this.ResizeObserver = obs.ResizeObserver;\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    this.resizeObserverInstance = new this.ResizeObserver(function (entries) {\n",
+       "        var nentries = entries.length;\n",
+       "        for (var i = 0; i < nentries; i++) {\n",
+       "            var entry = entries[i];\n",
+       "            var width, height;\n",
+       "            if (entry.contentBoxSize) {\n",
+       "                if (entry.contentBoxSize instanceof Array) {\n",
+       "                    // Chrome 84 implements new version of spec.\n",
+       "                    width = entry.contentBoxSize[0].inlineSize;\n",
+       "                    height = entry.contentBoxSize[0].blockSize;\n",
+       "                } else {\n",
+       "                    // Firefox implements old version of spec.\n",
+       "                    width = entry.contentBoxSize.inlineSize;\n",
+       "                    height = entry.contentBoxSize.blockSize;\n",
+       "                }\n",
+       "            } else {\n",
+       "                // Chrome <84 implements even older version of spec.\n",
+       "                width = entry.contentRect.width;\n",
+       "                height = entry.contentRect.height;\n",
+       "            }\n",
+       "\n",
+       "            // Keep the size of the canvas and rubber band canvas in sync with\n",
+       "            // the canvas container.\n",
+       "            if (entry.devicePixelContentBoxSize) {\n",
+       "                // Chrome 84 implements new version of spec.\n",
+       "                canvas.setAttribute(\n",
+       "                    'width',\n",
+       "                    entry.devicePixelContentBoxSize[0].inlineSize\n",
+       "                );\n",
+       "                canvas.setAttribute(\n",
+       "                    'height',\n",
+       "                    entry.devicePixelContentBoxSize[0].blockSize\n",
+       "                );\n",
+       "            } else {\n",
+       "                canvas.setAttribute('width', width * fig.ratio);\n",
+       "                canvas.setAttribute('height', height * fig.ratio);\n",
+       "            }\n",
+       "            canvas.setAttribute(\n",
+       "                'style',\n",
+       "                'width: ' + width + 'px; height: ' + height + 'px;'\n",
+       "            );\n",
+       "\n",
+       "            rubberband_canvas.setAttribute('width', width);\n",
+       "            rubberband_canvas.setAttribute('height', height);\n",
+       "\n",
+       "            // And update the size in Python. We ignore the initial 0/0 size\n",
+       "            // that occurs as the element is placed into the DOM, which should\n",
+       "            // otherwise not happen due to the minimum size styling.\n",
+       "            if (fig.ws.readyState == 1 && width != 0 && height != 0) {\n",
+       "                fig.request_resize(width, height);\n",
+       "            }\n",
+       "        }\n",
+       "    });\n",
+       "    this.resizeObserverInstance.observe(canvas_div);\n",
+       "\n",
+       "    function on_mouse_event_closure(name) {\n",
+       "        return function (event) {\n",
+       "            return fig.mouse_event(event, name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mousedown',\n",
+       "        on_mouse_event_closure('button_press')\n",
+       "    );\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mouseup',\n",
+       "        on_mouse_event_closure('button_release')\n",
+       "    );\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'dblclick',\n",
+       "        on_mouse_event_closure('dblclick')\n",
+       "    );\n",
+       "    // Throttle sequential mouse events to 1 every 20ms.\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mousemove',\n",
+       "        on_mouse_event_closure('motion_notify')\n",
+       "    );\n",
+       "\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mouseenter',\n",
+       "        on_mouse_event_closure('figure_enter')\n",
+       "    );\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mouseleave',\n",
+       "        on_mouse_event_closure('figure_leave')\n",
+       "    );\n",
+       "\n",
+       "    canvas_div.addEventListener('wheel', function (event) {\n",
+       "        if (event.deltaY < 0) {\n",
+       "            event.step = 1;\n",
+       "        } else {\n",
+       "            event.step = -1;\n",
+       "        }\n",
+       "        on_mouse_event_closure('scroll')(event);\n",
+       "    });\n",
+       "\n",
+       "    canvas_div.appendChild(canvas);\n",
+       "    canvas_div.appendChild(rubberband_canvas);\n",
+       "\n",
+       "    this.rubberband_context = rubberband_canvas.getContext('2d');\n",
+       "    this.rubberband_context.strokeStyle = '#000000';\n",
+       "\n",
+       "    this._resize_canvas = function (width, height, forward) {\n",
+       "        if (forward) {\n",
+       "            canvas_div.style.width = width + 'px';\n",
+       "            canvas_div.style.height = height + 'px';\n",
+       "        }\n",
+       "    };\n",
+       "\n",
+       "    // Disable right mouse context menu.\n",
+       "    this.rubberband_canvas.addEventListener('contextmenu', function (_e) {\n",
+       "        event.preventDefault();\n",
+       "        return false;\n",
+       "    });\n",
+       "\n",
+       "    function set_focus() {\n",
+       "        canvas.focus();\n",
+       "        canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    window.setTimeout(set_focus, 100);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var toolbar = document.createElement('div');\n",
+       "    toolbar.classList = 'mpl-toolbar';\n",
+       "    this.root.appendChild(toolbar);\n",
+       "\n",
+       "    function on_click_closure(name) {\n",
+       "        return function (_event) {\n",
+       "            return fig.toolbar_button_onclick(name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    function on_mouseover_closure(tooltip) {\n",
+       "        return function (event) {\n",
+       "            if (!event.currentTarget.disabled) {\n",
+       "                return fig.toolbar_button_onmouseover(tooltip);\n",
+       "            }\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    fig.buttons = {};\n",
+       "    var buttonGroup = document.createElement('div');\n",
+       "    buttonGroup.classList = 'mpl-button-group';\n",
+       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) {\n",
+       "            /* Instead of a spacer, we start a new button group. */\n",
+       "            if (buttonGroup.hasChildNodes()) {\n",
+       "                toolbar.appendChild(buttonGroup);\n",
+       "            }\n",
+       "            buttonGroup = document.createElement('div');\n",
+       "            buttonGroup.classList = 'mpl-button-group';\n",
+       "            continue;\n",
+       "        }\n",
+       "\n",
+       "        var button = (fig.buttons[name] = document.createElement('button'));\n",
+       "        button.classList = 'mpl-widget';\n",
+       "        button.setAttribute('role', 'button');\n",
+       "        button.setAttribute('aria-disabled', 'false');\n",
+       "        button.addEventListener('click', on_click_closure(method_name));\n",
+       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
+       "\n",
+       "        var icon_img = document.createElement('img');\n",
+       "        icon_img.src = '_images/' + image + '.png';\n",
+       "        icon_img.srcset = '_images/' + image + '_large.png 2x';\n",
+       "        icon_img.alt = tooltip;\n",
+       "        button.appendChild(icon_img);\n",
+       "\n",
+       "        buttonGroup.appendChild(button);\n",
+       "    }\n",
+       "\n",
+       "    if (buttonGroup.hasChildNodes()) {\n",
+       "        toolbar.appendChild(buttonGroup);\n",
+       "    }\n",
+       "\n",
+       "    var fmt_picker = document.createElement('select');\n",
+       "    fmt_picker.classList = 'mpl-widget';\n",
+       "    toolbar.appendChild(fmt_picker);\n",
+       "    this.format_dropdown = fmt_picker;\n",
+       "\n",
+       "    for (var ind in mpl.extensions) {\n",
+       "        var fmt = mpl.extensions[ind];\n",
+       "        var option = document.createElement('option');\n",
+       "        option.selected = fmt === mpl.default_extension;\n",
+       "        option.innerHTML = fmt;\n",
+       "        fmt_picker.appendChild(option);\n",
+       "    }\n",
+       "\n",
+       "    var status_bar = document.createElement('span');\n",
+       "    status_bar.classList = 'mpl-message';\n",
+       "    toolbar.appendChild(status_bar);\n",
+       "    this.message = status_bar;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.request_resize = function (x_pixels, y_pixels) {\n",
+       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
+       "    // which will in turn request a refresh of the image.\n",
+       "    this.send_message('resize', { width: x_pixels, height: y_pixels });\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.send_message = function (type, properties) {\n",
+       "    properties['type'] = type;\n",
+       "    properties['figure_id'] = this.id;\n",
+       "    this.ws.send(JSON.stringify(properties));\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.send_draw_message = function () {\n",
+       "    if (!this.waiting) {\n",
+       "        this.waiting = true;\n",
+       "        this.ws.send(JSON.stringify({ type: 'draw', figure_id: this.id }));\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
+       "    var format_dropdown = fig.format_dropdown;\n",
+       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
+       "    fig.ondownload(fig, format);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_resize = function (fig, msg) {\n",
+       "    var size = msg['size'];\n",
+       "    if (size[0] !== fig.canvas.width || size[1] !== fig.canvas.height) {\n",
+       "        fig._resize_canvas(size[0], size[1], msg['forward']);\n",
+       "        fig.send_message('refresh', {});\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_rubberband = function (fig, msg) {\n",
+       "    var x0 = msg['x0'] / fig.ratio;\n",
+       "    var y0 = (fig.canvas.height - msg['y0']) / fig.ratio;\n",
+       "    var x1 = msg['x1'] / fig.ratio;\n",
+       "    var y1 = (fig.canvas.height - msg['y1']) / fig.ratio;\n",
+       "    x0 = Math.floor(x0) + 0.5;\n",
+       "    y0 = Math.floor(y0) + 0.5;\n",
+       "    x1 = Math.floor(x1) + 0.5;\n",
+       "    y1 = Math.floor(y1) + 0.5;\n",
+       "    var min_x = Math.min(x0, x1);\n",
+       "    var min_y = Math.min(y0, y1);\n",
+       "    var width = Math.abs(x1 - x0);\n",
+       "    var height = Math.abs(y1 - y0);\n",
+       "\n",
+       "    fig.rubberband_context.clearRect(\n",
+       "        0,\n",
+       "        0,\n",
+       "        fig.canvas.width / fig.ratio,\n",
+       "        fig.canvas.height / fig.ratio\n",
+       "    );\n",
+       "\n",
+       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_figure_label = function (fig, msg) {\n",
+       "    // Updates the figure title.\n",
+       "    fig.header.textContent = msg['label'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_cursor = function (fig, msg) {\n",
+       "    fig.rubberband_canvas.style.cursor = msg['cursor'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_message = function (fig, msg) {\n",
+       "    fig.message.textContent = msg['message'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_draw = function (fig, _msg) {\n",
+       "    // Request the server to send over a new figure.\n",
+       "    fig.send_draw_message();\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_image_mode = function (fig, msg) {\n",
+       "    fig.image_mode = msg['mode'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_history_buttons = function (fig, msg) {\n",
+       "    for (var key in msg) {\n",
+       "        if (!(key in fig.buttons)) {\n",
+       "            continue;\n",
+       "        }\n",
+       "        fig.buttons[key].disabled = !msg[key];\n",
+       "        fig.buttons[key].setAttribute('aria-disabled', !msg[key]);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_navigate_mode = function (fig, msg) {\n",
+       "    if (msg['mode'] === 'PAN') {\n",
+       "        fig.buttons['Pan'].classList.add('active');\n",
+       "        fig.buttons['Zoom'].classList.remove('active');\n",
+       "    } else if (msg['mode'] === 'ZOOM') {\n",
+       "        fig.buttons['Pan'].classList.remove('active');\n",
+       "        fig.buttons['Zoom'].classList.add('active');\n",
+       "    } else {\n",
+       "        fig.buttons['Pan'].classList.remove('active');\n",
+       "        fig.buttons['Zoom'].classList.remove('active');\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function () {\n",
+       "    // Called whenever the canvas gets updated.\n",
+       "    this.send_message('ack', {});\n",
+       "};\n",
+       "\n",
+       "// A function to construct a web socket function for onmessage handling.\n",
+       "// Called in the figure constructor.\n",
+       "mpl.figure.prototype._make_on_message_function = function (fig) {\n",
+       "    return function socket_on_message(evt) {\n",
+       "        if (evt.data instanceof Blob) {\n",
+       "            var img = evt.data;\n",
+       "            if (img.type !== 'image/png') {\n",
+       "                /* FIXME: We get \"Resource interpreted as Image but\n",
+       "                 * transferred with MIME type text/plain:\" errors on\n",
+       "                 * Chrome.  But how to set the MIME type?  It doesn't seem\n",
+       "                 * to be part of the websocket stream */\n",
+       "                img.type = 'image/png';\n",
+       "            }\n",
+       "\n",
+       "            /* Free the memory for the previous frames */\n",
+       "            if (fig.imageObj.src) {\n",
+       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
+       "                    fig.imageObj.src\n",
+       "                );\n",
+       "            }\n",
+       "\n",
+       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
+       "                img\n",
+       "            );\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        } else if (\n",
+       "            typeof evt.data === 'string' &&\n",
+       "            evt.data.slice(0, 21) === 'data:image/png;base64'\n",
+       "        ) {\n",
+       "            fig.imageObj.src = evt.data;\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        var msg = JSON.parse(evt.data);\n",
+       "        var msg_type = msg['type'];\n",
+       "\n",
+       "        // Call the  \"handle_{type}\" callback, which takes\n",
+       "        // the figure and JSON message as its only arguments.\n",
+       "        try {\n",
+       "            var callback = fig['handle_' + msg_type];\n",
+       "        } catch (e) {\n",
+       "            console.log(\n",
+       "                \"No handler for the '\" + msg_type + \"' message type: \",\n",
+       "                msg\n",
+       "            );\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        if (callback) {\n",
+       "            try {\n",
+       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
+       "                callback(fig, msg);\n",
+       "            } catch (e) {\n",
+       "                console.log(\n",
+       "                    \"Exception inside the 'handler_\" + msg_type + \"' callback:\",\n",
+       "                    e,\n",
+       "                    e.stack,\n",
+       "                    msg\n",
+       "                );\n",
+       "            }\n",
+       "        }\n",
+       "    };\n",
+       "};\n",
+       "\n",
+       "// from https://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
+       "mpl.findpos = function (e) {\n",
+       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
+       "    var targ;\n",
+       "    if (!e) {\n",
+       "        e = window.event;\n",
+       "    }\n",
+       "    if (e.target) {\n",
+       "        targ = e.target;\n",
+       "    } else if (e.srcElement) {\n",
+       "        targ = e.srcElement;\n",
+       "    }\n",
+       "    if (targ.nodeType === 3) {\n",
+       "        // defeat Safari bug\n",
+       "        targ = targ.parentNode;\n",
+       "    }\n",
+       "\n",
+       "    // pageX,Y are the mouse positions relative to the document\n",
+       "    var boundingRect = targ.getBoundingClientRect();\n",
+       "    var x = e.pageX - (boundingRect.left + document.body.scrollLeft);\n",
+       "    var y = e.pageY - (boundingRect.top + document.body.scrollTop);\n",
+       "\n",
+       "    return { x: x, y: y };\n",
+       "};\n",
+       "\n",
+       "/*\n",
+       " * return a copy of an object with only non-object keys\n",
+       " * we need this to avoid circular references\n",
+       " * https://stackoverflow.com/a/24161582/3208463\n",
+       " */\n",
+       "function simpleKeys(original) {\n",
+       "    return Object.keys(original).reduce(function (obj, key) {\n",
+       "        if (typeof original[key] !== 'object') {\n",
+       "            obj[key] = original[key];\n",
+       "        }\n",
+       "        return obj;\n",
+       "    }, {});\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.mouse_event = function (event, name) {\n",
+       "    var canvas_pos = mpl.findpos(event);\n",
+       "\n",
+       "    if (name === 'button_press') {\n",
+       "        this.canvas.focus();\n",
+       "        this.canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    var x = canvas_pos.x * this.ratio;\n",
+       "    var y = canvas_pos.y * this.ratio;\n",
+       "\n",
+       "    this.send_message(name, {\n",
+       "        x: x,\n",
+       "        y: y,\n",
+       "        button: event.button,\n",
+       "        step: event.step,\n",
+       "        guiEvent: simpleKeys(event),\n",
+       "    });\n",
+       "\n",
+       "    /* This prevents the web browser from automatically changing to\n",
+       "     * the text insertion cursor when the button is pressed.  We want\n",
+       "     * to control all of the cursor setting manually through the\n",
+       "     * 'cursor' event from matplotlib */\n",
+       "    event.preventDefault();\n",
+       "    return false;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function (_event, _name) {\n",
+       "    // Handle any extra behaviour associated with a key event\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.key_event = function (event, name) {\n",
+       "    // Prevent repeat events\n",
+       "    if (name === 'key_press') {\n",
+       "        if (event.key === this._key) {\n",
+       "            return;\n",
+       "        } else {\n",
+       "            this._key = event.key;\n",
+       "        }\n",
+       "    }\n",
+       "    if (name === 'key_release') {\n",
+       "        this._key = null;\n",
+       "    }\n",
+       "\n",
+       "    var value = '';\n",
+       "    if (event.ctrlKey && event.key !== 'Control') {\n",
+       "        value += 'ctrl+';\n",
+       "    }\n",
+       "    else if (event.altKey && event.key !== 'Alt') {\n",
+       "        value += 'alt+';\n",
+       "    }\n",
+       "    else if (event.shiftKey && event.key !== 'Shift') {\n",
+       "        value += 'shift+';\n",
+       "    }\n",
+       "\n",
+       "    value += 'k' + event.key;\n",
+       "\n",
+       "    this._key_event_extra(event, name);\n",
+       "\n",
+       "    this.send_message(name, { key: value, guiEvent: simpleKeys(event) });\n",
+       "    return false;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onclick = function (name) {\n",
+       "    if (name === 'download') {\n",
+       "        this.handle_save(this, null);\n",
+       "    } else {\n",
+       "        this.send_message('toolbar_button', { name: name });\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onmouseover = function (tooltip) {\n",
+       "    this.message.textContent = tooltip;\n",
+       "};\n",
+       "\n",
+       "///////////////// REMAINING CONTENT GENERATED BY embed_js.py /////////////////\n",
+       "// prettier-ignore\n",
+       "var _JSXTOOLS_RESIZE_OBSERVER=function(A){var t,i=new WeakMap,n=new WeakMap,a=new WeakMap,r=new WeakMap,o=new Set;function s(e){if(!(this instanceof s))throw new TypeError(\"Constructor requires 'new' operator\");i.set(this,e)}function h(){throw new TypeError(\"Function is not a constructor\")}function c(e,t,i,n){e=0 in arguments?Number(arguments[0]):0,t=1 in arguments?Number(arguments[1]):0,i=2 in arguments?Number(arguments[2]):0,n=3 in arguments?Number(arguments[3]):0,this.right=(this.x=this.left=e)+(this.width=i),this.bottom=(this.y=this.top=t)+(this.height=n),Object.freeze(this)}function d(){t=requestAnimationFrame(d);var s=new WeakMap,p=new Set;o.forEach((function(t){r.get(t).forEach((function(i){var r=t instanceof window.SVGElement,o=a.get(t),d=r?0:parseFloat(o.paddingTop),f=r?0:parseFloat(o.paddingRight),l=r?0:parseFloat(o.paddingBottom),u=r?0:parseFloat(o.paddingLeft),g=r?0:parseFloat(o.borderTopWidth),m=r?0:parseFloat(o.borderRightWidth),w=r?0:parseFloat(o.borderBottomWidth),b=u+f,F=d+l,v=(r?0:parseFloat(o.borderLeftWidth))+m,W=g+w,y=r?0:t.offsetHeight-W-t.clientHeight,E=r?0:t.offsetWidth-v-t.clientWidth,R=b+v,z=F+W,M=r?t.width:parseFloat(o.width)-R-E,O=r?t.height:parseFloat(o.height)-z-y;if(n.has(t)){var k=n.get(t);if(k[0]===M&&k[1]===O)return}n.set(t,[M,O]);var S=Object.create(h.prototype);S.target=t,S.contentRect=new c(u,d,M,O),s.has(i)||(s.set(i,[]),p.add(i)),s.get(i).push(S)}))})),p.forEach((function(e){i.get(e).call(e,s.get(e),e)}))}return s.prototype.observe=function(i){if(i instanceof window.Element){r.has(i)||(r.set(i,new Set),o.add(i),a.set(i,window.getComputedStyle(i)));var n=r.get(i);n.has(this)||n.add(this),cancelAnimationFrame(t),t=requestAnimationFrame(d)}},s.prototype.unobserve=function(i){if(i instanceof window.Element&&r.has(i)){var n=r.get(i);n.has(this)&&(n.delete(this),n.size||(r.delete(i),o.delete(i))),n.size||r.delete(i),o.size||cancelAnimationFrame(t)}},A.DOMRectReadOnly=c,A.ResizeObserver=s,A.ResizeObserverEntry=h,A}; // eslint-disable-line\n",
+       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Left button pans, Right button zooms\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\\nx/y fixes axis\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
+       "\n",
+       "mpl.extensions = [\"eps\", \"jpeg\", \"pgf\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
+       "\n",
+       "mpl.default_extension = \"png\";/* global mpl */\n",
+       "\n",
+       "var comm_websocket_adapter = function (comm) {\n",
+       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
+       "    // object with the appropriate methods. Currently this is a non binary\n",
+       "    // socket, so there is still some room for performance tuning.\n",
+       "    var ws = {};\n",
+       "\n",
+       "    ws.binaryType = comm.kernel.ws.binaryType;\n",
+       "    ws.readyState = comm.kernel.ws.readyState;\n",
+       "    function updateReadyState(_event) {\n",
+       "        if (comm.kernel.ws) {\n",
+       "            ws.readyState = comm.kernel.ws.readyState;\n",
+       "        } else {\n",
+       "            ws.readyState = 3; // Closed state.\n",
+       "        }\n",
+       "    }\n",
+       "    comm.kernel.ws.addEventListener('open', updateReadyState);\n",
+       "    comm.kernel.ws.addEventListener('close', updateReadyState);\n",
+       "    comm.kernel.ws.addEventListener('error', updateReadyState);\n",
+       "\n",
+       "    ws.close = function () {\n",
+       "        comm.close();\n",
+       "    };\n",
+       "    ws.send = function (m) {\n",
+       "        //console.log('sending', m);\n",
+       "        comm.send(m);\n",
+       "    };\n",
+       "    // Register the callback with on_msg.\n",
+       "    comm.on_msg(function (msg) {\n",
+       "        //console.log('receiving', msg['content']['data'], msg);\n",
+       "        var data = msg['content']['data'];\n",
+       "        if (data['blob'] !== undefined) {\n",
+       "            data = {\n",
+       "                data: new Blob(msg['buffers'], { type: data['blob'] }),\n",
+       "            };\n",
+       "        }\n",
+       "        // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
+       "        ws.onmessage(data);\n",
+       "    });\n",
+       "    return ws;\n",
+       "};\n",
+       "\n",
+       "mpl.mpl_figure_comm = function (comm, msg) {\n",
+       "    // This is the function which gets called when the mpl process\n",
+       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
+       "\n",
+       "    var id = msg.content.data.id;\n",
+       "    // Get hold of the div created by the display call when the Comm\n",
+       "    // socket was opened in Python.\n",
+       "    var element = document.getElementById(id);\n",
+       "    var ws_proxy = comm_websocket_adapter(comm);\n",
+       "\n",
+       "    function ondownload(figure, _format) {\n",
+       "        window.open(figure.canvas.toDataURL());\n",
+       "    }\n",
+       "\n",
+       "    var fig = new mpl.figure(id, ws_proxy, ondownload, element);\n",
+       "\n",
+       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
+       "    // web socket which is closed, not our websocket->open comm proxy.\n",
+       "    ws_proxy.onopen();\n",
+       "\n",
+       "    fig.parent_element = element;\n",
+       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
+       "    if (!fig.cell_info) {\n",
+       "        console.error('Failed to find cell for figure', id, fig);\n",
+       "        return;\n",
+       "    }\n",
+       "    fig.cell_info[0].output_area.element.on(\n",
+       "        'cleared',\n",
+       "        { fig: fig },\n",
+       "        fig._remove_fig_handler\n",
+       "    );\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_close = function (fig, msg) {\n",
+       "    var width = fig.canvas.width / fig.ratio;\n",
+       "    fig.cell_info[0].output_area.element.off(\n",
+       "        'cleared',\n",
+       "        fig._remove_fig_handler\n",
+       "    );\n",
+       "    fig.resizeObserverInstance.unobserve(fig.canvas_div);\n",
+       "\n",
+       "    // Update the output cell to use the data from the current canvas.\n",
+       "    fig.push_to_output();\n",
+       "    var dataURL = fig.canvas.toDataURL();\n",
+       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
+       "    // the notebook keyboard shortcuts fail.\n",
+       "    IPython.keyboard_manager.enable();\n",
+       "    fig.parent_element.innerHTML =\n",
+       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
+       "    fig.close_ws(fig, msg);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.close_ws = function (fig, msg) {\n",
+       "    fig.send_message('closing', msg);\n",
+       "    // fig.ws.close()\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.push_to_output = function (_remove_interactive) {\n",
+       "    // Turn the data on the canvas into data in the output cell.\n",
+       "    var width = this.canvas.width / this.ratio;\n",
+       "    var dataURL = this.canvas.toDataURL();\n",
+       "    this.cell_info[1]['text/html'] =\n",
+       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function () {\n",
+       "    // Tell IPython that the notebook contents must change.\n",
+       "    IPython.notebook.set_dirty(true);\n",
+       "    this.send_message('ack', {});\n",
+       "    var fig = this;\n",
+       "    // Wait a second, then push the new image to the DOM so\n",
+       "    // that it is saved nicely (might be nice to debounce this).\n",
+       "    setTimeout(function () {\n",
+       "        fig.push_to_output();\n",
+       "    }, 1000);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var toolbar = document.createElement('div');\n",
+       "    toolbar.classList = 'btn-toolbar';\n",
+       "    this.root.appendChild(toolbar);\n",
+       "\n",
+       "    function on_click_closure(name) {\n",
+       "        return function (_event) {\n",
+       "            return fig.toolbar_button_onclick(name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    function on_mouseover_closure(tooltip) {\n",
+       "        return function (event) {\n",
+       "            if (!event.currentTarget.disabled) {\n",
+       "                return fig.toolbar_button_onmouseover(tooltip);\n",
+       "            }\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    fig.buttons = {};\n",
+       "    var buttonGroup = document.createElement('div');\n",
+       "    buttonGroup.classList = 'btn-group';\n",
+       "    var button;\n",
+       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) {\n",
+       "            /* Instead of a spacer, we start a new button group. */\n",
+       "            if (buttonGroup.hasChildNodes()) {\n",
+       "                toolbar.appendChild(buttonGroup);\n",
+       "            }\n",
+       "            buttonGroup = document.createElement('div');\n",
+       "            buttonGroup.classList = 'btn-group';\n",
+       "            continue;\n",
+       "        }\n",
+       "\n",
+       "        button = fig.buttons[name] = document.createElement('button');\n",
+       "        button.classList = 'btn btn-default';\n",
+       "        button.href = '#';\n",
+       "        button.title = name;\n",
+       "        button.innerHTML = '<i class=\"fa ' + image + ' fa-lg\"></i>';\n",
+       "        button.addEventListener('click', on_click_closure(method_name));\n",
+       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
+       "        buttonGroup.appendChild(button);\n",
+       "    }\n",
+       "\n",
+       "    if (buttonGroup.hasChildNodes()) {\n",
+       "        toolbar.appendChild(buttonGroup);\n",
+       "    }\n",
+       "\n",
+       "    // Add the status bar.\n",
+       "    var status_bar = document.createElement('span');\n",
+       "    status_bar.classList = 'mpl-message pull-right';\n",
+       "    toolbar.appendChild(status_bar);\n",
+       "    this.message = status_bar;\n",
+       "\n",
+       "    // Add the close button to the window.\n",
+       "    var buttongrp = document.createElement('div');\n",
+       "    buttongrp.classList = 'btn-group inline pull-right';\n",
+       "    button = document.createElement('button');\n",
+       "    button.classList = 'btn btn-mini btn-primary';\n",
+       "    button.href = '#';\n",
+       "    button.title = 'Stop Interaction';\n",
+       "    button.innerHTML = '<i class=\"fa fa-power-off icon-remove icon-large\"></i>';\n",
+       "    button.addEventListener('click', function (_evt) {\n",
+       "        fig.handle_close(fig, {});\n",
+       "    });\n",
+       "    button.addEventListener(\n",
+       "        'mouseover',\n",
+       "        on_mouseover_closure('Stop Interaction')\n",
+       "    );\n",
+       "    buttongrp.appendChild(button);\n",
+       "    var titlebar = this.root.querySelector('.ui-dialog-titlebar');\n",
+       "    titlebar.insertBefore(buttongrp, titlebar.firstChild);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._remove_fig_handler = function (event) {\n",
+       "    var fig = event.data.fig;\n",
+       "    if (event.target !== this) {\n",
+       "        // Ignore bubbled events from children.\n",
+       "        return;\n",
+       "    }\n",
+       "    fig.close_ws(fig, {});\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function (el) {\n",
+       "    el.style.boxSizing = 'content-box'; // override notebook setting of border-box.\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function (el) {\n",
+       "    // this is important to make the div 'focusable\n",
+       "    el.setAttribute('tabindex', 0);\n",
+       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
+       "    // off when our div gets focus\n",
+       "\n",
+       "    // location in version 3\n",
+       "    if (IPython.notebook.keyboard_manager) {\n",
+       "        IPython.notebook.keyboard_manager.register_events(el);\n",
+       "    } else {\n",
+       "        // location in version 2\n",
+       "        IPython.keyboard_manager.register_events(el);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function (event, _name) {\n",
+       "    // Check for shift+enter\n",
+       "    if (event.shiftKey && event.which === 13) {\n",
+       "        this.canvas_div.blur();\n",
+       "        // select the cell after this one\n",
+       "        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
+       "        IPython.notebook.select(index + 1);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
+       "    fig.ondownload(fig, null);\n",
+       "};\n",
+       "\n",
+       "mpl.find_output_cell = function (html_output) {\n",
+       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
+       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
+       "    // IPython event is triggered only after the cells have been serialised, which for\n",
+       "    // our purposes (turning an active figure into a static one), is too late.\n",
+       "    var cells = IPython.notebook.get_cells();\n",
+       "    var ncells = cells.length;\n",
+       "    for (var i = 0; i < ncells; i++) {\n",
+       "        var cell = cells[i];\n",
+       "        if (cell.cell_type === 'code') {\n",
+       "            for (var j = 0; j < cell.output_area.outputs.length; j++) {\n",
+       "                var data = cell.output_area.outputs[j];\n",
+       "                if (data.data) {\n",
+       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
+       "                    data = data.data;\n",
+       "                }\n",
+       "                if (data['text/html'] === html_output) {\n",
+       "                    return [cell, data, j];\n",
+       "                }\n",
+       "            }\n",
+       "        }\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "// Register the function which deals with the matplotlib target/channel.\n",
+       "// The kernel may be null if the page has been refreshed.\n",
+       "if (IPython.notebook.kernel !== null) {\n",
+       "    IPython.notebook.kernel.comm_manager.register_target(\n",
+       "        'matplotlib',\n",
+       "        mpl.mpl_figure_comm\n",
+       "    );\n",
+       "}\n"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Javascript object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<img 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\" width=\"640\">"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/javascript": [
+       "/* Put everything inside the global mpl namespace */\n",
+       "/* global mpl */\n",
+       "window.mpl = {};\n",
+       "\n",
+       "mpl.get_websocket_type = function () {\n",
+       "    if (typeof WebSocket !== 'undefined') {\n",
+       "        return WebSocket;\n",
+       "    } else if (typeof MozWebSocket !== 'undefined') {\n",
+       "        return MozWebSocket;\n",
+       "    } else {\n",
+       "        alert(\n",
+       "            'Your browser does not have WebSocket support. ' +\n",
+       "                'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
+       "                'Firefox 4 and 5 are also supported but you ' +\n",
+       "                'have to enable WebSockets in about:config.'\n",
+       "        );\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure = function (figure_id, websocket, ondownload, parent_element) {\n",
+       "    this.id = figure_id;\n",
+       "\n",
+       "    this.ws = websocket;\n",
+       "\n",
+       "    this.supports_binary = this.ws.binaryType !== undefined;\n",
+       "\n",
+       "    if (!this.supports_binary) {\n",
+       "        var warnings = document.getElementById('mpl-warnings');\n",
+       "        if (warnings) {\n",
+       "            warnings.style.display = 'block';\n",
+       "            warnings.textContent =\n",
+       "                'This browser does not support binary websocket messages. ' +\n",
+       "                'Performance may be slow.';\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    this.imageObj = new Image();\n",
+       "\n",
+       "    this.context = undefined;\n",
+       "    this.message = undefined;\n",
+       "    this.canvas = undefined;\n",
+       "    this.rubberband_canvas = undefined;\n",
+       "    this.rubberband_context = undefined;\n",
+       "    this.format_dropdown = undefined;\n",
+       "\n",
+       "    this.image_mode = 'full';\n",
+       "\n",
+       "    this.root = document.createElement('div');\n",
+       "    this.root.setAttribute('style', 'display: inline-block');\n",
+       "    this._root_extra_style(this.root);\n",
+       "\n",
+       "    parent_element.appendChild(this.root);\n",
+       "\n",
+       "    this._init_header(this);\n",
+       "    this._init_canvas(this);\n",
+       "    this._init_toolbar(this);\n",
+       "\n",
+       "    var fig = this;\n",
+       "\n",
+       "    this.waiting = false;\n",
+       "\n",
+       "    this.ws.onopen = function () {\n",
+       "        fig.send_message('supports_binary', { value: fig.supports_binary });\n",
+       "        fig.send_message('send_image_mode', {});\n",
+       "        if (fig.ratio !== 1) {\n",
+       "            fig.send_message('set_device_pixel_ratio', {\n",
+       "                device_pixel_ratio: fig.ratio,\n",
+       "            });\n",
+       "        }\n",
+       "        fig.send_message('refresh', {});\n",
+       "    };\n",
+       "\n",
+       "    this.imageObj.onload = function () {\n",
+       "        if (fig.image_mode === 'full') {\n",
+       "            // Full images could contain transparency (where diff images\n",
+       "            // almost always do), so we need to clear the canvas so that\n",
+       "            // there is no ghosting.\n",
+       "            fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
+       "        }\n",
+       "        fig.context.drawImage(fig.imageObj, 0, 0);\n",
+       "    };\n",
+       "\n",
+       "    this.imageObj.onunload = function () {\n",
+       "        fig.ws.close();\n",
+       "    };\n",
+       "\n",
+       "    this.ws.onmessage = this._make_on_message_function(this);\n",
+       "\n",
+       "    this.ondownload = ondownload;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_header = function () {\n",
+       "    var titlebar = document.createElement('div');\n",
+       "    titlebar.classList =\n",
+       "        'ui-dialog-titlebar ui-widget-header ui-corner-all ui-helper-clearfix';\n",
+       "    var titletext = document.createElement('div');\n",
+       "    titletext.classList = 'ui-dialog-title';\n",
+       "    titletext.setAttribute(\n",
+       "        'style',\n",
+       "        'width: 100%; text-align: center; padding: 3px;'\n",
+       "    );\n",
+       "    titlebar.appendChild(titletext);\n",
+       "    this.root.appendChild(titlebar);\n",
+       "    this.header = titletext;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function (_canvas_div) {};\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function (_canvas_div) {};\n",
+       "\n",
+       "mpl.figure.prototype._init_canvas = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var canvas_div = (this.canvas_div = document.createElement('div'));\n",
+       "    canvas_div.setAttribute(\n",
+       "        'style',\n",
+       "        'border: 1px solid #ddd;' +\n",
+       "            'box-sizing: content-box;' +\n",
+       "            'clear: both;' +\n",
+       "            'min-height: 1px;' +\n",
+       "            'min-width: 1px;' +\n",
+       "            'outline: 0;' +\n",
+       "            'overflow: hidden;' +\n",
+       "            'position: relative;' +\n",
+       "            'resize: both;'\n",
+       "    );\n",
+       "\n",
+       "    function on_keyboard_event_closure(name) {\n",
+       "        return function (event) {\n",
+       "            return fig.key_event(event, name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    canvas_div.addEventListener(\n",
+       "        'keydown',\n",
+       "        on_keyboard_event_closure('key_press')\n",
+       "    );\n",
+       "    canvas_div.addEventListener(\n",
+       "        'keyup',\n",
+       "        on_keyboard_event_closure('key_release')\n",
+       "    );\n",
+       "\n",
+       "    this._canvas_extra_style(canvas_div);\n",
+       "    this.root.appendChild(canvas_div);\n",
+       "\n",
+       "    var canvas = (this.canvas = document.createElement('canvas'));\n",
+       "    canvas.classList.add('mpl-canvas');\n",
+       "    canvas.setAttribute('style', 'box-sizing: content-box;');\n",
+       "\n",
+       "    this.context = canvas.getContext('2d');\n",
+       "\n",
+       "    var backingStore =\n",
+       "        this.context.backingStorePixelRatio ||\n",
+       "        this.context.webkitBackingStorePixelRatio ||\n",
+       "        this.context.mozBackingStorePixelRatio ||\n",
+       "        this.context.msBackingStorePixelRatio ||\n",
+       "        this.context.oBackingStorePixelRatio ||\n",
+       "        this.context.backingStorePixelRatio ||\n",
+       "        1;\n",
+       "\n",
+       "    this.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
+       "\n",
+       "    var rubberband_canvas = (this.rubberband_canvas = document.createElement(\n",
+       "        'canvas'\n",
+       "    ));\n",
+       "    rubberband_canvas.setAttribute(\n",
+       "        'style',\n",
+       "        'box-sizing: content-box; position: absolute; left: 0; top: 0; z-index: 1;'\n",
+       "    );\n",
+       "\n",
+       "    // Apply a ponyfill if ResizeObserver is not implemented by browser.\n",
+       "    if (this.ResizeObserver === undefined) {\n",
+       "        if (window.ResizeObserver !== undefined) {\n",
+       "            this.ResizeObserver = window.ResizeObserver;\n",
+       "        } else {\n",
+       "            var obs = _JSXTOOLS_RESIZE_OBSERVER({});\n",
+       "            this.ResizeObserver = obs.ResizeObserver;\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    this.resizeObserverInstance = new this.ResizeObserver(function (entries) {\n",
+       "        var nentries = entries.length;\n",
+       "        for (var i = 0; i < nentries; i++) {\n",
+       "            var entry = entries[i];\n",
+       "            var width, height;\n",
+       "            if (entry.contentBoxSize) {\n",
+       "                if (entry.contentBoxSize instanceof Array) {\n",
+       "                    // Chrome 84 implements new version of spec.\n",
+       "                    width = entry.contentBoxSize[0].inlineSize;\n",
+       "                    height = entry.contentBoxSize[0].blockSize;\n",
+       "                } else {\n",
+       "                    // Firefox implements old version of spec.\n",
+       "                    width = entry.contentBoxSize.inlineSize;\n",
+       "                    height = entry.contentBoxSize.blockSize;\n",
+       "                }\n",
+       "            } else {\n",
+       "                // Chrome <84 implements even older version of spec.\n",
+       "                width = entry.contentRect.width;\n",
+       "                height = entry.contentRect.height;\n",
+       "            }\n",
+       "\n",
+       "            // Keep the size of the canvas and rubber band canvas in sync with\n",
+       "            // the canvas container.\n",
+       "            if (entry.devicePixelContentBoxSize) {\n",
+       "                // Chrome 84 implements new version of spec.\n",
+       "                canvas.setAttribute(\n",
+       "                    'width',\n",
+       "                    entry.devicePixelContentBoxSize[0].inlineSize\n",
+       "                );\n",
+       "                canvas.setAttribute(\n",
+       "                    'height',\n",
+       "                    entry.devicePixelContentBoxSize[0].blockSize\n",
+       "                );\n",
+       "            } else {\n",
+       "                canvas.setAttribute('width', width * fig.ratio);\n",
+       "                canvas.setAttribute('height', height * fig.ratio);\n",
+       "            }\n",
+       "            canvas.setAttribute(\n",
+       "                'style',\n",
+       "                'width: ' + width + 'px; height: ' + height + 'px;'\n",
+       "            );\n",
+       "\n",
+       "            rubberband_canvas.setAttribute('width', width);\n",
+       "            rubberband_canvas.setAttribute('height', height);\n",
+       "\n",
+       "            // And update the size in Python. We ignore the initial 0/0 size\n",
+       "            // that occurs as the element is placed into the DOM, which should\n",
+       "            // otherwise not happen due to the minimum size styling.\n",
+       "            if (fig.ws.readyState == 1 && width != 0 && height != 0) {\n",
+       "                fig.request_resize(width, height);\n",
+       "            }\n",
+       "        }\n",
+       "    });\n",
+       "    this.resizeObserverInstance.observe(canvas_div);\n",
+       "\n",
+       "    function on_mouse_event_closure(name) {\n",
+       "        return function (event) {\n",
+       "            return fig.mouse_event(event, name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mousedown',\n",
+       "        on_mouse_event_closure('button_press')\n",
+       "    );\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mouseup',\n",
+       "        on_mouse_event_closure('button_release')\n",
+       "    );\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'dblclick',\n",
+       "        on_mouse_event_closure('dblclick')\n",
+       "    );\n",
+       "    // Throttle sequential mouse events to 1 every 20ms.\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mousemove',\n",
+       "        on_mouse_event_closure('motion_notify')\n",
+       "    );\n",
+       "\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mouseenter',\n",
+       "        on_mouse_event_closure('figure_enter')\n",
+       "    );\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mouseleave',\n",
+       "        on_mouse_event_closure('figure_leave')\n",
+       "    );\n",
+       "\n",
+       "    canvas_div.addEventListener('wheel', function (event) {\n",
+       "        if (event.deltaY < 0) {\n",
+       "            event.step = 1;\n",
+       "        } else {\n",
+       "            event.step = -1;\n",
+       "        }\n",
+       "        on_mouse_event_closure('scroll')(event);\n",
+       "    });\n",
+       "\n",
+       "    canvas_div.appendChild(canvas);\n",
+       "    canvas_div.appendChild(rubberband_canvas);\n",
+       "\n",
+       "    this.rubberband_context = rubberband_canvas.getContext('2d');\n",
+       "    this.rubberband_context.strokeStyle = '#000000';\n",
+       "\n",
+       "    this._resize_canvas = function (width, height, forward) {\n",
+       "        if (forward) {\n",
+       "            canvas_div.style.width = width + 'px';\n",
+       "            canvas_div.style.height = height + 'px';\n",
+       "        }\n",
+       "    };\n",
+       "\n",
+       "    // Disable right mouse context menu.\n",
+       "    this.rubberband_canvas.addEventListener('contextmenu', function (_e) {\n",
+       "        event.preventDefault();\n",
+       "        return false;\n",
+       "    });\n",
+       "\n",
+       "    function set_focus() {\n",
+       "        canvas.focus();\n",
+       "        canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    window.setTimeout(set_focus, 100);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var toolbar = document.createElement('div');\n",
+       "    toolbar.classList = 'mpl-toolbar';\n",
+       "    this.root.appendChild(toolbar);\n",
+       "\n",
+       "    function on_click_closure(name) {\n",
+       "        return function (_event) {\n",
+       "            return fig.toolbar_button_onclick(name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    function on_mouseover_closure(tooltip) {\n",
+       "        return function (event) {\n",
+       "            if (!event.currentTarget.disabled) {\n",
+       "                return fig.toolbar_button_onmouseover(tooltip);\n",
+       "            }\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    fig.buttons = {};\n",
+       "    var buttonGroup = document.createElement('div');\n",
+       "    buttonGroup.classList = 'mpl-button-group';\n",
+       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) {\n",
+       "            /* Instead of a spacer, we start a new button group. */\n",
+       "            if (buttonGroup.hasChildNodes()) {\n",
+       "                toolbar.appendChild(buttonGroup);\n",
+       "            }\n",
+       "            buttonGroup = document.createElement('div');\n",
+       "            buttonGroup.classList = 'mpl-button-group';\n",
+       "            continue;\n",
+       "        }\n",
+       "\n",
+       "        var button = (fig.buttons[name] = document.createElement('button'));\n",
+       "        button.classList = 'mpl-widget';\n",
+       "        button.setAttribute('role', 'button');\n",
+       "        button.setAttribute('aria-disabled', 'false');\n",
+       "        button.addEventListener('click', on_click_closure(method_name));\n",
+       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
+       "\n",
+       "        var icon_img = document.createElement('img');\n",
+       "        icon_img.src = '_images/' + image + '.png';\n",
+       "        icon_img.srcset = '_images/' + image + '_large.png 2x';\n",
+       "        icon_img.alt = tooltip;\n",
+       "        button.appendChild(icon_img);\n",
+       "\n",
+       "        buttonGroup.appendChild(button);\n",
+       "    }\n",
+       "\n",
+       "    if (buttonGroup.hasChildNodes()) {\n",
+       "        toolbar.appendChild(buttonGroup);\n",
+       "    }\n",
+       "\n",
+       "    var fmt_picker = document.createElement('select');\n",
+       "    fmt_picker.classList = 'mpl-widget';\n",
+       "    toolbar.appendChild(fmt_picker);\n",
+       "    this.format_dropdown = fmt_picker;\n",
+       "\n",
+       "    for (var ind in mpl.extensions) {\n",
+       "        var fmt = mpl.extensions[ind];\n",
+       "        var option = document.createElement('option');\n",
+       "        option.selected = fmt === mpl.default_extension;\n",
+       "        option.innerHTML = fmt;\n",
+       "        fmt_picker.appendChild(option);\n",
+       "    }\n",
+       "\n",
+       "    var status_bar = document.createElement('span');\n",
+       "    status_bar.classList = 'mpl-message';\n",
+       "    toolbar.appendChild(status_bar);\n",
+       "    this.message = status_bar;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.request_resize = function (x_pixels, y_pixels) {\n",
+       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
+       "    // which will in turn request a refresh of the image.\n",
+       "    this.send_message('resize', { width: x_pixels, height: y_pixels });\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.send_message = function (type, properties) {\n",
+       "    properties['type'] = type;\n",
+       "    properties['figure_id'] = this.id;\n",
+       "    this.ws.send(JSON.stringify(properties));\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.send_draw_message = function () {\n",
+       "    if (!this.waiting) {\n",
+       "        this.waiting = true;\n",
+       "        this.ws.send(JSON.stringify({ type: 'draw', figure_id: this.id }));\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
+       "    var format_dropdown = fig.format_dropdown;\n",
+       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
+       "    fig.ondownload(fig, format);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_resize = function (fig, msg) {\n",
+       "    var size = msg['size'];\n",
+       "    if (size[0] !== fig.canvas.width || size[1] !== fig.canvas.height) {\n",
+       "        fig._resize_canvas(size[0], size[1], msg['forward']);\n",
+       "        fig.send_message('refresh', {});\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_rubberband = function (fig, msg) {\n",
+       "    var x0 = msg['x0'] / fig.ratio;\n",
+       "    var y0 = (fig.canvas.height - msg['y0']) / fig.ratio;\n",
+       "    var x1 = msg['x1'] / fig.ratio;\n",
+       "    var y1 = (fig.canvas.height - msg['y1']) / fig.ratio;\n",
+       "    x0 = Math.floor(x0) + 0.5;\n",
+       "    y0 = Math.floor(y0) + 0.5;\n",
+       "    x1 = Math.floor(x1) + 0.5;\n",
+       "    y1 = Math.floor(y1) + 0.5;\n",
+       "    var min_x = Math.min(x0, x1);\n",
+       "    var min_y = Math.min(y0, y1);\n",
+       "    var width = Math.abs(x1 - x0);\n",
+       "    var height = Math.abs(y1 - y0);\n",
+       "\n",
+       "    fig.rubberband_context.clearRect(\n",
+       "        0,\n",
+       "        0,\n",
+       "        fig.canvas.width / fig.ratio,\n",
+       "        fig.canvas.height / fig.ratio\n",
+       "    );\n",
+       "\n",
+       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_figure_label = function (fig, msg) {\n",
+       "    // Updates the figure title.\n",
+       "    fig.header.textContent = msg['label'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_cursor = function (fig, msg) {\n",
+       "    fig.rubberband_canvas.style.cursor = msg['cursor'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_message = function (fig, msg) {\n",
+       "    fig.message.textContent = msg['message'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_draw = function (fig, _msg) {\n",
+       "    // Request the server to send over a new figure.\n",
+       "    fig.send_draw_message();\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_image_mode = function (fig, msg) {\n",
+       "    fig.image_mode = msg['mode'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_history_buttons = function (fig, msg) {\n",
+       "    for (var key in msg) {\n",
+       "        if (!(key in fig.buttons)) {\n",
+       "            continue;\n",
+       "        }\n",
+       "        fig.buttons[key].disabled = !msg[key];\n",
+       "        fig.buttons[key].setAttribute('aria-disabled', !msg[key]);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_navigate_mode = function (fig, msg) {\n",
+       "    if (msg['mode'] === 'PAN') {\n",
+       "        fig.buttons['Pan'].classList.add('active');\n",
+       "        fig.buttons['Zoom'].classList.remove('active');\n",
+       "    } else if (msg['mode'] === 'ZOOM') {\n",
+       "        fig.buttons['Pan'].classList.remove('active');\n",
+       "        fig.buttons['Zoom'].classList.add('active');\n",
+       "    } else {\n",
+       "        fig.buttons['Pan'].classList.remove('active');\n",
+       "        fig.buttons['Zoom'].classList.remove('active');\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function () {\n",
+       "    // Called whenever the canvas gets updated.\n",
+       "    this.send_message('ack', {});\n",
+       "};\n",
+       "\n",
+       "// A function to construct a web socket function for onmessage handling.\n",
+       "// Called in the figure constructor.\n",
+       "mpl.figure.prototype._make_on_message_function = function (fig) {\n",
+       "    return function socket_on_message(evt) {\n",
+       "        if (evt.data instanceof Blob) {\n",
+       "            var img = evt.data;\n",
+       "            if (img.type !== 'image/png') {\n",
+       "                /* FIXME: We get \"Resource interpreted as Image but\n",
+       "                 * transferred with MIME type text/plain:\" errors on\n",
+       "                 * Chrome.  But how to set the MIME type?  It doesn't seem\n",
+       "                 * to be part of the websocket stream */\n",
+       "                img.type = 'image/png';\n",
+       "            }\n",
+       "\n",
+       "            /* Free the memory for the previous frames */\n",
+       "            if (fig.imageObj.src) {\n",
+       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
+       "                    fig.imageObj.src\n",
+       "                );\n",
+       "            }\n",
+       "\n",
+       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
+       "                img\n",
+       "            );\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        } else if (\n",
+       "            typeof evt.data === 'string' &&\n",
+       "            evt.data.slice(0, 21) === 'data:image/png;base64'\n",
+       "        ) {\n",
+       "            fig.imageObj.src = evt.data;\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        var msg = JSON.parse(evt.data);\n",
+       "        var msg_type = msg['type'];\n",
+       "\n",
+       "        // Call the  \"handle_{type}\" callback, which takes\n",
+       "        // the figure and JSON message as its only arguments.\n",
+       "        try {\n",
+       "            var callback = fig['handle_' + msg_type];\n",
+       "        } catch (e) {\n",
+       "            console.log(\n",
+       "                \"No handler for the '\" + msg_type + \"' message type: \",\n",
+       "                msg\n",
+       "            );\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        if (callback) {\n",
+       "            try {\n",
+       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
+       "                callback(fig, msg);\n",
+       "            } catch (e) {\n",
+       "                console.log(\n",
+       "                    \"Exception inside the 'handler_\" + msg_type + \"' callback:\",\n",
+       "                    e,\n",
+       "                    e.stack,\n",
+       "                    msg\n",
+       "                );\n",
+       "            }\n",
+       "        }\n",
+       "    };\n",
+       "};\n",
+       "\n",
+       "// from https://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
+       "mpl.findpos = function (e) {\n",
+       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
+       "    var targ;\n",
+       "    if (!e) {\n",
+       "        e = window.event;\n",
+       "    }\n",
+       "    if (e.target) {\n",
+       "        targ = e.target;\n",
+       "    } else if (e.srcElement) {\n",
+       "        targ = e.srcElement;\n",
+       "    }\n",
+       "    if (targ.nodeType === 3) {\n",
+       "        // defeat Safari bug\n",
+       "        targ = targ.parentNode;\n",
+       "    }\n",
+       "\n",
+       "    // pageX,Y are the mouse positions relative to the document\n",
+       "    var boundingRect = targ.getBoundingClientRect();\n",
+       "    var x = e.pageX - (boundingRect.left + document.body.scrollLeft);\n",
+       "    var y = e.pageY - (boundingRect.top + document.body.scrollTop);\n",
+       "\n",
+       "    return { x: x, y: y };\n",
+       "};\n",
+       "\n",
+       "/*\n",
+       " * return a copy of an object with only non-object keys\n",
+       " * we need this to avoid circular references\n",
+       " * https://stackoverflow.com/a/24161582/3208463\n",
+       " */\n",
+       "function simpleKeys(original) {\n",
+       "    return Object.keys(original).reduce(function (obj, key) {\n",
+       "        if (typeof original[key] !== 'object') {\n",
+       "            obj[key] = original[key];\n",
+       "        }\n",
+       "        return obj;\n",
+       "    }, {});\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.mouse_event = function (event, name) {\n",
+       "    var canvas_pos = mpl.findpos(event);\n",
+       "\n",
+       "    if (name === 'button_press') {\n",
+       "        this.canvas.focus();\n",
+       "        this.canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    var x = canvas_pos.x * this.ratio;\n",
+       "    var y = canvas_pos.y * this.ratio;\n",
+       "\n",
+       "    this.send_message(name, {\n",
+       "        x: x,\n",
+       "        y: y,\n",
+       "        button: event.button,\n",
+       "        step: event.step,\n",
+       "        guiEvent: simpleKeys(event),\n",
+       "    });\n",
+       "\n",
+       "    /* This prevents the web browser from automatically changing to\n",
+       "     * the text insertion cursor when the button is pressed.  We want\n",
+       "     * to control all of the cursor setting manually through the\n",
+       "     * 'cursor' event from matplotlib */\n",
+       "    event.preventDefault();\n",
+       "    return false;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function (_event, _name) {\n",
+       "    // Handle any extra behaviour associated with a key event\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.key_event = function (event, name) {\n",
+       "    // Prevent repeat events\n",
+       "    if (name === 'key_press') {\n",
+       "        if (event.key === this._key) {\n",
+       "            return;\n",
+       "        } else {\n",
+       "            this._key = event.key;\n",
+       "        }\n",
+       "    }\n",
+       "    if (name === 'key_release') {\n",
+       "        this._key = null;\n",
+       "    }\n",
+       "\n",
+       "    var value = '';\n",
+       "    if (event.ctrlKey && event.key !== 'Control') {\n",
+       "        value += 'ctrl+';\n",
+       "    }\n",
+       "    else if (event.altKey && event.key !== 'Alt') {\n",
+       "        value += 'alt+';\n",
+       "    }\n",
+       "    else if (event.shiftKey && event.key !== 'Shift') {\n",
+       "        value += 'shift+';\n",
+       "    }\n",
+       "\n",
+       "    value += 'k' + event.key;\n",
+       "\n",
+       "    this._key_event_extra(event, name);\n",
+       "\n",
+       "    this.send_message(name, { key: value, guiEvent: simpleKeys(event) });\n",
+       "    return false;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onclick = function (name) {\n",
+       "    if (name === 'download') {\n",
+       "        this.handle_save(this, null);\n",
+       "    } else {\n",
+       "        this.send_message('toolbar_button', { name: name });\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onmouseover = function (tooltip) {\n",
+       "    this.message.textContent = tooltip;\n",
+       "};\n",
+       "\n",
+       "///////////////// REMAINING CONTENT GENERATED BY embed_js.py /////////////////\n",
+       "// prettier-ignore\n",
+       "var _JSXTOOLS_RESIZE_OBSERVER=function(A){var t,i=new WeakMap,n=new WeakMap,a=new WeakMap,r=new WeakMap,o=new Set;function s(e){if(!(this instanceof s))throw new TypeError(\"Constructor requires 'new' operator\");i.set(this,e)}function h(){throw new TypeError(\"Function is not a constructor\")}function c(e,t,i,n){e=0 in arguments?Number(arguments[0]):0,t=1 in arguments?Number(arguments[1]):0,i=2 in arguments?Number(arguments[2]):0,n=3 in arguments?Number(arguments[3]):0,this.right=(this.x=this.left=e)+(this.width=i),this.bottom=(this.y=this.top=t)+(this.height=n),Object.freeze(this)}function d(){t=requestAnimationFrame(d);var s=new WeakMap,p=new Set;o.forEach((function(t){r.get(t).forEach((function(i){var r=t instanceof window.SVGElement,o=a.get(t),d=r?0:parseFloat(o.paddingTop),f=r?0:parseFloat(o.paddingRight),l=r?0:parseFloat(o.paddingBottom),u=r?0:parseFloat(o.paddingLeft),g=r?0:parseFloat(o.borderTopWidth),m=r?0:parseFloat(o.borderRightWidth),w=r?0:parseFloat(o.borderBottomWidth),b=u+f,F=d+l,v=(r?0:parseFloat(o.borderLeftWidth))+m,W=g+w,y=r?0:t.offsetHeight-W-t.clientHeight,E=r?0:t.offsetWidth-v-t.clientWidth,R=b+v,z=F+W,M=r?t.width:parseFloat(o.width)-R-E,O=r?t.height:parseFloat(o.height)-z-y;if(n.has(t)){var k=n.get(t);if(k[0]===M&&k[1]===O)return}n.set(t,[M,O]);var S=Object.create(h.prototype);S.target=t,S.contentRect=new c(u,d,M,O),s.has(i)||(s.set(i,[]),p.add(i)),s.get(i).push(S)}))})),p.forEach((function(e){i.get(e).call(e,s.get(e),e)}))}return s.prototype.observe=function(i){if(i instanceof window.Element){r.has(i)||(r.set(i,new Set),o.add(i),a.set(i,window.getComputedStyle(i)));var n=r.get(i);n.has(this)||n.add(this),cancelAnimationFrame(t),t=requestAnimationFrame(d)}},s.prototype.unobserve=function(i){if(i instanceof window.Element&&r.has(i)){var n=r.get(i);n.has(this)&&(n.delete(this),n.size||(r.delete(i),o.delete(i))),n.size||r.delete(i),o.size||cancelAnimationFrame(t)}},A.DOMRectReadOnly=c,A.ResizeObserver=s,A.ResizeObserverEntry=h,A}; // eslint-disable-line\n",
+       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Left button pans, Right button zooms\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\\nx/y fixes axis\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
+       "\n",
+       "mpl.extensions = [\"eps\", \"jpeg\", \"pgf\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
+       "\n",
+       "mpl.default_extension = \"png\";/* global mpl */\n",
+       "\n",
+       "var comm_websocket_adapter = function (comm) {\n",
+       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
+       "    // object with the appropriate methods. Currently this is a non binary\n",
+       "    // socket, so there is still some room for performance tuning.\n",
+       "    var ws = {};\n",
+       "\n",
+       "    ws.binaryType = comm.kernel.ws.binaryType;\n",
+       "    ws.readyState = comm.kernel.ws.readyState;\n",
+       "    function updateReadyState(_event) {\n",
+       "        if (comm.kernel.ws) {\n",
+       "            ws.readyState = comm.kernel.ws.readyState;\n",
+       "        } else {\n",
+       "            ws.readyState = 3; // Closed state.\n",
+       "        }\n",
+       "    }\n",
+       "    comm.kernel.ws.addEventListener('open', updateReadyState);\n",
+       "    comm.kernel.ws.addEventListener('close', updateReadyState);\n",
+       "    comm.kernel.ws.addEventListener('error', updateReadyState);\n",
+       "\n",
+       "    ws.close = function () {\n",
+       "        comm.close();\n",
+       "    };\n",
+       "    ws.send = function (m) {\n",
+       "        //console.log('sending', m);\n",
+       "        comm.send(m);\n",
+       "    };\n",
+       "    // Register the callback with on_msg.\n",
+       "    comm.on_msg(function (msg) {\n",
+       "        //console.log('receiving', msg['content']['data'], msg);\n",
+       "        var data = msg['content']['data'];\n",
+       "        if (data['blob'] !== undefined) {\n",
+       "            data = {\n",
+       "                data: new Blob(msg['buffers'], { type: data['blob'] }),\n",
+       "            };\n",
+       "        }\n",
+       "        // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
+       "        ws.onmessage(data);\n",
+       "    });\n",
+       "    return ws;\n",
+       "};\n",
+       "\n",
+       "mpl.mpl_figure_comm = function (comm, msg) {\n",
+       "    // This is the function which gets called when the mpl process\n",
+       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
+       "\n",
+       "    var id = msg.content.data.id;\n",
+       "    // Get hold of the div created by the display call when the Comm\n",
+       "    // socket was opened in Python.\n",
+       "    var element = document.getElementById(id);\n",
+       "    var ws_proxy = comm_websocket_adapter(comm);\n",
+       "\n",
+       "    function ondownload(figure, _format) {\n",
+       "        window.open(figure.canvas.toDataURL());\n",
+       "    }\n",
+       "\n",
+       "    var fig = new mpl.figure(id, ws_proxy, ondownload, element);\n",
+       "\n",
+       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
+       "    // web socket which is closed, not our websocket->open comm proxy.\n",
+       "    ws_proxy.onopen();\n",
+       "\n",
+       "    fig.parent_element = element;\n",
+       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
+       "    if (!fig.cell_info) {\n",
+       "        console.error('Failed to find cell for figure', id, fig);\n",
+       "        return;\n",
+       "    }\n",
+       "    fig.cell_info[0].output_area.element.on(\n",
+       "        'cleared',\n",
+       "        { fig: fig },\n",
+       "        fig._remove_fig_handler\n",
+       "    );\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_close = function (fig, msg) {\n",
+       "    var width = fig.canvas.width / fig.ratio;\n",
+       "    fig.cell_info[0].output_area.element.off(\n",
+       "        'cleared',\n",
+       "        fig._remove_fig_handler\n",
+       "    );\n",
+       "    fig.resizeObserverInstance.unobserve(fig.canvas_div);\n",
+       "\n",
+       "    // Update the output cell to use the data from the current canvas.\n",
+       "    fig.push_to_output();\n",
+       "    var dataURL = fig.canvas.toDataURL();\n",
+       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
+       "    // the notebook keyboard shortcuts fail.\n",
+       "    IPython.keyboard_manager.enable();\n",
+       "    fig.parent_element.innerHTML =\n",
+       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
+       "    fig.close_ws(fig, msg);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.close_ws = function (fig, msg) {\n",
+       "    fig.send_message('closing', msg);\n",
+       "    // fig.ws.close()\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.push_to_output = function (_remove_interactive) {\n",
+       "    // Turn the data on the canvas into data in the output cell.\n",
+       "    var width = this.canvas.width / this.ratio;\n",
+       "    var dataURL = this.canvas.toDataURL();\n",
+       "    this.cell_info[1]['text/html'] =\n",
+       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function () {\n",
+       "    // Tell IPython that the notebook contents must change.\n",
+       "    IPython.notebook.set_dirty(true);\n",
+       "    this.send_message('ack', {});\n",
+       "    var fig = this;\n",
+       "    // Wait a second, then push the new image to the DOM so\n",
+       "    // that it is saved nicely (might be nice to debounce this).\n",
+       "    setTimeout(function () {\n",
+       "        fig.push_to_output();\n",
+       "    }, 1000);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var toolbar = document.createElement('div');\n",
+       "    toolbar.classList = 'btn-toolbar';\n",
+       "    this.root.appendChild(toolbar);\n",
+       "\n",
+       "    function on_click_closure(name) {\n",
+       "        return function (_event) {\n",
+       "            return fig.toolbar_button_onclick(name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    function on_mouseover_closure(tooltip) {\n",
+       "        return function (event) {\n",
+       "            if (!event.currentTarget.disabled) {\n",
+       "                return fig.toolbar_button_onmouseover(tooltip);\n",
+       "            }\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    fig.buttons = {};\n",
+       "    var buttonGroup = document.createElement('div');\n",
+       "    buttonGroup.classList = 'btn-group';\n",
+       "    var button;\n",
+       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) {\n",
+       "            /* Instead of a spacer, we start a new button group. */\n",
+       "            if (buttonGroup.hasChildNodes()) {\n",
+       "                toolbar.appendChild(buttonGroup);\n",
+       "            }\n",
+       "            buttonGroup = document.createElement('div');\n",
+       "            buttonGroup.classList = 'btn-group';\n",
+       "            continue;\n",
+       "        }\n",
+       "\n",
+       "        button = fig.buttons[name] = document.createElement('button');\n",
+       "        button.classList = 'btn btn-default';\n",
+       "        button.href = '#';\n",
+       "        button.title = name;\n",
+       "        button.innerHTML = '<i class=\"fa ' + image + ' fa-lg\"></i>';\n",
+       "        button.addEventListener('click', on_click_closure(method_name));\n",
+       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
+       "        buttonGroup.appendChild(button);\n",
+       "    }\n",
+       "\n",
+       "    if (buttonGroup.hasChildNodes()) {\n",
+       "        toolbar.appendChild(buttonGroup);\n",
+       "    }\n",
+       "\n",
+       "    // Add the status bar.\n",
+       "    var status_bar = document.createElement('span');\n",
+       "    status_bar.classList = 'mpl-message pull-right';\n",
+       "    toolbar.appendChild(status_bar);\n",
+       "    this.message = status_bar;\n",
+       "\n",
+       "    // Add the close button to the window.\n",
+       "    var buttongrp = document.createElement('div');\n",
+       "    buttongrp.classList = 'btn-group inline pull-right';\n",
+       "    button = document.createElement('button');\n",
+       "    button.classList = 'btn btn-mini btn-primary';\n",
+       "    button.href = '#';\n",
+       "    button.title = 'Stop Interaction';\n",
+       "    button.innerHTML = '<i class=\"fa fa-power-off icon-remove icon-large\"></i>';\n",
+       "    button.addEventListener('click', function (_evt) {\n",
+       "        fig.handle_close(fig, {});\n",
+       "    });\n",
+       "    button.addEventListener(\n",
+       "        'mouseover',\n",
+       "        on_mouseover_closure('Stop Interaction')\n",
+       "    );\n",
+       "    buttongrp.appendChild(button);\n",
+       "    var titlebar = this.root.querySelector('.ui-dialog-titlebar');\n",
+       "    titlebar.insertBefore(buttongrp, titlebar.firstChild);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._remove_fig_handler = function (event) {\n",
+       "    var fig = event.data.fig;\n",
+       "    if (event.target !== this) {\n",
+       "        // Ignore bubbled events from children.\n",
+       "        return;\n",
+       "    }\n",
+       "    fig.close_ws(fig, {});\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function (el) {\n",
+       "    el.style.boxSizing = 'content-box'; // override notebook setting of border-box.\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function (el) {\n",
+       "    // this is important to make the div 'focusable\n",
+       "    el.setAttribute('tabindex', 0);\n",
+       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
+       "    // off when our div gets focus\n",
+       "\n",
+       "    // location in version 3\n",
+       "    if (IPython.notebook.keyboard_manager) {\n",
+       "        IPython.notebook.keyboard_manager.register_events(el);\n",
+       "    } else {\n",
+       "        // location in version 2\n",
+       "        IPython.keyboard_manager.register_events(el);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function (event, _name) {\n",
+       "    // Check for shift+enter\n",
+       "    if (event.shiftKey && event.which === 13) {\n",
+       "        this.canvas_div.blur();\n",
+       "        // select the cell after this one\n",
+       "        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
+       "        IPython.notebook.select(index + 1);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
+       "    fig.ondownload(fig, null);\n",
+       "};\n",
+       "\n",
+       "mpl.find_output_cell = function (html_output) {\n",
+       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
+       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
+       "    // IPython event is triggered only after the cells have been serialised, which for\n",
+       "    // our purposes (turning an active figure into a static one), is too late.\n",
+       "    var cells = IPython.notebook.get_cells();\n",
+       "    var ncells = cells.length;\n",
+       "    for (var i = 0; i < ncells; i++) {\n",
+       "        var cell = cells[i];\n",
+       "        if (cell.cell_type === 'code') {\n",
+       "            for (var j = 0; j < cell.output_area.outputs.length; j++) {\n",
+       "                var data = cell.output_area.outputs[j];\n",
+       "                if (data.data) {\n",
+       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
+       "                    data = data.data;\n",
+       "                }\n",
+       "                if (data['text/html'] === html_output) {\n",
+       "                    return [cell, data, j];\n",
+       "                }\n",
+       "            }\n",
+       "        }\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "// Register the function which deals with the matplotlib target/channel.\n",
+       "// The kernel may be null if the page has been refreshed.\n",
+       "if (IPython.notebook.kernel !== null) {\n",
+       "    IPython.notebook.kernel.comm_manager.register_target(\n",
+       "        'matplotlib',\n",
+       "        mpl.mpl_figure_comm\n",
+       "    );\n",
+       "}\n"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Javascript object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<img 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\" width=\"640\">"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/javascript": [
+       "/* Put everything inside the global mpl namespace */\n",
+       "/* global mpl */\n",
+       "window.mpl = {};\n",
+       "\n",
+       "mpl.get_websocket_type = function () {\n",
+       "    if (typeof WebSocket !== 'undefined') {\n",
+       "        return WebSocket;\n",
+       "    } else if (typeof MozWebSocket !== 'undefined') {\n",
+       "        return MozWebSocket;\n",
+       "    } else {\n",
+       "        alert(\n",
+       "            'Your browser does not have WebSocket support. ' +\n",
+       "                'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
+       "                'Firefox 4 and 5 are also supported but you ' +\n",
+       "                'have to enable WebSockets in about:config.'\n",
+       "        );\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure = function (figure_id, websocket, ondownload, parent_element) {\n",
+       "    this.id = figure_id;\n",
+       "\n",
+       "    this.ws = websocket;\n",
+       "\n",
+       "    this.supports_binary = this.ws.binaryType !== undefined;\n",
+       "\n",
+       "    if (!this.supports_binary) {\n",
+       "        var warnings = document.getElementById('mpl-warnings');\n",
+       "        if (warnings) {\n",
+       "            warnings.style.display = 'block';\n",
+       "            warnings.textContent =\n",
+       "                'This browser does not support binary websocket messages. ' +\n",
+       "                'Performance may be slow.';\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    this.imageObj = new Image();\n",
+       "\n",
+       "    this.context = undefined;\n",
+       "    this.message = undefined;\n",
+       "    this.canvas = undefined;\n",
+       "    this.rubberband_canvas = undefined;\n",
+       "    this.rubberband_context = undefined;\n",
+       "    this.format_dropdown = undefined;\n",
+       "\n",
+       "    this.image_mode = 'full';\n",
+       "\n",
+       "    this.root = document.createElement('div');\n",
+       "    this.root.setAttribute('style', 'display: inline-block');\n",
+       "    this._root_extra_style(this.root);\n",
+       "\n",
+       "    parent_element.appendChild(this.root);\n",
+       "\n",
+       "    this._init_header(this);\n",
+       "    this._init_canvas(this);\n",
+       "    this._init_toolbar(this);\n",
+       "\n",
+       "    var fig = this;\n",
+       "\n",
+       "    this.waiting = false;\n",
+       "\n",
+       "    this.ws.onopen = function () {\n",
+       "        fig.send_message('supports_binary', { value: fig.supports_binary });\n",
+       "        fig.send_message('send_image_mode', {});\n",
+       "        if (fig.ratio !== 1) {\n",
+       "            fig.send_message('set_device_pixel_ratio', {\n",
+       "                device_pixel_ratio: fig.ratio,\n",
+       "            });\n",
+       "        }\n",
+       "        fig.send_message('refresh', {});\n",
+       "    };\n",
+       "\n",
+       "    this.imageObj.onload = function () {\n",
+       "        if (fig.image_mode === 'full') {\n",
+       "            // Full images could contain transparency (where diff images\n",
+       "            // almost always do), so we need to clear the canvas so that\n",
+       "            // there is no ghosting.\n",
+       "            fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
+       "        }\n",
+       "        fig.context.drawImage(fig.imageObj, 0, 0);\n",
+       "    };\n",
+       "\n",
+       "    this.imageObj.onunload = function () {\n",
+       "        fig.ws.close();\n",
+       "    };\n",
+       "\n",
+       "    this.ws.onmessage = this._make_on_message_function(this);\n",
+       "\n",
+       "    this.ondownload = ondownload;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_header = function () {\n",
+       "    var titlebar = document.createElement('div');\n",
+       "    titlebar.classList =\n",
+       "        'ui-dialog-titlebar ui-widget-header ui-corner-all ui-helper-clearfix';\n",
+       "    var titletext = document.createElement('div');\n",
+       "    titletext.classList = 'ui-dialog-title';\n",
+       "    titletext.setAttribute(\n",
+       "        'style',\n",
+       "        'width: 100%; text-align: center; padding: 3px;'\n",
+       "    );\n",
+       "    titlebar.appendChild(titletext);\n",
+       "    this.root.appendChild(titlebar);\n",
+       "    this.header = titletext;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function (_canvas_div) {};\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function (_canvas_div) {};\n",
+       "\n",
+       "mpl.figure.prototype._init_canvas = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var canvas_div = (this.canvas_div = document.createElement('div'));\n",
+       "    canvas_div.setAttribute(\n",
+       "        'style',\n",
+       "        'border: 1px solid #ddd;' +\n",
+       "            'box-sizing: content-box;' +\n",
+       "            'clear: both;' +\n",
+       "            'min-height: 1px;' +\n",
+       "            'min-width: 1px;' +\n",
+       "            'outline: 0;' +\n",
+       "            'overflow: hidden;' +\n",
+       "            'position: relative;' +\n",
+       "            'resize: both;'\n",
+       "    );\n",
+       "\n",
+       "    function on_keyboard_event_closure(name) {\n",
+       "        return function (event) {\n",
+       "            return fig.key_event(event, name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    canvas_div.addEventListener(\n",
+       "        'keydown',\n",
+       "        on_keyboard_event_closure('key_press')\n",
+       "    );\n",
+       "    canvas_div.addEventListener(\n",
+       "        'keyup',\n",
+       "        on_keyboard_event_closure('key_release')\n",
+       "    );\n",
+       "\n",
+       "    this._canvas_extra_style(canvas_div);\n",
+       "    this.root.appendChild(canvas_div);\n",
+       "\n",
+       "    var canvas = (this.canvas = document.createElement('canvas'));\n",
+       "    canvas.classList.add('mpl-canvas');\n",
+       "    canvas.setAttribute('style', 'box-sizing: content-box;');\n",
+       "\n",
+       "    this.context = canvas.getContext('2d');\n",
+       "\n",
+       "    var backingStore =\n",
+       "        this.context.backingStorePixelRatio ||\n",
+       "        this.context.webkitBackingStorePixelRatio ||\n",
+       "        this.context.mozBackingStorePixelRatio ||\n",
+       "        this.context.msBackingStorePixelRatio ||\n",
+       "        this.context.oBackingStorePixelRatio ||\n",
+       "        this.context.backingStorePixelRatio ||\n",
+       "        1;\n",
+       "\n",
+       "    this.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
+       "\n",
+       "    var rubberband_canvas = (this.rubberband_canvas = document.createElement(\n",
+       "        'canvas'\n",
+       "    ));\n",
+       "    rubberband_canvas.setAttribute(\n",
+       "        'style',\n",
+       "        'box-sizing: content-box; position: absolute; left: 0; top: 0; z-index: 1;'\n",
+       "    );\n",
+       "\n",
+       "    // Apply a ponyfill if ResizeObserver is not implemented by browser.\n",
+       "    if (this.ResizeObserver === undefined) {\n",
+       "        if (window.ResizeObserver !== undefined) {\n",
+       "            this.ResizeObserver = window.ResizeObserver;\n",
+       "        } else {\n",
+       "            var obs = _JSXTOOLS_RESIZE_OBSERVER({});\n",
+       "            this.ResizeObserver = obs.ResizeObserver;\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    this.resizeObserverInstance = new this.ResizeObserver(function (entries) {\n",
+       "        var nentries = entries.length;\n",
+       "        for (var i = 0; i < nentries; i++) {\n",
+       "            var entry = entries[i];\n",
+       "            var width, height;\n",
+       "            if (entry.contentBoxSize) {\n",
+       "                if (entry.contentBoxSize instanceof Array) {\n",
+       "                    // Chrome 84 implements new version of spec.\n",
+       "                    width = entry.contentBoxSize[0].inlineSize;\n",
+       "                    height = entry.contentBoxSize[0].blockSize;\n",
+       "                } else {\n",
+       "                    // Firefox implements old version of spec.\n",
+       "                    width = entry.contentBoxSize.inlineSize;\n",
+       "                    height = entry.contentBoxSize.blockSize;\n",
+       "                }\n",
+       "            } else {\n",
+       "                // Chrome <84 implements even older version of spec.\n",
+       "                width = entry.contentRect.width;\n",
+       "                height = entry.contentRect.height;\n",
+       "            }\n",
+       "\n",
+       "            // Keep the size of the canvas and rubber band canvas in sync with\n",
+       "            // the canvas container.\n",
+       "            if (entry.devicePixelContentBoxSize) {\n",
+       "                // Chrome 84 implements new version of spec.\n",
+       "                canvas.setAttribute(\n",
+       "                    'width',\n",
+       "                    entry.devicePixelContentBoxSize[0].inlineSize\n",
+       "                );\n",
+       "                canvas.setAttribute(\n",
+       "                    'height',\n",
+       "                    entry.devicePixelContentBoxSize[0].blockSize\n",
+       "                );\n",
+       "            } else {\n",
+       "                canvas.setAttribute('width', width * fig.ratio);\n",
+       "                canvas.setAttribute('height', height * fig.ratio);\n",
+       "            }\n",
+       "            canvas.setAttribute(\n",
+       "                'style',\n",
+       "                'width: ' + width + 'px; height: ' + height + 'px;'\n",
+       "            );\n",
+       "\n",
+       "            rubberband_canvas.setAttribute('width', width);\n",
+       "            rubberband_canvas.setAttribute('height', height);\n",
+       "\n",
+       "            // And update the size in Python. We ignore the initial 0/0 size\n",
+       "            // that occurs as the element is placed into the DOM, which should\n",
+       "            // otherwise not happen due to the minimum size styling.\n",
+       "            if (fig.ws.readyState == 1 && width != 0 && height != 0) {\n",
+       "                fig.request_resize(width, height);\n",
+       "            }\n",
+       "        }\n",
+       "    });\n",
+       "    this.resizeObserverInstance.observe(canvas_div);\n",
+       "\n",
+       "    function on_mouse_event_closure(name) {\n",
+       "        return function (event) {\n",
+       "            return fig.mouse_event(event, name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mousedown',\n",
+       "        on_mouse_event_closure('button_press')\n",
+       "    );\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mouseup',\n",
+       "        on_mouse_event_closure('button_release')\n",
+       "    );\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'dblclick',\n",
+       "        on_mouse_event_closure('dblclick')\n",
+       "    );\n",
+       "    // Throttle sequential mouse events to 1 every 20ms.\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mousemove',\n",
+       "        on_mouse_event_closure('motion_notify')\n",
+       "    );\n",
+       "\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mouseenter',\n",
+       "        on_mouse_event_closure('figure_enter')\n",
+       "    );\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mouseleave',\n",
+       "        on_mouse_event_closure('figure_leave')\n",
+       "    );\n",
+       "\n",
+       "    canvas_div.addEventListener('wheel', function (event) {\n",
+       "        if (event.deltaY < 0) {\n",
+       "            event.step = 1;\n",
+       "        } else {\n",
+       "            event.step = -1;\n",
+       "        }\n",
+       "        on_mouse_event_closure('scroll')(event);\n",
+       "    });\n",
+       "\n",
+       "    canvas_div.appendChild(canvas);\n",
+       "    canvas_div.appendChild(rubberband_canvas);\n",
+       "\n",
+       "    this.rubberband_context = rubberband_canvas.getContext('2d');\n",
+       "    this.rubberband_context.strokeStyle = '#000000';\n",
+       "\n",
+       "    this._resize_canvas = function (width, height, forward) {\n",
+       "        if (forward) {\n",
+       "            canvas_div.style.width = width + 'px';\n",
+       "            canvas_div.style.height = height + 'px';\n",
+       "        }\n",
+       "    };\n",
+       "\n",
+       "    // Disable right mouse context menu.\n",
+       "    this.rubberband_canvas.addEventListener('contextmenu', function (_e) {\n",
+       "        event.preventDefault();\n",
+       "        return false;\n",
+       "    });\n",
+       "\n",
+       "    function set_focus() {\n",
+       "        canvas.focus();\n",
+       "        canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    window.setTimeout(set_focus, 100);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var toolbar = document.createElement('div');\n",
+       "    toolbar.classList = 'mpl-toolbar';\n",
+       "    this.root.appendChild(toolbar);\n",
+       "\n",
+       "    function on_click_closure(name) {\n",
+       "        return function (_event) {\n",
+       "            return fig.toolbar_button_onclick(name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    function on_mouseover_closure(tooltip) {\n",
+       "        return function (event) {\n",
+       "            if (!event.currentTarget.disabled) {\n",
+       "                return fig.toolbar_button_onmouseover(tooltip);\n",
+       "            }\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    fig.buttons = {};\n",
+       "    var buttonGroup = document.createElement('div');\n",
+       "    buttonGroup.classList = 'mpl-button-group';\n",
+       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) {\n",
+       "            /* Instead of a spacer, we start a new button group. */\n",
+       "            if (buttonGroup.hasChildNodes()) {\n",
+       "                toolbar.appendChild(buttonGroup);\n",
+       "            }\n",
+       "            buttonGroup = document.createElement('div');\n",
+       "            buttonGroup.classList = 'mpl-button-group';\n",
+       "            continue;\n",
+       "        }\n",
+       "\n",
+       "        var button = (fig.buttons[name] = document.createElement('button'));\n",
+       "        button.classList = 'mpl-widget';\n",
+       "        button.setAttribute('role', 'button');\n",
+       "        button.setAttribute('aria-disabled', 'false');\n",
+       "        button.addEventListener('click', on_click_closure(method_name));\n",
+       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
+       "\n",
+       "        var icon_img = document.createElement('img');\n",
+       "        icon_img.src = '_images/' + image + '.png';\n",
+       "        icon_img.srcset = '_images/' + image + '_large.png 2x';\n",
+       "        icon_img.alt = tooltip;\n",
+       "        button.appendChild(icon_img);\n",
+       "\n",
+       "        buttonGroup.appendChild(button);\n",
+       "    }\n",
+       "\n",
+       "    if (buttonGroup.hasChildNodes()) {\n",
+       "        toolbar.appendChild(buttonGroup);\n",
+       "    }\n",
+       "\n",
+       "    var fmt_picker = document.createElement('select');\n",
+       "    fmt_picker.classList = 'mpl-widget';\n",
+       "    toolbar.appendChild(fmt_picker);\n",
+       "    this.format_dropdown = fmt_picker;\n",
+       "\n",
+       "    for (var ind in mpl.extensions) {\n",
+       "        var fmt = mpl.extensions[ind];\n",
+       "        var option = document.createElement('option');\n",
+       "        option.selected = fmt === mpl.default_extension;\n",
+       "        option.innerHTML = fmt;\n",
+       "        fmt_picker.appendChild(option);\n",
+       "    }\n",
+       "\n",
+       "    var status_bar = document.createElement('span');\n",
+       "    status_bar.classList = 'mpl-message';\n",
+       "    toolbar.appendChild(status_bar);\n",
+       "    this.message = status_bar;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.request_resize = function (x_pixels, y_pixels) {\n",
+       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
+       "    // which will in turn request a refresh of the image.\n",
+       "    this.send_message('resize', { width: x_pixels, height: y_pixels });\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.send_message = function (type, properties) {\n",
+       "    properties['type'] = type;\n",
+       "    properties['figure_id'] = this.id;\n",
+       "    this.ws.send(JSON.stringify(properties));\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.send_draw_message = function () {\n",
+       "    if (!this.waiting) {\n",
+       "        this.waiting = true;\n",
+       "        this.ws.send(JSON.stringify({ type: 'draw', figure_id: this.id }));\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
+       "    var format_dropdown = fig.format_dropdown;\n",
+       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
+       "    fig.ondownload(fig, format);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_resize = function (fig, msg) {\n",
+       "    var size = msg['size'];\n",
+       "    if (size[0] !== fig.canvas.width || size[1] !== fig.canvas.height) {\n",
+       "        fig._resize_canvas(size[0], size[1], msg['forward']);\n",
+       "        fig.send_message('refresh', {});\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_rubberband = function (fig, msg) {\n",
+       "    var x0 = msg['x0'] / fig.ratio;\n",
+       "    var y0 = (fig.canvas.height - msg['y0']) / fig.ratio;\n",
+       "    var x1 = msg['x1'] / fig.ratio;\n",
+       "    var y1 = (fig.canvas.height - msg['y1']) / fig.ratio;\n",
+       "    x0 = Math.floor(x0) + 0.5;\n",
+       "    y0 = Math.floor(y0) + 0.5;\n",
+       "    x1 = Math.floor(x1) + 0.5;\n",
+       "    y1 = Math.floor(y1) + 0.5;\n",
+       "    var min_x = Math.min(x0, x1);\n",
+       "    var min_y = Math.min(y0, y1);\n",
+       "    var width = Math.abs(x1 - x0);\n",
+       "    var height = Math.abs(y1 - y0);\n",
+       "\n",
+       "    fig.rubberband_context.clearRect(\n",
+       "        0,\n",
+       "        0,\n",
+       "        fig.canvas.width / fig.ratio,\n",
+       "        fig.canvas.height / fig.ratio\n",
+       "    );\n",
+       "\n",
+       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_figure_label = function (fig, msg) {\n",
+       "    // Updates the figure title.\n",
+       "    fig.header.textContent = msg['label'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_cursor = function (fig, msg) {\n",
+       "    fig.rubberband_canvas.style.cursor = msg['cursor'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_message = function (fig, msg) {\n",
+       "    fig.message.textContent = msg['message'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_draw = function (fig, _msg) {\n",
+       "    // Request the server to send over a new figure.\n",
+       "    fig.send_draw_message();\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_image_mode = function (fig, msg) {\n",
+       "    fig.image_mode = msg['mode'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_history_buttons = function (fig, msg) {\n",
+       "    for (var key in msg) {\n",
+       "        if (!(key in fig.buttons)) {\n",
+       "            continue;\n",
+       "        }\n",
+       "        fig.buttons[key].disabled = !msg[key];\n",
+       "        fig.buttons[key].setAttribute('aria-disabled', !msg[key]);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_navigate_mode = function (fig, msg) {\n",
+       "    if (msg['mode'] === 'PAN') {\n",
+       "        fig.buttons['Pan'].classList.add('active');\n",
+       "        fig.buttons['Zoom'].classList.remove('active');\n",
+       "    } else if (msg['mode'] === 'ZOOM') {\n",
+       "        fig.buttons['Pan'].classList.remove('active');\n",
+       "        fig.buttons['Zoom'].classList.add('active');\n",
+       "    } else {\n",
+       "        fig.buttons['Pan'].classList.remove('active');\n",
+       "        fig.buttons['Zoom'].classList.remove('active');\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function () {\n",
+       "    // Called whenever the canvas gets updated.\n",
+       "    this.send_message('ack', {});\n",
+       "};\n",
+       "\n",
+       "// A function to construct a web socket function for onmessage handling.\n",
+       "// Called in the figure constructor.\n",
+       "mpl.figure.prototype._make_on_message_function = function (fig) {\n",
+       "    return function socket_on_message(evt) {\n",
+       "        if (evt.data instanceof Blob) {\n",
+       "            var img = evt.data;\n",
+       "            if (img.type !== 'image/png') {\n",
+       "                /* FIXME: We get \"Resource interpreted as Image but\n",
+       "                 * transferred with MIME type text/plain:\" errors on\n",
+       "                 * Chrome.  But how to set the MIME type?  It doesn't seem\n",
+       "                 * to be part of the websocket stream */\n",
+       "                img.type = 'image/png';\n",
+       "            }\n",
+       "\n",
+       "            /* Free the memory for the previous frames */\n",
+       "            if (fig.imageObj.src) {\n",
+       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
+       "                    fig.imageObj.src\n",
+       "                );\n",
+       "            }\n",
+       "\n",
+       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
+       "                img\n",
+       "            );\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        } else if (\n",
+       "            typeof evt.data === 'string' &&\n",
+       "            evt.data.slice(0, 21) === 'data:image/png;base64'\n",
+       "        ) {\n",
+       "            fig.imageObj.src = evt.data;\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        var msg = JSON.parse(evt.data);\n",
+       "        var msg_type = msg['type'];\n",
+       "\n",
+       "        // Call the  \"handle_{type}\" callback, which takes\n",
+       "        // the figure and JSON message as its only arguments.\n",
+       "        try {\n",
+       "            var callback = fig['handle_' + msg_type];\n",
+       "        } catch (e) {\n",
+       "            console.log(\n",
+       "                \"No handler for the '\" + msg_type + \"' message type: \",\n",
+       "                msg\n",
+       "            );\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        if (callback) {\n",
+       "            try {\n",
+       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
+       "                callback(fig, msg);\n",
+       "            } catch (e) {\n",
+       "                console.log(\n",
+       "                    \"Exception inside the 'handler_\" + msg_type + \"' callback:\",\n",
+       "                    e,\n",
+       "                    e.stack,\n",
+       "                    msg\n",
+       "                );\n",
+       "            }\n",
+       "        }\n",
+       "    };\n",
+       "};\n",
+       "\n",
+       "// from https://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
+       "mpl.findpos = function (e) {\n",
+       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
+       "    var targ;\n",
+       "    if (!e) {\n",
+       "        e = window.event;\n",
+       "    }\n",
+       "    if (e.target) {\n",
+       "        targ = e.target;\n",
+       "    } else if (e.srcElement) {\n",
+       "        targ = e.srcElement;\n",
+       "    }\n",
+       "    if (targ.nodeType === 3) {\n",
+       "        // defeat Safari bug\n",
+       "        targ = targ.parentNode;\n",
+       "    }\n",
+       "\n",
+       "    // pageX,Y are the mouse positions relative to the document\n",
+       "    var boundingRect = targ.getBoundingClientRect();\n",
+       "    var x = e.pageX - (boundingRect.left + document.body.scrollLeft);\n",
+       "    var y = e.pageY - (boundingRect.top + document.body.scrollTop);\n",
+       "\n",
+       "    return { x: x, y: y };\n",
+       "};\n",
+       "\n",
+       "/*\n",
+       " * return a copy of an object with only non-object keys\n",
+       " * we need this to avoid circular references\n",
+       " * https://stackoverflow.com/a/24161582/3208463\n",
+       " */\n",
+       "function simpleKeys(original) {\n",
+       "    return Object.keys(original).reduce(function (obj, key) {\n",
+       "        if (typeof original[key] !== 'object') {\n",
+       "            obj[key] = original[key];\n",
+       "        }\n",
+       "        return obj;\n",
+       "    }, {});\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.mouse_event = function (event, name) {\n",
+       "    var canvas_pos = mpl.findpos(event);\n",
+       "\n",
+       "    if (name === 'button_press') {\n",
+       "        this.canvas.focus();\n",
+       "        this.canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    var x = canvas_pos.x * this.ratio;\n",
+       "    var y = canvas_pos.y * this.ratio;\n",
+       "\n",
+       "    this.send_message(name, {\n",
+       "        x: x,\n",
+       "        y: y,\n",
+       "        button: event.button,\n",
+       "        step: event.step,\n",
+       "        guiEvent: simpleKeys(event),\n",
+       "    });\n",
+       "\n",
+       "    /* This prevents the web browser from automatically changing to\n",
+       "     * the text insertion cursor when the button is pressed.  We want\n",
+       "     * to control all of the cursor setting manually through the\n",
+       "     * 'cursor' event from matplotlib */\n",
+       "    event.preventDefault();\n",
+       "    return false;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function (_event, _name) {\n",
+       "    // Handle any extra behaviour associated with a key event\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.key_event = function (event, name) {\n",
+       "    // Prevent repeat events\n",
+       "    if (name === 'key_press') {\n",
+       "        if (event.key === this._key) {\n",
+       "            return;\n",
+       "        } else {\n",
+       "            this._key = event.key;\n",
+       "        }\n",
+       "    }\n",
+       "    if (name === 'key_release') {\n",
+       "        this._key = null;\n",
+       "    }\n",
+       "\n",
+       "    var value = '';\n",
+       "    if (event.ctrlKey && event.key !== 'Control') {\n",
+       "        value += 'ctrl+';\n",
+       "    }\n",
+       "    else if (event.altKey && event.key !== 'Alt') {\n",
+       "        value += 'alt+';\n",
+       "    }\n",
+       "    else if (event.shiftKey && event.key !== 'Shift') {\n",
+       "        value += 'shift+';\n",
+       "    }\n",
+       "\n",
+       "    value += 'k' + event.key;\n",
+       "\n",
+       "    this._key_event_extra(event, name);\n",
+       "\n",
+       "    this.send_message(name, { key: value, guiEvent: simpleKeys(event) });\n",
+       "    return false;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onclick = function (name) {\n",
+       "    if (name === 'download') {\n",
+       "        this.handle_save(this, null);\n",
+       "    } else {\n",
+       "        this.send_message('toolbar_button', { name: name });\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onmouseover = function (tooltip) {\n",
+       "    this.message.textContent = tooltip;\n",
+       "};\n",
+       "\n",
+       "///////////////// REMAINING CONTENT GENERATED BY embed_js.py /////////////////\n",
+       "// prettier-ignore\n",
+       "var _JSXTOOLS_RESIZE_OBSERVER=function(A){var t,i=new WeakMap,n=new WeakMap,a=new WeakMap,r=new WeakMap,o=new Set;function s(e){if(!(this instanceof s))throw new TypeError(\"Constructor requires 'new' operator\");i.set(this,e)}function h(){throw new TypeError(\"Function is not a constructor\")}function c(e,t,i,n){e=0 in arguments?Number(arguments[0]):0,t=1 in arguments?Number(arguments[1]):0,i=2 in arguments?Number(arguments[2]):0,n=3 in arguments?Number(arguments[3]):0,this.right=(this.x=this.left=e)+(this.width=i),this.bottom=(this.y=this.top=t)+(this.height=n),Object.freeze(this)}function d(){t=requestAnimationFrame(d);var s=new WeakMap,p=new Set;o.forEach((function(t){r.get(t).forEach((function(i){var r=t instanceof window.SVGElement,o=a.get(t),d=r?0:parseFloat(o.paddingTop),f=r?0:parseFloat(o.paddingRight),l=r?0:parseFloat(o.paddingBottom),u=r?0:parseFloat(o.paddingLeft),g=r?0:parseFloat(o.borderTopWidth),m=r?0:parseFloat(o.borderRightWidth),w=r?0:parseFloat(o.borderBottomWidth),b=u+f,F=d+l,v=(r?0:parseFloat(o.borderLeftWidth))+m,W=g+w,y=r?0:t.offsetHeight-W-t.clientHeight,E=r?0:t.offsetWidth-v-t.clientWidth,R=b+v,z=F+W,M=r?t.width:parseFloat(o.width)-R-E,O=r?t.height:parseFloat(o.height)-z-y;if(n.has(t)){var k=n.get(t);if(k[0]===M&&k[1]===O)return}n.set(t,[M,O]);var S=Object.create(h.prototype);S.target=t,S.contentRect=new c(u,d,M,O),s.has(i)||(s.set(i,[]),p.add(i)),s.get(i).push(S)}))})),p.forEach((function(e){i.get(e).call(e,s.get(e),e)}))}return s.prototype.observe=function(i){if(i instanceof window.Element){r.has(i)||(r.set(i,new Set),o.add(i),a.set(i,window.getComputedStyle(i)));var n=r.get(i);n.has(this)||n.add(this),cancelAnimationFrame(t),t=requestAnimationFrame(d)}},s.prototype.unobserve=function(i){if(i instanceof window.Element&&r.has(i)){var n=r.get(i);n.has(this)&&(n.delete(this),n.size||(r.delete(i),o.delete(i))),n.size||r.delete(i),o.size||cancelAnimationFrame(t)}},A.DOMRectReadOnly=c,A.ResizeObserver=s,A.ResizeObserverEntry=h,A}; // eslint-disable-line\n",
+       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Left button pans, Right button zooms\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\\nx/y fixes axis\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
+       "\n",
+       "mpl.extensions = [\"eps\", \"jpeg\", \"pgf\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
+       "\n",
+       "mpl.default_extension = \"png\";/* global mpl */\n",
+       "\n",
+       "var comm_websocket_adapter = function (comm) {\n",
+       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
+       "    // object with the appropriate methods. Currently this is a non binary\n",
+       "    // socket, so there is still some room for performance tuning.\n",
+       "    var ws = {};\n",
+       "\n",
+       "    ws.binaryType = comm.kernel.ws.binaryType;\n",
+       "    ws.readyState = comm.kernel.ws.readyState;\n",
+       "    function updateReadyState(_event) {\n",
+       "        if (comm.kernel.ws) {\n",
+       "            ws.readyState = comm.kernel.ws.readyState;\n",
+       "        } else {\n",
+       "            ws.readyState = 3; // Closed state.\n",
+       "        }\n",
+       "    }\n",
+       "    comm.kernel.ws.addEventListener('open', updateReadyState);\n",
+       "    comm.kernel.ws.addEventListener('close', updateReadyState);\n",
+       "    comm.kernel.ws.addEventListener('error', updateReadyState);\n",
+       "\n",
+       "    ws.close = function () {\n",
+       "        comm.close();\n",
+       "    };\n",
+       "    ws.send = function (m) {\n",
+       "        //console.log('sending', m);\n",
+       "        comm.send(m);\n",
+       "    };\n",
+       "    // Register the callback with on_msg.\n",
+       "    comm.on_msg(function (msg) {\n",
+       "        //console.log('receiving', msg['content']['data'], msg);\n",
+       "        var data = msg['content']['data'];\n",
+       "        if (data['blob'] !== undefined) {\n",
+       "            data = {\n",
+       "                data: new Blob(msg['buffers'], { type: data['blob'] }),\n",
+       "            };\n",
+       "        }\n",
+       "        // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
+       "        ws.onmessage(data);\n",
+       "    });\n",
+       "    return ws;\n",
+       "};\n",
+       "\n",
+       "mpl.mpl_figure_comm = function (comm, msg) {\n",
+       "    // This is the function which gets called when the mpl process\n",
+       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
+       "\n",
+       "    var id = msg.content.data.id;\n",
+       "    // Get hold of the div created by the display call when the Comm\n",
+       "    // socket was opened in Python.\n",
+       "    var element = document.getElementById(id);\n",
+       "    var ws_proxy = comm_websocket_adapter(comm);\n",
+       "\n",
+       "    function ondownload(figure, _format) {\n",
+       "        window.open(figure.canvas.toDataURL());\n",
+       "    }\n",
+       "\n",
+       "    var fig = new mpl.figure(id, ws_proxy, ondownload, element);\n",
+       "\n",
+       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
+       "    // web socket which is closed, not our websocket->open comm proxy.\n",
+       "    ws_proxy.onopen();\n",
+       "\n",
+       "    fig.parent_element = element;\n",
+       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
+       "    if (!fig.cell_info) {\n",
+       "        console.error('Failed to find cell for figure', id, fig);\n",
+       "        return;\n",
+       "    }\n",
+       "    fig.cell_info[0].output_area.element.on(\n",
+       "        'cleared',\n",
+       "        { fig: fig },\n",
+       "        fig._remove_fig_handler\n",
+       "    );\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_close = function (fig, msg) {\n",
+       "    var width = fig.canvas.width / fig.ratio;\n",
+       "    fig.cell_info[0].output_area.element.off(\n",
+       "        'cleared',\n",
+       "        fig._remove_fig_handler\n",
+       "    );\n",
+       "    fig.resizeObserverInstance.unobserve(fig.canvas_div);\n",
+       "\n",
+       "    // Update the output cell to use the data from the current canvas.\n",
+       "    fig.push_to_output();\n",
+       "    var dataURL = fig.canvas.toDataURL();\n",
+       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
+       "    // the notebook keyboard shortcuts fail.\n",
+       "    IPython.keyboard_manager.enable();\n",
+       "    fig.parent_element.innerHTML =\n",
+       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
+       "    fig.close_ws(fig, msg);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.close_ws = function (fig, msg) {\n",
+       "    fig.send_message('closing', msg);\n",
+       "    // fig.ws.close()\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.push_to_output = function (_remove_interactive) {\n",
+       "    // Turn the data on the canvas into data in the output cell.\n",
+       "    var width = this.canvas.width / this.ratio;\n",
+       "    var dataURL = this.canvas.toDataURL();\n",
+       "    this.cell_info[1]['text/html'] =\n",
+       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function () {\n",
+       "    // Tell IPython that the notebook contents must change.\n",
+       "    IPython.notebook.set_dirty(true);\n",
+       "    this.send_message('ack', {});\n",
+       "    var fig = this;\n",
+       "    // Wait a second, then push the new image to the DOM so\n",
+       "    // that it is saved nicely (might be nice to debounce this).\n",
+       "    setTimeout(function () {\n",
+       "        fig.push_to_output();\n",
+       "    }, 1000);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var toolbar = document.createElement('div');\n",
+       "    toolbar.classList = 'btn-toolbar';\n",
+       "    this.root.appendChild(toolbar);\n",
+       "\n",
+       "    function on_click_closure(name) {\n",
+       "        return function (_event) {\n",
+       "            return fig.toolbar_button_onclick(name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    function on_mouseover_closure(tooltip) {\n",
+       "        return function (event) {\n",
+       "            if (!event.currentTarget.disabled) {\n",
+       "                return fig.toolbar_button_onmouseover(tooltip);\n",
+       "            }\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    fig.buttons = {};\n",
+       "    var buttonGroup = document.createElement('div');\n",
+       "    buttonGroup.classList = 'btn-group';\n",
+       "    var button;\n",
+       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) {\n",
+       "            /* Instead of a spacer, we start a new button group. */\n",
+       "            if (buttonGroup.hasChildNodes()) {\n",
+       "                toolbar.appendChild(buttonGroup);\n",
+       "            }\n",
+       "            buttonGroup = document.createElement('div');\n",
+       "            buttonGroup.classList = 'btn-group';\n",
+       "            continue;\n",
+       "        }\n",
+       "\n",
+       "        button = fig.buttons[name] = document.createElement('button');\n",
+       "        button.classList = 'btn btn-default';\n",
+       "        button.href = '#';\n",
+       "        button.title = name;\n",
+       "        button.innerHTML = '<i class=\"fa ' + image + ' fa-lg\"></i>';\n",
+       "        button.addEventListener('click', on_click_closure(method_name));\n",
+       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
+       "        buttonGroup.appendChild(button);\n",
+       "    }\n",
+       "\n",
+       "    if (buttonGroup.hasChildNodes()) {\n",
+       "        toolbar.appendChild(buttonGroup);\n",
+       "    }\n",
+       "\n",
+       "    // Add the status bar.\n",
+       "    var status_bar = document.createElement('span');\n",
+       "    status_bar.classList = 'mpl-message pull-right';\n",
+       "    toolbar.appendChild(status_bar);\n",
+       "    this.message = status_bar;\n",
+       "\n",
+       "    // Add the close button to the window.\n",
+       "    var buttongrp = document.createElement('div');\n",
+       "    buttongrp.classList = 'btn-group inline pull-right';\n",
+       "    button = document.createElement('button');\n",
+       "    button.classList = 'btn btn-mini btn-primary';\n",
+       "    button.href = '#';\n",
+       "    button.title = 'Stop Interaction';\n",
+       "    button.innerHTML = '<i class=\"fa fa-power-off icon-remove icon-large\"></i>';\n",
+       "    button.addEventListener('click', function (_evt) {\n",
+       "        fig.handle_close(fig, {});\n",
+       "    });\n",
+       "    button.addEventListener(\n",
+       "        'mouseover',\n",
+       "        on_mouseover_closure('Stop Interaction')\n",
+       "    );\n",
+       "    buttongrp.appendChild(button);\n",
+       "    var titlebar = this.root.querySelector('.ui-dialog-titlebar');\n",
+       "    titlebar.insertBefore(buttongrp, titlebar.firstChild);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._remove_fig_handler = function (event) {\n",
+       "    var fig = event.data.fig;\n",
+       "    if (event.target !== this) {\n",
+       "        // Ignore bubbled events from children.\n",
+       "        return;\n",
+       "    }\n",
+       "    fig.close_ws(fig, {});\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function (el) {\n",
+       "    el.style.boxSizing = 'content-box'; // override notebook setting of border-box.\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function (el) {\n",
+       "    // this is important to make the div 'focusable\n",
+       "    el.setAttribute('tabindex', 0);\n",
+       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
+       "    // off when our div gets focus\n",
+       "\n",
+       "    // location in version 3\n",
+       "    if (IPython.notebook.keyboard_manager) {\n",
+       "        IPython.notebook.keyboard_manager.register_events(el);\n",
+       "    } else {\n",
+       "        // location in version 2\n",
+       "        IPython.keyboard_manager.register_events(el);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function (event, _name) {\n",
+       "    // Check for shift+enter\n",
+       "    if (event.shiftKey && event.which === 13) {\n",
+       "        this.canvas_div.blur();\n",
+       "        // select the cell after this one\n",
+       "        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
+       "        IPython.notebook.select(index + 1);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
+       "    fig.ondownload(fig, null);\n",
+       "};\n",
+       "\n",
+       "mpl.find_output_cell = function (html_output) {\n",
+       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
+       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
+       "    // IPython event is triggered only after the cells have been serialised, which for\n",
+       "    // our purposes (turning an active figure into a static one), is too late.\n",
+       "    var cells = IPython.notebook.get_cells();\n",
+       "    var ncells = cells.length;\n",
+       "    for (var i = 0; i < ncells; i++) {\n",
+       "        var cell = cells[i];\n",
+       "        if (cell.cell_type === 'code') {\n",
+       "            for (var j = 0; j < cell.output_area.outputs.length; j++) {\n",
+       "                var data = cell.output_area.outputs[j];\n",
+       "                if (data.data) {\n",
+       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
+       "                    data = data.data;\n",
+       "                }\n",
+       "                if (data['text/html'] === html_output) {\n",
+       "                    return [cell, data, j];\n",
+       "                }\n",
+       "            }\n",
+       "        }\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "// Register the function which deals with the matplotlib target/channel.\n",
+       "// The kernel may be null if the page has been refreshed.\n",
+       "if (IPython.notebook.kernel !== null) {\n",
+       "    IPython.notebook.kernel.comm_manager.register_target(\n",
+       "        'matplotlib',\n",
+       "        mpl.mpl_figure_comm\n",
+       "    );\n",
+       "}\n"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Javascript object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<img 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\" width=\"640\">"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/javascript": [
+       "/* Put everything inside the global mpl namespace */\n",
+       "/* global mpl */\n",
+       "window.mpl = {};\n",
+       "\n",
+       "mpl.get_websocket_type = function () {\n",
+       "    if (typeof WebSocket !== 'undefined') {\n",
+       "        return WebSocket;\n",
+       "    } else if (typeof MozWebSocket !== 'undefined') {\n",
+       "        return MozWebSocket;\n",
+       "    } else {\n",
+       "        alert(\n",
+       "            'Your browser does not have WebSocket support. ' +\n",
+       "                'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
+       "                'Firefox 4 and 5 are also supported but you ' +\n",
+       "                'have to enable WebSockets in about:config.'\n",
+       "        );\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure = function (figure_id, websocket, ondownload, parent_element) {\n",
+       "    this.id = figure_id;\n",
+       "\n",
+       "    this.ws = websocket;\n",
+       "\n",
+       "    this.supports_binary = this.ws.binaryType !== undefined;\n",
+       "\n",
+       "    if (!this.supports_binary) {\n",
+       "        var warnings = document.getElementById('mpl-warnings');\n",
+       "        if (warnings) {\n",
+       "            warnings.style.display = 'block';\n",
+       "            warnings.textContent =\n",
+       "                'This browser does not support binary websocket messages. ' +\n",
+       "                'Performance may be slow.';\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    this.imageObj = new Image();\n",
+       "\n",
+       "    this.context = undefined;\n",
+       "    this.message = undefined;\n",
+       "    this.canvas = undefined;\n",
+       "    this.rubberband_canvas = undefined;\n",
+       "    this.rubberband_context = undefined;\n",
+       "    this.format_dropdown = undefined;\n",
+       "\n",
+       "    this.image_mode = 'full';\n",
+       "\n",
+       "    this.root = document.createElement('div');\n",
+       "    this.root.setAttribute('style', 'display: inline-block');\n",
+       "    this._root_extra_style(this.root);\n",
+       "\n",
+       "    parent_element.appendChild(this.root);\n",
+       "\n",
+       "    this._init_header(this);\n",
+       "    this._init_canvas(this);\n",
+       "    this._init_toolbar(this);\n",
+       "\n",
+       "    var fig = this;\n",
+       "\n",
+       "    this.waiting = false;\n",
+       "\n",
+       "    this.ws.onopen = function () {\n",
+       "        fig.send_message('supports_binary', { value: fig.supports_binary });\n",
+       "        fig.send_message('send_image_mode', {});\n",
+       "        if (fig.ratio !== 1) {\n",
+       "            fig.send_message('set_device_pixel_ratio', {\n",
+       "                device_pixel_ratio: fig.ratio,\n",
+       "            });\n",
+       "        }\n",
+       "        fig.send_message('refresh', {});\n",
+       "    };\n",
+       "\n",
+       "    this.imageObj.onload = function () {\n",
+       "        if (fig.image_mode === 'full') {\n",
+       "            // Full images could contain transparency (where diff images\n",
+       "            // almost always do), so we need to clear the canvas so that\n",
+       "            // there is no ghosting.\n",
+       "            fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
+       "        }\n",
+       "        fig.context.drawImage(fig.imageObj, 0, 0);\n",
+       "    };\n",
+       "\n",
+       "    this.imageObj.onunload = function () {\n",
+       "        fig.ws.close();\n",
+       "    };\n",
+       "\n",
+       "    this.ws.onmessage = this._make_on_message_function(this);\n",
+       "\n",
+       "    this.ondownload = ondownload;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_header = function () {\n",
+       "    var titlebar = document.createElement('div');\n",
+       "    titlebar.classList =\n",
+       "        'ui-dialog-titlebar ui-widget-header ui-corner-all ui-helper-clearfix';\n",
+       "    var titletext = document.createElement('div');\n",
+       "    titletext.classList = 'ui-dialog-title';\n",
+       "    titletext.setAttribute(\n",
+       "        'style',\n",
+       "        'width: 100%; text-align: center; padding: 3px;'\n",
+       "    );\n",
+       "    titlebar.appendChild(titletext);\n",
+       "    this.root.appendChild(titlebar);\n",
+       "    this.header = titletext;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function (_canvas_div) {};\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function (_canvas_div) {};\n",
+       "\n",
+       "mpl.figure.prototype._init_canvas = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var canvas_div = (this.canvas_div = document.createElement('div'));\n",
+       "    canvas_div.setAttribute(\n",
+       "        'style',\n",
+       "        'border: 1px solid #ddd;' +\n",
+       "            'box-sizing: content-box;' +\n",
+       "            'clear: both;' +\n",
+       "            'min-height: 1px;' +\n",
+       "            'min-width: 1px;' +\n",
+       "            'outline: 0;' +\n",
+       "            'overflow: hidden;' +\n",
+       "            'position: relative;' +\n",
+       "            'resize: both;'\n",
+       "    );\n",
+       "\n",
+       "    function on_keyboard_event_closure(name) {\n",
+       "        return function (event) {\n",
+       "            return fig.key_event(event, name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    canvas_div.addEventListener(\n",
+       "        'keydown',\n",
+       "        on_keyboard_event_closure('key_press')\n",
+       "    );\n",
+       "    canvas_div.addEventListener(\n",
+       "        'keyup',\n",
+       "        on_keyboard_event_closure('key_release')\n",
+       "    );\n",
+       "\n",
+       "    this._canvas_extra_style(canvas_div);\n",
+       "    this.root.appendChild(canvas_div);\n",
+       "\n",
+       "    var canvas = (this.canvas = document.createElement('canvas'));\n",
+       "    canvas.classList.add('mpl-canvas');\n",
+       "    canvas.setAttribute('style', 'box-sizing: content-box;');\n",
+       "\n",
+       "    this.context = canvas.getContext('2d');\n",
+       "\n",
+       "    var backingStore =\n",
+       "        this.context.backingStorePixelRatio ||\n",
+       "        this.context.webkitBackingStorePixelRatio ||\n",
+       "        this.context.mozBackingStorePixelRatio ||\n",
+       "        this.context.msBackingStorePixelRatio ||\n",
+       "        this.context.oBackingStorePixelRatio ||\n",
+       "        this.context.backingStorePixelRatio ||\n",
+       "        1;\n",
+       "\n",
+       "    this.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
+       "\n",
+       "    var rubberband_canvas = (this.rubberband_canvas = document.createElement(\n",
+       "        'canvas'\n",
+       "    ));\n",
+       "    rubberband_canvas.setAttribute(\n",
+       "        'style',\n",
+       "        'box-sizing: content-box; position: absolute; left: 0; top: 0; z-index: 1;'\n",
+       "    );\n",
+       "\n",
+       "    // Apply a ponyfill if ResizeObserver is not implemented by browser.\n",
+       "    if (this.ResizeObserver === undefined) {\n",
+       "        if (window.ResizeObserver !== undefined) {\n",
+       "            this.ResizeObserver = window.ResizeObserver;\n",
+       "        } else {\n",
+       "            var obs = _JSXTOOLS_RESIZE_OBSERVER({});\n",
+       "            this.ResizeObserver = obs.ResizeObserver;\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    this.resizeObserverInstance = new this.ResizeObserver(function (entries) {\n",
+       "        var nentries = entries.length;\n",
+       "        for (var i = 0; i < nentries; i++) {\n",
+       "            var entry = entries[i];\n",
+       "            var width, height;\n",
+       "            if (entry.contentBoxSize) {\n",
+       "                if (entry.contentBoxSize instanceof Array) {\n",
+       "                    // Chrome 84 implements new version of spec.\n",
+       "                    width = entry.contentBoxSize[0].inlineSize;\n",
+       "                    height = entry.contentBoxSize[0].blockSize;\n",
+       "                } else {\n",
+       "                    // Firefox implements old version of spec.\n",
+       "                    width = entry.contentBoxSize.inlineSize;\n",
+       "                    height = entry.contentBoxSize.blockSize;\n",
+       "                }\n",
+       "            } else {\n",
+       "                // Chrome <84 implements even older version of spec.\n",
+       "                width = entry.contentRect.width;\n",
+       "                height = entry.contentRect.height;\n",
+       "            }\n",
+       "\n",
+       "            // Keep the size of the canvas and rubber band canvas in sync with\n",
+       "            // the canvas container.\n",
+       "            if (entry.devicePixelContentBoxSize) {\n",
+       "                // Chrome 84 implements new version of spec.\n",
+       "                canvas.setAttribute(\n",
+       "                    'width',\n",
+       "                    entry.devicePixelContentBoxSize[0].inlineSize\n",
+       "                );\n",
+       "                canvas.setAttribute(\n",
+       "                    'height',\n",
+       "                    entry.devicePixelContentBoxSize[0].blockSize\n",
+       "                );\n",
+       "            } else {\n",
+       "                canvas.setAttribute('width', width * fig.ratio);\n",
+       "                canvas.setAttribute('height', height * fig.ratio);\n",
+       "            }\n",
+       "            canvas.setAttribute(\n",
+       "                'style',\n",
+       "                'width: ' + width + 'px; height: ' + height + 'px;'\n",
+       "            );\n",
+       "\n",
+       "            rubberband_canvas.setAttribute('width', width);\n",
+       "            rubberband_canvas.setAttribute('height', height);\n",
+       "\n",
+       "            // And update the size in Python. We ignore the initial 0/0 size\n",
+       "            // that occurs as the element is placed into the DOM, which should\n",
+       "            // otherwise not happen due to the minimum size styling.\n",
+       "            if (fig.ws.readyState == 1 && width != 0 && height != 0) {\n",
+       "                fig.request_resize(width, height);\n",
+       "            }\n",
+       "        }\n",
+       "    });\n",
+       "    this.resizeObserverInstance.observe(canvas_div);\n",
+       "\n",
+       "    function on_mouse_event_closure(name) {\n",
+       "        return function (event) {\n",
+       "            return fig.mouse_event(event, name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mousedown',\n",
+       "        on_mouse_event_closure('button_press')\n",
+       "    );\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mouseup',\n",
+       "        on_mouse_event_closure('button_release')\n",
+       "    );\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'dblclick',\n",
+       "        on_mouse_event_closure('dblclick')\n",
+       "    );\n",
+       "    // Throttle sequential mouse events to 1 every 20ms.\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mousemove',\n",
+       "        on_mouse_event_closure('motion_notify')\n",
+       "    );\n",
+       "\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mouseenter',\n",
+       "        on_mouse_event_closure('figure_enter')\n",
+       "    );\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mouseleave',\n",
+       "        on_mouse_event_closure('figure_leave')\n",
+       "    );\n",
+       "\n",
+       "    canvas_div.addEventListener('wheel', function (event) {\n",
+       "        if (event.deltaY < 0) {\n",
+       "            event.step = 1;\n",
+       "        } else {\n",
+       "            event.step = -1;\n",
+       "        }\n",
+       "        on_mouse_event_closure('scroll')(event);\n",
+       "    });\n",
+       "\n",
+       "    canvas_div.appendChild(canvas);\n",
+       "    canvas_div.appendChild(rubberband_canvas);\n",
+       "\n",
+       "    this.rubberband_context = rubberband_canvas.getContext('2d');\n",
+       "    this.rubberband_context.strokeStyle = '#000000';\n",
+       "\n",
+       "    this._resize_canvas = function (width, height, forward) {\n",
+       "        if (forward) {\n",
+       "            canvas_div.style.width = width + 'px';\n",
+       "            canvas_div.style.height = height + 'px';\n",
+       "        }\n",
+       "    };\n",
+       "\n",
+       "    // Disable right mouse context menu.\n",
+       "    this.rubberband_canvas.addEventListener('contextmenu', function (_e) {\n",
+       "        event.preventDefault();\n",
+       "        return false;\n",
+       "    });\n",
+       "\n",
+       "    function set_focus() {\n",
+       "        canvas.focus();\n",
+       "        canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    window.setTimeout(set_focus, 100);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var toolbar = document.createElement('div');\n",
+       "    toolbar.classList = 'mpl-toolbar';\n",
+       "    this.root.appendChild(toolbar);\n",
+       "\n",
+       "    function on_click_closure(name) {\n",
+       "        return function (_event) {\n",
+       "            return fig.toolbar_button_onclick(name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    function on_mouseover_closure(tooltip) {\n",
+       "        return function (event) {\n",
+       "            if (!event.currentTarget.disabled) {\n",
+       "                return fig.toolbar_button_onmouseover(tooltip);\n",
+       "            }\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    fig.buttons = {};\n",
+       "    var buttonGroup = document.createElement('div');\n",
+       "    buttonGroup.classList = 'mpl-button-group';\n",
+       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) {\n",
+       "            /* Instead of a spacer, we start a new button group. */\n",
+       "            if (buttonGroup.hasChildNodes()) {\n",
+       "                toolbar.appendChild(buttonGroup);\n",
+       "            }\n",
+       "            buttonGroup = document.createElement('div');\n",
+       "            buttonGroup.classList = 'mpl-button-group';\n",
+       "            continue;\n",
+       "        }\n",
+       "\n",
+       "        var button = (fig.buttons[name] = document.createElement('button'));\n",
+       "        button.classList = 'mpl-widget';\n",
+       "        button.setAttribute('role', 'button');\n",
+       "        button.setAttribute('aria-disabled', 'false');\n",
+       "        button.addEventListener('click', on_click_closure(method_name));\n",
+       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
+       "\n",
+       "        var icon_img = document.createElement('img');\n",
+       "        icon_img.src = '_images/' + image + '.png';\n",
+       "        icon_img.srcset = '_images/' + image + '_large.png 2x';\n",
+       "        icon_img.alt = tooltip;\n",
+       "        button.appendChild(icon_img);\n",
+       "\n",
+       "        buttonGroup.appendChild(button);\n",
+       "    }\n",
+       "\n",
+       "    if (buttonGroup.hasChildNodes()) {\n",
+       "        toolbar.appendChild(buttonGroup);\n",
+       "    }\n",
+       "\n",
+       "    var fmt_picker = document.createElement('select');\n",
+       "    fmt_picker.classList = 'mpl-widget';\n",
+       "    toolbar.appendChild(fmt_picker);\n",
+       "    this.format_dropdown = fmt_picker;\n",
+       "\n",
+       "    for (var ind in mpl.extensions) {\n",
+       "        var fmt = mpl.extensions[ind];\n",
+       "        var option = document.createElement('option');\n",
+       "        option.selected = fmt === mpl.default_extension;\n",
+       "        option.innerHTML = fmt;\n",
+       "        fmt_picker.appendChild(option);\n",
+       "    }\n",
+       "\n",
+       "    var status_bar = document.createElement('span');\n",
+       "    status_bar.classList = 'mpl-message';\n",
+       "    toolbar.appendChild(status_bar);\n",
+       "    this.message = status_bar;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.request_resize = function (x_pixels, y_pixels) {\n",
+       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
+       "    // which will in turn request a refresh of the image.\n",
+       "    this.send_message('resize', { width: x_pixels, height: y_pixels });\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.send_message = function (type, properties) {\n",
+       "    properties['type'] = type;\n",
+       "    properties['figure_id'] = this.id;\n",
+       "    this.ws.send(JSON.stringify(properties));\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.send_draw_message = function () {\n",
+       "    if (!this.waiting) {\n",
+       "        this.waiting = true;\n",
+       "        this.ws.send(JSON.stringify({ type: 'draw', figure_id: this.id }));\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
+       "    var format_dropdown = fig.format_dropdown;\n",
+       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
+       "    fig.ondownload(fig, format);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_resize = function (fig, msg) {\n",
+       "    var size = msg['size'];\n",
+       "    if (size[0] !== fig.canvas.width || size[1] !== fig.canvas.height) {\n",
+       "        fig._resize_canvas(size[0], size[1], msg['forward']);\n",
+       "        fig.send_message('refresh', {});\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_rubberband = function (fig, msg) {\n",
+       "    var x0 = msg['x0'] / fig.ratio;\n",
+       "    var y0 = (fig.canvas.height - msg['y0']) / fig.ratio;\n",
+       "    var x1 = msg['x1'] / fig.ratio;\n",
+       "    var y1 = (fig.canvas.height - msg['y1']) / fig.ratio;\n",
+       "    x0 = Math.floor(x0) + 0.5;\n",
+       "    y0 = Math.floor(y0) + 0.5;\n",
+       "    x1 = Math.floor(x1) + 0.5;\n",
+       "    y1 = Math.floor(y1) + 0.5;\n",
+       "    var min_x = Math.min(x0, x1);\n",
+       "    var min_y = Math.min(y0, y1);\n",
+       "    var width = Math.abs(x1 - x0);\n",
+       "    var height = Math.abs(y1 - y0);\n",
+       "\n",
+       "    fig.rubberband_context.clearRect(\n",
+       "        0,\n",
+       "        0,\n",
+       "        fig.canvas.width / fig.ratio,\n",
+       "        fig.canvas.height / fig.ratio\n",
+       "    );\n",
+       "\n",
+       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_figure_label = function (fig, msg) {\n",
+       "    // Updates the figure title.\n",
+       "    fig.header.textContent = msg['label'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_cursor = function (fig, msg) {\n",
+       "    fig.rubberband_canvas.style.cursor = msg['cursor'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_message = function (fig, msg) {\n",
+       "    fig.message.textContent = msg['message'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_draw = function (fig, _msg) {\n",
+       "    // Request the server to send over a new figure.\n",
+       "    fig.send_draw_message();\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_image_mode = function (fig, msg) {\n",
+       "    fig.image_mode = msg['mode'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_history_buttons = function (fig, msg) {\n",
+       "    for (var key in msg) {\n",
+       "        if (!(key in fig.buttons)) {\n",
+       "            continue;\n",
+       "        }\n",
+       "        fig.buttons[key].disabled = !msg[key];\n",
+       "        fig.buttons[key].setAttribute('aria-disabled', !msg[key]);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_navigate_mode = function (fig, msg) {\n",
+       "    if (msg['mode'] === 'PAN') {\n",
+       "        fig.buttons['Pan'].classList.add('active');\n",
+       "        fig.buttons['Zoom'].classList.remove('active');\n",
+       "    } else if (msg['mode'] === 'ZOOM') {\n",
+       "        fig.buttons['Pan'].classList.remove('active');\n",
+       "        fig.buttons['Zoom'].classList.add('active');\n",
+       "    } else {\n",
+       "        fig.buttons['Pan'].classList.remove('active');\n",
+       "        fig.buttons['Zoom'].classList.remove('active');\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function () {\n",
+       "    // Called whenever the canvas gets updated.\n",
+       "    this.send_message('ack', {});\n",
+       "};\n",
+       "\n",
+       "// A function to construct a web socket function for onmessage handling.\n",
+       "// Called in the figure constructor.\n",
+       "mpl.figure.prototype._make_on_message_function = function (fig) {\n",
+       "    return function socket_on_message(evt) {\n",
+       "        if (evt.data instanceof Blob) {\n",
+       "            var img = evt.data;\n",
+       "            if (img.type !== 'image/png') {\n",
+       "                /* FIXME: We get \"Resource interpreted as Image but\n",
+       "                 * transferred with MIME type text/plain:\" errors on\n",
+       "                 * Chrome.  But how to set the MIME type?  It doesn't seem\n",
+       "                 * to be part of the websocket stream */\n",
+       "                img.type = 'image/png';\n",
+       "            }\n",
+       "\n",
+       "            /* Free the memory for the previous frames */\n",
+       "            if (fig.imageObj.src) {\n",
+       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
+       "                    fig.imageObj.src\n",
+       "                );\n",
+       "            }\n",
+       "\n",
+       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
+       "                img\n",
+       "            );\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        } else if (\n",
+       "            typeof evt.data === 'string' &&\n",
+       "            evt.data.slice(0, 21) === 'data:image/png;base64'\n",
+       "        ) {\n",
+       "            fig.imageObj.src = evt.data;\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        var msg = JSON.parse(evt.data);\n",
+       "        var msg_type = msg['type'];\n",
+       "\n",
+       "        // Call the  \"handle_{type}\" callback, which takes\n",
+       "        // the figure and JSON message as its only arguments.\n",
+       "        try {\n",
+       "            var callback = fig['handle_' + msg_type];\n",
+       "        } catch (e) {\n",
+       "            console.log(\n",
+       "                \"No handler for the '\" + msg_type + \"' message type: \",\n",
+       "                msg\n",
+       "            );\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        if (callback) {\n",
+       "            try {\n",
+       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
+       "                callback(fig, msg);\n",
+       "            } catch (e) {\n",
+       "                console.log(\n",
+       "                    \"Exception inside the 'handler_\" + msg_type + \"' callback:\",\n",
+       "                    e,\n",
+       "                    e.stack,\n",
+       "                    msg\n",
+       "                );\n",
+       "            }\n",
+       "        }\n",
+       "    };\n",
+       "};\n",
+       "\n",
+       "// from https://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
+       "mpl.findpos = function (e) {\n",
+       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
+       "    var targ;\n",
+       "    if (!e) {\n",
+       "        e = window.event;\n",
+       "    }\n",
+       "    if (e.target) {\n",
+       "        targ = e.target;\n",
+       "    } else if (e.srcElement) {\n",
+       "        targ = e.srcElement;\n",
+       "    }\n",
+       "    if (targ.nodeType === 3) {\n",
+       "        // defeat Safari bug\n",
+       "        targ = targ.parentNode;\n",
+       "    }\n",
+       "\n",
+       "    // pageX,Y are the mouse positions relative to the document\n",
+       "    var boundingRect = targ.getBoundingClientRect();\n",
+       "    var x = e.pageX - (boundingRect.left + document.body.scrollLeft);\n",
+       "    var y = e.pageY - (boundingRect.top + document.body.scrollTop);\n",
+       "\n",
+       "    return { x: x, y: y };\n",
+       "};\n",
+       "\n",
+       "/*\n",
+       " * return a copy of an object with only non-object keys\n",
+       " * we need this to avoid circular references\n",
+       " * https://stackoverflow.com/a/24161582/3208463\n",
+       " */\n",
+       "function simpleKeys(original) {\n",
+       "    return Object.keys(original).reduce(function (obj, key) {\n",
+       "        if (typeof original[key] !== 'object') {\n",
+       "            obj[key] = original[key];\n",
+       "        }\n",
+       "        return obj;\n",
+       "    }, {});\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.mouse_event = function (event, name) {\n",
+       "    var canvas_pos = mpl.findpos(event);\n",
+       "\n",
+       "    if (name === 'button_press') {\n",
+       "        this.canvas.focus();\n",
+       "        this.canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    var x = canvas_pos.x * this.ratio;\n",
+       "    var y = canvas_pos.y * this.ratio;\n",
+       "\n",
+       "    this.send_message(name, {\n",
+       "        x: x,\n",
+       "        y: y,\n",
+       "        button: event.button,\n",
+       "        step: event.step,\n",
+       "        guiEvent: simpleKeys(event),\n",
+       "    });\n",
+       "\n",
+       "    /* This prevents the web browser from automatically changing to\n",
+       "     * the text insertion cursor when the button is pressed.  We want\n",
+       "     * to control all of the cursor setting manually through the\n",
+       "     * 'cursor' event from matplotlib */\n",
+       "    event.preventDefault();\n",
+       "    return false;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function (_event, _name) {\n",
+       "    // Handle any extra behaviour associated with a key event\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.key_event = function (event, name) {\n",
+       "    // Prevent repeat events\n",
+       "    if (name === 'key_press') {\n",
+       "        if (event.key === this._key) {\n",
+       "            return;\n",
+       "        } else {\n",
+       "            this._key = event.key;\n",
+       "        }\n",
+       "    }\n",
+       "    if (name === 'key_release') {\n",
+       "        this._key = null;\n",
+       "    }\n",
+       "\n",
+       "    var value = '';\n",
+       "    if (event.ctrlKey && event.key !== 'Control') {\n",
+       "        value += 'ctrl+';\n",
+       "    }\n",
+       "    else if (event.altKey && event.key !== 'Alt') {\n",
+       "        value += 'alt+';\n",
+       "    }\n",
+       "    else if (event.shiftKey && event.key !== 'Shift') {\n",
+       "        value += 'shift+';\n",
+       "    }\n",
+       "\n",
+       "    value += 'k' + event.key;\n",
+       "\n",
+       "    this._key_event_extra(event, name);\n",
+       "\n",
+       "    this.send_message(name, { key: value, guiEvent: simpleKeys(event) });\n",
+       "    return false;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onclick = function (name) {\n",
+       "    if (name === 'download') {\n",
+       "        this.handle_save(this, null);\n",
+       "    } else {\n",
+       "        this.send_message('toolbar_button', { name: name });\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onmouseover = function (tooltip) {\n",
+       "    this.message.textContent = tooltip;\n",
+       "};\n",
+       "\n",
+       "///////////////// REMAINING CONTENT GENERATED BY embed_js.py /////////////////\n",
+       "// prettier-ignore\n",
+       "var _JSXTOOLS_RESIZE_OBSERVER=function(A){var t,i=new WeakMap,n=new WeakMap,a=new WeakMap,r=new WeakMap,o=new Set;function s(e){if(!(this instanceof s))throw new TypeError(\"Constructor requires 'new' operator\");i.set(this,e)}function h(){throw new TypeError(\"Function is not a constructor\")}function c(e,t,i,n){e=0 in arguments?Number(arguments[0]):0,t=1 in arguments?Number(arguments[1]):0,i=2 in arguments?Number(arguments[2]):0,n=3 in arguments?Number(arguments[3]):0,this.right=(this.x=this.left=e)+(this.width=i),this.bottom=(this.y=this.top=t)+(this.height=n),Object.freeze(this)}function d(){t=requestAnimationFrame(d);var s=new WeakMap,p=new Set;o.forEach((function(t){r.get(t).forEach((function(i){var r=t instanceof window.SVGElement,o=a.get(t),d=r?0:parseFloat(o.paddingTop),f=r?0:parseFloat(o.paddingRight),l=r?0:parseFloat(o.paddingBottom),u=r?0:parseFloat(o.paddingLeft),g=r?0:parseFloat(o.borderTopWidth),m=r?0:parseFloat(o.borderRightWidth),w=r?0:parseFloat(o.borderBottomWidth),b=u+f,F=d+l,v=(r?0:parseFloat(o.borderLeftWidth))+m,W=g+w,y=r?0:t.offsetHeight-W-t.clientHeight,E=r?0:t.offsetWidth-v-t.clientWidth,R=b+v,z=F+W,M=r?t.width:parseFloat(o.width)-R-E,O=r?t.height:parseFloat(o.height)-z-y;if(n.has(t)){var k=n.get(t);if(k[0]===M&&k[1]===O)return}n.set(t,[M,O]);var S=Object.create(h.prototype);S.target=t,S.contentRect=new c(u,d,M,O),s.has(i)||(s.set(i,[]),p.add(i)),s.get(i).push(S)}))})),p.forEach((function(e){i.get(e).call(e,s.get(e),e)}))}return s.prototype.observe=function(i){if(i instanceof window.Element){r.has(i)||(r.set(i,new Set),o.add(i),a.set(i,window.getComputedStyle(i)));var n=r.get(i);n.has(this)||n.add(this),cancelAnimationFrame(t),t=requestAnimationFrame(d)}},s.prototype.unobserve=function(i){if(i instanceof window.Element&&r.has(i)){var n=r.get(i);n.has(this)&&(n.delete(this),n.size||(r.delete(i),o.delete(i))),n.size||r.delete(i),o.size||cancelAnimationFrame(t)}},A.DOMRectReadOnly=c,A.ResizeObserver=s,A.ResizeObserverEntry=h,A}; // eslint-disable-line\n",
+       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Left button pans, Right button zooms\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\\nx/y fixes axis\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
+       "\n",
+       "mpl.extensions = [\"eps\", \"jpeg\", \"pgf\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
+       "\n",
+       "mpl.default_extension = \"png\";/* global mpl */\n",
+       "\n",
+       "var comm_websocket_adapter = function (comm) {\n",
+       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
+       "    // object with the appropriate methods. Currently this is a non binary\n",
+       "    // socket, so there is still some room for performance tuning.\n",
+       "    var ws = {};\n",
+       "\n",
+       "    ws.binaryType = comm.kernel.ws.binaryType;\n",
+       "    ws.readyState = comm.kernel.ws.readyState;\n",
+       "    function updateReadyState(_event) {\n",
+       "        if (comm.kernel.ws) {\n",
+       "            ws.readyState = comm.kernel.ws.readyState;\n",
+       "        } else {\n",
+       "            ws.readyState = 3; // Closed state.\n",
+       "        }\n",
+       "    }\n",
+       "    comm.kernel.ws.addEventListener('open', updateReadyState);\n",
+       "    comm.kernel.ws.addEventListener('close', updateReadyState);\n",
+       "    comm.kernel.ws.addEventListener('error', updateReadyState);\n",
+       "\n",
+       "    ws.close = function () {\n",
+       "        comm.close();\n",
+       "    };\n",
+       "    ws.send = function (m) {\n",
+       "        //console.log('sending', m);\n",
+       "        comm.send(m);\n",
+       "    };\n",
+       "    // Register the callback with on_msg.\n",
+       "    comm.on_msg(function (msg) {\n",
+       "        //console.log('receiving', msg['content']['data'], msg);\n",
+       "        var data = msg['content']['data'];\n",
+       "        if (data['blob'] !== undefined) {\n",
+       "            data = {\n",
+       "                data: new Blob(msg['buffers'], { type: data['blob'] }),\n",
+       "            };\n",
+       "        }\n",
+       "        // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
+       "        ws.onmessage(data);\n",
+       "    });\n",
+       "    return ws;\n",
+       "};\n",
+       "\n",
+       "mpl.mpl_figure_comm = function (comm, msg) {\n",
+       "    // This is the function which gets called when the mpl process\n",
+       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
+       "\n",
+       "    var id = msg.content.data.id;\n",
+       "    // Get hold of the div created by the display call when the Comm\n",
+       "    // socket was opened in Python.\n",
+       "    var element = document.getElementById(id);\n",
+       "    var ws_proxy = comm_websocket_adapter(comm);\n",
+       "\n",
+       "    function ondownload(figure, _format) {\n",
+       "        window.open(figure.canvas.toDataURL());\n",
+       "    }\n",
+       "\n",
+       "    var fig = new mpl.figure(id, ws_proxy, ondownload, element);\n",
+       "\n",
+       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
+       "    // web socket which is closed, not our websocket->open comm proxy.\n",
+       "    ws_proxy.onopen();\n",
+       "\n",
+       "    fig.parent_element = element;\n",
+       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
+       "    if (!fig.cell_info) {\n",
+       "        console.error('Failed to find cell for figure', id, fig);\n",
+       "        return;\n",
+       "    }\n",
+       "    fig.cell_info[0].output_area.element.on(\n",
+       "        'cleared',\n",
+       "        { fig: fig },\n",
+       "        fig._remove_fig_handler\n",
+       "    );\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_close = function (fig, msg) {\n",
+       "    var width = fig.canvas.width / fig.ratio;\n",
+       "    fig.cell_info[0].output_area.element.off(\n",
+       "        'cleared',\n",
+       "        fig._remove_fig_handler\n",
+       "    );\n",
+       "    fig.resizeObserverInstance.unobserve(fig.canvas_div);\n",
+       "\n",
+       "    // Update the output cell to use the data from the current canvas.\n",
+       "    fig.push_to_output();\n",
+       "    var dataURL = fig.canvas.toDataURL();\n",
+       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
+       "    // the notebook keyboard shortcuts fail.\n",
+       "    IPython.keyboard_manager.enable();\n",
+       "    fig.parent_element.innerHTML =\n",
+       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
+       "    fig.close_ws(fig, msg);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.close_ws = function (fig, msg) {\n",
+       "    fig.send_message('closing', msg);\n",
+       "    // fig.ws.close()\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.push_to_output = function (_remove_interactive) {\n",
+       "    // Turn the data on the canvas into data in the output cell.\n",
+       "    var width = this.canvas.width / this.ratio;\n",
+       "    var dataURL = this.canvas.toDataURL();\n",
+       "    this.cell_info[1]['text/html'] =\n",
+       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function () {\n",
+       "    // Tell IPython that the notebook contents must change.\n",
+       "    IPython.notebook.set_dirty(true);\n",
+       "    this.send_message('ack', {});\n",
+       "    var fig = this;\n",
+       "    // Wait a second, then push the new image to the DOM so\n",
+       "    // that it is saved nicely (might be nice to debounce this).\n",
+       "    setTimeout(function () {\n",
+       "        fig.push_to_output();\n",
+       "    }, 1000);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var toolbar = document.createElement('div');\n",
+       "    toolbar.classList = 'btn-toolbar';\n",
+       "    this.root.appendChild(toolbar);\n",
+       "\n",
+       "    function on_click_closure(name) {\n",
+       "        return function (_event) {\n",
+       "            return fig.toolbar_button_onclick(name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    function on_mouseover_closure(tooltip) {\n",
+       "        return function (event) {\n",
+       "            if (!event.currentTarget.disabled) {\n",
+       "                return fig.toolbar_button_onmouseover(tooltip);\n",
+       "            }\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    fig.buttons = {};\n",
+       "    var buttonGroup = document.createElement('div');\n",
+       "    buttonGroup.classList = 'btn-group';\n",
+       "    var button;\n",
+       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) {\n",
+       "            /* Instead of a spacer, we start a new button group. */\n",
+       "            if (buttonGroup.hasChildNodes()) {\n",
+       "                toolbar.appendChild(buttonGroup);\n",
+       "            }\n",
+       "            buttonGroup = document.createElement('div');\n",
+       "            buttonGroup.classList = 'btn-group';\n",
+       "            continue;\n",
+       "        }\n",
+       "\n",
+       "        button = fig.buttons[name] = document.createElement('button');\n",
+       "        button.classList = 'btn btn-default';\n",
+       "        button.href = '#';\n",
+       "        button.title = name;\n",
+       "        button.innerHTML = '<i class=\"fa ' + image + ' fa-lg\"></i>';\n",
+       "        button.addEventListener('click', on_click_closure(method_name));\n",
+       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
+       "        buttonGroup.appendChild(button);\n",
+       "    }\n",
+       "\n",
+       "    if (buttonGroup.hasChildNodes()) {\n",
+       "        toolbar.appendChild(buttonGroup);\n",
+       "    }\n",
+       "\n",
+       "    // Add the status bar.\n",
+       "    var status_bar = document.createElement('span');\n",
+       "    status_bar.classList = 'mpl-message pull-right';\n",
+       "    toolbar.appendChild(status_bar);\n",
+       "    this.message = status_bar;\n",
+       "\n",
+       "    // Add the close button to the window.\n",
+       "    var buttongrp = document.createElement('div');\n",
+       "    buttongrp.classList = 'btn-group inline pull-right';\n",
+       "    button = document.createElement('button');\n",
+       "    button.classList = 'btn btn-mini btn-primary';\n",
+       "    button.href = '#';\n",
+       "    button.title = 'Stop Interaction';\n",
+       "    button.innerHTML = '<i class=\"fa fa-power-off icon-remove icon-large\"></i>';\n",
+       "    button.addEventListener('click', function (_evt) {\n",
+       "        fig.handle_close(fig, {});\n",
+       "    });\n",
+       "    button.addEventListener(\n",
+       "        'mouseover',\n",
+       "        on_mouseover_closure('Stop Interaction')\n",
+       "    );\n",
+       "    buttongrp.appendChild(button);\n",
+       "    var titlebar = this.root.querySelector('.ui-dialog-titlebar');\n",
+       "    titlebar.insertBefore(buttongrp, titlebar.firstChild);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._remove_fig_handler = function (event) {\n",
+       "    var fig = event.data.fig;\n",
+       "    if (event.target !== this) {\n",
+       "        // Ignore bubbled events from children.\n",
+       "        return;\n",
+       "    }\n",
+       "    fig.close_ws(fig, {});\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function (el) {\n",
+       "    el.style.boxSizing = 'content-box'; // override notebook setting of border-box.\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function (el) {\n",
+       "    // this is important to make the div 'focusable\n",
+       "    el.setAttribute('tabindex', 0);\n",
+       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
+       "    // off when our div gets focus\n",
+       "\n",
+       "    // location in version 3\n",
+       "    if (IPython.notebook.keyboard_manager) {\n",
+       "        IPython.notebook.keyboard_manager.register_events(el);\n",
+       "    } else {\n",
+       "        // location in version 2\n",
+       "        IPython.keyboard_manager.register_events(el);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function (event, _name) {\n",
+       "    // Check for shift+enter\n",
+       "    if (event.shiftKey && event.which === 13) {\n",
+       "        this.canvas_div.blur();\n",
+       "        // select the cell after this one\n",
+       "        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
+       "        IPython.notebook.select(index + 1);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
+       "    fig.ondownload(fig, null);\n",
+       "};\n",
+       "\n",
+       "mpl.find_output_cell = function (html_output) {\n",
+       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
+       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
+       "    // IPython event is triggered only after the cells have been serialised, which for\n",
+       "    // our purposes (turning an active figure into a static one), is too late.\n",
+       "    var cells = IPython.notebook.get_cells();\n",
+       "    var ncells = cells.length;\n",
+       "    for (var i = 0; i < ncells; i++) {\n",
+       "        var cell = cells[i];\n",
+       "        if (cell.cell_type === 'code') {\n",
+       "            for (var j = 0; j < cell.output_area.outputs.length; j++) {\n",
+       "                var data = cell.output_area.outputs[j];\n",
+       "                if (data.data) {\n",
+       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
+       "                    data = data.data;\n",
+       "                }\n",
+       "                if (data['text/html'] === html_output) {\n",
+       "                    return [cell, data, j];\n",
+       "                }\n",
+       "            }\n",
+       "        }\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "// Register the function which deals with the matplotlib target/channel.\n",
+       "// The kernel may be null if the page has been refreshed.\n",
+       "if (IPython.notebook.kernel !== null) {\n",
+       "    IPython.notebook.kernel.comm_manager.register_target(\n",
+       "        'matplotlib',\n",
+       "        mpl.mpl_figure_comm\n",
+       "    );\n",
+       "}\n"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Javascript object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<img 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\" width=\"640\">"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/javascript": [
+       "/* Put everything inside the global mpl namespace */\n",
+       "/* global mpl */\n",
+       "window.mpl = {};\n",
+       "\n",
+       "mpl.get_websocket_type = function () {\n",
+       "    if (typeof WebSocket !== 'undefined') {\n",
+       "        return WebSocket;\n",
+       "    } else if (typeof MozWebSocket !== 'undefined') {\n",
+       "        return MozWebSocket;\n",
+       "    } else {\n",
+       "        alert(\n",
+       "            'Your browser does not have WebSocket support. ' +\n",
+       "                'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
+       "                'Firefox 4 and 5 are also supported but you ' +\n",
+       "                'have to enable WebSockets in about:config.'\n",
+       "        );\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure = function (figure_id, websocket, ondownload, parent_element) {\n",
+       "    this.id = figure_id;\n",
+       "\n",
+       "    this.ws = websocket;\n",
+       "\n",
+       "    this.supports_binary = this.ws.binaryType !== undefined;\n",
+       "\n",
+       "    if (!this.supports_binary) {\n",
+       "        var warnings = document.getElementById('mpl-warnings');\n",
+       "        if (warnings) {\n",
+       "            warnings.style.display = 'block';\n",
+       "            warnings.textContent =\n",
+       "                'This browser does not support binary websocket messages. ' +\n",
+       "                'Performance may be slow.';\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    this.imageObj = new Image();\n",
+       "\n",
+       "    this.context = undefined;\n",
+       "    this.message = undefined;\n",
+       "    this.canvas = undefined;\n",
+       "    this.rubberband_canvas = undefined;\n",
+       "    this.rubberband_context = undefined;\n",
+       "    this.format_dropdown = undefined;\n",
+       "\n",
+       "    this.image_mode = 'full';\n",
+       "\n",
+       "    this.root = document.createElement('div');\n",
+       "    this.root.setAttribute('style', 'display: inline-block');\n",
+       "    this._root_extra_style(this.root);\n",
+       "\n",
+       "    parent_element.appendChild(this.root);\n",
+       "\n",
+       "    this._init_header(this);\n",
+       "    this._init_canvas(this);\n",
+       "    this._init_toolbar(this);\n",
+       "\n",
+       "    var fig = this;\n",
+       "\n",
+       "    this.waiting = false;\n",
+       "\n",
+       "    this.ws.onopen = function () {\n",
+       "        fig.send_message('supports_binary', { value: fig.supports_binary });\n",
+       "        fig.send_message('send_image_mode', {});\n",
+       "        if (fig.ratio !== 1) {\n",
+       "            fig.send_message('set_device_pixel_ratio', {\n",
+       "                device_pixel_ratio: fig.ratio,\n",
+       "            });\n",
+       "        }\n",
+       "        fig.send_message('refresh', {});\n",
+       "    };\n",
+       "\n",
+       "    this.imageObj.onload = function () {\n",
+       "        if (fig.image_mode === 'full') {\n",
+       "            // Full images could contain transparency (where diff images\n",
+       "            // almost always do), so we need to clear the canvas so that\n",
+       "            // there is no ghosting.\n",
+       "            fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
+       "        }\n",
+       "        fig.context.drawImage(fig.imageObj, 0, 0);\n",
+       "    };\n",
+       "\n",
+       "    this.imageObj.onunload = function () {\n",
+       "        fig.ws.close();\n",
+       "    };\n",
+       "\n",
+       "    this.ws.onmessage = this._make_on_message_function(this);\n",
+       "\n",
+       "    this.ondownload = ondownload;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_header = function () {\n",
+       "    var titlebar = document.createElement('div');\n",
+       "    titlebar.classList =\n",
+       "        'ui-dialog-titlebar ui-widget-header ui-corner-all ui-helper-clearfix';\n",
+       "    var titletext = document.createElement('div');\n",
+       "    titletext.classList = 'ui-dialog-title';\n",
+       "    titletext.setAttribute(\n",
+       "        'style',\n",
+       "        'width: 100%; text-align: center; padding: 3px;'\n",
+       "    );\n",
+       "    titlebar.appendChild(titletext);\n",
+       "    this.root.appendChild(titlebar);\n",
+       "    this.header = titletext;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function (_canvas_div) {};\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function (_canvas_div) {};\n",
+       "\n",
+       "mpl.figure.prototype._init_canvas = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var canvas_div = (this.canvas_div = document.createElement('div'));\n",
+       "    canvas_div.setAttribute(\n",
+       "        'style',\n",
+       "        'border: 1px solid #ddd;' +\n",
+       "            'box-sizing: content-box;' +\n",
+       "            'clear: both;' +\n",
+       "            'min-height: 1px;' +\n",
+       "            'min-width: 1px;' +\n",
+       "            'outline: 0;' +\n",
+       "            'overflow: hidden;' +\n",
+       "            'position: relative;' +\n",
+       "            'resize: both;'\n",
+       "    );\n",
+       "\n",
+       "    function on_keyboard_event_closure(name) {\n",
+       "        return function (event) {\n",
+       "            return fig.key_event(event, name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    canvas_div.addEventListener(\n",
+       "        'keydown',\n",
+       "        on_keyboard_event_closure('key_press')\n",
+       "    );\n",
+       "    canvas_div.addEventListener(\n",
+       "        'keyup',\n",
+       "        on_keyboard_event_closure('key_release')\n",
+       "    );\n",
+       "\n",
+       "    this._canvas_extra_style(canvas_div);\n",
+       "    this.root.appendChild(canvas_div);\n",
+       "\n",
+       "    var canvas = (this.canvas = document.createElement('canvas'));\n",
+       "    canvas.classList.add('mpl-canvas');\n",
+       "    canvas.setAttribute('style', 'box-sizing: content-box;');\n",
+       "\n",
+       "    this.context = canvas.getContext('2d');\n",
+       "\n",
+       "    var backingStore =\n",
+       "        this.context.backingStorePixelRatio ||\n",
+       "        this.context.webkitBackingStorePixelRatio ||\n",
+       "        this.context.mozBackingStorePixelRatio ||\n",
+       "        this.context.msBackingStorePixelRatio ||\n",
+       "        this.context.oBackingStorePixelRatio ||\n",
+       "        this.context.backingStorePixelRatio ||\n",
+       "        1;\n",
+       "\n",
+       "    this.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
+       "\n",
+       "    var rubberband_canvas = (this.rubberband_canvas = document.createElement(\n",
+       "        'canvas'\n",
+       "    ));\n",
+       "    rubberband_canvas.setAttribute(\n",
+       "        'style',\n",
+       "        'box-sizing: content-box; position: absolute; left: 0; top: 0; z-index: 1;'\n",
+       "    );\n",
+       "\n",
+       "    // Apply a ponyfill if ResizeObserver is not implemented by browser.\n",
+       "    if (this.ResizeObserver === undefined) {\n",
+       "        if (window.ResizeObserver !== undefined) {\n",
+       "            this.ResizeObserver = window.ResizeObserver;\n",
+       "        } else {\n",
+       "            var obs = _JSXTOOLS_RESIZE_OBSERVER({});\n",
+       "            this.ResizeObserver = obs.ResizeObserver;\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    this.resizeObserverInstance = new this.ResizeObserver(function (entries) {\n",
+       "        var nentries = entries.length;\n",
+       "        for (var i = 0; i < nentries; i++) {\n",
+       "            var entry = entries[i];\n",
+       "            var width, height;\n",
+       "            if (entry.contentBoxSize) {\n",
+       "                if (entry.contentBoxSize instanceof Array) {\n",
+       "                    // Chrome 84 implements new version of spec.\n",
+       "                    width = entry.contentBoxSize[0].inlineSize;\n",
+       "                    height = entry.contentBoxSize[0].blockSize;\n",
+       "                } else {\n",
+       "                    // Firefox implements old version of spec.\n",
+       "                    width = entry.contentBoxSize.inlineSize;\n",
+       "                    height = entry.contentBoxSize.blockSize;\n",
+       "                }\n",
+       "            } else {\n",
+       "                // Chrome <84 implements even older version of spec.\n",
+       "                width = entry.contentRect.width;\n",
+       "                height = entry.contentRect.height;\n",
+       "            }\n",
+       "\n",
+       "            // Keep the size of the canvas and rubber band canvas in sync with\n",
+       "            // the canvas container.\n",
+       "            if (entry.devicePixelContentBoxSize) {\n",
+       "                // Chrome 84 implements new version of spec.\n",
+       "                canvas.setAttribute(\n",
+       "                    'width',\n",
+       "                    entry.devicePixelContentBoxSize[0].inlineSize\n",
+       "                );\n",
+       "                canvas.setAttribute(\n",
+       "                    'height',\n",
+       "                    entry.devicePixelContentBoxSize[0].blockSize\n",
+       "                );\n",
+       "            } else {\n",
+       "                canvas.setAttribute('width', width * fig.ratio);\n",
+       "                canvas.setAttribute('height', height * fig.ratio);\n",
+       "            }\n",
+       "            canvas.setAttribute(\n",
+       "                'style',\n",
+       "                'width: ' + width + 'px; height: ' + height + 'px;'\n",
+       "            );\n",
+       "\n",
+       "            rubberband_canvas.setAttribute('width', width);\n",
+       "            rubberband_canvas.setAttribute('height', height);\n",
+       "\n",
+       "            // And update the size in Python. We ignore the initial 0/0 size\n",
+       "            // that occurs as the element is placed into the DOM, which should\n",
+       "            // otherwise not happen due to the minimum size styling.\n",
+       "            if (fig.ws.readyState == 1 && width != 0 && height != 0) {\n",
+       "                fig.request_resize(width, height);\n",
+       "            }\n",
+       "        }\n",
+       "    });\n",
+       "    this.resizeObserverInstance.observe(canvas_div);\n",
+       "\n",
+       "    function on_mouse_event_closure(name) {\n",
+       "        return function (event) {\n",
+       "            return fig.mouse_event(event, name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mousedown',\n",
+       "        on_mouse_event_closure('button_press')\n",
+       "    );\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mouseup',\n",
+       "        on_mouse_event_closure('button_release')\n",
+       "    );\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'dblclick',\n",
+       "        on_mouse_event_closure('dblclick')\n",
+       "    );\n",
+       "    // Throttle sequential mouse events to 1 every 20ms.\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mousemove',\n",
+       "        on_mouse_event_closure('motion_notify')\n",
+       "    );\n",
+       "\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mouseenter',\n",
+       "        on_mouse_event_closure('figure_enter')\n",
+       "    );\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mouseleave',\n",
+       "        on_mouse_event_closure('figure_leave')\n",
+       "    );\n",
+       "\n",
+       "    canvas_div.addEventListener('wheel', function (event) {\n",
+       "        if (event.deltaY < 0) {\n",
+       "            event.step = 1;\n",
+       "        } else {\n",
+       "            event.step = -1;\n",
+       "        }\n",
+       "        on_mouse_event_closure('scroll')(event);\n",
+       "    });\n",
+       "\n",
+       "    canvas_div.appendChild(canvas);\n",
+       "    canvas_div.appendChild(rubberband_canvas);\n",
+       "\n",
+       "    this.rubberband_context = rubberband_canvas.getContext('2d');\n",
+       "    this.rubberband_context.strokeStyle = '#000000';\n",
+       "\n",
+       "    this._resize_canvas = function (width, height, forward) {\n",
+       "        if (forward) {\n",
+       "            canvas_div.style.width = width + 'px';\n",
+       "            canvas_div.style.height = height + 'px';\n",
+       "        }\n",
+       "    };\n",
+       "\n",
+       "    // Disable right mouse context menu.\n",
+       "    this.rubberband_canvas.addEventListener('contextmenu', function (_e) {\n",
+       "        event.preventDefault();\n",
+       "        return false;\n",
+       "    });\n",
+       "\n",
+       "    function set_focus() {\n",
+       "        canvas.focus();\n",
+       "        canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    window.setTimeout(set_focus, 100);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var toolbar = document.createElement('div');\n",
+       "    toolbar.classList = 'mpl-toolbar';\n",
+       "    this.root.appendChild(toolbar);\n",
+       "\n",
+       "    function on_click_closure(name) {\n",
+       "        return function (_event) {\n",
+       "            return fig.toolbar_button_onclick(name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    function on_mouseover_closure(tooltip) {\n",
+       "        return function (event) {\n",
+       "            if (!event.currentTarget.disabled) {\n",
+       "                return fig.toolbar_button_onmouseover(tooltip);\n",
+       "            }\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    fig.buttons = {};\n",
+       "    var buttonGroup = document.createElement('div');\n",
+       "    buttonGroup.classList = 'mpl-button-group';\n",
+       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) {\n",
+       "            /* Instead of a spacer, we start a new button group. */\n",
+       "            if (buttonGroup.hasChildNodes()) {\n",
+       "                toolbar.appendChild(buttonGroup);\n",
+       "            }\n",
+       "            buttonGroup = document.createElement('div');\n",
+       "            buttonGroup.classList = 'mpl-button-group';\n",
+       "            continue;\n",
+       "        }\n",
+       "\n",
+       "        var button = (fig.buttons[name] = document.createElement('button'));\n",
+       "        button.classList = 'mpl-widget';\n",
+       "        button.setAttribute('role', 'button');\n",
+       "        button.setAttribute('aria-disabled', 'false');\n",
+       "        button.addEventListener('click', on_click_closure(method_name));\n",
+       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
+       "\n",
+       "        var icon_img = document.createElement('img');\n",
+       "        icon_img.src = '_images/' + image + '.png';\n",
+       "        icon_img.srcset = '_images/' + image + '_large.png 2x';\n",
+       "        icon_img.alt = tooltip;\n",
+       "        button.appendChild(icon_img);\n",
+       "\n",
+       "        buttonGroup.appendChild(button);\n",
+       "    }\n",
+       "\n",
+       "    if (buttonGroup.hasChildNodes()) {\n",
+       "        toolbar.appendChild(buttonGroup);\n",
+       "    }\n",
+       "\n",
+       "    var fmt_picker = document.createElement('select');\n",
+       "    fmt_picker.classList = 'mpl-widget';\n",
+       "    toolbar.appendChild(fmt_picker);\n",
+       "    this.format_dropdown = fmt_picker;\n",
+       "\n",
+       "    for (var ind in mpl.extensions) {\n",
+       "        var fmt = mpl.extensions[ind];\n",
+       "        var option = document.createElement('option');\n",
+       "        option.selected = fmt === mpl.default_extension;\n",
+       "        option.innerHTML = fmt;\n",
+       "        fmt_picker.appendChild(option);\n",
+       "    }\n",
+       "\n",
+       "    var status_bar = document.createElement('span');\n",
+       "    status_bar.classList = 'mpl-message';\n",
+       "    toolbar.appendChild(status_bar);\n",
+       "    this.message = status_bar;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.request_resize = function (x_pixels, y_pixels) {\n",
+       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
+       "    // which will in turn request a refresh of the image.\n",
+       "    this.send_message('resize', { width: x_pixels, height: y_pixels });\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.send_message = function (type, properties) {\n",
+       "    properties['type'] = type;\n",
+       "    properties['figure_id'] = this.id;\n",
+       "    this.ws.send(JSON.stringify(properties));\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.send_draw_message = function () {\n",
+       "    if (!this.waiting) {\n",
+       "        this.waiting = true;\n",
+       "        this.ws.send(JSON.stringify({ type: 'draw', figure_id: this.id }));\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
+       "    var format_dropdown = fig.format_dropdown;\n",
+       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
+       "    fig.ondownload(fig, format);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_resize = function (fig, msg) {\n",
+       "    var size = msg['size'];\n",
+       "    if (size[0] !== fig.canvas.width || size[1] !== fig.canvas.height) {\n",
+       "        fig._resize_canvas(size[0], size[1], msg['forward']);\n",
+       "        fig.send_message('refresh', {});\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_rubberband = function (fig, msg) {\n",
+       "    var x0 = msg['x0'] / fig.ratio;\n",
+       "    var y0 = (fig.canvas.height - msg['y0']) / fig.ratio;\n",
+       "    var x1 = msg['x1'] / fig.ratio;\n",
+       "    var y1 = (fig.canvas.height - msg['y1']) / fig.ratio;\n",
+       "    x0 = Math.floor(x0) + 0.5;\n",
+       "    y0 = Math.floor(y0) + 0.5;\n",
+       "    x1 = Math.floor(x1) + 0.5;\n",
+       "    y1 = Math.floor(y1) + 0.5;\n",
+       "    var min_x = Math.min(x0, x1);\n",
+       "    var min_y = Math.min(y0, y1);\n",
+       "    var width = Math.abs(x1 - x0);\n",
+       "    var height = Math.abs(y1 - y0);\n",
+       "\n",
+       "    fig.rubberband_context.clearRect(\n",
+       "        0,\n",
+       "        0,\n",
+       "        fig.canvas.width / fig.ratio,\n",
+       "        fig.canvas.height / fig.ratio\n",
+       "    );\n",
+       "\n",
+       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_figure_label = function (fig, msg) {\n",
+       "    // Updates the figure title.\n",
+       "    fig.header.textContent = msg['label'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_cursor = function (fig, msg) {\n",
+       "    fig.rubberband_canvas.style.cursor = msg['cursor'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_message = function (fig, msg) {\n",
+       "    fig.message.textContent = msg['message'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_draw = function (fig, _msg) {\n",
+       "    // Request the server to send over a new figure.\n",
+       "    fig.send_draw_message();\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_image_mode = function (fig, msg) {\n",
+       "    fig.image_mode = msg['mode'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_history_buttons = function (fig, msg) {\n",
+       "    for (var key in msg) {\n",
+       "        if (!(key in fig.buttons)) {\n",
+       "            continue;\n",
+       "        }\n",
+       "        fig.buttons[key].disabled = !msg[key];\n",
+       "        fig.buttons[key].setAttribute('aria-disabled', !msg[key]);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_navigate_mode = function (fig, msg) {\n",
+       "    if (msg['mode'] === 'PAN') {\n",
+       "        fig.buttons['Pan'].classList.add('active');\n",
+       "        fig.buttons['Zoom'].classList.remove('active');\n",
+       "    } else if (msg['mode'] === 'ZOOM') {\n",
+       "        fig.buttons['Pan'].classList.remove('active');\n",
+       "        fig.buttons['Zoom'].classList.add('active');\n",
+       "    } else {\n",
+       "        fig.buttons['Pan'].classList.remove('active');\n",
+       "        fig.buttons['Zoom'].classList.remove('active');\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function () {\n",
+       "    // Called whenever the canvas gets updated.\n",
+       "    this.send_message('ack', {});\n",
+       "};\n",
+       "\n",
+       "// A function to construct a web socket function for onmessage handling.\n",
+       "// Called in the figure constructor.\n",
+       "mpl.figure.prototype._make_on_message_function = function (fig) {\n",
+       "    return function socket_on_message(evt) {\n",
+       "        if (evt.data instanceof Blob) {\n",
+       "            var img = evt.data;\n",
+       "            if (img.type !== 'image/png') {\n",
+       "                /* FIXME: We get \"Resource interpreted as Image but\n",
+       "                 * transferred with MIME type text/plain:\" errors on\n",
+       "                 * Chrome.  But how to set the MIME type?  It doesn't seem\n",
+       "                 * to be part of the websocket stream */\n",
+       "                img.type = 'image/png';\n",
+       "            }\n",
+       "\n",
+       "            /* Free the memory for the previous frames */\n",
+       "            if (fig.imageObj.src) {\n",
+       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
+       "                    fig.imageObj.src\n",
+       "                );\n",
+       "            }\n",
+       "\n",
+       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
+       "                img\n",
+       "            );\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        } else if (\n",
+       "            typeof evt.data === 'string' &&\n",
+       "            evt.data.slice(0, 21) === 'data:image/png;base64'\n",
+       "        ) {\n",
+       "            fig.imageObj.src = evt.data;\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        var msg = JSON.parse(evt.data);\n",
+       "        var msg_type = msg['type'];\n",
+       "\n",
+       "        // Call the  \"handle_{type}\" callback, which takes\n",
+       "        // the figure and JSON message as its only arguments.\n",
+       "        try {\n",
+       "            var callback = fig['handle_' + msg_type];\n",
+       "        } catch (e) {\n",
+       "            console.log(\n",
+       "                \"No handler for the '\" + msg_type + \"' message type: \",\n",
+       "                msg\n",
+       "            );\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        if (callback) {\n",
+       "            try {\n",
+       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
+       "                callback(fig, msg);\n",
+       "            } catch (e) {\n",
+       "                console.log(\n",
+       "                    \"Exception inside the 'handler_\" + msg_type + \"' callback:\",\n",
+       "                    e,\n",
+       "                    e.stack,\n",
+       "                    msg\n",
+       "                );\n",
+       "            }\n",
+       "        }\n",
+       "    };\n",
+       "};\n",
+       "\n",
+       "// from https://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
+       "mpl.findpos = function (e) {\n",
+       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
+       "    var targ;\n",
+       "    if (!e) {\n",
+       "        e = window.event;\n",
+       "    }\n",
+       "    if (e.target) {\n",
+       "        targ = e.target;\n",
+       "    } else if (e.srcElement) {\n",
+       "        targ = e.srcElement;\n",
+       "    }\n",
+       "    if (targ.nodeType === 3) {\n",
+       "        // defeat Safari bug\n",
+       "        targ = targ.parentNode;\n",
+       "    }\n",
+       "\n",
+       "    // pageX,Y are the mouse positions relative to the document\n",
+       "    var boundingRect = targ.getBoundingClientRect();\n",
+       "    var x = e.pageX - (boundingRect.left + document.body.scrollLeft);\n",
+       "    var y = e.pageY - (boundingRect.top + document.body.scrollTop);\n",
+       "\n",
+       "    return { x: x, y: y };\n",
+       "};\n",
+       "\n",
+       "/*\n",
+       " * return a copy of an object with only non-object keys\n",
+       " * we need this to avoid circular references\n",
+       " * https://stackoverflow.com/a/24161582/3208463\n",
+       " */\n",
+       "function simpleKeys(original) {\n",
+       "    return Object.keys(original).reduce(function (obj, key) {\n",
+       "        if (typeof original[key] !== 'object') {\n",
+       "            obj[key] = original[key];\n",
+       "        }\n",
+       "        return obj;\n",
+       "    }, {});\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.mouse_event = function (event, name) {\n",
+       "    var canvas_pos = mpl.findpos(event);\n",
+       "\n",
+       "    if (name === 'button_press') {\n",
+       "        this.canvas.focus();\n",
+       "        this.canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    var x = canvas_pos.x * this.ratio;\n",
+       "    var y = canvas_pos.y * this.ratio;\n",
+       "\n",
+       "    this.send_message(name, {\n",
+       "        x: x,\n",
+       "        y: y,\n",
+       "        button: event.button,\n",
+       "        step: event.step,\n",
+       "        guiEvent: simpleKeys(event),\n",
+       "    });\n",
+       "\n",
+       "    /* This prevents the web browser from automatically changing to\n",
+       "     * the text insertion cursor when the button is pressed.  We want\n",
+       "     * to control all of the cursor setting manually through the\n",
+       "     * 'cursor' event from matplotlib */\n",
+       "    event.preventDefault();\n",
+       "    return false;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function (_event, _name) {\n",
+       "    // Handle any extra behaviour associated with a key event\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.key_event = function (event, name) {\n",
+       "    // Prevent repeat events\n",
+       "    if (name === 'key_press') {\n",
+       "        if (event.key === this._key) {\n",
+       "            return;\n",
+       "        } else {\n",
+       "            this._key = event.key;\n",
+       "        }\n",
+       "    }\n",
+       "    if (name === 'key_release') {\n",
+       "        this._key = null;\n",
+       "    }\n",
+       "\n",
+       "    var value = '';\n",
+       "    if (event.ctrlKey && event.key !== 'Control') {\n",
+       "        value += 'ctrl+';\n",
+       "    }\n",
+       "    else if (event.altKey && event.key !== 'Alt') {\n",
+       "        value += 'alt+';\n",
+       "    }\n",
+       "    else if (event.shiftKey && event.key !== 'Shift') {\n",
+       "        value += 'shift+';\n",
+       "    }\n",
+       "\n",
+       "    value += 'k' + event.key;\n",
+       "\n",
+       "    this._key_event_extra(event, name);\n",
+       "\n",
+       "    this.send_message(name, { key: value, guiEvent: simpleKeys(event) });\n",
+       "    return false;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onclick = function (name) {\n",
+       "    if (name === 'download') {\n",
+       "        this.handle_save(this, null);\n",
+       "    } else {\n",
+       "        this.send_message('toolbar_button', { name: name });\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onmouseover = function (tooltip) {\n",
+       "    this.message.textContent = tooltip;\n",
+       "};\n",
+       "\n",
+       "///////////////// REMAINING CONTENT GENERATED BY embed_js.py /////////////////\n",
+       "// prettier-ignore\n",
+       "var _JSXTOOLS_RESIZE_OBSERVER=function(A){var t,i=new WeakMap,n=new WeakMap,a=new WeakMap,r=new WeakMap,o=new Set;function s(e){if(!(this instanceof s))throw new TypeError(\"Constructor requires 'new' operator\");i.set(this,e)}function h(){throw new TypeError(\"Function is not a constructor\")}function c(e,t,i,n){e=0 in arguments?Number(arguments[0]):0,t=1 in arguments?Number(arguments[1]):0,i=2 in arguments?Number(arguments[2]):0,n=3 in arguments?Number(arguments[3]):0,this.right=(this.x=this.left=e)+(this.width=i),this.bottom=(this.y=this.top=t)+(this.height=n),Object.freeze(this)}function d(){t=requestAnimationFrame(d);var s=new WeakMap,p=new Set;o.forEach((function(t){r.get(t).forEach((function(i){var r=t instanceof window.SVGElement,o=a.get(t),d=r?0:parseFloat(o.paddingTop),f=r?0:parseFloat(o.paddingRight),l=r?0:parseFloat(o.paddingBottom),u=r?0:parseFloat(o.paddingLeft),g=r?0:parseFloat(o.borderTopWidth),m=r?0:parseFloat(o.borderRightWidth),w=r?0:parseFloat(o.borderBottomWidth),b=u+f,F=d+l,v=(r?0:parseFloat(o.borderLeftWidth))+m,W=g+w,y=r?0:t.offsetHeight-W-t.clientHeight,E=r?0:t.offsetWidth-v-t.clientWidth,R=b+v,z=F+W,M=r?t.width:parseFloat(o.width)-R-E,O=r?t.height:parseFloat(o.height)-z-y;if(n.has(t)){var k=n.get(t);if(k[0]===M&&k[1]===O)return}n.set(t,[M,O]);var S=Object.create(h.prototype);S.target=t,S.contentRect=new c(u,d,M,O),s.has(i)||(s.set(i,[]),p.add(i)),s.get(i).push(S)}))})),p.forEach((function(e){i.get(e).call(e,s.get(e),e)}))}return s.prototype.observe=function(i){if(i instanceof window.Element){r.has(i)||(r.set(i,new Set),o.add(i),a.set(i,window.getComputedStyle(i)));var n=r.get(i);n.has(this)||n.add(this),cancelAnimationFrame(t),t=requestAnimationFrame(d)}},s.prototype.unobserve=function(i){if(i instanceof window.Element&&r.has(i)){var n=r.get(i);n.has(this)&&(n.delete(this),n.size||(r.delete(i),o.delete(i))),n.size||r.delete(i),o.size||cancelAnimationFrame(t)}},A.DOMRectReadOnly=c,A.ResizeObserver=s,A.ResizeObserverEntry=h,A}; // eslint-disable-line\n",
+       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Left button pans, Right button zooms\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\\nx/y fixes axis\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
+       "\n",
+       "mpl.extensions = [\"eps\", \"jpeg\", \"pgf\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
+       "\n",
+       "mpl.default_extension = \"png\";/* global mpl */\n",
+       "\n",
+       "var comm_websocket_adapter = function (comm) {\n",
+       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
+       "    // object with the appropriate methods. Currently this is a non binary\n",
+       "    // socket, so there is still some room for performance tuning.\n",
+       "    var ws = {};\n",
+       "\n",
+       "    ws.binaryType = comm.kernel.ws.binaryType;\n",
+       "    ws.readyState = comm.kernel.ws.readyState;\n",
+       "    function updateReadyState(_event) {\n",
+       "        if (comm.kernel.ws) {\n",
+       "            ws.readyState = comm.kernel.ws.readyState;\n",
+       "        } else {\n",
+       "            ws.readyState = 3; // Closed state.\n",
+       "        }\n",
+       "    }\n",
+       "    comm.kernel.ws.addEventListener('open', updateReadyState);\n",
+       "    comm.kernel.ws.addEventListener('close', updateReadyState);\n",
+       "    comm.kernel.ws.addEventListener('error', updateReadyState);\n",
+       "\n",
+       "    ws.close = function () {\n",
+       "        comm.close();\n",
+       "    };\n",
+       "    ws.send = function (m) {\n",
+       "        //console.log('sending', m);\n",
+       "        comm.send(m);\n",
+       "    };\n",
+       "    // Register the callback with on_msg.\n",
+       "    comm.on_msg(function (msg) {\n",
+       "        //console.log('receiving', msg['content']['data'], msg);\n",
+       "        var data = msg['content']['data'];\n",
+       "        if (data['blob'] !== undefined) {\n",
+       "            data = {\n",
+       "                data: new Blob(msg['buffers'], { type: data['blob'] }),\n",
+       "            };\n",
+       "        }\n",
+       "        // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
+       "        ws.onmessage(data);\n",
+       "    });\n",
+       "    return ws;\n",
+       "};\n",
+       "\n",
+       "mpl.mpl_figure_comm = function (comm, msg) {\n",
+       "    // This is the function which gets called when the mpl process\n",
+       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
+       "\n",
+       "    var id = msg.content.data.id;\n",
+       "    // Get hold of the div created by the display call when the Comm\n",
+       "    // socket was opened in Python.\n",
+       "    var element = document.getElementById(id);\n",
+       "    var ws_proxy = comm_websocket_adapter(comm);\n",
+       "\n",
+       "    function ondownload(figure, _format) {\n",
+       "        window.open(figure.canvas.toDataURL());\n",
+       "    }\n",
+       "\n",
+       "    var fig = new mpl.figure(id, ws_proxy, ondownload, element);\n",
+       "\n",
+       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
+       "    // web socket which is closed, not our websocket->open comm proxy.\n",
+       "    ws_proxy.onopen();\n",
+       "\n",
+       "    fig.parent_element = element;\n",
+       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
+       "    if (!fig.cell_info) {\n",
+       "        console.error('Failed to find cell for figure', id, fig);\n",
+       "        return;\n",
+       "    }\n",
+       "    fig.cell_info[0].output_area.element.on(\n",
+       "        'cleared',\n",
+       "        { fig: fig },\n",
+       "        fig._remove_fig_handler\n",
+       "    );\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_close = function (fig, msg) {\n",
+       "    var width = fig.canvas.width / fig.ratio;\n",
+       "    fig.cell_info[0].output_area.element.off(\n",
+       "        'cleared',\n",
+       "        fig._remove_fig_handler\n",
+       "    );\n",
+       "    fig.resizeObserverInstance.unobserve(fig.canvas_div);\n",
+       "\n",
+       "    // Update the output cell to use the data from the current canvas.\n",
+       "    fig.push_to_output();\n",
+       "    var dataURL = fig.canvas.toDataURL();\n",
+       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
+       "    // the notebook keyboard shortcuts fail.\n",
+       "    IPython.keyboard_manager.enable();\n",
+       "    fig.parent_element.innerHTML =\n",
+       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
+       "    fig.close_ws(fig, msg);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.close_ws = function (fig, msg) {\n",
+       "    fig.send_message('closing', msg);\n",
+       "    // fig.ws.close()\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.push_to_output = function (_remove_interactive) {\n",
+       "    // Turn the data on the canvas into data in the output cell.\n",
+       "    var width = this.canvas.width / this.ratio;\n",
+       "    var dataURL = this.canvas.toDataURL();\n",
+       "    this.cell_info[1]['text/html'] =\n",
+       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function () {\n",
+       "    // Tell IPython that the notebook contents must change.\n",
+       "    IPython.notebook.set_dirty(true);\n",
+       "    this.send_message('ack', {});\n",
+       "    var fig = this;\n",
+       "    // Wait a second, then push the new image to the DOM so\n",
+       "    // that it is saved nicely (might be nice to debounce this).\n",
+       "    setTimeout(function () {\n",
+       "        fig.push_to_output();\n",
+       "    }, 1000);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var toolbar = document.createElement('div');\n",
+       "    toolbar.classList = 'btn-toolbar';\n",
+       "    this.root.appendChild(toolbar);\n",
+       "\n",
+       "    function on_click_closure(name) {\n",
+       "        return function (_event) {\n",
+       "            return fig.toolbar_button_onclick(name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    function on_mouseover_closure(tooltip) {\n",
+       "        return function (event) {\n",
+       "            if (!event.currentTarget.disabled) {\n",
+       "                return fig.toolbar_button_onmouseover(tooltip);\n",
+       "            }\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    fig.buttons = {};\n",
+       "    var buttonGroup = document.createElement('div');\n",
+       "    buttonGroup.classList = 'btn-group';\n",
+       "    var button;\n",
+       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) {\n",
+       "            /* Instead of a spacer, we start a new button group. */\n",
+       "            if (buttonGroup.hasChildNodes()) {\n",
+       "                toolbar.appendChild(buttonGroup);\n",
+       "            }\n",
+       "            buttonGroup = document.createElement('div');\n",
+       "            buttonGroup.classList = 'btn-group';\n",
+       "            continue;\n",
+       "        }\n",
+       "\n",
+       "        button = fig.buttons[name] = document.createElement('button');\n",
+       "        button.classList = 'btn btn-default';\n",
+       "        button.href = '#';\n",
+       "        button.title = name;\n",
+       "        button.innerHTML = '<i class=\"fa ' + image + ' fa-lg\"></i>';\n",
+       "        button.addEventListener('click', on_click_closure(method_name));\n",
+       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
+       "        buttonGroup.appendChild(button);\n",
+       "    }\n",
+       "\n",
+       "    if (buttonGroup.hasChildNodes()) {\n",
+       "        toolbar.appendChild(buttonGroup);\n",
+       "    }\n",
+       "\n",
+       "    // Add the status bar.\n",
+       "    var status_bar = document.createElement('span');\n",
+       "    status_bar.classList = 'mpl-message pull-right';\n",
+       "    toolbar.appendChild(status_bar);\n",
+       "    this.message = status_bar;\n",
+       "\n",
+       "    // Add the close button to the window.\n",
+       "    var buttongrp = document.createElement('div');\n",
+       "    buttongrp.classList = 'btn-group inline pull-right';\n",
+       "    button = document.createElement('button');\n",
+       "    button.classList = 'btn btn-mini btn-primary';\n",
+       "    button.href = '#';\n",
+       "    button.title = 'Stop Interaction';\n",
+       "    button.innerHTML = '<i class=\"fa fa-power-off icon-remove icon-large\"></i>';\n",
+       "    button.addEventListener('click', function (_evt) {\n",
+       "        fig.handle_close(fig, {});\n",
+       "    });\n",
+       "    button.addEventListener(\n",
+       "        'mouseover',\n",
+       "        on_mouseover_closure('Stop Interaction')\n",
+       "    );\n",
+       "    buttongrp.appendChild(button);\n",
+       "    var titlebar = this.root.querySelector('.ui-dialog-titlebar');\n",
+       "    titlebar.insertBefore(buttongrp, titlebar.firstChild);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._remove_fig_handler = function (event) {\n",
+       "    var fig = event.data.fig;\n",
+       "    if (event.target !== this) {\n",
+       "        // Ignore bubbled events from children.\n",
+       "        return;\n",
+       "    }\n",
+       "    fig.close_ws(fig, {});\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function (el) {\n",
+       "    el.style.boxSizing = 'content-box'; // override notebook setting of border-box.\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function (el) {\n",
+       "    // this is important to make the div 'focusable\n",
+       "    el.setAttribute('tabindex', 0);\n",
+       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
+       "    // off when our div gets focus\n",
+       "\n",
+       "    // location in version 3\n",
+       "    if (IPython.notebook.keyboard_manager) {\n",
+       "        IPython.notebook.keyboard_manager.register_events(el);\n",
+       "    } else {\n",
+       "        // location in version 2\n",
+       "        IPython.keyboard_manager.register_events(el);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function (event, _name) {\n",
+       "    // Check for shift+enter\n",
+       "    if (event.shiftKey && event.which === 13) {\n",
+       "        this.canvas_div.blur();\n",
+       "        // select the cell after this one\n",
+       "        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
+       "        IPython.notebook.select(index + 1);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
+       "    fig.ondownload(fig, null);\n",
+       "};\n",
+       "\n",
+       "mpl.find_output_cell = function (html_output) {\n",
+       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
+       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
+       "    // IPython event is triggered only after the cells have been serialised, which for\n",
+       "    // our purposes (turning an active figure into a static one), is too late.\n",
+       "    var cells = IPython.notebook.get_cells();\n",
+       "    var ncells = cells.length;\n",
+       "    for (var i = 0; i < ncells; i++) {\n",
+       "        var cell = cells[i];\n",
+       "        if (cell.cell_type === 'code') {\n",
+       "            for (var j = 0; j < cell.output_area.outputs.length; j++) {\n",
+       "                var data = cell.output_area.outputs[j];\n",
+       "                if (data.data) {\n",
+       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
+       "                    data = data.data;\n",
+       "                }\n",
+       "                if (data['text/html'] === html_output) {\n",
+       "                    return [cell, data, j];\n",
+       "                }\n",
+       "            }\n",
+       "        }\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "// Register the function which deals with the matplotlib target/channel.\n",
+       "// The kernel may be null if the page has been refreshed.\n",
+       "if (IPython.notebook.kernel !== null) {\n",
+       "    IPython.notebook.kernel.comm_manager.register_target(\n",
+       "        'matplotlib',\n",
+       "        mpl.mpl_figure_comm\n",
+       "    );\n",
+       "}\n"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Javascript object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<img 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\" width=\"640\">"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/javascript": [
+       "/* Put everything inside the global mpl namespace */\n",
+       "/* global mpl */\n",
+       "window.mpl = {};\n",
+       "\n",
+       "mpl.get_websocket_type = function () {\n",
+       "    if (typeof WebSocket !== 'undefined') {\n",
+       "        return WebSocket;\n",
+       "    } else if (typeof MozWebSocket !== 'undefined') {\n",
+       "        return MozWebSocket;\n",
+       "    } else {\n",
+       "        alert(\n",
+       "            'Your browser does not have WebSocket support. ' +\n",
+       "                'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
+       "                'Firefox 4 and 5 are also supported but you ' +\n",
+       "                'have to enable WebSockets in about:config.'\n",
+       "        );\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure = function (figure_id, websocket, ondownload, parent_element) {\n",
+       "    this.id = figure_id;\n",
+       "\n",
+       "    this.ws = websocket;\n",
+       "\n",
+       "    this.supports_binary = this.ws.binaryType !== undefined;\n",
+       "\n",
+       "    if (!this.supports_binary) {\n",
+       "        var warnings = document.getElementById('mpl-warnings');\n",
+       "        if (warnings) {\n",
+       "            warnings.style.display = 'block';\n",
+       "            warnings.textContent =\n",
+       "                'This browser does not support binary websocket messages. ' +\n",
+       "                'Performance may be slow.';\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    this.imageObj = new Image();\n",
+       "\n",
+       "    this.context = undefined;\n",
+       "    this.message = undefined;\n",
+       "    this.canvas = undefined;\n",
+       "    this.rubberband_canvas = undefined;\n",
+       "    this.rubberband_context = undefined;\n",
+       "    this.format_dropdown = undefined;\n",
+       "\n",
+       "    this.image_mode = 'full';\n",
+       "\n",
+       "    this.root = document.createElement('div');\n",
+       "    this.root.setAttribute('style', 'display: inline-block');\n",
+       "    this._root_extra_style(this.root);\n",
+       "\n",
+       "    parent_element.appendChild(this.root);\n",
+       "\n",
+       "    this._init_header(this);\n",
+       "    this._init_canvas(this);\n",
+       "    this._init_toolbar(this);\n",
+       "\n",
+       "    var fig = this;\n",
+       "\n",
+       "    this.waiting = false;\n",
+       "\n",
+       "    this.ws.onopen = function () {\n",
+       "        fig.send_message('supports_binary', { value: fig.supports_binary });\n",
+       "        fig.send_message('send_image_mode', {});\n",
+       "        if (fig.ratio !== 1) {\n",
+       "            fig.send_message('set_device_pixel_ratio', {\n",
+       "                device_pixel_ratio: fig.ratio,\n",
+       "            });\n",
+       "        }\n",
+       "        fig.send_message('refresh', {});\n",
+       "    };\n",
+       "\n",
+       "    this.imageObj.onload = function () {\n",
+       "        if (fig.image_mode === 'full') {\n",
+       "            // Full images could contain transparency (where diff images\n",
+       "            // almost always do), so we need to clear the canvas so that\n",
+       "            // there is no ghosting.\n",
+       "            fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
+       "        }\n",
+       "        fig.context.drawImage(fig.imageObj, 0, 0);\n",
+       "    };\n",
+       "\n",
+       "    this.imageObj.onunload = function () {\n",
+       "        fig.ws.close();\n",
+       "    };\n",
+       "\n",
+       "    this.ws.onmessage = this._make_on_message_function(this);\n",
+       "\n",
+       "    this.ondownload = ondownload;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_header = function () {\n",
+       "    var titlebar = document.createElement('div');\n",
+       "    titlebar.classList =\n",
+       "        'ui-dialog-titlebar ui-widget-header ui-corner-all ui-helper-clearfix';\n",
+       "    var titletext = document.createElement('div');\n",
+       "    titletext.classList = 'ui-dialog-title';\n",
+       "    titletext.setAttribute(\n",
+       "        'style',\n",
+       "        'width: 100%; text-align: center; padding: 3px;'\n",
+       "    );\n",
+       "    titlebar.appendChild(titletext);\n",
+       "    this.root.appendChild(titlebar);\n",
+       "    this.header = titletext;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function (_canvas_div) {};\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function (_canvas_div) {};\n",
+       "\n",
+       "mpl.figure.prototype._init_canvas = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var canvas_div = (this.canvas_div = document.createElement('div'));\n",
+       "    canvas_div.setAttribute(\n",
+       "        'style',\n",
+       "        'border: 1px solid #ddd;' +\n",
+       "            'box-sizing: content-box;' +\n",
+       "            'clear: both;' +\n",
+       "            'min-height: 1px;' +\n",
+       "            'min-width: 1px;' +\n",
+       "            'outline: 0;' +\n",
+       "            'overflow: hidden;' +\n",
+       "            'position: relative;' +\n",
+       "            'resize: both;'\n",
+       "    );\n",
+       "\n",
+       "    function on_keyboard_event_closure(name) {\n",
+       "        return function (event) {\n",
+       "            return fig.key_event(event, name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    canvas_div.addEventListener(\n",
+       "        'keydown',\n",
+       "        on_keyboard_event_closure('key_press')\n",
+       "    );\n",
+       "    canvas_div.addEventListener(\n",
+       "        'keyup',\n",
+       "        on_keyboard_event_closure('key_release')\n",
+       "    );\n",
+       "\n",
+       "    this._canvas_extra_style(canvas_div);\n",
+       "    this.root.appendChild(canvas_div);\n",
+       "\n",
+       "    var canvas = (this.canvas = document.createElement('canvas'));\n",
+       "    canvas.classList.add('mpl-canvas');\n",
+       "    canvas.setAttribute('style', 'box-sizing: content-box;');\n",
+       "\n",
+       "    this.context = canvas.getContext('2d');\n",
+       "\n",
+       "    var backingStore =\n",
+       "        this.context.backingStorePixelRatio ||\n",
+       "        this.context.webkitBackingStorePixelRatio ||\n",
+       "        this.context.mozBackingStorePixelRatio ||\n",
+       "        this.context.msBackingStorePixelRatio ||\n",
+       "        this.context.oBackingStorePixelRatio ||\n",
+       "        this.context.backingStorePixelRatio ||\n",
+       "        1;\n",
+       "\n",
+       "    this.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
+       "\n",
+       "    var rubberband_canvas = (this.rubberband_canvas = document.createElement(\n",
+       "        'canvas'\n",
+       "    ));\n",
+       "    rubberband_canvas.setAttribute(\n",
+       "        'style',\n",
+       "        'box-sizing: content-box; position: absolute; left: 0; top: 0; z-index: 1;'\n",
+       "    );\n",
+       "\n",
+       "    // Apply a ponyfill if ResizeObserver is not implemented by browser.\n",
+       "    if (this.ResizeObserver === undefined) {\n",
+       "        if (window.ResizeObserver !== undefined) {\n",
+       "            this.ResizeObserver = window.ResizeObserver;\n",
+       "        } else {\n",
+       "            var obs = _JSXTOOLS_RESIZE_OBSERVER({});\n",
+       "            this.ResizeObserver = obs.ResizeObserver;\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    this.resizeObserverInstance = new this.ResizeObserver(function (entries) {\n",
+       "        var nentries = entries.length;\n",
+       "        for (var i = 0; i < nentries; i++) {\n",
+       "            var entry = entries[i];\n",
+       "            var width, height;\n",
+       "            if (entry.contentBoxSize) {\n",
+       "                if (entry.contentBoxSize instanceof Array) {\n",
+       "                    // Chrome 84 implements new version of spec.\n",
+       "                    width = entry.contentBoxSize[0].inlineSize;\n",
+       "                    height = entry.contentBoxSize[0].blockSize;\n",
+       "                } else {\n",
+       "                    // Firefox implements old version of spec.\n",
+       "                    width = entry.contentBoxSize.inlineSize;\n",
+       "                    height = entry.contentBoxSize.blockSize;\n",
+       "                }\n",
+       "            } else {\n",
+       "                // Chrome <84 implements even older version of spec.\n",
+       "                width = entry.contentRect.width;\n",
+       "                height = entry.contentRect.height;\n",
+       "            }\n",
+       "\n",
+       "            // Keep the size of the canvas and rubber band canvas in sync with\n",
+       "            // the canvas container.\n",
+       "            if (entry.devicePixelContentBoxSize) {\n",
+       "                // Chrome 84 implements new version of spec.\n",
+       "                canvas.setAttribute(\n",
+       "                    'width',\n",
+       "                    entry.devicePixelContentBoxSize[0].inlineSize\n",
+       "                );\n",
+       "                canvas.setAttribute(\n",
+       "                    'height',\n",
+       "                    entry.devicePixelContentBoxSize[0].blockSize\n",
+       "                );\n",
+       "            } else {\n",
+       "                canvas.setAttribute('width', width * fig.ratio);\n",
+       "                canvas.setAttribute('height', height * fig.ratio);\n",
+       "            }\n",
+       "            canvas.setAttribute(\n",
+       "                'style',\n",
+       "                'width: ' + width + 'px; height: ' + height + 'px;'\n",
+       "            );\n",
+       "\n",
+       "            rubberband_canvas.setAttribute('width', width);\n",
+       "            rubberband_canvas.setAttribute('height', height);\n",
+       "\n",
+       "            // And update the size in Python. We ignore the initial 0/0 size\n",
+       "            // that occurs as the element is placed into the DOM, which should\n",
+       "            // otherwise not happen due to the minimum size styling.\n",
+       "            if (fig.ws.readyState == 1 && width != 0 && height != 0) {\n",
+       "                fig.request_resize(width, height);\n",
+       "            }\n",
+       "        }\n",
+       "    });\n",
+       "    this.resizeObserverInstance.observe(canvas_div);\n",
+       "\n",
+       "    function on_mouse_event_closure(name) {\n",
+       "        return function (event) {\n",
+       "            return fig.mouse_event(event, name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mousedown',\n",
+       "        on_mouse_event_closure('button_press')\n",
+       "    );\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mouseup',\n",
+       "        on_mouse_event_closure('button_release')\n",
+       "    );\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'dblclick',\n",
+       "        on_mouse_event_closure('dblclick')\n",
+       "    );\n",
+       "    // Throttle sequential mouse events to 1 every 20ms.\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mousemove',\n",
+       "        on_mouse_event_closure('motion_notify')\n",
+       "    );\n",
+       "\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mouseenter',\n",
+       "        on_mouse_event_closure('figure_enter')\n",
+       "    );\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mouseleave',\n",
+       "        on_mouse_event_closure('figure_leave')\n",
+       "    );\n",
+       "\n",
+       "    canvas_div.addEventListener('wheel', function (event) {\n",
+       "        if (event.deltaY < 0) {\n",
+       "            event.step = 1;\n",
+       "        } else {\n",
+       "            event.step = -1;\n",
+       "        }\n",
+       "        on_mouse_event_closure('scroll')(event);\n",
+       "    });\n",
+       "\n",
+       "    canvas_div.appendChild(canvas);\n",
+       "    canvas_div.appendChild(rubberband_canvas);\n",
+       "\n",
+       "    this.rubberband_context = rubberband_canvas.getContext('2d');\n",
+       "    this.rubberband_context.strokeStyle = '#000000';\n",
+       "\n",
+       "    this._resize_canvas = function (width, height, forward) {\n",
+       "        if (forward) {\n",
+       "            canvas_div.style.width = width + 'px';\n",
+       "            canvas_div.style.height = height + 'px';\n",
+       "        }\n",
+       "    };\n",
+       "\n",
+       "    // Disable right mouse context menu.\n",
+       "    this.rubberband_canvas.addEventListener('contextmenu', function (_e) {\n",
+       "        event.preventDefault();\n",
+       "        return false;\n",
+       "    });\n",
+       "\n",
+       "    function set_focus() {\n",
+       "        canvas.focus();\n",
+       "        canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    window.setTimeout(set_focus, 100);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var toolbar = document.createElement('div');\n",
+       "    toolbar.classList = 'mpl-toolbar';\n",
+       "    this.root.appendChild(toolbar);\n",
+       "\n",
+       "    function on_click_closure(name) {\n",
+       "        return function (_event) {\n",
+       "            return fig.toolbar_button_onclick(name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    function on_mouseover_closure(tooltip) {\n",
+       "        return function (event) {\n",
+       "            if (!event.currentTarget.disabled) {\n",
+       "                return fig.toolbar_button_onmouseover(tooltip);\n",
+       "            }\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    fig.buttons = {};\n",
+       "    var buttonGroup = document.createElement('div');\n",
+       "    buttonGroup.classList = 'mpl-button-group';\n",
+       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) {\n",
+       "            /* Instead of a spacer, we start a new button group. */\n",
+       "            if (buttonGroup.hasChildNodes()) {\n",
+       "                toolbar.appendChild(buttonGroup);\n",
+       "            }\n",
+       "            buttonGroup = document.createElement('div');\n",
+       "            buttonGroup.classList = 'mpl-button-group';\n",
+       "            continue;\n",
+       "        }\n",
+       "\n",
+       "        var button = (fig.buttons[name] = document.createElement('button'));\n",
+       "        button.classList = 'mpl-widget';\n",
+       "        button.setAttribute('role', 'button');\n",
+       "        button.setAttribute('aria-disabled', 'false');\n",
+       "        button.addEventListener('click', on_click_closure(method_name));\n",
+       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
+       "\n",
+       "        var icon_img = document.createElement('img');\n",
+       "        icon_img.src = '_images/' + image + '.png';\n",
+       "        icon_img.srcset = '_images/' + image + '_large.png 2x';\n",
+       "        icon_img.alt = tooltip;\n",
+       "        button.appendChild(icon_img);\n",
+       "\n",
+       "        buttonGroup.appendChild(button);\n",
+       "    }\n",
+       "\n",
+       "    if (buttonGroup.hasChildNodes()) {\n",
+       "        toolbar.appendChild(buttonGroup);\n",
+       "    }\n",
+       "\n",
+       "    var fmt_picker = document.createElement('select');\n",
+       "    fmt_picker.classList = 'mpl-widget';\n",
+       "    toolbar.appendChild(fmt_picker);\n",
+       "    this.format_dropdown = fmt_picker;\n",
+       "\n",
+       "    for (var ind in mpl.extensions) {\n",
+       "        var fmt = mpl.extensions[ind];\n",
+       "        var option = document.createElement('option');\n",
+       "        option.selected = fmt === mpl.default_extension;\n",
+       "        option.innerHTML = fmt;\n",
+       "        fmt_picker.appendChild(option);\n",
+       "    }\n",
+       "\n",
+       "    var status_bar = document.createElement('span');\n",
+       "    status_bar.classList = 'mpl-message';\n",
+       "    toolbar.appendChild(status_bar);\n",
+       "    this.message = status_bar;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.request_resize = function (x_pixels, y_pixels) {\n",
+       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
+       "    // which will in turn request a refresh of the image.\n",
+       "    this.send_message('resize', { width: x_pixels, height: y_pixels });\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.send_message = function (type, properties) {\n",
+       "    properties['type'] = type;\n",
+       "    properties['figure_id'] = this.id;\n",
+       "    this.ws.send(JSON.stringify(properties));\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.send_draw_message = function () {\n",
+       "    if (!this.waiting) {\n",
+       "        this.waiting = true;\n",
+       "        this.ws.send(JSON.stringify({ type: 'draw', figure_id: this.id }));\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
+       "    var format_dropdown = fig.format_dropdown;\n",
+       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
+       "    fig.ondownload(fig, format);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_resize = function (fig, msg) {\n",
+       "    var size = msg['size'];\n",
+       "    if (size[0] !== fig.canvas.width || size[1] !== fig.canvas.height) {\n",
+       "        fig._resize_canvas(size[0], size[1], msg['forward']);\n",
+       "        fig.send_message('refresh', {});\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_rubberband = function (fig, msg) {\n",
+       "    var x0 = msg['x0'] / fig.ratio;\n",
+       "    var y0 = (fig.canvas.height - msg['y0']) / fig.ratio;\n",
+       "    var x1 = msg['x1'] / fig.ratio;\n",
+       "    var y1 = (fig.canvas.height - msg['y1']) / fig.ratio;\n",
+       "    x0 = Math.floor(x0) + 0.5;\n",
+       "    y0 = Math.floor(y0) + 0.5;\n",
+       "    x1 = Math.floor(x1) + 0.5;\n",
+       "    y1 = Math.floor(y1) + 0.5;\n",
+       "    var min_x = Math.min(x0, x1);\n",
+       "    var min_y = Math.min(y0, y1);\n",
+       "    var width = Math.abs(x1 - x0);\n",
+       "    var height = Math.abs(y1 - y0);\n",
+       "\n",
+       "    fig.rubberband_context.clearRect(\n",
+       "        0,\n",
+       "        0,\n",
+       "        fig.canvas.width / fig.ratio,\n",
+       "        fig.canvas.height / fig.ratio\n",
+       "    );\n",
+       "\n",
+       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_figure_label = function (fig, msg) {\n",
+       "    // Updates the figure title.\n",
+       "    fig.header.textContent = msg['label'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_cursor = function (fig, msg) {\n",
+       "    fig.rubberband_canvas.style.cursor = msg['cursor'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_message = function (fig, msg) {\n",
+       "    fig.message.textContent = msg['message'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_draw = function (fig, _msg) {\n",
+       "    // Request the server to send over a new figure.\n",
+       "    fig.send_draw_message();\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_image_mode = function (fig, msg) {\n",
+       "    fig.image_mode = msg['mode'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_history_buttons = function (fig, msg) {\n",
+       "    for (var key in msg) {\n",
+       "        if (!(key in fig.buttons)) {\n",
+       "            continue;\n",
+       "        }\n",
+       "        fig.buttons[key].disabled = !msg[key];\n",
+       "        fig.buttons[key].setAttribute('aria-disabled', !msg[key]);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_navigate_mode = function (fig, msg) {\n",
+       "    if (msg['mode'] === 'PAN') {\n",
+       "        fig.buttons['Pan'].classList.add('active');\n",
+       "        fig.buttons['Zoom'].classList.remove('active');\n",
+       "    } else if (msg['mode'] === 'ZOOM') {\n",
+       "        fig.buttons['Pan'].classList.remove('active');\n",
+       "        fig.buttons['Zoom'].classList.add('active');\n",
+       "    } else {\n",
+       "        fig.buttons['Pan'].classList.remove('active');\n",
+       "        fig.buttons['Zoom'].classList.remove('active');\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function () {\n",
+       "    // Called whenever the canvas gets updated.\n",
+       "    this.send_message('ack', {});\n",
+       "};\n",
+       "\n",
+       "// A function to construct a web socket function for onmessage handling.\n",
+       "// Called in the figure constructor.\n",
+       "mpl.figure.prototype._make_on_message_function = function (fig) {\n",
+       "    return function socket_on_message(evt) {\n",
+       "        if (evt.data instanceof Blob) {\n",
+       "            var img = evt.data;\n",
+       "            if (img.type !== 'image/png') {\n",
+       "                /* FIXME: We get \"Resource interpreted as Image but\n",
+       "                 * transferred with MIME type text/plain:\" errors on\n",
+       "                 * Chrome.  But how to set the MIME type?  It doesn't seem\n",
+       "                 * to be part of the websocket stream */\n",
+       "                img.type = 'image/png';\n",
+       "            }\n",
+       "\n",
+       "            /* Free the memory for the previous frames */\n",
+       "            if (fig.imageObj.src) {\n",
+       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
+       "                    fig.imageObj.src\n",
+       "                );\n",
+       "            }\n",
+       "\n",
+       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
+       "                img\n",
+       "            );\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        } else if (\n",
+       "            typeof evt.data === 'string' &&\n",
+       "            evt.data.slice(0, 21) === 'data:image/png;base64'\n",
+       "        ) {\n",
+       "            fig.imageObj.src = evt.data;\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        var msg = JSON.parse(evt.data);\n",
+       "        var msg_type = msg['type'];\n",
+       "\n",
+       "        // Call the  \"handle_{type}\" callback, which takes\n",
+       "        // the figure and JSON message as its only arguments.\n",
+       "        try {\n",
+       "            var callback = fig['handle_' + msg_type];\n",
+       "        } catch (e) {\n",
+       "            console.log(\n",
+       "                \"No handler for the '\" + msg_type + \"' message type: \",\n",
+       "                msg\n",
+       "            );\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        if (callback) {\n",
+       "            try {\n",
+       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
+       "                callback(fig, msg);\n",
+       "            } catch (e) {\n",
+       "                console.log(\n",
+       "                    \"Exception inside the 'handler_\" + msg_type + \"' callback:\",\n",
+       "                    e,\n",
+       "                    e.stack,\n",
+       "                    msg\n",
+       "                );\n",
+       "            }\n",
+       "        }\n",
+       "    };\n",
+       "};\n",
+       "\n",
+       "// from https://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
+       "mpl.findpos = function (e) {\n",
+       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
+       "    var targ;\n",
+       "    if (!e) {\n",
+       "        e = window.event;\n",
+       "    }\n",
+       "    if (e.target) {\n",
+       "        targ = e.target;\n",
+       "    } else if (e.srcElement) {\n",
+       "        targ = e.srcElement;\n",
+       "    }\n",
+       "    if (targ.nodeType === 3) {\n",
+       "        // defeat Safari bug\n",
+       "        targ = targ.parentNode;\n",
+       "    }\n",
+       "\n",
+       "    // pageX,Y are the mouse positions relative to the document\n",
+       "    var boundingRect = targ.getBoundingClientRect();\n",
+       "    var x = e.pageX - (boundingRect.left + document.body.scrollLeft);\n",
+       "    var y = e.pageY - (boundingRect.top + document.body.scrollTop);\n",
+       "\n",
+       "    return { x: x, y: y };\n",
+       "};\n",
+       "\n",
+       "/*\n",
+       " * return a copy of an object with only non-object keys\n",
+       " * we need this to avoid circular references\n",
+       " * https://stackoverflow.com/a/24161582/3208463\n",
+       " */\n",
+       "function simpleKeys(original) {\n",
+       "    return Object.keys(original).reduce(function (obj, key) {\n",
+       "        if (typeof original[key] !== 'object') {\n",
+       "            obj[key] = original[key];\n",
+       "        }\n",
+       "        return obj;\n",
+       "    }, {});\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.mouse_event = function (event, name) {\n",
+       "    var canvas_pos = mpl.findpos(event);\n",
+       "\n",
+       "    if (name === 'button_press') {\n",
+       "        this.canvas.focus();\n",
+       "        this.canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    var x = canvas_pos.x * this.ratio;\n",
+       "    var y = canvas_pos.y * this.ratio;\n",
+       "\n",
+       "    this.send_message(name, {\n",
+       "        x: x,\n",
+       "        y: y,\n",
+       "        button: event.button,\n",
+       "        step: event.step,\n",
+       "        guiEvent: simpleKeys(event),\n",
+       "    });\n",
+       "\n",
+       "    /* This prevents the web browser from automatically changing to\n",
+       "     * the text insertion cursor when the button is pressed.  We want\n",
+       "     * to control all of the cursor setting manually through the\n",
+       "     * 'cursor' event from matplotlib */\n",
+       "    event.preventDefault();\n",
+       "    return false;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function (_event, _name) {\n",
+       "    // Handle any extra behaviour associated with a key event\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.key_event = function (event, name) {\n",
+       "    // Prevent repeat events\n",
+       "    if (name === 'key_press') {\n",
+       "        if (event.key === this._key) {\n",
+       "            return;\n",
+       "        } else {\n",
+       "            this._key = event.key;\n",
+       "        }\n",
+       "    }\n",
+       "    if (name === 'key_release') {\n",
+       "        this._key = null;\n",
+       "    }\n",
+       "\n",
+       "    var value = '';\n",
+       "    if (event.ctrlKey && event.key !== 'Control') {\n",
+       "        value += 'ctrl+';\n",
+       "    }\n",
+       "    else if (event.altKey && event.key !== 'Alt') {\n",
+       "        value += 'alt+';\n",
+       "    }\n",
+       "    else if (event.shiftKey && event.key !== 'Shift') {\n",
+       "        value += 'shift+';\n",
+       "    }\n",
+       "\n",
+       "    value += 'k' + event.key;\n",
+       "\n",
+       "    this._key_event_extra(event, name);\n",
+       "\n",
+       "    this.send_message(name, { key: value, guiEvent: simpleKeys(event) });\n",
+       "    return false;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onclick = function (name) {\n",
+       "    if (name === 'download') {\n",
+       "        this.handle_save(this, null);\n",
+       "    } else {\n",
+       "        this.send_message('toolbar_button', { name: name });\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onmouseover = function (tooltip) {\n",
+       "    this.message.textContent = tooltip;\n",
+       "};\n",
+       "\n",
+       "///////////////// REMAINING CONTENT GENERATED BY embed_js.py /////////////////\n",
+       "// prettier-ignore\n",
+       "var _JSXTOOLS_RESIZE_OBSERVER=function(A){var t,i=new WeakMap,n=new WeakMap,a=new WeakMap,r=new WeakMap,o=new Set;function s(e){if(!(this instanceof s))throw new TypeError(\"Constructor requires 'new' operator\");i.set(this,e)}function h(){throw new TypeError(\"Function is not a constructor\")}function c(e,t,i,n){e=0 in arguments?Number(arguments[0]):0,t=1 in arguments?Number(arguments[1]):0,i=2 in arguments?Number(arguments[2]):0,n=3 in arguments?Number(arguments[3]):0,this.right=(this.x=this.left=e)+(this.width=i),this.bottom=(this.y=this.top=t)+(this.height=n),Object.freeze(this)}function d(){t=requestAnimationFrame(d);var s=new WeakMap,p=new Set;o.forEach((function(t){r.get(t).forEach((function(i){var r=t instanceof window.SVGElement,o=a.get(t),d=r?0:parseFloat(o.paddingTop),f=r?0:parseFloat(o.paddingRight),l=r?0:parseFloat(o.paddingBottom),u=r?0:parseFloat(o.paddingLeft),g=r?0:parseFloat(o.borderTopWidth),m=r?0:parseFloat(o.borderRightWidth),w=r?0:parseFloat(o.borderBottomWidth),b=u+f,F=d+l,v=(r?0:parseFloat(o.borderLeftWidth))+m,W=g+w,y=r?0:t.offsetHeight-W-t.clientHeight,E=r?0:t.offsetWidth-v-t.clientWidth,R=b+v,z=F+W,M=r?t.width:parseFloat(o.width)-R-E,O=r?t.height:parseFloat(o.height)-z-y;if(n.has(t)){var k=n.get(t);if(k[0]===M&&k[1]===O)return}n.set(t,[M,O]);var S=Object.create(h.prototype);S.target=t,S.contentRect=new c(u,d,M,O),s.has(i)||(s.set(i,[]),p.add(i)),s.get(i).push(S)}))})),p.forEach((function(e){i.get(e).call(e,s.get(e),e)}))}return s.prototype.observe=function(i){if(i instanceof window.Element){r.has(i)||(r.set(i,new Set),o.add(i),a.set(i,window.getComputedStyle(i)));var n=r.get(i);n.has(this)||n.add(this),cancelAnimationFrame(t),t=requestAnimationFrame(d)}},s.prototype.unobserve=function(i){if(i instanceof window.Element&&r.has(i)){var n=r.get(i);n.has(this)&&(n.delete(this),n.size||(r.delete(i),o.delete(i))),n.size||r.delete(i),o.size||cancelAnimationFrame(t)}},A.DOMRectReadOnly=c,A.ResizeObserver=s,A.ResizeObserverEntry=h,A}; // eslint-disable-line\n",
+       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Left button pans, Right button zooms\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\\nx/y fixes axis\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
+       "\n",
+       "mpl.extensions = [\"eps\", \"jpeg\", \"pgf\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
+       "\n",
+       "mpl.default_extension = \"png\";/* global mpl */\n",
+       "\n",
+       "var comm_websocket_adapter = function (comm) {\n",
+       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
+       "    // object with the appropriate methods. Currently this is a non binary\n",
+       "    // socket, so there is still some room for performance tuning.\n",
+       "    var ws = {};\n",
+       "\n",
+       "    ws.binaryType = comm.kernel.ws.binaryType;\n",
+       "    ws.readyState = comm.kernel.ws.readyState;\n",
+       "    function updateReadyState(_event) {\n",
+       "        if (comm.kernel.ws) {\n",
+       "            ws.readyState = comm.kernel.ws.readyState;\n",
+       "        } else {\n",
+       "            ws.readyState = 3; // Closed state.\n",
+       "        }\n",
+       "    }\n",
+       "    comm.kernel.ws.addEventListener('open', updateReadyState);\n",
+       "    comm.kernel.ws.addEventListener('close', updateReadyState);\n",
+       "    comm.kernel.ws.addEventListener('error', updateReadyState);\n",
+       "\n",
+       "    ws.close = function () {\n",
+       "        comm.close();\n",
+       "    };\n",
+       "    ws.send = function (m) {\n",
+       "        //console.log('sending', m);\n",
+       "        comm.send(m);\n",
+       "    };\n",
+       "    // Register the callback with on_msg.\n",
+       "    comm.on_msg(function (msg) {\n",
+       "        //console.log('receiving', msg['content']['data'], msg);\n",
+       "        var data = msg['content']['data'];\n",
+       "        if (data['blob'] !== undefined) {\n",
+       "            data = {\n",
+       "                data: new Blob(msg['buffers'], { type: data['blob'] }),\n",
+       "            };\n",
+       "        }\n",
+       "        // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
+       "        ws.onmessage(data);\n",
+       "    });\n",
+       "    return ws;\n",
+       "};\n",
+       "\n",
+       "mpl.mpl_figure_comm = function (comm, msg) {\n",
+       "    // This is the function which gets called when the mpl process\n",
+       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
+       "\n",
+       "    var id = msg.content.data.id;\n",
+       "    // Get hold of the div created by the display call when the Comm\n",
+       "    // socket was opened in Python.\n",
+       "    var element = document.getElementById(id);\n",
+       "    var ws_proxy = comm_websocket_adapter(comm);\n",
+       "\n",
+       "    function ondownload(figure, _format) {\n",
+       "        window.open(figure.canvas.toDataURL());\n",
+       "    }\n",
+       "\n",
+       "    var fig = new mpl.figure(id, ws_proxy, ondownload, element);\n",
+       "\n",
+       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
+       "    // web socket which is closed, not our websocket->open comm proxy.\n",
+       "    ws_proxy.onopen();\n",
+       "\n",
+       "    fig.parent_element = element;\n",
+       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
+       "    if (!fig.cell_info) {\n",
+       "        console.error('Failed to find cell for figure', id, fig);\n",
+       "        return;\n",
+       "    }\n",
+       "    fig.cell_info[0].output_area.element.on(\n",
+       "        'cleared',\n",
+       "        { fig: fig },\n",
+       "        fig._remove_fig_handler\n",
+       "    );\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_close = function (fig, msg) {\n",
+       "    var width = fig.canvas.width / fig.ratio;\n",
+       "    fig.cell_info[0].output_area.element.off(\n",
+       "        'cleared',\n",
+       "        fig._remove_fig_handler\n",
+       "    );\n",
+       "    fig.resizeObserverInstance.unobserve(fig.canvas_div);\n",
+       "\n",
+       "    // Update the output cell to use the data from the current canvas.\n",
+       "    fig.push_to_output();\n",
+       "    var dataURL = fig.canvas.toDataURL();\n",
+       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
+       "    // the notebook keyboard shortcuts fail.\n",
+       "    IPython.keyboard_manager.enable();\n",
+       "    fig.parent_element.innerHTML =\n",
+       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
+       "    fig.close_ws(fig, msg);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.close_ws = function (fig, msg) {\n",
+       "    fig.send_message('closing', msg);\n",
+       "    // fig.ws.close()\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.push_to_output = function (_remove_interactive) {\n",
+       "    // Turn the data on the canvas into data in the output cell.\n",
+       "    var width = this.canvas.width / this.ratio;\n",
+       "    var dataURL = this.canvas.toDataURL();\n",
+       "    this.cell_info[1]['text/html'] =\n",
+       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function () {\n",
+       "    // Tell IPython that the notebook contents must change.\n",
+       "    IPython.notebook.set_dirty(true);\n",
+       "    this.send_message('ack', {});\n",
+       "    var fig = this;\n",
+       "    // Wait a second, then push the new image to the DOM so\n",
+       "    // that it is saved nicely (might be nice to debounce this).\n",
+       "    setTimeout(function () {\n",
+       "        fig.push_to_output();\n",
+       "    }, 1000);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var toolbar = document.createElement('div');\n",
+       "    toolbar.classList = 'btn-toolbar';\n",
+       "    this.root.appendChild(toolbar);\n",
+       "\n",
+       "    function on_click_closure(name) {\n",
+       "        return function (_event) {\n",
+       "            return fig.toolbar_button_onclick(name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    function on_mouseover_closure(tooltip) {\n",
+       "        return function (event) {\n",
+       "            if (!event.currentTarget.disabled) {\n",
+       "                return fig.toolbar_button_onmouseover(tooltip);\n",
+       "            }\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    fig.buttons = {};\n",
+       "    var buttonGroup = document.createElement('div');\n",
+       "    buttonGroup.classList = 'btn-group';\n",
+       "    var button;\n",
+       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) {\n",
+       "            /* Instead of a spacer, we start a new button group. */\n",
+       "            if (buttonGroup.hasChildNodes()) {\n",
+       "                toolbar.appendChild(buttonGroup);\n",
+       "            }\n",
+       "            buttonGroup = document.createElement('div');\n",
+       "            buttonGroup.classList = 'btn-group';\n",
+       "            continue;\n",
+       "        }\n",
+       "\n",
+       "        button = fig.buttons[name] = document.createElement('button');\n",
+       "        button.classList = 'btn btn-default';\n",
+       "        button.href = '#';\n",
+       "        button.title = name;\n",
+       "        button.innerHTML = '<i class=\"fa ' + image + ' fa-lg\"></i>';\n",
+       "        button.addEventListener('click', on_click_closure(method_name));\n",
+       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
+       "        buttonGroup.appendChild(button);\n",
+       "    }\n",
+       "\n",
+       "    if (buttonGroup.hasChildNodes()) {\n",
+       "        toolbar.appendChild(buttonGroup);\n",
+       "    }\n",
+       "\n",
+       "    // Add the status bar.\n",
+       "    var status_bar = document.createElement('span');\n",
+       "    status_bar.classList = 'mpl-message pull-right';\n",
+       "    toolbar.appendChild(status_bar);\n",
+       "    this.message = status_bar;\n",
+       "\n",
+       "    // Add the close button to the window.\n",
+       "    var buttongrp = document.createElement('div');\n",
+       "    buttongrp.classList = 'btn-group inline pull-right';\n",
+       "    button = document.createElement('button');\n",
+       "    button.classList = 'btn btn-mini btn-primary';\n",
+       "    button.href = '#';\n",
+       "    button.title = 'Stop Interaction';\n",
+       "    button.innerHTML = '<i class=\"fa fa-power-off icon-remove icon-large\"></i>';\n",
+       "    button.addEventListener('click', function (_evt) {\n",
+       "        fig.handle_close(fig, {});\n",
+       "    });\n",
+       "    button.addEventListener(\n",
+       "        'mouseover',\n",
+       "        on_mouseover_closure('Stop Interaction')\n",
+       "    );\n",
+       "    buttongrp.appendChild(button);\n",
+       "    var titlebar = this.root.querySelector('.ui-dialog-titlebar');\n",
+       "    titlebar.insertBefore(buttongrp, titlebar.firstChild);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._remove_fig_handler = function (event) {\n",
+       "    var fig = event.data.fig;\n",
+       "    if (event.target !== this) {\n",
+       "        // Ignore bubbled events from children.\n",
+       "        return;\n",
+       "    }\n",
+       "    fig.close_ws(fig, {});\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function (el) {\n",
+       "    el.style.boxSizing = 'content-box'; // override notebook setting of border-box.\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function (el) {\n",
+       "    // this is important to make the div 'focusable\n",
+       "    el.setAttribute('tabindex', 0);\n",
+       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
+       "    // off when our div gets focus\n",
+       "\n",
+       "    // location in version 3\n",
+       "    if (IPython.notebook.keyboard_manager) {\n",
+       "        IPython.notebook.keyboard_manager.register_events(el);\n",
+       "    } else {\n",
+       "        // location in version 2\n",
+       "        IPython.keyboard_manager.register_events(el);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function (event, _name) {\n",
+       "    // Check for shift+enter\n",
+       "    if (event.shiftKey && event.which === 13) {\n",
+       "        this.canvas_div.blur();\n",
+       "        // select the cell after this one\n",
+       "        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
+       "        IPython.notebook.select(index + 1);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
+       "    fig.ondownload(fig, null);\n",
+       "};\n",
+       "\n",
+       "mpl.find_output_cell = function (html_output) {\n",
+       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
+       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
+       "    // IPython event is triggered only after the cells have been serialised, which for\n",
+       "    // our purposes (turning an active figure into a static one), is too late.\n",
+       "    var cells = IPython.notebook.get_cells();\n",
+       "    var ncells = cells.length;\n",
+       "    for (var i = 0; i < ncells; i++) {\n",
+       "        var cell = cells[i];\n",
+       "        if (cell.cell_type === 'code') {\n",
+       "            for (var j = 0; j < cell.output_area.outputs.length; j++) {\n",
+       "                var data = cell.output_area.outputs[j];\n",
+       "                if (data.data) {\n",
+       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
+       "                    data = data.data;\n",
+       "                }\n",
+       "                if (data['text/html'] === html_output) {\n",
+       "                    return [cell, data, j];\n",
+       "                }\n",
+       "            }\n",
+       "        }\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "// Register the function which deals with the matplotlib target/channel.\n",
+       "// The kernel may be null if the page has been refreshed.\n",
+       "if (IPython.notebook.kernel !== null) {\n",
+       "    IPython.notebook.kernel.comm_manager.register_target(\n",
+       "        'matplotlib',\n",
+       "        mpl.mpl_figure_comm\n",
+       "    );\n",
+       "}\n"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Javascript object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<img 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\" width=\"640\">"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/javascript": [
+       "/* Put everything inside the global mpl namespace */\n",
+       "/* global mpl */\n",
+       "window.mpl = {};\n",
+       "\n",
+       "mpl.get_websocket_type = function () {\n",
+       "    if (typeof WebSocket !== 'undefined') {\n",
+       "        return WebSocket;\n",
+       "    } else if (typeof MozWebSocket !== 'undefined') {\n",
+       "        return MozWebSocket;\n",
+       "    } else {\n",
+       "        alert(\n",
+       "            'Your browser does not have WebSocket support. ' +\n",
+       "                'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
+       "                'Firefox 4 and 5 are also supported but you ' +\n",
+       "                'have to enable WebSockets in about:config.'\n",
+       "        );\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure = function (figure_id, websocket, ondownload, parent_element) {\n",
+       "    this.id = figure_id;\n",
+       "\n",
+       "    this.ws = websocket;\n",
+       "\n",
+       "    this.supports_binary = this.ws.binaryType !== undefined;\n",
+       "\n",
+       "    if (!this.supports_binary) {\n",
+       "        var warnings = document.getElementById('mpl-warnings');\n",
+       "        if (warnings) {\n",
+       "            warnings.style.display = 'block';\n",
+       "            warnings.textContent =\n",
+       "                'This browser does not support binary websocket messages. ' +\n",
+       "                'Performance may be slow.';\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    this.imageObj = new Image();\n",
+       "\n",
+       "    this.context = undefined;\n",
+       "    this.message = undefined;\n",
+       "    this.canvas = undefined;\n",
+       "    this.rubberband_canvas = undefined;\n",
+       "    this.rubberband_context = undefined;\n",
+       "    this.format_dropdown = undefined;\n",
+       "\n",
+       "    this.image_mode = 'full';\n",
+       "\n",
+       "    this.root = document.createElement('div');\n",
+       "    this.root.setAttribute('style', 'display: inline-block');\n",
+       "    this._root_extra_style(this.root);\n",
+       "\n",
+       "    parent_element.appendChild(this.root);\n",
+       "\n",
+       "    this._init_header(this);\n",
+       "    this._init_canvas(this);\n",
+       "    this._init_toolbar(this);\n",
+       "\n",
+       "    var fig = this;\n",
+       "\n",
+       "    this.waiting = false;\n",
+       "\n",
+       "    this.ws.onopen = function () {\n",
+       "        fig.send_message('supports_binary', { value: fig.supports_binary });\n",
+       "        fig.send_message('send_image_mode', {});\n",
+       "        if (fig.ratio !== 1) {\n",
+       "            fig.send_message('set_device_pixel_ratio', {\n",
+       "                device_pixel_ratio: fig.ratio,\n",
+       "            });\n",
+       "        }\n",
+       "        fig.send_message('refresh', {});\n",
+       "    };\n",
+       "\n",
+       "    this.imageObj.onload = function () {\n",
+       "        if (fig.image_mode === 'full') {\n",
+       "            // Full images could contain transparency (where diff images\n",
+       "            // almost always do), so we need to clear the canvas so that\n",
+       "            // there is no ghosting.\n",
+       "            fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
+       "        }\n",
+       "        fig.context.drawImage(fig.imageObj, 0, 0);\n",
+       "    };\n",
+       "\n",
+       "    this.imageObj.onunload = function () {\n",
+       "        fig.ws.close();\n",
+       "    };\n",
+       "\n",
+       "    this.ws.onmessage = this._make_on_message_function(this);\n",
+       "\n",
+       "    this.ondownload = ondownload;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_header = function () {\n",
+       "    var titlebar = document.createElement('div');\n",
+       "    titlebar.classList =\n",
+       "        'ui-dialog-titlebar ui-widget-header ui-corner-all ui-helper-clearfix';\n",
+       "    var titletext = document.createElement('div');\n",
+       "    titletext.classList = 'ui-dialog-title';\n",
+       "    titletext.setAttribute(\n",
+       "        'style',\n",
+       "        'width: 100%; text-align: center; padding: 3px;'\n",
+       "    );\n",
+       "    titlebar.appendChild(titletext);\n",
+       "    this.root.appendChild(titlebar);\n",
+       "    this.header = titletext;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function (_canvas_div) {};\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function (_canvas_div) {};\n",
+       "\n",
+       "mpl.figure.prototype._init_canvas = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var canvas_div = (this.canvas_div = document.createElement('div'));\n",
+       "    canvas_div.setAttribute(\n",
+       "        'style',\n",
+       "        'border: 1px solid #ddd;' +\n",
+       "            'box-sizing: content-box;' +\n",
+       "            'clear: both;' +\n",
+       "            'min-height: 1px;' +\n",
+       "            'min-width: 1px;' +\n",
+       "            'outline: 0;' +\n",
+       "            'overflow: hidden;' +\n",
+       "            'position: relative;' +\n",
+       "            'resize: both;'\n",
+       "    );\n",
+       "\n",
+       "    function on_keyboard_event_closure(name) {\n",
+       "        return function (event) {\n",
+       "            return fig.key_event(event, name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    canvas_div.addEventListener(\n",
+       "        'keydown',\n",
+       "        on_keyboard_event_closure('key_press')\n",
+       "    );\n",
+       "    canvas_div.addEventListener(\n",
+       "        'keyup',\n",
+       "        on_keyboard_event_closure('key_release')\n",
+       "    );\n",
+       "\n",
+       "    this._canvas_extra_style(canvas_div);\n",
+       "    this.root.appendChild(canvas_div);\n",
+       "\n",
+       "    var canvas = (this.canvas = document.createElement('canvas'));\n",
+       "    canvas.classList.add('mpl-canvas');\n",
+       "    canvas.setAttribute('style', 'box-sizing: content-box;');\n",
+       "\n",
+       "    this.context = canvas.getContext('2d');\n",
+       "\n",
+       "    var backingStore =\n",
+       "        this.context.backingStorePixelRatio ||\n",
+       "        this.context.webkitBackingStorePixelRatio ||\n",
+       "        this.context.mozBackingStorePixelRatio ||\n",
+       "        this.context.msBackingStorePixelRatio ||\n",
+       "        this.context.oBackingStorePixelRatio ||\n",
+       "        this.context.backingStorePixelRatio ||\n",
+       "        1;\n",
+       "\n",
+       "    this.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
+       "\n",
+       "    var rubberband_canvas = (this.rubberband_canvas = document.createElement(\n",
+       "        'canvas'\n",
+       "    ));\n",
+       "    rubberband_canvas.setAttribute(\n",
+       "        'style',\n",
+       "        'box-sizing: content-box; position: absolute; left: 0; top: 0; z-index: 1;'\n",
+       "    );\n",
+       "\n",
+       "    // Apply a ponyfill if ResizeObserver is not implemented by browser.\n",
+       "    if (this.ResizeObserver === undefined) {\n",
+       "        if (window.ResizeObserver !== undefined) {\n",
+       "            this.ResizeObserver = window.ResizeObserver;\n",
+       "        } else {\n",
+       "            var obs = _JSXTOOLS_RESIZE_OBSERVER({});\n",
+       "            this.ResizeObserver = obs.ResizeObserver;\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    this.resizeObserverInstance = new this.ResizeObserver(function (entries) {\n",
+       "        var nentries = entries.length;\n",
+       "        for (var i = 0; i < nentries; i++) {\n",
+       "            var entry = entries[i];\n",
+       "            var width, height;\n",
+       "            if (entry.contentBoxSize) {\n",
+       "                if (entry.contentBoxSize instanceof Array) {\n",
+       "                    // Chrome 84 implements new version of spec.\n",
+       "                    width = entry.contentBoxSize[0].inlineSize;\n",
+       "                    height = entry.contentBoxSize[0].blockSize;\n",
+       "                } else {\n",
+       "                    // Firefox implements old version of spec.\n",
+       "                    width = entry.contentBoxSize.inlineSize;\n",
+       "                    height = entry.contentBoxSize.blockSize;\n",
+       "                }\n",
+       "            } else {\n",
+       "                // Chrome <84 implements even older version of spec.\n",
+       "                width = entry.contentRect.width;\n",
+       "                height = entry.contentRect.height;\n",
+       "            }\n",
+       "\n",
+       "            // Keep the size of the canvas and rubber band canvas in sync with\n",
+       "            // the canvas container.\n",
+       "            if (entry.devicePixelContentBoxSize) {\n",
+       "                // Chrome 84 implements new version of spec.\n",
+       "                canvas.setAttribute(\n",
+       "                    'width',\n",
+       "                    entry.devicePixelContentBoxSize[0].inlineSize\n",
+       "                );\n",
+       "                canvas.setAttribute(\n",
+       "                    'height',\n",
+       "                    entry.devicePixelContentBoxSize[0].blockSize\n",
+       "                );\n",
+       "            } else {\n",
+       "                canvas.setAttribute('width', width * fig.ratio);\n",
+       "                canvas.setAttribute('height', height * fig.ratio);\n",
+       "            }\n",
+       "            canvas.setAttribute(\n",
+       "                'style',\n",
+       "                'width: ' + width + 'px; height: ' + height + 'px;'\n",
+       "            );\n",
+       "\n",
+       "            rubberband_canvas.setAttribute('width', width);\n",
+       "            rubberband_canvas.setAttribute('height', height);\n",
+       "\n",
+       "            // And update the size in Python. We ignore the initial 0/0 size\n",
+       "            // that occurs as the element is placed into the DOM, which should\n",
+       "            // otherwise not happen due to the minimum size styling.\n",
+       "            if (fig.ws.readyState == 1 && width != 0 && height != 0) {\n",
+       "                fig.request_resize(width, height);\n",
+       "            }\n",
+       "        }\n",
+       "    });\n",
+       "    this.resizeObserverInstance.observe(canvas_div);\n",
+       "\n",
+       "    function on_mouse_event_closure(name) {\n",
+       "        return function (event) {\n",
+       "            return fig.mouse_event(event, name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mousedown',\n",
+       "        on_mouse_event_closure('button_press')\n",
+       "    );\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mouseup',\n",
+       "        on_mouse_event_closure('button_release')\n",
+       "    );\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'dblclick',\n",
+       "        on_mouse_event_closure('dblclick')\n",
+       "    );\n",
+       "    // Throttle sequential mouse events to 1 every 20ms.\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mousemove',\n",
+       "        on_mouse_event_closure('motion_notify')\n",
+       "    );\n",
+       "\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mouseenter',\n",
+       "        on_mouse_event_closure('figure_enter')\n",
+       "    );\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mouseleave',\n",
+       "        on_mouse_event_closure('figure_leave')\n",
+       "    );\n",
+       "\n",
+       "    canvas_div.addEventListener('wheel', function (event) {\n",
+       "        if (event.deltaY < 0) {\n",
+       "            event.step = 1;\n",
+       "        } else {\n",
+       "            event.step = -1;\n",
+       "        }\n",
+       "        on_mouse_event_closure('scroll')(event);\n",
+       "    });\n",
+       "\n",
+       "    canvas_div.appendChild(canvas);\n",
+       "    canvas_div.appendChild(rubberband_canvas);\n",
+       "\n",
+       "    this.rubberband_context = rubberband_canvas.getContext('2d');\n",
+       "    this.rubberband_context.strokeStyle = '#000000';\n",
+       "\n",
+       "    this._resize_canvas = function (width, height, forward) {\n",
+       "        if (forward) {\n",
+       "            canvas_div.style.width = width + 'px';\n",
+       "            canvas_div.style.height = height + 'px';\n",
+       "        }\n",
+       "    };\n",
+       "\n",
+       "    // Disable right mouse context menu.\n",
+       "    this.rubberband_canvas.addEventListener('contextmenu', function (_e) {\n",
+       "        event.preventDefault();\n",
+       "        return false;\n",
+       "    });\n",
+       "\n",
+       "    function set_focus() {\n",
+       "        canvas.focus();\n",
+       "        canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    window.setTimeout(set_focus, 100);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var toolbar = document.createElement('div');\n",
+       "    toolbar.classList = 'mpl-toolbar';\n",
+       "    this.root.appendChild(toolbar);\n",
+       "\n",
+       "    function on_click_closure(name) {\n",
+       "        return function (_event) {\n",
+       "            return fig.toolbar_button_onclick(name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    function on_mouseover_closure(tooltip) {\n",
+       "        return function (event) {\n",
+       "            if (!event.currentTarget.disabled) {\n",
+       "                return fig.toolbar_button_onmouseover(tooltip);\n",
+       "            }\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    fig.buttons = {};\n",
+       "    var buttonGroup = document.createElement('div');\n",
+       "    buttonGroup.classList = 'mpl-button-group';\n",
+       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) {\n",
+       "            /* Instead of a spacer, we start a new button group. */\n",
+       "            if (buttonGroup.hasChildNodes()) {\n",
+       "                toolbar.appendChild(buttonGroup);\n",
+       "            }\n",
+       "            buttonGroup = document.createElement('div');\n",
+       "            buttonGroup.classList = 'mpl-button-group';\n",
+       "            continue;\n",
+       "        }\n",
+       "\n",
+       "        var button = (fig.buttons[name] = document.createElement('button'));\n",
+       "        button.classList = 'mpl-widget';\n",
+       "        button.setAttribute('role', 'button');\n",
+       "        button.setAttribute('aria-disabled', 'false');\n",
+       "        button.addEventListener('click', on_click_closure(method_name));\n",
+       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
+       "\n",
+       "        var icon_img = document.createElement('img');\n",
+       "        icon_img.src = '_images/' + image + '.png';\n",
+       "        icon_img.srcset = '_images/' + image + '_large.png 2x';\n",
+       "        icon_img.alt = tooltip;\n",
+       "        button.appendChild(icon_img);\n",
+       "\n",
+       "        buttonGroup.appendChild(button);\n",
+       "    }\n",
+       "\n",
+       "    if (buttonGroup.hasChildNodes()) {\n",
+       "        toolbar.appendChild(buttonGroup);\n",
+       "    }\n",
+       "\n",
+       "    var fmt_picker = document.createElement('select');\n",
+       "    fmt_picker.classList = 'mpl-widget';\n",
+       "    toolbar.appendChild(fmt_picker);\n",
+       "    this.format_dropdown = fmt_picker;\n",
+       "\n",
+       "    for (var ind in mpl.extensions) {\n",
+       "        var fmt = mpl.extensions[ind];\n",
+       "        var option = document.createElement('option');\n",
+       "        option.selected = fmt === mpl.default_extension;\n",
+       "        option.innerHTML = fmt;\n",
+       "        fmt_picker.appendChild(option);\n",
+       "    }\n",
+       "\n",
+       "    var status_bar = document.createElement('span');\n",
+       "    status_bar.classList = 'mpl-message';\n",
+       "    toolbar.appendChild(status_bar);\n",
+       "    this.message = status_bar;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.request_resize = function (x_pixels, y_pixels) {\n",
+       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
+       "    // which will in turn request a refresh of the image.\n",
+       "    this.send_message('resize', { width: x_pixels, height: y_pixels });\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.send_message = function (type, properties) {\n",
+       "    properties['type'] = type;\n",
+       "    properties['figure_id'] = this.id;\n",
+       "    this.ws.send(JSON.stringify(properties));\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.send_draw_message = function () {\n",
+       "    if (!this.waiting) {\n",
+       "        this.waiting = true;\n",
+       "        this.ws.send(JSON.stringify({ type: 'draw', figure_id: this.id }));\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
+       "    var format_dropdown = fig.format_dropdown;\n",
+       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
+       "    fig.ondownload(fig, format);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_resize = function (fig, msg) {\n",
+       "    var size = msg['size'];\n",
+       "    if (size[0] !== fig.canvas.width || size[1] !== fig.canvas.height) {\n",
+       "        fig._resize_canvas(size[0], size[1], msg['forward']);\n",
+       "        fig.send_message('refresh', {});\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_rubberband = function (fig, msg) {\n",
+       "    var x0 = msg['x0'] / fig.ratio;\n",
+       "    var y0 = (fig.canvas.height - msg['y0']) / fig.ratio;\n",
+       "    var x1 = msg['x1'] / fig.ratio;\n",
+       "    var y1 = (fig.canvas.height - msg['y1']) / fig.ratio;\n",
+       "    x0 = Math.floor(x0) + 0.5;\n",
+       "    y0 = Math.floor(y0) + 0.5;\n",
+       "    x1 = Math.floor(x1) + 0.5;\n",
+       "    y1 = Math.floor(y1) + 0.5;\n",
+       "    var min_x = Math.min(x0, x1);\n",
+       "    var min_y = Math.min(y0, y1);\n",
+       "    var width = Math.abs(x1 - x0);\n",
+       "    var height = Math.abs(y1 - y0);\n",
+       "\n",
+       "    fig.rubberband_context.clearRect(\n",
+       "        0,\n",
+       "        0,\n",
+       "        fig.canvas.width / fig.ratio,\n",
+       "        fig.canvas.height / fig.ratio\n",
+       "    );\n",
+       "\n",
+       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_figure_label = function (fig, msg) {\n",
+       "    // Updates the figure title.\n",
+       "    fig.header.textContent = msg['label'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_cursor = function (fig, msg) {\n",
+       "    fig.rubberband_canvas.style.cursor = msg['cursor'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_message = function (fig, msg) {\n",
+       "    fig.message.textContent = msg['message'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_draw = function (fig, _msg) {\n",
+       "    // Request the server to send over a new figure.\n",
+       "    fig.send_draw_message();\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_image_mode = function (fig, msg) {\n",
+       "    fig.image_mode = msg['mode'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_history_buttons = function (fig, msg) {\n",
+       "    for (var key in msg) {\n",
+       "        if (!(key in fig.buttons)) {\n",
+       "            continue;\n",
+       "        }\n",
+       "        fig.buttons[key].disabled = !msg[key];\n",
+       "        fig.buttons[key].setAttribute('aria-disabled', !msg[key]);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_navigate_mode = function (fig, msg) {\n",
+       "    if (msg['mode'] === 'PAN') {\n",
+       "        fig.buttons['Pan'].classList.add('active');\n",
+       "        fig.buttons['Zoom'].classList.remove('active');\n",
+       "    } else if (msg['mode'] === 'ZOOM') {\n",
+       "        fig.buttons['Pan'].classList.remove('active');\n",
+       "        fig.buttons['Zoom'].classList.add('active');\n",
+       "    } else {\n",
+       "        fig.buttons['Pan'].classList.remove('active');\n",
+       "        fig.buttons['Zoom'].classList.remove('active');\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function () {\n",
+       "    // Called whenever the canvas gets updated.\n",
+       "    this.send_message('ack', {});\n",
+       "};\n",
+       "\n",
+       "// A function to construct a web socket function for onmessage handling.\n",
+       "// Called in the figure constructor.\n",
+       "mpl.figure.prototype._make_on_message_function = function (fig) {\n",
+       "    return function socket_on_message(evt) {\n",
+       "        if (evt.data instanceof Blob) {\n",
+       "            var img = evt.data;\n",
+       "            if (img.type !== 'image/png') {\n",
+       "                /* FIXME: We get \"Resource interpreted as Image but\n",
+       "                 * transferred with MIME type text/plain:\" errors on\n",
+       "                 * Chrome.  But how to set the MIME type?  It doesn't seem\n",
+       "                 * to be part of the websocket stream */\n",
+       "                img.type = 'image/png';\n",
+       "            }\n",
+       "\n",
+       "            /* Free the memory for the previous frames */\n",
+       "            if (fig.imageObj.src) {\n",
+       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
+       "                    fig.imageObj.src\n",
+       "                );\n",
+       "            }\n",
+       "\n",
+       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
+       "                img\n",
+       "            );\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        } else if (\n",
+       "            typeof evt.data === 'string' &&\n",
+       "            evt.data.slice(0, 21) === 'data:image/png;base64'\n",
+       "        ) {\n",
+       "            fig.imageObj.src = evt.data;\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        var msg = JSON.parse(evt.data);\n",
+       "        var msg_type = msg['type'];\n",
+       "\n",
+       "        // Call the  \"handle_{type}\" callback, which takes\n",
+       "        // the figure and JSON message as its only arguments.\n",
+       "        try {\n",
+       "            var callback = fig['handle_' + msg_type];\n",
+       "        } catch (e) {\n",
+       "            console.log(\n",
+       "                \"No handler for the '\" + msg_type + \"' message type: \",\n",
+       "                msg\n",
+       "            );\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        if (callback) {\n",
+       "            try {\n",
+       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
+       "                callback(fig, msg);\n",
+       "            } catch (e) {\n",
+       "                console.log(\n",
+       "                    \"Exception inside the 'handler_\" + msg_type + \"' callback:\",\n",
+       "                    e,\n",
+       "                    e.stack,\n",
+       "                    msg\n",
+       "                );\n",
+       "            }\n",
+       "        }\n",
+       "    };\n",
+       "};\n",
+       "\n",
+       "// from https://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
+       "mpl.findpos = function (e) {\n",
+       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
+       "    var targ;\n",
+       "    if (!e) {\n",
+       "        e = window.event;\n",
+       "    }\n",
+       "    if (e.target) {\n",
+       "        targ = e.target;\n",
+       "    } else if (e.srcElement) {\n",
+       "        targ = e.srcElement;\n",
+       "    }\n",
+       "    if (targ.nodeType === 3) {\n",
+       "        // defeat Safari bug\n",
+       "        targ = targ.parentNode;\n",
+       "    }\n",
+       "\n",
+       "    // pageX,Y are the mouse positions relative to the document\n",
+       "    var boundingRect = targ.getBoundingClientRect();\n",
+       "    var x = e.pageX - (boundingRect.left + document.body.scrollLeft);\n",
+       "    var y = e.pageY - (boundingRect.top + document.body.scrollTop);\n",
+       "\n",
+       "    return { x: x, y: y };\n",
+       "};\n",
+       "\n",
+       "/*\n",
+       " * return a copy of an object with only non-object keys\n",
+       " * we need this to avoid circular references\n",
+       " * https://stackoverflow.com/a/24161582/3208463\n",
+       " */\n",
+       "function simpleKeys(original) {\n",
+       "    return Object.keys(original).reduce(function (obj, key) {\n",
+       "        if (typeof original[key] !== 'object') {\n",
+       "            obj[key] = original[key];\n",
+       "        }\n",
+       "        return obj;\n",
+       "    }, {});\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.mouse_event = function (event, name) {\n",
+       "    var canvas_pos = mpl.findpos(event);\n",
+       "\n",
+       "    if (name === 'button_press') {\n",
+       "        this.canvas.focus();\n",
+       "        this.canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    var x = canvas_pos.x * this.ratio;\n",
+       "    var y = canvas_pos.y * this.ratio;\n",
+       "\n",
+       "    this.send_message(name, {\n",
+       "        x: x,\n",
+       "        y: y,\n",
+       "        button: event.button,\n",
+       "        step: event.step,\n",
+       "        guiEvent: simpleKeys(event),\n",
+       "    });\n",
+       "\n",
+       "    /* This prevents the web browser from automatically changing to\n",
+       "     * the text insertion cursor when the button is pressed.  We want\n",
+       "     * to control all of the cursor setting manually through the\n",
+       "     * 'cursor' event from matplotlib */\n",
+       "    event.preventDefault();\n",
+       "    return false;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function (_event, _name) {\n",
+       "    // Handle any extra behaviour associated with a key event\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.key_event = function (event, name) {\n",
+       "    // Prevent repeat events\n",
+       "    if (name === 'key_press') {\n",
+       "        if (event.key === this._key) {\n",
+       "            return;\n",
+       "        } else {\n",
+       "            this._key = event.key;\n",
+       "        }\n",
+       "    }\n",
+       "    if (name === 'key_release') {\n",
+       "        this._key = null;\n",
+       "    }\n",
+       "\n",
+       "    var value = '';\n",
+       "    if (event.ctrlKey && event.key !== 'Control') {\n",
+       "        value += 'ctrl+';\n",
+       "    }\n",
+       "    else if (event.altKey && event.key !== 'Alt') {\n",
+       "        value += 'alt+';\n",
+       "    }\n",
+       "    else if (event.shiftKey && event.key !== 'Shift') {\n",
+       "        value += 'shift+';\n",
+       "    }\n",
+       "\n",
+       "    value += 'k' + event.key;\n",
+       "\n",
+       "    this._key_event_extra(event, name);\n",
+       "\n",
+       "    this.send_message(name, { key: value, guiEvent: simpleKeys(event) });\n",
+       "    return false;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onclick = function (name) {\n",
+       "    if (name === 'download') {\n",
+       "        this.handle_save(this, null);\n",
+       "    } else {\n",
+       "        this.send_message('toolbar_button', { name: name });\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onmouseover = function (tooltip) {\n",
+       "    this.message.textContent = tooltip;\n",
+       "};\n",
+       "\n",
+       "///////////////// REMAINING CONTENT GENERATED BY embed_js.py /////////////////\n",
+       "// prettier-ignore\n",
+       "var _JSXTOOLS_RESIZE_OBSERVER=function(A){var t,i=new WeakMap,n=new WeakMap,a=new WeakMap,r=new WeakMap,o=new Set;function s(e){if(!(this instanceof s))throw new TypeError(\"Constructor requires 'new' operator\");i.set(this,e)}function h(){throw new TypeError(\"Function is not a constructor\")}function c(e,t,i,n){e=0 in arguments?Number(arguments[0]):0,t=1 in arguments?Number(arguments[1]):0,i=2 in arguments?Number(arguments[2]):0,n=3 in arguments?Number(arguments[3]):0,this.right=(this.x=this.left=e)+(this.width=i),this.bottom=(this.y=this.top=t)+(this.height=n),Object.freeze(this)}function d(){t=requestAnimationFrame(d);var s=new WeakMap,p=new Set;o.forEach((function(t){r.get(t).forEach((function(i){var r=t instanceof window.SVGElement,o=a.get(t),d=r?0:parseFloat(o.paddingTop),f=r?0:parseFloat(o.paddingRight),l=r?0:parseFloat(o.paddingBottom),u=r?0:parseFloat(o.paddingLeft),g=r?0:parseFloat(o.borderTopWidth),m=r?0:parseFloat(o.borderRightWidth),w=r?0:parseFloat(o.borderBottomWidth),b=u+f,F=d+l,v=(r?0:parseFloat(o.borderLeftWidth))+m,W=g+w,y=r?0:t.offsetHeight-W-t.clientHeight,E=r?0:t.offsetWidth-v-t.clientWidth,R=b+v,z=F+W,M=r?t.width:parseFloat(o.width)-R-E,O=r?t.height:parseFloat(o.height)-z-y;if(n.has(t)){var k=n.get(t);if(k[0]===M&&k[1]===O)return}n.set(t,[M,O]);var S=Object.create(h.prototype);S.target=t,S.contentRect=new c(u,d,M,O),s.has(i)||(s.set(i,[]),p.add(i)),s.get(i).push(S)}))})),p.forEach((function(e){i.get(e).call(e,s.get(e),e)}))}return s.prototype.observe=function(i){if(i instanceof window.Element){r.has(i)||(r.set(i,new Set),o.add(i),a.set(i,window.getComputedStyle(i)));var n=r.get(i);n.has(this)||n.add(this),cancelAnimationFrame(t),t=requestAnimationFrame(d)}},s.prototype.unobserve=function(i){if(i instanceof window.Element&&r.has(i)){var n=r.get(i);n.has(this)&&(n.delete(this),n.size||(r.delete(i),o.delete(i))),n.size||r.delete(i),o.size||cancelAnimationFrame(t)}},A.DOMRectReadOnly=c,A.ResizeObserver=s,A.ResizeObserverEntry=h,A}; // eslint-disable-line\n",
+       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Left button pans, Right button zooms\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\\nx/y fixes axis\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
+       "\n",
+       "mpl.extensions = [\"eps\", \"jpeg\", \"pgf\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
+       "\n",
+       "mpl.default_extension = \"png\";/* global mpl */\n",
+       "\n",
+       "var comm_websocket_adapter = function (comm) {\n",
+       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
+       "    // object with the appropriate methods. Currently this is a non binary\n",
+       "    // socket, so there is still some room for performance tuning.\n",
+       "    var ws = {};\n",
+       "\n",
+       "    ws.binaryType = comm.kernel.ws.binaryType;\n",
+       "    ws.readyState = comm.kernel.ws.readyState;\n",
+       "    function updateReadyState(_event) {\n",
+       "        if (comm.kernel.ws) {\n",
+       "            ws.readyState = comm.kernel.ws.readyState;\n",
+       "        } else {\n",
+       "            ws.readyState = 3; // Closed state.\n",
+       "        }\n",
+       "    }\n",
+       "    comm.kernel.ws.addEventListener('open', updateReadyState);\n",
+       "    comm.kernel.ws.addEventListener('close', updateReadyState);\n",
+       "    comm.kernel.ws.addEventListener('error', updateReadyState);\n",
+       "\n",
+       "    ws.close = function () {\n",
+       "        comm.close();\n",
+       "    };\n",
+       "    ws.send = function (m) {\n",
+       "        //console.log('sending', m);\n",
+       "        comm.send(m);\n",
+       "    };\n",
+       "    // Register the callback with on_msg.\n",
+       "    comm.on_msg(function (msg) {\n",
+       "        //console.log('receiving', msg['content']['data'], msg);\n",
+       "        var data = msg['content']['data'];\n",
+       "        if (data['blob'] !== undefined) {\n",
+       "            data = {\n",
+       "                data: new Blob(msg['buffers'], { type: data['blob'] }),\n",
+       "            };\n",
+       "        }\n",
+       "        // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
+       "        ws.onmessage(data);\n",
+       "    });\n",
+       "    return ws;\n",
+       "};\n",
+       "\n",
+       "mpl.mpl_figure_comm = function (comm, msg) {\n",
+       "    // This is the function which gets called when the mpl process\n",
+       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
+       "\n",
+       "    var id = msg.content.data.id;\n",
+       "    // Get hold of the div created by the display call when the Comm\n",
+       "    // socket was opened in Python.\n",
+       "    var element = document.getElementById(id);\n",
+       "    var ws_proxy = comm_websocket_adapter(comm);\n",
+       "\n",
+       "    function ondownload(figure, _format) {\n",
+       "        window.open(figure.canvas.toDataURL());\n",
+       "    }\n",
+       "\n",
+       "    var fig = new mpl.figure(id, ws_proxy, ondownload, element);\n",
+       "\n",
+       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
+       "    // web socket which is closed, not our websocket->open comm proxy.\n",
+       "    ws_proxy.onopen();\n",
+       "\n",
+       "    fig.parent_element = element;\n",
+       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
+       "    if (!fig.cell_info) {\n",
+       "        console.error('Failed to find cell for figure', id, fig);\n",
+       "        return;\n",
+       "    }\n",
+       "    fig.cell_info[0].output_area.element.on(\n",
+       "        'cleared',\n",
+       "        { fig: fig },\n",
+       "        fig._remove_fig_handler\n",
+       "    );\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_close = function (fig, msg) {\n",
+       "    var width = fig.canvas.width / fig.ratio;\n",
+       "    fig.cell_info[0].output_area.element.off(\n",
+       "        'cleared',\n",
+       "        fig._remove_fig_handler\n",
+       "    );\n",
+       "    fig.resizeObserverInstance.unobserve(fig.canvas_div);\n",
+       "\n",
+       "    // Update the output cell to use the data from the current canvas.\n",
+       "    fig.push_to_output();\n",
+       "    var dataURL = fig.canvas.toDataURL();\n",
+       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
+       "    // the notebook keyboard shortcuts fail.\n",
+       "    IPython.keyboard_manager.enable();\n",
+       "    fig.parent_element.innerHTML =\n",
+       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
+       "    fig.close_ws(fig, msg);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.close_ws = function (fig, msg) {\n",
+       "    fig.send_message('closing', msg);\n",
+       "    // fig.ws.close()\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.push_to_output = function (_remove_interactive) {\n",
+       "    // Turn the data on the canvas into data in the output cell.\n",
+       "    var width = this.canvas.width / this.ratio;\n",
+       "    var dataURL = this.canvas.toDataURL();\n",
+       "    this.cell_info[1]['text/html'] =\n",
+       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function () {\n",
+       "    // Tell IPython that the notebook contents must change.\n",
+       "    IPython.notebook.set_dirty(true);\n",
+       "    this.send_message('ack', {});\n",
+       "    var fig = this;\n",
+       "    // Wait a second, then push the new image to the DOM so\n",
+       "    // that it is saved nicely (might be nice to debounce this).\n",
+       "    setTimeout(function () {\n",
+       "        fig.push_to_output();\n",
+       "    }, 1000);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var toolbar = document.createElement('div');\n",
+       "    toolbar.classList = 'btn-toolbar';\n",
+       "    this.root.appendChild(toolbar);\n",
+       "\n",
+       "    function on_click_closure(name) {\n",
+       "        return function (_event) {\n",
+       "            return fig.toolbar_button_onclick(name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    function on_mouseover_closure(tooltip) {\n",
+       "        return function (event) {\n",
+       "            if (!event.currentTarget.disabled) {\n",
+       "                return fig.toolbar_button_onmouseover(tooltip);\n",
+       "            }\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    fig.buttons = {};\n",
+       "    var buttonGroup = document.createElement('div');\n",
+       "    buttonGroup.classList = 'btn-group';\n",
+       "    var button;\n",
+       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) {\n",
+       "            /* Instead of a spacer, we start a new button group. */\n",
+       "            if (buttonGroup.hasChildNodes()) {\n",
+       "                toolbar.appendChild(buttonGroup);\n",
+       "            }\n",
+       "            buttonGroup = document.createElement('div');\n",
+       "            buttonGroup.classList = 'btn-group';\n",
+       "            continue;\n",
+       "        }\n",
+       "\n",
+       "        button = fig.buttons[name] = document.createElement('button');\n",
+       "        button.classList = 'btn btn-default';\n",
+       "        button.href = '#';\n",
+       "        button.title = name;\n",
+       "        button.innerHTML = '<i class=\"fa ' + image + ' fa-lg\"></i>';\n",
+       "        button.addEventListener('click', on_click_closure(method_name));\n",
+       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
+       "        buttonGroup.appendChild(button);\n",
+       "    }\n",
+       "\n",
+       "    if (buttonGroup.hasChildNodes()) {\n",
+       "        toolbar.appendChild(buttonGroup);\n",
+       "    }\n",
+       "\n",
+       "    // Add the status bar.\n",
+       "    var status_bar = document.createElement('span');\n",
+       "    status_bar.classList = 'mpl-message pull-right';\n",
+       "    toolbar.appendChild(status_bar);\n",
+       "    this.message = status_bar;\n",
+       "\n",
+       "    // Add the close button to the window.\n",
+       "    var buttongrp = document.createElement('div');\n",
+       "    buttongrp.classList = 'btn-group inline pull-right';\n",
+       "    button = document.createElement('button');\n",
+       "    button.classList = 'btn btn-mini btn-primary';\n",
+       "    button.href = '#';\n",
+       "    button.title = 'Stop Interaction';\n",
+       "    button.innerHTML = '<i class=\"fa fa-power-off icon-remove icon-large\"></i>';\n",
+       "    button.addEventListener('click', function (_evt) {\n",
+       "        fig.handle_close(fig, {});\n",
+       "    });\n",
+       "    button.addEventListener(\n",
+       "        'mouseover',\n",
+       "        on_mouseover_closure('Stop Interaction')\n",
+       "    );\n",
+       "    buttongrp.appendChild(button);\n",
+       "    var titlebar = this.root.querySelector('.ui-dialog-titlebar');\n",
+       "    titlebar.insertBefore(buttongrp, titlebar.firstChild);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._remove_fig_handler = function (event) {\n",
+       "    var fig = event.data.fig;\n",
+       "    if (event.target !== this) {\n",
+       "        // Ignore bubbled events from children.\n",
+       "        return;\n",
+       "    }\n",
+       "    fig.close_ws(fig, {});\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function (el) {\n",
+       "    el.style.boxSizing = 'content-box'; // override notebook setting of border-box.\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function (el) {\n",
+       "    // this is important to make the div 'focusable\n",
+       "    el.setAttribute('tabindex', 0);\n",
+       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
+       "    // off when our div gets focus\n",
+       "\n",
+       "    // location in version 3\n",
+       "    if (IPython.notebook.keyboard_manager) {\n",
+       "        IPython.notebook.keyboard_manager.register_events(el);\n",
+       "    } else {\n",
+       "        // location in version 2\n",
+       "        IPython.keyboard_manager.register_events(el);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function (event, _name) {\n",
+       "    // Check for shift+enter\n",
+       "    if (event.shiftKey && event.which === 13) {\n",
+       "        this.canvas_div.blur();\n",
+       "        // select the cell after this one\n",
+       "        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
+       "        IPython.notebook.select(index + 1);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
+       "    fig.ondownload(fig, null);\n",
+       "};\n",
+       "\n",
+       "mpl.find_output_cell = function (html_output) {\n",
+       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
+       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
+       "    // IPython event is triggered only after the cells have been serialised, which for\n",
+       "    // our purposes (turning an active figure into a static one), is too late.\n",
+       "    var cells = IPython.notebook.get_cells();\n",
+       "    var ncells = cells.length;\n",
+       "    for (var i = 0; i < ncells; i++) {\n",
+       "        var cell = cells[i];\n",
+       "        if (cell.cell_type === 'code') {\n",
+       "            for (var j = 0; j < cell.output_area.outputs.length; j++) {\n",
+       "                var data = cell.output_area.outputs[j];\n",
+       "                if (data.data) {\n",
+       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
+       "                    data = data.data;\n",
+       "                }\n",
+       "                if (data['text/html'] === html_output) {\n",
+       "                    return [cell, data, j];\n",
+       "                }\n",
+       "            }\n",
+       "        }\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "// Register the function which deals with the matplotlib target/channel.\n",
+       "// The kernel may be null if the page has been refreshed.\n",
+       "if (IPython.notebook.kernel !== null) {\n",
+       "    IPython.notebook.kernel.comm_manager.register_target(\n",
+       "        'matplotlib',\n",
+       "        mpl.mpl_figure_comm\n",
+       "    );\n",
+       "}\n"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Javascript object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<img 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\" width=\"640\">"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/javascript": [
+       "/* Put everything inside the global mpl namespace */\n",
+       "/* global mpl */\n",
+       "window.mpl = {};\n",
+       "\n",
+       "mpl.get_websocket_type = function () {\n",
+       "    if (typeof WebSocket !== 'undefined') {\n",
+       "        return WebSocket;\n",
+       "    } else if (typeof MozWebSocket !== 'undefined') {\n",
+       "        return MozWebSocket;\n",
+       "    } else {\n",
+       "        alert(\n",
+       "            'Your browser does not have WebSocket support. ' +\n",
+       "                'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
+       "                'Firefox 4 and 5 are also supported but you ' +\n",
+       "                'have to enable WebSockets in about:config.'\n",
+       "        );\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure = function (figure_id, websocket, ondownload, parent_element) {\n",
+       "    this.id = figure_id;\n",
+       "\n",
+       "    this.ws = websocket;\n",
+       "\n",
+       "    this.supports_binary = this.ws.binaryType !== undefined;\n",
+       "\n",
+       "    if (!this.supports_binary) {\n",
+       "        var warnings = document.getElementById('mpl-warnings');\n",
+       "        if (warnings) {\n",
+       "            warnings.style.display = 'block';\n",
+       "            warnings.textContent =\n",
+       "                'This browser does not support binary websocket messages. ' +\n",
+       "                'Performance may be slow.';\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    this.imageObj = new Image();\n",
+       "\n",
+       "    this.context = undefined;\n",
+       "    this.message = undefined;\n",
+       "    this.canvas = undefined;\n",
+       "    this.rubberband_canvas = undefined;\n",
+       "    this.rubberband_context = undefined;\n",
+       "    this.format_dropdown = undefined;\n",
+       "\n",
+       "    this.image_mode = 'full';\n",
+       "\n",
+       "    this.root = document.createElement('div');\n",
+       "    this.root.setAttribute('style', 'display: inline-block');\n",
+       "    this._root_extra_style(this.root);\n",
+       "\n",
+       "    parent_element.appendChild(this.root);\n",
+       "\n",
+       "    this._init_header(this);\n",
+       "    this._init_canvas(this);\n",
+       "    this._init_toolbar(this);\n",
+       "\n",
+       "    var fig = this;\n",
+       "\n",
+       "    this.waiting = false;\n",
+       "\n",
+       "    this.ws.onopen = function () {\n",
+       "        fig.send_message('supports_binary', { value: fig.supports_binary });\n",
+       "        fig.send_message('send_image_mode', {});\n",
+       "        if (fig.ratio !== 1) {\n",
+       "            fig.send_message('set_device_pixel_ratio', {\n",
+       "                device_pixel_ratio: fig.ratio,\n",
+       "            });\n",
+       "        }\n",
+       "        fig.send_message('refresh', {});\n",
+       "    };\n",
+       "\n",
+       "    this.imageObj.onload = function () {\n",
+       "        if (fig.image_mode === 'full') {\n",
+       "            // Full images could contain transparency (where diff images\n",
+       "            // almost always do), so we need to clear the canvas so that\n",
+       "            // there is no ghosting.\n",
+       "            fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
+       "        }\n",
+       "        fig.context.drawImage(fig.imageObj, 0, 0);\n",
+       "    };\n",
+       "\n",
+       "    this.imageObj.onunload = function () {\n",
+       "        fig.ws.close();\n",
+       "    };\n",
+       "\n",
+       "    this.ws.onmessage = this._make_on_message_function(this);\n",
+       "\n",
+       "    this.ondownload = ondownload;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_header = function () {\n",
+       "    var titlebar = document.createElement('div');\n",
+       "    titlebar.classList =\n",
+       "        'ui-dialog-titlebar ui-widget-header ui-corner-all ui-helper-clearfix';\n",
+       "    var titletext = document.createElement('div');\n",
+       "    titletext.classList = 'ui-dialog-title';\n",
+       "    titletext.setAttribute(\n",
+       "        'style',\n",
+       "        'width: 100%; text-align: center; padding: 3px;'\n",
+       "    );\n",
+       "    titlebar.appendChild(titletext);\n",
+       "    this.root.appendChild(titlebar);\n",
+       "    this.header = titletext;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function (_canvas_div) {};\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function (_canvas_div) {};\n",
+       "\n",
+       "mpl.figure.prototype._init_canvas = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var canvas_div = (this.canvas_div = document.createElement('div'));\n",
+       "    canvas_div.setAttribute(\n",
+       "        'style',\n",
+       "        'border: 1px solid #ddd;' +\n",
+       "            'box-sizing: content-box;' +\n",
+       "            'clear: both;' +\n",
+       "            'min-height: 1px;' +\n",
+       "            'min-width: 1px;' +\n",
+       "            'outline: 0;' +\n",
+       "            'overflow: hidden;' +\n",
+       "            'position: relative;' +\n",
+       "            'resize: both;'\n",
+       "    );\n",
+       "\n",
+       "    function on_keyboard_event_closure(name) {\n",
+       "        return function (event) {\n",
+       "            return fig.key_event(event, name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    canvas_div.addEventListener(\n",
+       "        'keydown',\n",
+       "        on_keyboard_event_closure('key_press')\n",
+       "    );\n",
+       "    canvas_div.addEventListener(\n",
+       "        'keyup',\n",
+       "        on_keyboard_event_closure('key_release')\n",
+       "    );\n",
+       "\n",
+       "    this._canvas_extra_style(canvas_div);\n",
+       "    this.root.appendChild(canvas_div);\n",
+       "\n",
+       "    var canvas = (this.canvas = document.createElement('canvas'));\n",
+       "    canvas.classList.add('mpl-canvas');\n",
+       "    canvas.setAttribute('style', 'box-sizing: content-box;');\n",
+       "\n",
+       "    this.context = canvas.getContext('2d');\n",
+       "\n",
+       "    var backingStore =\n",
+       "        this.context.backingStorePixelRatio ||\n",
+       "        this.context.webkitBackingStorePixelRatio ||\n",
+       "        this.context.mozBackingStorePixelRatio ||\n",
+       "        this.context.msBackingStorePixelRatio ||\n",
+       "        this.context.oBackingStorePixelRatio ||\n",
+       "        this.context.backingStorePixelRatio ||\n",
+       "        1;\n",
+       "\n",
+       "    this.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
+       "\n",
+       "    var rubberband_canvas = (this.rubberband_canvas = document.createElement(\n",
+       "        'canvas'\n",
+       "    ));\n",
+       "    rubberband_canvas.setAttribute(\n",
+       "        'style',\n",
+       "        'box-sizing: content-box; position: absolute; left: 0; top: 0; z-index: 1;'\n",
+       "    );\n",
+       "\n",
+       "    // Apply a ponyfill if ResizeObserver is not implemented by browser.\n",
+       "    if (this.ResizeObserver === undefined) {\n",
+       "        if (window.ResizeObserver !== undefined) {\n",
+       "            this.ResizeObserver = window.ResizeObserver;\n",
+       "        } else {\n",
+       "            var obs = _JSXTOOLS_RESIZE_OBSERVER({});\n",
+       "            this.ResizeObserver = obs.ResizeObserver;\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    this.resizeObserverInstance = new this.ResizeObserver(function (entries) {\n",
+       "        var nentries = entries.length;\n",
+       "        for (var i = 0; i < nentries; i++) {\n",
+       "            var entry = entries[i];\n",
+       "            var width, height;\n",
+       "            if (entry.contentBoxSize) {\n",
+       "                if (entry.contentBoxSize instanceof Array) {\n",
+       "                    // Chrome 84 implements new version of spec.\n",
+       "                    width = entry.contentBoxSize[0].inlineSize;\n",
+       "                    height = entry.contentBoxSize[0].blockSize;\n",
+       "                } else {\n",
+       "                    // Firefox implements old version of spec.\n",
+       "                    width = entry.contentBoxSize.inlineSize;\n",
+       "                    height = entry.contentBoxSize.blockSize;\n",
+       "                }\n",
+       "            } else {\n",
+       "                // Chrome <84 implements even older version of spec.\n",
+       "                width = entry.contentRect.width;\n",
+       "                height = entry.contentRect.height;\n",
+       "            }\n",
+       "\n",
+       "            // Keep the size of the canvas and rubber band canvas in sync with\n",
+       "            // the canvas container.\n",
+       "            if (entry.devicePixelContentBoxSize) {\n",
+       "                // Chrome 84 implements new version of spec.\n",
+       "                canvas.setAttribute(\n",
+       "                    'width',\n",
+       "                    entry.devicePixelContentBoxSize[0].inlineSize\n",
+       "                );\n",
+       "                canvas.setAttribute(\n",
+       "                    'height',\n",
+       "                    entry.devicePixelContentBoxSize[0].blockSize\n",
+       "                );\n",
+       "            } else {\n",
+       "                canvas.setAttribute('width', width * fig.ratio);\n",
+       "                canvas.setAttribute('height', height * fig.ratio);\n",
+       "            }\n",
+       "            canvas.setAttribute(\n",
+       "                'style',\n",
+       "                'width: ' + width + 'px; height: ' + height + 'px;'\n",
+       "            );\n",
+       "\n",
+       "            rubberband_canvas.setAttribute('width', width);\n",
+       "            rubberband_canvas.setAttribute('height', height);\n",
+       "\n",
+       "            // And update the size in Python. We ignore the initial 0/0 size\n",
+       "            // that occurs as the element is placed into the DOM, which should\n",
+       "            // otherwise not happen due to the minimum size styling.\n",
+       "            if (fig.ws.readyState == 1 && width != 0 && height != 0) {\n",
+       "                fig.request_resize(width, height);\n",
+       "            }\n",
+       "        }\n",
+       "    });\n",
+       "    this.resizeObserverInstance.observe(canvas_div);\n",
+       "\n",
+       "    function on_mouse_event_closure(name) {\n",
+       "        return function (event) {\n",
+       "            return fig.mouse_event(event, name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mousedown',\n",
+       "        on_mouse_event_closure('button_press')\n",
+       "    );\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mouseup',\n",
+       "        on_mouse_event_closure('button_release')\n",
+       "    );\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'dblclick',\n",
+       "        on_mouse_event_closure('dblclick')\n",
+       "    );\n",
+       "    // Throttle sequential mouse events to 1 every 20ms.\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mousemove',\n",
+       "        on_mouse_event_closure('motion_notify')\n",
+       "    );\n",
+       "\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mouseenter',\n",
+       "        on_mouse_event_closure('figure_enter')\n",
+       "    );\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mouseleave',\n",
+       "        on_mouse_event_closure('figure_leave')\n",
+       "    );\n",
+       "\n",
+       "    canvas_div.addEventListener('wheel', function (event) {\n",
+       "        if (event.deltaY < 0) {\n",
+       "            event.step = 1;\n",
+       "        } else {\n",
+       "            event.step = -1;\n",
+       "        }\n",
+       "        on_mouse_event_closure('scroll')(event);\n",
+       "    });\n",
+       "\n",
+       "    canvas_div.appendChild(canvas);\n",
+       "    canvas_div.appendChild(rubberband_canvas);\n",
+       "\n",
+       "    this.rubberband_context = rubberband_canvas.getContext('2d');\n",
+       "    this.rubberband_context.strokeStyle = '#000000';\n",
+       "\n",
+       "    this._resize_canvas = function (width, height, forward) {\n",
+       "        if (forward) {\n",
+       "            canvas_div.style.width = width + 'px';\n",
+       "            canvas_div.style.height = height + 'px';\n",
+       "        }\n",
+       "    };\n",
+       "\n",
+       "    // Disable right mouse context menu.\n",
+       "    this.rubberband_canvas.addEventListener('contextmenu', function (_e) {\n",
+       "        event.preventDefault();\n",
+       "        return false;\n",
+       "    });\n",
+       "\n",
+       "    function set_focus() {\n",
+       "        canvas.focus();\n",
+       "        canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    window.setTimeout(set_focus, 100);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var toolbar = document.createElement('div');\n",
+       "    toolbar.classList = 'mpl-toolbar';\n",
+       "    this.root.appendChild(toolbar);\n",
+       "\n",
+       "    function on_click_closure(name) {\n",
+       "        return function (_event) {\n",
+       "            return fig.toolbar_button_onclick(name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    function on_mouseover_closure(tooltip) {\n",
+       "        return function (event) {\n",
+       "            if (!event.currentTarget.disabled) {\n",
+       "                return fig.toolbar_button_onmouseover(tooltip);\n",
+       "            }\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    fig.buttons = {};\n",
+       "    var buttonGroup = document.createElement('div');\n",
+       "    buttonGroup.classList = 'mpl-button-group';\n",
+       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) {\n",
+       "            /* Instead of a spacer, we start a new button group. */\n",
+       "            if (buttonGroup.hasChildNodes()) {\n",
+       "                toolbar.appendChild(buttonGroup);\n",
+       "            }\n",
+       "            buttonGroup = document.createElement('div');\n",
+       "            buttonGroup.classList = 'mpl-button-group';\n",
+       "            continue;\n",
+       "        }\n",
+       "\n",
+       "        var button = (fig.buttons[name] = document.createElement('button'));\n",
+       "        button.classList = 'mpl-widget';\n",
+       "        button.setAttribute('role', 'button');\n",
+       "        button.setAttribute('aria-disabled', 'false');\n",
+       "        button.addEventListener('click', on_click_closure(method_name));\n",
+       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
+       "\n",
+       "        var icon_img = document.createElement('img');\n",
+       "        icon_img.src = '_images/' + image + '.png';\n",
+       "        icon_img.srcset = '_images/' + image + '_large.png 2x';\n",
+       "        icon_img.alt = tooltip;\n",
+       "        button.appendChild(icon_img);\n",
+       "\n",
+       "        buttonGroup.appendChild(button);\n",
+       "    }\n",
+       "\n",
+       "    if (buttonGroup.hasChildNodes()) {\n",
+       "        toolbar.appendChild(buttonGroup);\n",
+       "    }\n",
+       "\n",
+       "    var fmt_picker = document.createElement('select');\n",
+       "    fmt_picker.classList = 'mpl-widget';\n",
+       "    toolbar.appendChild(fmt_picker);\n",
+       "    this.format_dropdown = fmt_picker;\n",
+       "\n",
+       "    for (var ind in mpl.extensions) {\n",
+       "        var fmt = mpl.extensions[ind];\n",
+       "        var option = document.createElement('option');\n",
+       "        option.selected = fmt === mpl.default_extension;\n",
+       "        option.innerHTML = fmt;\n",
+       "        fmt_picker.appendChild(option);\n",
+       "    }\n",
+       "\n",
+       "    var status_bar = document.createElement('span');\n",
+       "    status_bar.classList = 'mpl-message';\n",
+       "    toolbar.appendChild(status_bar);\n",
+       "    this.message = status_bar;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.request_resize = function (x_pixels, y_pixels) {\n",
+       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
+       "    // which will in turn request a refresh of the image.\n",
+       "    this.send_message('resize', { width: x_pixels, height: y_pixels });\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.send_message = function (type, properties) {\n",
+       "    properties['type'] = type;\n",
+       "    properties['figure_id'] = this.id;\n",
+       "    this.ws.send(JSON.stringify(properties));\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.send_draw_message = function () {\n",
+       "    if (!this.waiting) {\n",
+       "        this.waiting = true;\n",
+       "        this.ws.send(JSON.stringify({ type: 'draw', figure_id: this.id }));\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
+       "    var format_dropdown = fig.format_dropdown;\n",
+       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
+       "    fig.ondownload(fig, format);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_resize = function (fig, msg) {\n",
+       "    var size = msg['size'];\n",
+       "    if (size[0] !== fig.canvas.width || size[1] !== fig.canvas.height) {\n",
+       "        fig._resize_canvas(size[0], size[1], msg['forward']);\n",
+       "        fig.send_message('refresh', {});\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_rubberband = function (fig, msg) {\n",
+       "    var x0 = msg['x0'] / fig.ratio;\n",
+       "    var y0 = (fig.canvas.height - msg['y0']) / fig.ratio;\n",
+       "    var x1 = msg['x1'] / fig.ratio;\n",
+       "    var y1 = (fig.canvas.height - msg['y1']) / fig.ratio;\n",
+       "    x0 = Math.floor(x0) + 0.5;\n",
+       "    y0 = Math.floor(y0) + 0.5;\n",
+       "    x1 = Math.floor(x1) + 0.5;\n",
+       "    y1 = Math.floor(y1) + 0.5;\n",
+       "    var min_x = Math.min(x0, x1);\n",
+       "    var min_y = Math.min(y0, y1);\n",
+       "    var width = Math.abs(x1 - x0);\n",
+       "    var height = Math.abs(y1 - y0);\n",
+       "\n",
+       "    fig.rubberband_context.clearRect(\n",
+       "        0,\n",
+       "        0,\n",
+       "        fig.canvas.width / fig.ratio,\n",
+       "        fig.canvas.height / fig.ratio\n",
+       "    );\n",
+       "\n",
+       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_figure_label = function (fig, msg) {\n",
+       "    // Updates the figure title.\n",
+       "    fig.header.textContent = msg['label'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_cursor = function (fig, msg) {\n",
+       "    fig.rubberband_canvas.style.cursor = msg['cursor'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_message = function (fig, msg) {\n",
+       "    fig.message.textContent = msg['message'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_draw = function (fig, _msg) {\n",
+       "    // Request the server to send over a new figure.\n",
+       "    fig.send_draw_message();\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_image_mode = function (fig, msg) {\n",
+       "    fig.image_mode = msg['mode'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_history_buttons = function (fig, msg) {\n",
+       "    for (var key in msg) {\n",
+       "        if (!(key in fig.buttons)) {\n",
+       "            continue;\n",
+       "        }\n",
+       "        fig.buttons[key].disabled = !msg[key];\n",
+       "        fig.buttons[key].setAttribute('aria-disabled', !msg[key]);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_navigate_mode = function (fig, msg) {\n",
+       "    if (msg['mode'] === 'PAN') {\n",
+       "        fig.buttons['Pan'].classList.add('active');\n",
+       "        fig.buttons['Zoom'].classList.remove('active');\n",
+       "    } else if (msg['mode'] === 'ZOOM') {\n",
+       "        fig.buttons['Pan'].classList.remove('active');\n",
+       "        fig.buttons['Zoom'].classList.add('active');\n",
+       "    } else {\n",
+       "        fig.buttons['Pan'].classList.remove('active');\n",
+       "        fig.buttons['Zoom'].classList.remove('active');\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function () {\n",
+       "    // Called whenever the canvas gets updated.\n",
+       "    this.send_message('ack', {});\n",
+       "};\n",
+       "\n",
+       "// A function to construct a web socket function for onmessage handling.\n",
+       "// Called in the figure constructor.\n",
+       "mpl.figure.prototype._make_on_message_function = function (fig) {\n",
+       "    return function socket_on_message(evt) {\n",
+       "        if (evt.data instanceof Blob) {\n",
+       "            var img = evt.data;\n",
+       "            if (img.type !== 'image/png') {\n",
+       "                /* FIXME: We get \"Resource interpreted as Image but\n",
+       "                 * transferred with MIME type text/plain:\" errors on\n",
+       "                 * Chrome.  But how to set the MIME type?  It doesn't seem\n",
+       "                 * to be part of the websocket stream */\n",
+       "                img.type = 'image/png';\n",
+       "            }\n",
+       "\n",
+       "            /* Free the memory for the previous frames */\n",
+       "            if (fig.imageObj.src) {\n",
+       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
+       "                    fig.imageObj.src\n",
+       "                );\n",
+       "            }\n",
+       "\n",
+       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
+       "                img\n",
+       "            );\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        } else if (\n",
+       "            typeof evt.data === 'string' &&\n",
+       "            evt.data.slice(0, 21) === 'data:image/png;base64'\n",
+       "        ) {\n",
+       "            fig.imageObj.src = evt.data;\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        var msg = JSON.parse(evt.data);\n",
+       "        var msg_type = msg['type'];\n",
+       "\n",
+       "        // Call the  \"handle_{type}\" callback, which takes\n",
+       "        // the figure and JSON message as its only arguments.\n",
+       "        try {\n",
+       "            var callback = fig['handle_' + msg_type];\n",
+       "        } catch (e) {\n",
+       "            console.log(\n",
+       "                \"No handler for the '\" + msg_type + \"' message type: \",\n",
+       "                msg\n",
+       "            );\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        if (callback) {\n",
+       "            try {\n",
+       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
+       "                callback(fig, msg);\n",
+       "            } catch (e) {\n",
+       "                console.log(\n",
+       "                    \"Exception inside the 'handler_\" + msg_type + \"' callback:\",\n",
+       "                    e,\n",
+       "                    e.stack,\n",
+       "                    msg\n",
+       "                );\n",
+       "            }\n",
+       "        }\n",
+       "    };\n",
+       "};\n",
+       "\n",
+       "// from https://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
+       "mpl.findpos = function (e) {\n",
+       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
+       "    var targ;\n",
+       "    if (!e) {\n",
+       "        e = window.event;\n",
+       "    }\n",
+       "    if (e.target) {\n",
+       "        targ = e.target;\n",
+       "    } else if (e.srcElement) {\n",
+       "        targ = e.srcElement;\n",
+       "    }\n",
+       "    if (targ.nodeType === 3) {\n",
+       "        // defeat Safari bug\n",
+       "        targ = targ.parentNode;\n",
+       "    }\n",
+       "\n",
+       "    // pageX,Y are the mouse positions relative to the document\n",
+       "    var boundingRect = targ.getBoundingClientRect();\n",
+       "    var x = e.pageX - (boundingRect.left + document.body.scrollLeft);\n",
+       "    var y = e.pageY - (boundingRect.top + document.body.scrollTop);\n",
+       "\n",
+       "    return { x: x, y: y };\n",
+       "};\n",
+       "\n",
+       "/*\n",
+       " * return a copy of an object with only non-object keys\n",
+       " * we need this to avoid circular references\n",
+       " * https://stackoverflow.com/a/24161582/3208463\n",
+       " */\n",
+       "function simpleKeys(original) {\n",
+       "    return Object.keys(original).reduce(function (obj, key) {\n",
+       "        if (typeof original[key] !== 'object') {\n",
+       "            obj[key] = original[key];\n",
+       "        }\n",
+       "        return obj;\n",
+       "    }, {});\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.mouse_event = function (event, name) {\n",
+       "    var canvas_pos = mpl.findpos(event);\n",
+       "\n",
+       "    if (name === 'button_press') {\n",
+       "        this.canvas.focus();\n",
+       "        this.canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    var x = canvas_pos.x * this.ratio;\n",
+       "    var y = canvas_pos.y * this.ratio;\n",
+       "\n",
+       "    this.send_message(name, {\n",
+       "        x: x,\n",
+       "        y: y,\n",
+       "        button: event.button,\n",
+       "        step: event.step,\n",
+       "        guiEvent: simpleKeys(event),\n",
+       "    });\n",
+       "\n",
+       "    /* This prevents the web browser from automatically changing to\n",
+       "     * the text insertion cursor when the button is pressed.  We want\n",
+       "     * to control all of the cursor setting manually through the\n",
+       "     * 'cursor' event from matplotlib */\n",
+       "    event.preventDefault();\n",
+       "    return false;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function (_event, _name) {\n",
+       "    // Handle any extra behaviour associated with a key event\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.key_event = function (event, name) {\n",
+       "    // Prevent repeat events\n",
+       "    if (name === 'key_press') {\n",
+       "        if (event.key === this._key) {\n",
+       "            return;\n",
+       "        } else {\n",
+       "            this._key = event.key;\n",
+       "        }\n",
+       "    }\n",
+       "    if (name === 'key_release') {\n",
+       "        this._key = null;\n",
+       "    }\n",
+       "\n",
+       "    var value = '';\n",
+       "    if (event.ctrlKey && event.key !== 'Control') {\n",
+       "        value += 'ctrl+';\n",
+       "    }\n",
+       "    else if (event.altKey && event.key !== 'Alt') {\n",
+       "        value += 'alt+';\n",
+       "    }\n",
+       "    else if (event.shiftKey && event.key !== 'Shift') {\n",
+       "        value += 'shift+';\n",
+       "    }\n",
+       "\n",
+       "    value += 'k' + event.key;\n",
+       "\n",
+       "    this._key_event_extra(event, name);\n",
+       "\n",
+       "    this.send_message(name, { key: value, guiEvent: simpleKeys(event) });\n",
+       "    return false;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onclick = function (name) {\n",
+       "    if (name === 'download') {\n",
+       "        this.handle_save(this, null);\n",
+       "    } else {\n",
+       "        this.send_message('toolbar_button', { name: name });\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onmouseover = function (tooltip) {\n",
+       "    this.message.textContent = tooltip;\n",
+       "};\n",
+       "\n",
+       "///////////////// REMAINING CONTENT GENERATED BY embed_js.py /////////////////\n",
+       "// prettier-ignore\n",
+       "var _JSXTOOLS_RESIZE_OBSERVER=function(A){var t,i=new WeakMap,n=new WeakMap,a=new WeakMap,r=new WeakMap,o=new Set;function s(e){if(!(this instanceof s))throw new TypeError(\"Constructor requires 'new' operator\");i.set(this,e)}function h(){throw new TypeError(\"Function is not a constructor\")}function c(e,t,i,n){e=0 in arguments?Number(arguments[0]):0,t=1 in arguments?Number(arguments[1]):0,i=2 in arguments?Number(arguments[2]):0,n=3 in arguments?Number(arguments[3]):0,this.right=(this.x=this.left=e)+(this.width=i),this.bottom=(this.y=this.top=t)+(this.height=n),Object.freeze(this)}function d(){t=requestAnimationFrame(d);var s=new WeakMap,p=new Set;o.forEach((function(t){r.get(t).forEach((function(i){var r=t instanceof window.SVGElement,o=a.get(t),d=r?0:parseFloat(o.paddingTop),f=r?0:parseFloat(o.paddingRight),l=r?0:parseFloat(o.paddingBottom),u=r?0:parseFloat(o.paddingLeft),g=r?0:parseFloat(o.borderTopWidth),m=r?0:parseFloat(o.borderRightWidth),w=r?0:parseFloat(o.borderBottomWidth),b=u+f,F=d+l,v=(r?0:parseFloat(o.borderLeftWidth))+m,W=g+w,y=r?0:t.offsetHeight-W-t.clientHeight,E=r?0:t.offsetWidth-v-t.clientWidth,R=b+v,z=F+W,M=r?t.width:parseFloat(o.width)-R-E,O=r?t.height:parseFloat(o.height)-z-y;if(n.has(t)){var k=n.get(t);if(k[0]===M&&k[1]===O)return}n.set(t,[M,O]);var S=Object.create(h.prototype);S.target=t,S.contentRect=new c(u,d,M,O),s.has(i)||(s.set(i,[]),p.add(i)),s.get(i).push(S)}))})),p.forEach((function(e){i.get(e).call(e,s.get(e),e)}))}return s.prototype.observe=function(i){if(i instanceof window.Element){r.has(i)||(r.set(i,new Set),o.add(i),a.set(i,window.getComputedStyle(i)));var n=r.get(i);n.has(this)||n.add(this),cancelAnimationFrame(t),t=requestAnimationFrame(d)}},s.prototype.unobserve=function(i){if(i instanceof window.Element&&r.has(i)){var n=r.get(i);n.has(this)&&(n.delete(this),n.size||(r.delete(i),o.delete(i))),n.size||r.delete(i),o.size||cancelAnimationFrame(t)}},A.DOMRectReadOnly=c,A.ResizeObserver=s,A.ResizeObserverEntry=h,A}; // eslint-disable-line\n",
+       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Left button pans, Right button zooms\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\\nx/y fixes axis\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
+       "\n",
+       "mpl.extensions = [\"eps\", \"jpeg\", \"pgf\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
+       "\n",
+       "mpl.default_extension = \"png\";/* global mpl */\n",
+       "\n",
+       "var comm_websocket_adapter = function (comm) {\n",
+       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
+       "    // object with the appropriate methods. Currently this is a non binary\n",
+       "    // socket, so there is still some room for performance tuning.\n",
+       "    var ws = {};\n",
+       "\n",
+       "    ws.binaryType = comm.kernel.ws.binaryType;\n",
+       "    ws.readyState = comm.kernel.ws.readyState;\n",
+       "    function updateReadyState(_event) {\n",
+       "        if (comm.kernel.ws) {\n",
+       "            ws.readyState = comm.kernel.ws.readyState;\n",
+       "        } else {\n",
+       "            ws.readyState = 3; // Closed state.\n",
+       "        }\n",
+       "    }\n",
+       "    comm.kernel.ws.addEventListener('open', updateReadyState);\n",
+       "    comm.kernel.ws.addEventListener('close', updateReadyState);\n",
+       "    comm.kernel.ws.addEventListener('error', updateReadyState);\n",
+       "\n",
+       "    ws.close = function () {\n",
+       "        comm.close();\n",
+       "    };\n",
+       "    ws.send = function (m) {\n",
+       "        //console.log('sending', m);\n",
+       "        comm.send(m);\n",
+       "    };\n",
+       "    // Register the callback with on_msg.\n",
+       "    comm.on_msg(function (msg) {\n",
+       "        //console.log('receiving', msg['content']['data'], msg);\n",
+       "        var data = msg['content']['data'];\n",
+       "        if (data['blob'] !== undefined) {\n",
+       "            data = {\n",
+       "                data: new Blob(msg['buffers'], { type: data['blob'] }),\n",
+       "            };\n",
+       "        }\n",
+       "        // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
+       "        ws.onmessage(data);\n",
+       "    });\n",
+       "    return ws;\n",
+       "};\n",
+       "\n",
+       "mpl.mpl_figure_comm = function (comm, msg) {\n",
+       "    // This is the function which gets called when the mpl process\n",
+       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
+       "\n",
+       "    var id = msg.content.data.id;\n",
+       "    // Get hold of the div created by the display call when the Comm\n",
+       "    // socket was opened in Python.\n",
+       "    var element = document.getElementById(id);\n",
+       "    var ws_proxy = comm_websocket_adapter(comm);\n",
+       "\n",
+       "    function ondownload(figure, _format) {\n",
+       "        window.open(figure.canvas.toDataURL());\n",
+       "    }\n",
+       "\n",
+       "    var fig = new mpl.figure(id, ws_proxy, ondownload, element);\n",
+       "\n",
+       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
+       "    // web socket which is closed, not our websocket->open comm proxy.\n",
+       "    ws_proxy.onopen();\n",
+       "\n",
+       "    fig.parent_element = element;\n",
+       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
+       "    if (!fig.cell_info) {\n",
+       "        console.error('Failed to find cell for figure', id, fig);\n",
+       "        return;\n",
+       "    }\n",
+       "    fig.cell_info[0].output_area.element.on(\n",
+       "        'cleared',\n",
+       "        { fig: fig },\n",
+       "        fig._remove_fig_handler\n",
+       "    );\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_close = function (fig, msg) {\n",
+       "    var width = fig.canvas.width / fig.ratio;\n",
+       "    fig.cell_info[0].output_area.element.off(\n",
+       "        'cleared',\n",
+       "        fig._remove_fig_handler\n",
+       "    );\n",
+       "    fig.resizeObserverInstance.unobserve(fig.canvas_div);\n",
+       "\n",
+       "    // Update the output cell to use the data from the current canvas.\n",
+       "    fig.push_to_output();\n",
+       "    var dataURL = fig.canvas.toDataURL();\n",
+       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
+       "    // the notebook keyboard shortcuts fail.\n",
+       "    IPython.keyboard_manager.enable();\n",
+       "    fig.parent_element.innerHTML =\n",
+       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
+       "    fig.close_ws(fig, msg);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.close_ws = function (fig, msg) {\n",
+       "    fig.send_message('closing', msg);\n",
+       "    // fig.ws.close()\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.push_to_output = function (_remove_interactive) {\n",
+       "    // Turn the data on the canvas into data in the output cell.\n",
+       "    var width = this.canvas.width / this.ratio;\n",
+       "    var dataURL = this.canvas.toDataURL();\n",
+       "    this.cell_info[1]['text/html'] =\n",
+       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function () {\n",
+       "    // Tell IPython that the notebook contents must change.\n",
+       "    IPython.notebook.set_dirty(true);\n",
+       "    this.send_message('ack', {});\n",
+       "    var fig = this;\n",
+       "    // Wait a second, then push the new image to the DOM so\n",
+       "    // that it is saved nicely (might be nice to debounce this).\n",
+       "    setTimeout(function () {\n",
+       "        fig.push_to_output();\n",
+       "    }, 1000);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var toolbar = document.createElement('div');\n",
+       "    toolbar.classList = 'btn-toolbar';\n",
+       "    this.root.appendChild(toolbar);\n",
+       "\n",
+       "    function on_click_closure(name) {\n",
+       "        return function (_event) {\n",
+       "            return fig.toolbar_button_onclick(name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    function on_mouseover_closure(tooltip) {\n",
+       "        return function (event) {\n",
+       "            if (!event.currentTarget.disabled) {\n",
+       "                return fig.toolbar_button_onmouseover(tooltip);\n",
+       "            }\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    fig.buttons = {};\n",
+       "    var buttonGroup = document.createElement('div');\n",
+       "    buttonGroup.classList = 'btn-group';\n",
+       "    var button;\n",
+       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) {\n",
+       "            /* Instead of a spacer, we start a new button group. */\n",
+       "            if (buttonGroup.hasChildNodes()) {\n",
+       "                toolbar.appendChild(buttonGroup);\n",
+       "            }\n",
+       "            buttonGroup = document.createElement('div');\n",
+       "            buttonGroup.classList = 'btn-group';\n",
+       "            continue;\n",
+       "        }\n",
+       "\n",
+       "        button = fig.buttons[name] = document.createElement('button');\n",
+       "        button.classList = 'btn btn-default';\n",
+       "        button.href = '#';\n",
+       "        button.title = name;\n",
+       "        button.innerHTML = '<i class=\"fa ' + image + ' fa-lg\"></i>';\n",
+       "        button.addEventListener('click', on_click_closure(method_name));\n",
+       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
+       "        buttonGroup.appendChild(button);\n",
+       "    }\n",
+       "\n",
+       "    if (buttonGroup.hasChildNodes()) {\n",
+       "        toolbar.appendChild(buttonGroup);\n",
+       "    }\n",
+       "\n",
+       "    // Add the status bar.\n",
+       "    var status_bar = document.createElement('span');\n",
+       "    status_bar.classList = 'mpl-message pull-right';\n",
+       "    toolbar.appendChild(status_bar);\n",
+       "    this.message = status_bar;\n",
+       "\n",
+       "    // Add the close button to the window.\n",
+       "    var buttongrp = document.createElement('div');\n",
+       "    buttongrp.classList = 'btn-group inline pull-right';\n",
+       "    button = document.createElement('button');\n",
+       "    button.classList = 'btn btn-mini btn-primary';\n",
+       "    button.href = '#';\n",
+       "    button.title = 'Stop Interaction';\n",
+       "    button.innerHTML = '<i class=\"fa fa-power-off icon-remove icon-large\"></i>';\n",
+       "    button.addEventListener('click', function (_evt) {\n",
+       "        fig.handle_close(fig, {});\n",
+       "    });\n",
+       "    button.addEventListener(\n",
+       "        'mouseover',\n",
+       "        on_mouseover_closure('Stop Interaction')\n",
+       "    );\n",
+       "    buttongrp.appendChild(button);\n",
+       "    var titlebar = this.root.querySelector('.ui-dialog-titlebar');\n",
+       "    titlebar.insertBefore(buttongrp, titlebar.firstChild);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._remove_fig_handler = function (event) {\n",
+       "    var fig = event.data.fig;\n",
+       "    if (event.target !== this) {\n",
+       "        // Ignore bubbled events from children.\n",
+       "        return;\n",
+       "    }\n",
+       "    fig.close_ws(fig, {});\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function (el) {\n",
+       "    el.style.boxSizing = 'content-box'; // override notebook setting of border-box.\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function (el) {\n",
+       "    // this is important to make the div 'focusable\n",
+       "    el.setAttribute('tabindex', 0);\n",
+       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
+       "    // off when our div gets focus\n",
+       "\n",
+       "    // location in version 3\n",
+       "    if (IPython.notebook.keyboard_manager) {\n",
+       "        IPython.notebook.keyboard_manager.register_events(el);\n",
+       "    } else {\n",
+       "        // location in version 2\n",
+       "        IPython.keyboard_manager.register_events(el);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function (event, _name) {\n",
+       "    // Check for shift+enter\n",
+       "    if (event.shiftKey && event.which === 13) {\n",
+       "        this.canvas_div.blur();\n",
+       "        // select the cell after this one\n",
+       "        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
+       "        IPython.notebook.select(index + 1);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
+       "    fig.ondownload(fig, null);\n",
+       "};\n",
+       "\n",
+       "mpl.find_output_cell = function (html_output) {\n",
+       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
+       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
+       "    // IPython event is triggered only after the cells have been serialised, which for\n",
+       "    // our purposes (turning an active figure into a static one), is too late.\n",
+       "    var cells = IPython.notebook.get_cells();\n",
+       "    var ncells = cells.length;\n",
+       "    for (var i = 0; i < ncells; i++) {\n",
+       "        var cell = cells[i];\n",
+       "        if (cell.cell_type === 'code') {\n",
+       "            for (var j = 0; j < cell.output_area.outputs.length; j++) {\n",
+       "                var data = cell.output_area.outputs[j];\n",
+       "                if (data.data) {\n",
+       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
+       "                    data = data.data;\n",
+       "                }\n",
+       "                if (data['text/html'] === html_output) {\n",
+       "                    return [cell, data, j];\n",
+       "                }\n",
+       "            }\n",
+       "        }\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "// Register the function which deals with the matplotlib target/channel.\n",
+       "// The kernel may be null if the page has been refreshed.\n",
+       "if (IPython.notebook.kernel !== null) {\n",
+       "    IPython.notebook.kernel.comm_manager.register_target(\n",
+       "        'matplotlib',\n",
+       "        mpl.mpl_figure_comm\n",
+       "    );\n",
+       "}\n"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Javascript object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<img 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\" width=\"640\">"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/javascript": [
+       "/* Put everything inside the global mpl namespace */\n",
+       "/* global mpl */\n",
+       "window.mpl = {};\n",
+       "\n",
+       "mpl.get_websocket_type = function () {\n",
+       "    if (typeof WebSocket !== 'undefined') {\n",
+       "        return WebSocket;\n",
+       "    } else if (typeof MozWebSocket !== 'undefined') {\n",
+       "        return MozWebSocket;\n",
+       "    } else {\n",
+       "        alert(\n",
+       "            'Your browser does not have WebSocket support. ' +\n",
+       "                'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
+       "                'Firefox 4 and 5 are also supported but you ' +\n",
+       "                'have to enable WebSockets in about:config.'\n",
+       "        );\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure = function (figure_id, websocket, ondownload, parent_element) {\n",
+       "    this.id = figure_id;\n",
+       "\n",
+       "    this.ws = websocket;\n",
+       "\n",
+       "    this.supports_binary = this.ws.binaryType !== undefined;\n",
+       "\n",
+       "    if (!this.supports_binary) {\n",
+       "        var warnings = document.getElementById('mpl-warnings');\n",
+       "        if (warnings) {\n",
+       "            warnings.style.display = 'block';\n",
+       "            warnings.textContent =\n",
+       "                'This browser does not support binary websocket messages. ' +\n",
+       "                'Performance may be slow.';\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    this.imageObj = new Image();\n",
+       "\n",
+       "    this.context = undefined;\n",
+       "    this.message = undefined;\n",
+       "    this.canvas = undefined;\n",
+       "    this.rubberband_canvas = undefined;\n",
+       "    this.rubberband_context = undefined;\n",
+       "    this.format_dropdown = undefined;\n",
+       "\n",
+       "    this.image_mode = 'full';\n",
+       "\n",
+       "    this.root = document.createElement('div');\n",
+       "    this.root.setAttribute('style', 'display: inline-block');\n",
+       "    this._root_extra_style(this.root);\n",
+       "\n",
+       "    parent_element.appendChild(this.root);\n",
+       "\n",
+       "    this._init_header(this);\n",
+       "    this._init_canvas(this);\n",
+       "    this._init_toolbar(this);\n",
+       "\n",
+       "    var fig = this;\n",
+       "\n",
+       "    this.waiting = false;\n",
+       "\n",
+       "    this.ws.onopen = function () {\n",
+       "        fig.send_message('supports_binary', { value: fig.supports_binary });\n",
+       "        fig.send_message('send_image_mode', {});\n",
+       "        if (fig.ratio !== 1) {\n",
+       "            fig.send_message('set_device_pixel_ratio', {\n",
+       "                device_pixel_ratio: fig.ratio,\n",
+       "            });\n",
+       "        }\n",
+       "        fig.send_message('refresh', {});\n",
+       "    };\n",
+       "\n",
+       "    this.imageObj.onload = function () {\n",
+       "        if (fig.image_mode === 'full') {\n",
+       "            // Full images could contain transparency (where diff images\n",
+       "            // almost always do), so we need to clear the canvas so that\n",
+       "            // there is no ghosting.\n",
+       "            fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
+       "        }\n",
+       "        fig.context.drawImage(fig.imageObj, 0, 0);\n",
+       "    };\n",
+       "\n",
+       "    this.imageObj.onunload = function () {\n",
+       "        fig.ws.close();\n",
+       "    };\n",
+       "\n",
+       "    this.ws.onmessage = this._make_on_message_function(this);\n",
+       "\n",
+       "    this.ondownload = ondownload;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_header = function () {\n",
+       "    var titlebar = document.createElement('div');\n",
+       "    titlebar.classList =\n",
+       "        'ui-dialog-titlebar ui-widget-header ui-corner-all ui-helper-clearfix';\n",
+       "    var titletext = document.createElement('div');\n",
+       "    titletext.classList = 'ui-dialog-title';\n",
+       "    titletext.setAttribute(\n",
+       "        'style',\n",
+       "        'width: 100%; text-align: center; padding: 3px;'\n",
+       "    );\n",
+       "    titlebar.appendChild(titletext);\n",
+       "    this.root.appendChild(titlebar);\n",
+       "    this.header = titletext;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function (_canvas_div) {};\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function (_canvas_div) {};\n",
+       "\n",
+       "mpl.figure.prototype._init_canvas = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var canvas_div = (this.canvas_div = document.createElement('div'));\n",
+       "    canvas_div.setAttribute(\n",
+       "        'style',\n",
+       "        'border: 1px solid #ddd;' +\n",
+       "            'box-sizing: content-box;' +\n",
+       "            'clear: both;' +\n",
+       "            'min-height: 1px;' +\n",
+       "            'min-width: 1px;' +\n",
+       "            'outline: 0;' +\n",
+       "            'overflow: hidden;' +\n",
+       "            'position: relative;' +\n",
+       "            'resize: both;'\n",
+       "    );\n",
+       "\n",
+       "    function on_keyboard_event_closure(name) {\n",
+       "        return function (event) {\n",
+       "            return fig.key_event(event, name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    canvas_div.addEventListener(\n",
+       "        'keydown',\n",
+       "        on_keyboard_event_closure('key_press')\n",
+       "    );\n",
+       "    canvas_div.addEventListener(\n",
+       "        'keyup',\n",
+       "        on_keyboard_event_closure('key_release')\n",
+       "    );\n",
+       "\n",
+       "    this._canvas_extra_style(canvas_div);\n",
+       "    this.root.appendChild(canvas_div);\n",
+       "\n",
+       "    var canvas = (this.canvas = document.createElement('canvas'));\n",
+       "    canvas.classList.add('mpl-canvas');\n",
+       "    canvas.setAttribute('style', 'box-sizing: content-box;');\n",
+       "\n",
+       "    this.context = canvas.getContext('2d');\n",
+       "\n",
+       "    var backingStore =\n",
+       "        this.context.backingStorePixelRatio ||\n",
+       "        this.context.webkitBackingStorePixelRatio ||\n",
+       "        this.context.mozBackingStorePixelRatio ||\n",
+       "        this.context.msBackingStorePixelRatio ||\n",
+       "        this.context.oBackingStorePixelRatio ||\n",
+       "        this.context.backingStorePixelRatio ||\n",
+       "        1;\n",
+       "\n",
+       "    this.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
+       "\n",
+       "    var rubberband_canvas = (this.rubberband_canvas = document.createElement(\n",
+       "        'canvas'\n",
+       "    ));\n",
+       "    rubberband_canvas.setAttribute(\n",
+       "        'style',\n",
+       "        'box-sizing: content-box; position: absolute; left: 0; top: 0; z-index: 1;'\n",
+       "    );\n",
+       "\n",
+       "    // Apply a ponyfill if ResizeObserver is not implemented by browser.\n",
+       "    if (this.ResizeObserver === undefined) {\n",
+       "        if (window.ResizeObserver !== undefined) {\n",
+       "            this.ResizeObserver = window.ResizeObserver;\n",
+       "        } else {\n",
+       "            var obs = _JSXTOOLS_RESIZE_OBSERVER({});\n",
+       "            this.ResizeObserver = obs.ResizeObserver;\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    this.resizeObserverInstance = new this.ResizeObserver(function (entries) {\n",
+       "        var nentries = entries.length;\n",
+       "        for (var i = 0; i < nentries; i++) {\n",
+       "            var entry = entries[i];\n",
+       "            var width, height;\n",
+       "            if (entry.contentBoxSize) {\n",
+       "                if (entry.contentBoxSize instanceof Array) {\n",
+       "                    // Chrome 84 implements new version of spec.\n",
+       "                    width = entry.contentBoxSize[0].inlineSize;\n",
+       "                    height = entry.contentBoxSize[0].blockSize;\n",
+       "                } else {\n",
+       "                    // Firefox implements old version of spec.\n",
+       "                    width = entry.contentBoxSize.inlineSize;\n",
+       "                    height = entry.contentBoxSize.blockSize;\n",
+       "                }\n",
+       "            } else {\n",
+       "                // Chrome <84 implements even older version of spec.\n",
+       "                width = entry.contentRect.width;\n",
+       "                height = entry.contentRect.height;\n",
+       "            }\n",
+       "\n",
+       "            // Keep the size of the canvas and rubber band canvas in sync with\n",
+       "            // the canvas container.\n",
+       "            if (entry.devicePixelContentBoxSize) {\n",
+       "                // Chrome 84 implements new version of spec.\n",
+       "                canvas.setAttribute(\n",
+       "                    'width',\n",
+       "                    entry.devicePixelContentBoxSize[0].inlineSize\n",
+       "                );\n",
+       "                canvas.setAttribute(\n",
+       "                    'height',\n",
+       "                    entry.devicePixelContentBoxSize[0].blockSize\n",
+       "                );\n",
+       "            } else {\n",
+       "                canvas.setAttribute('width', width * fig.ratio);\n",
+       "                canvas.setAttribute('height', height * fig.ratio);\n",
+       "            }\n",
+       "            canvas.setAttribute(\n",
+       "                'style',\n",
+       "                'width: ' + width + 'px; height: ' + height + 'px;'\n",
+       "            );\n",
+       "\n",
+       "            rubberband_canvas.setAttribute('width', width);\n",
+       "            rubberband_canvas.setAttribute('height', height);\n",
+       "\n",
+       "            // And update the size in Python. We ignore the initial 0/0 size\n",
+       "            // that occurs as the element is placed into the DOM, which should\n",
+       "            // otherwise not happen due to the minimum size styling.\n",
+       "            if (fig.ws.readyState == 1 && width != 0 && height != 0) {\n",
+       "                fig.request_resize(width, height);\n",
+       "            }\n",
+       "        }\n",
+       "    });\n",
+       "    this.resizeObserverInstance.observe(canvas_div);\n",
+       "\n",
+       "    function on_mouse_event_closure(name) {\n",
+       "        return function (event) {\n",
+       "            return fig.mouse_event(event, name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mousedown',\n",
+       "        on_mouse_event_closure('button_press')\n",
+       "    );\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mouseup',\n",
+       "        on_mouse_event_closure('button_release')\n",
+       "    );\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'dblclick',\n",
+       "        on_mouse_event_closure('dblclick')\n",
+       "    );\n",
+       "    // Throttle sequential mouse events to 1 every 20ms.\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mousemove',\n",
+       "        on_mouse_event_closure('motion_notify')\n",
+       "    );\n",
+       "\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mouseenter',\n",
+       "        on_mouse_event_closure('figure_enter')\n",
+       "    );\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mouseleave',\n",
+       "        on_mouse_event_closure('figure_leave')\n",
+       "    );\n",
+       "\n",
+       "    canvas_div.addEventListener('wheel', function (event) {\n",
+       "        if (event.deltaY < 0) {\n",
+       "            event.step = 1;\n",
+       "        } else {\n",
+       "            event.step = -1;\n",
+       "        }\n",
+       "        on_mouse_event_closure('scroll')(event);\n",
+       "    });\n",
+       "\n",
+       "    canvas_div.appendChild(canvas);\n",
+       "    canvas_div.appendChild(rubberband_canvas);\n",
+       "\n",
+       "    this.rubberband_context = rubberband_canvas.getContext('2d');\n",
+       "    this.rubberband_context.strokeStyle = '#000000';\n",
+       "\n",
+       "    this._resize_canvas = function (width, height, forward) {\n",
+       "        if (forward) {\n",
+       "            canvas_div.style.width = width + 'px';\n",
+       "            canvas_div.style.height = height + 'px';\n",
+       "        }\n",
+       "    };\n",
+       "\n",
+       "    // Disable right mouse context menu.\n",
+       "    this.rubberband_canvas.addEventListener('contextmenu', function (_e) {\n",
+       "        event.preventDefault();\n",
+       "        return false;\n",
+       "    });\n",
+       "\n",
+       "    function set_focus() {\n",
+       "        canvas.focus();\n",
+       "        canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    window.setTimeout(set_focus, 100);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var toolbar = document.createElement('div');\n",
+       "    toolbar.classList = 'mpl-toolbar';\n",
+       "    this.root.appendChild(toolbar);\n",
+       "\n",
+       "    function on_click_closure(name) {\n",
+       "        return function (_event) {\n",
+       "            return fig.toolbar_button_onclick(name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    function on_mouseover_closure(tooltip) {\n",
+       "        return function (event) {\n",
+       "            if (!event.currentTarget.disabled) {\n",
+       "                return fig.toolbar_button_onmouseover(tooltip);\n",
+       "            }\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    fig.buttons = {};\n",
+       "    var buttonGroup = document.createElement('div');\n",
+       "    buttonGroup.classList = 'mpl-button-group';\n",
+       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) {\n",
+       "            /* Instead of a spacer, we start a new button group. */\n",
+       "            if (buttonGroup.hasChildNodes()) {\n",
+       "                toolbar.appendChild(buttonGroup);\n",
+       "            }\n",
+       "            buttonGroup = document.createElement('div');\n",
+       "            buttonGroup.classList = 'mpl-button-group';\n",
+       "            continue;\n",
+       "        }\n",
+       "\n",
+       "        var button = (fig.buttons[name] = document.createElement('button'));\n",
+       "        button.classList = 'mpl-widget';\n",
+       "        button.setAttribute('role', 'button');\n",
+       "        button.setAttribute('aria-disabled', 'false');\n",
+       "        button.addEventListener('click', on_click_closure(method_name));\n",
+       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
+       "\n",
+       "        var icon_img = document.createElement('img');\n",
+       "        icon_img.src = '_images/' + image + '.png';\n",
+       "        icon_img.srcset = '_images/' + image + '_large.png 2x';\n",
+       "        icon_img.alt = tooltip;\n",
+       "        button.appendChild(icon_img);\n",
+       "\n",
+       "        buttonGroup.appendChild(button);\n",
+       "    }\n",
+       "\n",
+       "    if (buttonGroup.hasChildNodes()) {\n",
+       "        toolbar.appendChild(buttonGroup);\n",
+       "    }\n",
+       "\n",
+       "    var fmt_picker = document.createElement('select');\n",
+       "    fmt_picker.classList = 'mpl-widget';\n",
+       "    toolbar.appendChild(fmt_picker);\n",
+       "    this.format_dropdown = fmt_picker;\n",
+       "\n",
+       "    for (var ind in mpl.extensions) {\n",
+       "        var fmt = mpl.extensions[ind];\n",
+       "        var option = document.createElement('option');\n",
+       "        option.selected = fmt === mpl.default_extension;\n",
+       "        option.innerHTML = fmt;\n",
+       "        fmt_picker.appendChild(option);\n",
+       "    }\n",
+       "\n",
+       "    var status_bar = document.createElement('span');\n",
+       "    status_bar.classList = 'mpl-message';\n",
+       "    toolbar.appendChild(status_bar);\n",
+       "    this.message = status_bar;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.request_resize = function (x_pixels, y_pixels) {\n",
+       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
+       "    // which will in turn request a refresh of the image.\n",
+       "    this.send_message('resize', { width: x_pixels, height: y_pixels });\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.send_message = function (type, properties) {\n",
+       "    properties['type'] = type;\n",
+       "    properties['figure_id'] = this.id;\n",
+       "    this.ws.send(JSON.stringify(properties));\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.send_draw_message = function () {\n",
+       "    if (!this.waiting) {\n",
+       "        this.waiting = true;\n",
+       "        this.ws.send(JSON.stringify({ type: 'draw', figure_id: this.id }));\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
+       "    var format_dropdown = fig.format_dropdown;\n",
+       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
+       "    fig.ondownload(fig, format);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_resize = function (fig, msg) {\n",
+       "    var size = msg['size'];\n",
+       "    if (size[0] !== fig.canvas.width || size[1] !== fig.canvas.height) {\n",
+       "        fig._resize_canvas(size[0], size[1], msg['forward']);\n",
+       "        fig.send_message('refresh', {});\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_rubberband = function (fig, msg) {\n",
+       "    var x0 = msg['x0'] / fig.ratio;\n",
+       "    var y0 = (fig.canvas.height - msg['y0']) / fig.ratio;\n",
+       "    var x1 = msg['x1'] / fig.ratio;\n",
+       "    var y1 = (fig.canvas.height - msg['y1']) / fig.ratio;\n",
+       "    x0 = Math.floor(x0) + 0.5;\n",
+       "    y0 = Math.floor(y0) + 0.5;\n",
+       "    x1 = Math.floor(x1) + 0.5;\n",
+       "    y1 = Math.floor(y1) + 0.5;\n",
+       "    var min_x = Math.min(x0, x1);\n",
+       "    var min_y = Math.min(y0, y1);\n",
+       "    var width = Math.abs(x1 - x0);\n",
+       "    var height = Math.abs(y1 - y0);\n",
+       "\n",
+       "    fig.rubberband_context.clearRect(\n",
+       "        0,\n",
+       "        0,\n",
+       "        fig.canvas.width / fig.ratio,\n",
+       "        fig.canvas.height / fig.ratio\n",
+       "    );\n",
+       "\n",
+       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_figure_label = function (fig, msg) {\n",
+       "    // Updates the figure title.\n",
+       "    fig.header.textContent = msg['label'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_cursor = function (fig, msg) {\n",
+       "    fig.rubberband_canvas.style.cursor = msg['cursor'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_message = function (fig, msg) {\n",
+       "    fig.message.textContent = msg['message'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_draw = function (fig, _msg) {\n",
+       "    // Request the server to send over a new figure.\n",
+       "    fig.send_draw_message();\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_image_mode = function (fig, msg) {\n",
+       "    fig.image_mode = msg['mode'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_history_buttons = function (fig, msg) {\n",
+       "    for (var key in msg) {\n",
+       "        if (!(key in fig.buttons)) {\n",
+       "            continue;\n",
+       "        }\n",
+       "        fig.buttons[key].disabled = !msg[key];\n",
+       "        fig.buttons[key].setAttribute('aria-disabled', !msg[key]);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_navigate_mode = function (fig, msg) {\n",
+       "    if (msg['mode'] === 'PAN') {\n",
+       "        fig.buttons['Pan'].classList.add('active');\n",
+       "        fig.buttons['Zoom'].classList.remove('active');\n",
+       "    } else if (msg['mode'] === 'ZOOM') {\n",
+       "        fig.buttons['Pan'].classList.remove('active');\n",
+       "        fig.buttons['Zoom'].classList.add('active');\n",
+       "    } else {\n",
+       "        fig.buttons['Pan'].classList.remove('active');\n",
+       "        fig.buttons['Zoom'].classList.remove('active');\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function () {\n",
+       "    // Called whenever the canvas gets updated.\n",
+       "    this.send_message('ack', {});\n",
+       "};\n",
+       "\n",
+       "// A function to construct a web socket function for onmessage handling.\n",
+       "// Called in the figure constructor.\n",
+       "mpl.figure.prototype._make_on_message_function = function (fig) {\n",
+       "    return function socket_on_message(evt) {\n",
+       "        if (evt.data instanceof Blob) {\n",
+       "            var img = evt.data;\n",
+       "            if (img.type !== 'image/png') {\n",
+       "                /* FIXME: We get \"Resource interpreted as Image but\n",
+       "                 * transferred with MIME type text/plain:\" errors on\n",
+       "                 * Chrome.  But how to set the MIME type?  It doesn't seem\n",
+       "                 * to be part of the websocket stream */\n",
+       "                img.type = 'image/png';\n",
+       "            }\n",
+       "\n",
+       "            /* Free the memory for the previous frames */\n",
+       "            if (fig.imageObj.src) {\n",
+       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
+       "                    fig.imageObj.src\n",
+       "                );\n",
+       "            }\n",
+       "\n",
+       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
+       "                img\n",
+       "            );\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        } else if (\n",
+       "            typeof evt.data === 'string' &&\n",
+       "            evt.data.slice(0, 21) === 'data:image/png;base64'\n",
+       "        ) {\n",
+       "            fig.imageObj.src = evt.data;\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        var msg = JSON.parse(evt.data);\n",
+       "        var msg_type = msg['type'];\n",
+       "\n",
+       "        // Call the  \"handle_{type}\" callback, which takes\n",
+       "        // the figure and JSON message as its only arguments.\n",
+       "        try {\n",
+       "            var callback = fig['handle_' + msg_type];\n",
+       "        } catch (e) {\n",
+       "            console.log(\n",
+       "                \"No handler for the '\" + msg_type + \"' message type: \",\n",
+       "                msg\n",
+       "            );\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        if (callback) {\n",
+       "            try {\n",
+       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
+       "                callback(fig, msg);\n",
+       "            } catch (e) {\n",
+       "                console.log(\n",
+       "                    \"Exception inside the 'handler_\" + msg_type + \"' callback:\",\n",
+       "                    e,\n",
+       "                    e.stack,\n",
+       "                    msg\n",
+       "                );\n",
+       "            }\n",
+       "        }\n",
+       "    };\n",
+       "};\n",
+       "\n",
+       "// from https://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
+       "mpl.findpos = function (e) {\n",
+       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
+       "    var targ;\n",
+       "    if (!e) {\n",
+       "        e = window.event;\n",
+       "    }\n",
+       "    if (e.target) {\n",
+       "        targ = e.target;\n",
+       "    } else if (e.srcElement) {\n",
+       "        targ = e.srcElement;\n",
+       "    }\n",
+       "    if (targ.nodeType === 3) {\n",
+       "        // defeat Safari bug\n",
+       "        targ = targ.parentNode;\n",
+       "    }\n",
+       "\n",
+       "    // pageX,Y are the mouse positions relative to the document\n",
+       "    var boundingRect = targ.getBoundingClientRect();\n",
+       "    var x = e.pageX - (boundingRect.left + document.body.scrollLeft);\n",
+       "    var y = e.pageY - (boundingRect.top + document.body.scrollTop);\n",
+       "\n",
+       "    return { x: x, y: y };\n",
+       "};\n",
+       "\n",
+       "/*\n",
+       " * return a copy of an object with only non-object keys\n",
+       " * we need this to avoid circular references\n",
+       " * https://stackoverflow.com/a/24161582/3208463\n",
+       " */\n",
+       "function simpleKeys(original) {\n",
+       "    return Object.keys(original).reduce(function (obj, key) {\n",
+       "        if (typeof original[key] !== 'object') {\n",
+       "            obj[key] = original[key];\n",
+       "        }\n",
+       "        return obj;\n",
+       "    }, {});\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.mouse_event = function (event, name) {\n",
+       "    var canvas_pos = mpl.findpos(event);\n",
+       "\n",
+       "    if (name === 'button_press') {\n",
+       "        this.canvas.focus();\n",
+       "        this.canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    var x = canvas_pos.x * this.ratio;\n",
+       "    var y = canvas_pos.y * this.ratio;\n",
+       "\n",
+       "    this.send_message(name, {\n",
+       "        x: x,\n",
+       "        y: y,\n",
+       "        button: event.button,\n",
+       "        step: event.step,\n",
+       "        guiEvent: simpleKeys(event),\n",
+       "    });\n",
+       "\n",
+       "    /* This prevents the web browser from automatically changing to\n",
+       "     * the text insertion cursor when the button is pressed.  We want\n",
+       "     * to control all of the cursor setting manually through the\n",
+       "     * 'cursor' event from matplotlib */\n",
+       "    event.preventDefault();\n",
+       "    return false;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function (_event, _name) {\n",
+       "    // Handle any extra behaviour associated with a key event\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.key_event = function (event, name) {\n",
+       "    // Prevent repeat events\n",
+       "    if (name === 'key_press') {\n",
+       "        if (event.key === this._key) {\n",
+       "            return;\n",
+       "        } else {\n",
+       "            this._key = event.key;\n",
+       "        }\n",
+       "    }\n",
+       "    if (name === 'key_release') {\n",
+       "        this._key = null;\n",
+       "    }\n",
+       "\n",
+       "    var value = '';\n",
+       "    if (event.ctrlKey && event.key !== 'Control') {\n",
+       "        value += 'ctrl+';\n",
+       "    }\n",
+       "    else if (event.altKey && event.key !== 'Alt') {\n",
+       "        value += 'alt+';\n",
+       "    }\n",
+       "    else if (event.shiftKey && event.key !== 'Shift') {\n",
+       "        value += 'shift+';\n",
+       "    }\n",
+       "\n",
+       "    value += 'k' + event.key;\n",
+       "\n",
+       "    this._key_event_extra(event, name);\n",
+       "\n",
+       "    this.send_message(name, { key: value, guiEvent: simpleKeys(event) });\n",
+       "    return false;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onclick = function (name) {\n",
+       "    if (name === 'download') {\n",
+       "        this.handle_save(this, null);\n",
+       "    } else {\n",
+       "        this.send_message('toolbar_button', { name: name });\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onmouseover = function (tooltip) {\n",
+       "    this.message.textContent = tooltip;\n",
+       "};\n",
+       "\n",
+       "///////////////// REMAINING CONTENT GENERATED BY embed_js.py /////////////////\n",
+       "// prettier-ignore\n",
+       "var _JSXTOOLS_RESIZE_OBSERVER=function(A){var t,i=new WeakMap,n=new WeakMap,a=new WeakMap,r=new WeakMap,o=new Set;function s(e){if(!(this instanceof s))throw new TypeError(\"Constructor requires 'new' operator\");i.set(this,e)}function h(){throw new TypeError(\"Function is not a constructor\")}function c(e,t,i,n){e=0 in arguments?Number(arguments[0]):0,t=1 in arguments?Number(arguments[1]):0,i=2 in arguments?Number(arguments[2]):0,n=3 in arguments?Number(arguments[3]):0,this.right=(this.x=this.left=e)+(this.width=i),this.bottom=(this.y=this.top=t)+(this.height=n),Object.freeze(this)}function d(){t=requestAnimationFrame(d);var s=new WeakMap,p=new Set;o.forEach((function(t){r.get(t).forEach((function(i){var r=t instanceof window.SVGElement,o=a.get(t),d=r?0:parseFloat(o.paddingTop),f=r?0:parseFloat(o.paddingRight),l=r?0:parseFloat(o.paddingBottom),u=r?0:parseFloat(o.paddingLeft),g=r?0:parseFloat(o.borderTopWidth),m=r?0:parseFloat(o.borderRightWidth),w=r?0:parseFloat(o.borderBottomWidth),b=u+f,F=d+l,v=(r?0:parseFloat(o.borderLeftWidth))+m,W=g+w,y=r?0:t.offsetHeight-W-t.clientHeight,E=r?0:t.offsetWidth-v-t.clientWidth,R=b+v,z=F+W,M=r?t.width:parseFloat(o.width)-R-E,O=r?t.height:parseFloat(o.height)-z-y;if(n.has(t)){var k=n.get(t);if(k[0]===M&&k[1]===O)return}n.set(t,[M,O]);var S=Object.create(h.prototype);S.target=t,S.contentRect=new c(u,d,M,O),s.has(i)||(s.set(i,[]),p.add(i)),s.get(i).push(S)}))})),p.forEach((function(e){i.get(e).call(e,s.get(e),e)}))}return s.prototype.observe=function(i){if(i instanceof window.Element){r.has(i)||(r.set(i,new Set),o.add(i),a.set(i,window.getComputedStyle(i)));var n=r.get(i);n.has(this)||n.add(this),cancelAnimationFrame(t),t=requestAnimationFrame(d)}},s.prototype.unobserve=function(i){if(i instanceof window.Element&&r.has(i)){var n=r.get(i);n.has(this)&&(n.delete(this),n.size||(r.delete(i),o.delete(i))),n.size||r.delete(i),o.size||cancelAnimationFrame(t)}},A.DOMRectReadOnly=c,A.ResizeObserver=s,A.ResizeObserverEntry=h,A}; // eslint-disable-line\n",
+       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Left button pans, Right button zooms\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\\nx/y fixes axis\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
+       "\n",
+       "mpl.extensions = [\"eps\", \"jpeg\", \"pgf\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
+       "\n",
+       "mpl.default_extension = \"png\";/* global mpl */\n",
+       "\n",
+       "var comm_websocket_adapter = function (comm) {\n",
+       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
+       "    // object with the appropriate methods. Currently this is a non binary\n",
+       "    // socket, so there is still some room for performance tuning.\n",
+       "    var ws = {};\n",
+       "\n",
+       "    ws.binaryType = comm.kernel.ws.binaryType;\n",
+       "    ws.readyState = comm.kernel.ws.readyState;\n",
+       "    function updateReadyState(_event) {\n",
+       "        if (comm.kernel.ws) {\n",
+       "            ws.readyState = comm.kernel.ws.readyState;\n",
+       "        } else {\n",
+       "            ws.readyState = 3; // Closed state.\n",
+       "        }\n",
+       "    }\n",
+       "    comm.kernel.ws.addEventListener('open', updateReadyState);\n",
+       "    comm.kernel.ws.addEventListener('close', updateReadyState);\n",
+       "    comm.kernel.ws.addEventListener('error', updateReadyState);\n",
+       "\n",
+       "    ws.close = function () {\n",
+       "        comm.close();\n",
+       "    };\n",
+       "    ws.send = function (m) {\n",
+       "        //console.log('sending', m);\n",
+       "        comm.send(m);\n",
+       "    };\n",
+       "    // Register the callback with on_msg.\n",
+       "    comm.on_msg(function (msg) {\n",
+       "        //console.log('receiving', msg['content']['data'], msg);\n",
+       "        var data = msg['content']['data'];\n",
+       "        if (data['blob'] !== undefined) {\n",
+       "            data = {\n",
+       "                data: new Blob(msg['buffers'], { type: data['blob'] }),\n",
+       "            };\n",
+       "        }\n",
+       "        // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
+       "        ws.onmessage(data);\n",
+       "    });\n",
+       "    return ws;\n",
+       "};\n",
+       "\n",
+       "mpl.mpl_figure_comm = function (comm, msg) {\n",
+       "    // This is the function which gets called when the mpl process\n",
+       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
+       "\n",
+       "    var id = msg.content.data.id;\n",
+       "    // Get hold of the div created by the display call when the Comm\n",
+       "    // socket was opened in Python.\n",
+       "    var element = document.getElementById(id);\n",
+       "    var ws_proxy = comm_websocket_adapter(comm);\n",
+       "\n",
+       "    function ondownload(figure, _format) {\n",
+       "        window.open(figure.canvas.toDataURL());\n",
+       "    }\n",
+       "\n",
+       "    var fig = new mpl.figure(id, ws_proxy, ondownload, element);\n",
+       "\n",
+       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
+       "    // web socket which is closed, not our websocket->open comm proxy.\n",
+       "    ws_proxy.onopen();\n",
+       "\n",
+       "    fig.parent_element = element;\n",
+       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
+       "    if (!fig.cell_info) {\n",
+       "        console.error('Failed to find cell for figure', id, fig);\n",
+       "        return;\n",
+       "    }\n",
+       "    fig.cell_info[0].output_area.element.on(\n",
+       "        'cleared',\n",
+       "        { fig: fig },\n",
+       "        fig._remove_fig_handler\n",
+       "    );\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_close = function (fig, msg) {\n",
+       "    var width = fig.canvas.width / fig.ratio;\n",
+       "    fig.cell_info[0].output_area.element.off(\n",
+       "        'cleared',\n",
+       "        fig._remove_fig_handler\n",
+       "    );\n",
+       "    fig.resizeObserverInstance.unobserve(fig.canvas_div);\n",
+       "\n",
+       "    // Update the output cell to use the data from the current canvas.\n",
+       "    fig.push_to_output();\n",
+       "    var dataURL = fig.canvas.toDataURL();\n",
+       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
+       "    // the notebook keyboard shortcuts fail.\n",
+       "    IPython.keyboard_manager.enable();\n",
+       "    fig.parent_element.innerHTML =\n",
+       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
+       "    fig.close_ws(fig, msg);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.close_ws = function (fig, msg) {\n",
+       "    fig.send_message('closing', msg);\n",
+       "    // fig.ws.close()\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.push_to_output = function (_remove_interactive) {\n",
+       "    // Turn the data on the canvas into data in the output cell.\n",
+       "    var width = this.canvas.width / this.ratio;\n",
+       "    var dataURL = this.canvas.toDataURL();\n",
+       "    this.cell_info[1]['text/html'] =\n",
+       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function () {\n",
+       "    // Tell IPython that the notebook contents must change.\n",
+       "    IPython.notebook.set_dirty(true);\n",
+       "    this.send_message('ack', {});\n",
+       "    var fig = this;\n",
+       "    // Wait a second, then push the new image to the DOM so\n",
+       "    // that it is saved nicely (might be nice to debounce this).\n",
+       "    setTimeout(function () {\n",
+       "        fig.push_to_output();\n",
+       "    }, 1000);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var toolbar = document.createElement('div');\n",
+       "    toolbar.classList = 'btn-toolbar';\n",
+       "    this.root.appendChild(toolbar);\n",
+       "\n",
+       "    function on_click_closure(name) {\n",
+       "        return function (_event) {\n",
+       "            return fig.toolbar_button_onclick(name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    function on_mouseover_closure(tooltip) {\n",
+       "        return function (event) {\n",
+       "            if (!event.currentTarget.disabled) {\n",
+       "                return fig.toolbar_button_onmouseover(tooltip);\n",
+       "            }\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    fig.buttons = {};\n",
+       "    var buttonGroup = document.createElement('div');\n",
+       "    buttonGroup.classList = 'btn-group';\n",
+       "    var button;\n",
+       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) {\n",
+       "            /* Instead of a spacer, we start a new button group. */\n",
+       "            if (buttonGroup.hasChildNodes()) {\n",
+       "                toolbar.appendChild(buttonGroup);\n",
+       "            }\n",
+       "            buttonGroup = document.createElement('div');\n",
+       "            buttonGroup.classList = 'btn-group';\n",
+       "            continue;\n",
+       "        }\n",
+       "\n",
+       "        button = fig.buttons[name] = document.createElement('button');\n",
+       "        button.classList = 'btn btn-default';\n",
+       "        button.href = '#';\n",
+       "        button.title = name;\n",
+       "        button.innerHTML = '<i class=\"fa ' + image + ' fa-lg\"></i>';\n",
+       "        button.addEventListener('click', on_click_closure(method_name));\n",
+       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
+       "        buttonGroup.appendChild(button);\n",
+       "    }\n",
+       "\n",
+       "    if (buttonGroup.hasChildNodes()) {\n",
+       "        toolbar.appendChild(buttonGroup);\n",
+       "    }\n",
+       "\n",
+       "    // Add the status bar.\n",
+       "    var status_bar = document.createElement('span');\n",
+       "    status_bar.classList = 'mpl-message pull-right';\n",
+       "    toolbar.appendChild(status_bar);\n",
+       "    this.message = status_bar;\n",
+       "\n",
+       "    // Add the close button to the window.\n",
+       "    var buttongrp = document.createElement('div');\n",
+       "    buttongrp.classList = 'btn-group inline pull-right';\n",
+       "    button = document.createElement('button');\n",
+       "    button.classList = 'btn btn-mini btn-primary';\n",
+       "    button.href = '#';\n",
+       "    button.title = 'Stop Interaction';\n",
+       "    button.innerHTML = '<i class=\"fa fa-power-off icon-remove icon-large\"></i>';\n",
+       "    button.addEventListener('click', function (_evt) {\n",
+       "        fig.handle_close(fig, {});\n",
+       "    });\n",
+       "    button.addEventListener(\n",
+       "        'mouseover',\n",
+       "        on_mouseover_closure('Stop Interaction')\n",
+       "    );\n",
+       "    buttongrp.appendChild(button);\n",
+       "    var titlebar = this.root.querySelector('.ui-dialog-titlebar');\n",
+       "    titlebar.insertBefore(buttongrp, titlebar.firstChild);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._remove_fig_handler = function (event) {\n",
+       "    var fig = event.data.fig;\n",
+       "    if (event.target !== this) {\n",
+       "        // Ignore bubbled events from children.\n",
+       "        return;\n",
+       "    }\n",
+       "    fig.close_ws(fig, {});\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function (el) {\n",
+       "    el.style.boxSizing = 'content-box'; // override notebook setting of border-box.\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function (el) {\n",
+       "    // this is important to make the div 'focusable\n",
+       "    el.setAttribute('tabindex', 0);\n",
+       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
+       "    // off when our div gets focus\n",
+       "\n",
+       "    // location in version 3\n",
+       "    if (IPython.notebook.keyboard_manager) {\n",
+       "        IPython.notebook.keyboard_manager.register_events(el);\n",
+       "    } else {\n",
+       "        // location in version 2\n",
+       "        IPython.keyboard_manager.register_events(el);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function (event, _name) {\n",
+       "    // Check for shift+enter\n",
+       "    if (event.shiftKey && event.which === 13) {\n",
+       "        this.canvas_div.blur();\n",
+       "        // select the cell after this one\n",
+       "        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
+       "        IPython.notebook.select(index + 1);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
+       "    fig.ondownload(fig, null);\n",
+       "};\n",
+       "\n",
+       "mpl.find_output_cell = function (html_output) {\n",
+       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
+       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
+       "    // IPython event is triggered only after the cells have been serialised, which for\n",
+       "    // our purposes (turning an active figure into a static one), is too late.\n",
+       "    var cells = IPython.notebook.get_cells();\n",
+       "    var ncells = cells.length;\n",
+       "    for (var i = 0; i < ncells; i++) {\n",
+       "        var cell = cells[i];\n",
+       "        if (cell.cell_type === 'code') {\n",
+       "            for (var j = 0; j < cell.output_area.outputs.length; j++) {\n",
+       "                var data = cell.output_area.outputs[j];\n",
+       "                if (data.data) {\n",
+       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
+       "                    data = data.data;\n",
+       "                }\n",
+       "                if (data['text/html'] === html_output) {\n",
+       "                    return [cell, data, j];\n",
+       "                }\n",
+       "            }\n",
+       "        }\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "// Register the function which deals with the matplotlib target/channel.\n",
+       "// The kernel may be null if the page has been refreshed.\n",
+       "if (IPython.notebook.kernel !== null) {\n",
+       "    IPython.notebook.kernel.comm_manager.register_target(\n",
+       "        'matplotlib',\n",
+       "        mpl.mpl_figure_comm\n",
+       "    );\n",
+       "}\n"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Javascript object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<img 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\" width=\"640\">"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/javascript": [
+       "/* Put everything inside the global mpl namespace */\n",
+       "/* global mpl */\n",
+       "window.mpl = {};\n",
+       "\n",
+       "mpl.get_websocket_type = function () {\n",
+       "    if (typeof WebSocket !== 'undefined') {\n",
+       "        return WebSocket;\n",
+       "    } else if (typeof MozWebSocket !== 'undefined') {\n",
+       "        return MozWebSocket;\n",
+       "    } else {\n",
+       "        alert(\n",
+       "            'Your browser does not have WebSocket support. ' +\n",
+       "                'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
+       "                'Firefox 4 and 5 are also supported but you ' +\n",
+       "                'have to enable WebSockets in about:config.'\n",
+       "        );\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure = function (figure_id, websocket, ondownload, parent_element) {\n",
+       "    this.id = figure_id;\n",
+       "\n",
+       "    this.ws = websocket;\n",
+       "\n",
+       "    this.supports_binary = this.ws.binaryType !== undefined;\n",
+       "\n",
+       "    if (!this.supports_binary) {\n",
+       "        var warnings = document.getElementById('mpl-warnings');\n",
+       "        if (warnings) {\n",
+       "            warnings.style.display = 'block';\n",
+       "            warnings.textContent =\n",
+       "                'This browser does not support binary websocket messages. ' +\n",
+       "                'Performance may be slow.';\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    this.imageObj = new Image();\n",
+       "\n",
+       "    this.context = undefined;\n",
+       "    this.message = undefined;\n",
+       "    this.canvas = undefined;\n",
+       "    this.rubberband_canvas = undefined;\n",
+       "    this.rubberband_context = undefined;\n",
+       "    this.format_dropdown = undefined;\n",
+       "\n",
+       "    this.image_mode = 'full';\n",
+       "\n",
+       "    this.root = document.createElement('div');\n",
+       "    this.root.setAttribute('style', 'display: inline-block');\n",
+       "    this._root_extra_style(this.root);\n",
+       "\n",
+       "    parent_element.appendChild(this.root);\n",
+       "\n",
+       "    this._init_header(this);\n",
+       "    this._init_canvas(this);\n",
+       "    this._init_toolbar(this);\n",
+       "\n",
+       "    var fig = this;\n",
+       "\n",
+       "    this.waiting = false;\n",
+       "\n",
+       "    this.ws.onopen = function () {\n",
+       "        fig.send_message('supports_binary', { value: fig.supports_binary });\n",
+       "        fig.send_message('send_image_mode', {});\n",
+       "        if (fig.ratio !== 1) {\n",
+       "            fig.send_message('set_device_pixel_ratio', {\n",
+       "                device_pixel_ratio: fig.ratio,\n",
+       "            });\n",
+       "        }\n",
+       "        fig.send_message('refresh', {});\n",
+       "    };\n",
+       "\n",
+       "    this.imageObj.onload = function () {\n",
+       "        if (fig.image_mode === 'full') {\n",
+       "            // Full images could contain transparency (where diff images\n",
+       "            // almost always do), so we need to clear the canvas so that\n",
+       "            // there is no ghosting.\n",
+       "            fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
+       "        }\n",
+       "        fig.context.drawImage(fig.imageObj, 0, 0);\n",
+       "    };\n",
+       "\n",
+       "    this.imageObj.onunload = function () {\n",
+       "        fig.ws.close();\n",
+       "    };\n",
+       "\n",
+       "    this.ws.onmessage = this._make_on_message_function(this);\n",
+       "\n",
+       "    this.ondownload = ondownload;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_header = function () {\n",
+       "    var titlebar = document.createElement('div');\n",
+       "    titlebar.classList =\n",
+       "        'ui-dialog-titlebar ui-widget-header ui-corner-all ui-helper-clearfix';\n",
+       "    var titletext = document.createElement('div');\n",
+       "    titletext.classList = 'ui-dialog-title';\n",
+       "    titletext.setAttribute(\n",
+       "        'style',\n",
+       "        'width: 100%; text-align: center; padding: 3px;'\n",
+       "    );\n",
+       "    titlebar.appendChild(titletext);\n",
+       "    this.root.appendChild(titlebar);\n",
+       "    this.header = titletext;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function (_canvas_div) {};\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function (_canvas_div) {};\n",
+       "\n",
+       "mpl.figure.prototype._init_canvas = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var canvas_div = (this.canvas_div = document.createElement('div'));\n",
+       "    canvas_div.setAttribute(\n",
+       "        'style',\n",
+       "        'border: 1px solid #ddd;' +\n",
+       "            'box-sizing: content-box;' +\n",
+       "            'clear: both;' +\n",
+       "            'min-height: 1px;' +\n",
+       "            'min-width: 1px;' +\n",
+       "            'outline: 0;' +\n",
+       "            'overflow: hidden;' +\n",
+       "            'position: relative;' +\n",
+       "            'resize: both;'\n",
+       "    );\n",
+       "\n",
+       "    function on_keyboard_event_closure(name) {\n",
+       "        return function (event) {\n",
+       "            return fig.key_event(event, name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    canvas_div.addEventListener(\n",
+       "        'keydown',\n",
+       "        on_keyboard_event_closure('key_press')\n",
+       "    );\n",
+       "    canvas_div.addEventListener(\n",
+       "        'keyup',\n",
+       "        on_keyboard_event_closure('key_release')\n",
+       "    );\n",
+       "\n",
+       "    this._canvas_extra_style(canvas_div);\n",
+       "    this.root.appendChild(canvas_div);\n",
+       "\n",
+       "    var canvas = (this.canvas = document.createElement('canvas'));\n",
+       "    canvas.classList.add('mpl-canvas');\n",
+       "    canvas.setAttribute('style', 'box-sizing: content-box;');\n",
+       "\n",
+       "    this.context = canvas.getContext('2d');\n",
+       "\n",
+       "    var backingStore =\n",
+       "        this.context.backingStorePixelRatio ||\n",
+       "        this.context.webkitBackingStorePixelRatio ||\n",
+       "        this.context.mozBackingStorePixelRatio ||\n",
+       "        this.context.msBackingStorePixelRatio ||\n",
+       "        this.context.oBackingStorePixelRatio ||\n",
+       "        this.context.backingStorePixelRatio ||\n",
+       "        1;\n",
+       "\n",
+       "    this.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
+       "\n",
+       "    var rubberband_canvas = (this.rubberband_canvas = document.createElement(\n",
+       "        'canvas'\n",
+       "    ));\n",
+       "    rubberband_canvas.setAttribute(\n",
+       "        'style',\n",
+       "        'box-sizing: content-box; position: absolute; left: 0; top: 0; z-index: 1;'\n",
+       "    );\n",
+       "\n",
+       "    // Apply a ponyfill if ResizeObserver is not implemented by browser.\n",
+       "    if (this.ResizeObserver === undefined) {\n",
+       "        if (window.ResizeObserver !== undefined) {\n",
+       "            this.ResizeObserver = window.ResizeObserver;\n",
+       "        } else {\n",
+       "            var obs = _JSXTOOLS_RESIZE_OBSERVER({});\n",
+       "            this.ResizeObserver = obs.ResizeObserver;\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    this.resizeObserverInstance = new this.ResizeObserver(function (entries) {\n",
+       "        var nentries = entries.length;\n",
+       "        for (var i = 0; i < nentries; i++) {\n",
+       "            var entry = entries[i];\n",
+       "            var width, height;\n",
+       "            if (entry.contentBoxSize) {\n",
+       "                if (entry.contentBoxSize instanceof Array) {\n",
+       "                    // Chrome 84 implements new version of spec.\n",
+       "                    width = entry.contentBoxSize[0].inlineSize;\n",
+       "                    height = entry.contentBoxSize[0].blockSize;\n",
+       "                } else {\n",
+       "                    // Firefox implements old version of spec.\n",
+       "                    width = entry.contentBoxSize.inlineSize;\n",
+       "                    height = entry.contentBoxSize.blockSize;\n",
+       "                }\n",
+       "            } else {\n",
+       "                // Chrome <84 implements even older version of spec.\n",
+       "                width = entry.contentRect.width;\n",
+       "                height = entry.contentRect.height;\n",
+       "            }\n",
+       "\n",
+       "            // Keep the size of the canvas and rubber band canvas in sync with\n",
+       "            // the canvas container.\n",
+       "            if (entry.devicePixelContentBoxSize) {\n",
+       "                // Chrome 84 implements new version of spec.\n",
+       "                canvas.setAttribute(\n",
+       "                    'width',\n",
+       "                    entry.devicePixelContentBoxSize[0].inlineSize\n",
+       "                );\n",
+       "                canvas.setAttribute(\n",
+       "                    'height',\n",
+       "                    entry.devicePixelContentBoxSize[0].blockSize\n",
+       "                );\n",
+       "            } else {\n",
+       "                canvas.setAttribute('width', width * fig.ratio);\n",
+       "                canvas.setAttribute('height', height * fig.ratio);\n",
+       "            }\n",
+       "            canvas.setAttribute(\n",
+       "                'style',\n",
+       "                'width: ' + width + 'px; height: ' + height + 'px;'\n",
+       "            );\n",
+       "\n",
+       "            rubberband_canvas.setAttribute('width', width);\n",
+       "            rubberband_canvas.setAttribute('height', height);\n",
+       "\n",
+       "            // And update the size in Python. We ignore the initial 0/0 size\n",
+       "            // that occurs as the element is placed into the DOM, which should\n",
+       "            // otherwise not happen due to the minimum size styling.\n",
+       "            if (fig.ws.readyState == 1 && width != 0 && height != 0) {\n",
+       "                fig.request_resize(width, height);\n",
+       "            }\n",
+       "        }\n",
+       "    });\n",
+       "    this.resizeObserverInstance.observe(canvas_div);\n",
+       "\n",
+       "    function on_mouse_event_closure(name) {\n",
+       "        return function (event) {\n",
+       "            return fig.mouse_event(event, name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mousedown',\n",
+       "        on_mouse_event_closure('button_press')\n",
+       "    );\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mouseup',\n",
+       "        on_mouse_event_closure('button_release')\n",
+       "    );\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'dblclick',\n",
+       "        on_mouse_event_closure('dblclick')\n",
+       "    );\n",
+       "    // Throttle sequential mouse events to 1 every 20ms.\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mousemove',\n",
+       "        on_mouse_event_closure('motion_notify')\n",
+       "    );\n",
+       "\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mouseenter',\n",
+       "        on_mouse_event_closure('figure_enter')\n",
+       "    );\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mouseleave',\n",
+       "        on_mouse_event_closure('figure_leave')\n",
+       "    );\n",
+       "\n",
+       "    canvas_div.addEventListener('wheel', function (event) {\n",
+       "        if (event.deltaY < 0) {\n",
+       "            event.step = 1;\n",
+       "        } else {\n",
+       "            event.step = -1;\n",
+       "        }\n",
+       "        on_mouse_event_closure('scroll')(event);\n",
+       "    });\n",
+       "\n",
+       "    canvas_div.appendChild(canvas);\n",
+       "    canvas_div.appendChild(rubberband_canvas);\n",
+       "\n",
+       "    this.rubberband_context = rubberband_canvas.getContext('2d');\n",
+       "    this.rubberband_context.strokeStyle = '#000000';\n",
+       "\n",
+       "    this._resize_canvas = function (width, height, forward) {\n",
+       "        if (forward) {\n",
+       "            canvas_div.style.width = width + 'px';\n",
+       "            canvas_div.style.height = height + 'px';\n",
+       "        }\n",
+       "    };\n",
+       "\n",
+       "    // Disable right mouse context menu.\n",
+       "    this.rubberband_canvas.addEventListener('contextmenu', function (_e) {\n",
+       "        event.preventDefault();\n",
+       "        return false;\n",
+       "    });\n",
+       "\n",
+       "    function set_focus() {\n",
+       "        canvas.focus();\n",
+       "        canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    window.setTimeout(set_focus, 100);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var toolbar = document.createElement('div');\n",
+       "    toolbar.classList = 'mpl-toolbar';\n",
+       "    this.root.appendChild(toolbar);\n",
+       "\n",
+       "    function on_click_closure(name) {\n",
+       "        return function (_event) {\n",
+       "            return fig.toolbar_button_onclick(name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    function on_mouseover_closure(tooltip) {\n",
+       "        return function (event) {\n",
+       "            if (!event.currentTarget.disabled) {\n",
+       "                return fig.toolbar_button_onmouseover(tooltip);\n",
+       "            }\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    fig.buttons = {};\n",
+       "    var buttonGroup = document.createElement('div');\n",
+       "    buttonGroup.classList = 'mpl-button-group';\n",
+       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) {\n",
+       "            /* Instead of a spacer, we start a new button group. */\n",
+       "            if (buttonGroup.hasChildNodes()) {\n",
+       "                toolbar.appendChild(buttonGroup);\n",
+       "            }\n",
+       "            buttonGroup = document.createElement('div');\n",
+       "            buttonGroup.classList = 'mpl-button-group';\n",
+       "            continue;\n",
+       "        }\n",
+       "\n",
+       "        var button = (fig.buttons[name] = document.createElement('button'));\n",
+       "        button.classList = 'mpl-widget';\n",
+       "        button.setAttribute('role', 'button');\n",
+       "        button.setAttribute('aria-disabled', 'false');\n",
+       "        button.addEventListener('click', on_click_closure(method_name));\n",
+       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
+       "\n",
+       "        var icon_img = document.createElement('img');\n",
+       "        icon_img.src = '_images/' + image + '.png';\n",
+       "        icon_img.srcset = '_images/' + image + '_large.png 2x';\n",
+       "        icon_img.alt = tooltip;\n",
+       "        button.appendChild(icon_img);\n",
+       "\n",
+       "        buttonGroup.appendChild(button);\n",
+       "    }\n",
+       "\n",
+       "    if (buttonGroup.hasChildNodes()) {\n",
+       "        toolbar.appendChild(buttonGroup);\n",
+       "    }\n",
+       "\n",
+       "    var fmt_picker = document.createElement('select');\n",
+       "    fmt_picker.classList = 'mpl-widget';\n",
+       "    toolbar.appendChild(fmt_picker);\n",
+       "    this.format_dropdown = fmt_picker;\n",
+       "\n",
+       "    for (var ind in mpl.extensions) {\n",
+       "        var fmt = mpl.extensions[ind];\n",
+       "        var option = document.createElement('option');\n",
+       "        option.selected = fmt === mpl.default_extension;\n",
+       "        option.innerHTML = fmt;\n",
+       "        fmt_picker.appendChild(option);\n",
+       "    }\n",
+       "\n",
+       "    var status_bar = document.createElement('span');\n",
+       "    status_bar.classList = 'mpl-message';\n",
+       "    toolbar.appendChild(status_bar);\n",
+       "    this.message = status_bar;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.request_resize = function (x_pixels, y_pixels) {\n",
+       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
+       "    // which will in turn request a refresh of the image.\n",
+       "    this.send_message('resize', { width: x_pixels, height: y_pixels });\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.send_message = function (type, properties) {\n",
+       "    properties['type'] = type;\n",
+       "    properties['figure_id'] = this.id;\n",
+       "    this.ws.send(JSON.stringify(properties));\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.send_draw_message = function () {\n",
+       "    if (!this.waiting) {\n",
+       "        this.waiting = true;\n",
+       "        this.ws.send(JSON.stringify({ type: 'draw', figure_id: this.id }));\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
+       "    var format_dropdown = fig.format_dropdown;\n",
+       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
+       "    fig.ondownload(fig, format);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_resize = function (fig, msg) {\n",
+       "    var size = msg['size'];\n",
+       "    if (size[0] !== fig.canvas.width || size[1] !== fig.canvas.height) {\n",
+       "        fig._resize_canvas(size[0], size[1], msg['forward']);\n",
+       "        fig.send_message('refresh', {});\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_rubberband = function (fig, msg) {\n",
+       "    var x0 = msg['x0'] / fig.ratio;\n",
+       "    var y0 = (fig.canvas.height - msg['y0']) / fig.ratio;\n",
+       "    var x1 = msg['x1'] / fig.ratio;\n",
+       "    var y1 = (fig.canvas.height - msg['y1']) / fig.ratio;\n",
+       "    x0 = Math.floor(x0) + 0.5;\n",
+       "    y0 = Math.floor(y0) + 0.5;\n",
+       "    x1 = Math.floor(x1) + 0.5;\n",
+       "    y1 = Math.floor(y1) + 0.5;\n",
+       "    var min_x = Math.min(x0, x1);\n",
+       "    var min_y = Math.min(y0, y1);\n",
+       "    var width = Math.abs(x1 - x0);\n",
+       "    var height = Math.abs(y1 - y0);\n",
+       "\n",
+       "    fig.rubberband_context.clearRect(\n",
+       "        0,\n",
+       "        0,\n",
+       "        fig.canvas.width / fig.ratio,\n",
+       "        fig.canvas.height / fig.ratio\n",
+       "    );\n",
+       "\n",
+       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_figure_label = function (fig, msg) {\n",
+       "    // Updates the figure title.\n",
+       "    fig.header.textContent = msg['label'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_cursor = function (fig, msg) {\n",
+       "    fig.rubberband_canvas.style.cursor = msg['cursor'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_message = function (fig, msg) {\n",
+       "    fig.message.textContent = msg['message'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_draw = function (fig, _msg) {\n",
+       "    // Request the server to send over a new figure.\n",
+       "    fig.send_draw_message();\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_image_mode = function (fig, msg) {\n",
+       "    fig.image_mode = msg['mode'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_history_buttons = function (fig, msg) {\n",
+       "    for (var key in msg) {\n",
+       "        if (!(key in fig.buttons)) {\n",
+       "            continue;\n",
+       "        }\n",
+       "        fig.buttons[key].disabled = !msg[key];\n",
+       "        fig.buttons[key].setAttribute('aria-disabled', !msg[key]);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_navigate_mode = function (fig, msg) {\n",
+       "    if (msg['mode'] === 'PAN') {\n",
+       "        fig.buttons['Pan'].classList.add('active');\n",
+       "        fig.buttons['Zoom'].classList.remove('active');\n",
+       "    } else if (msg['mode'] === 'ZOOM') {\n",
+       "        fig.buttons['Pan'].classList.remove('active');\n",
+       "        fig.buttons['Zoom'].classList.add('active');\n",
+       "    } else {\n",
+       "        fig.buttons['Pan'].classList.remove('active');\n",
+       "        fig.buttons['Zoom'].classList.remove('active');\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function () {\n",
+       "    // Called whenever the canvas gets updated.\n",
+       "    this.send_message('ack', {});\n",
+       "};\n",
+       "\n",
+       "// A function to construct a web socket function for onmessage handling.\n",
+       "// Called in the figure constructor.\n",
+       "mpl.figure.prototype._make_on_message_function = function (fig) {\n",
+       "    return function socket_on_message(evt) {\n",
+       "        if (evt.data instanceof Blob) {\n",
+       "            var img = evt.data;\n",
+       "            if (img.type !== 'image/png') {\n",
+       "                /* FIXME: We get \"Resource interpreted as Image but\n",
+       "                 * transferred with MIME type text/plain:\" errors on\n",
+       "                 * Chrome.  But how to set the MIME type?  It doesn't seem\n",
+       "                 * to be part of the websocket stream */\n",
+       "                img.type = 'image/png';\n",
+       "            }\n",
+       "\n",
+       "            /* Free the memory for the previous frames */\n",
+       "            if (fig.imageObj.src) {\n",
+       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
+       "                    fig.imageObj.src\n",
+       "                );\n",
+       "            }\n",
+       "\n",
+       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
+       "                img\n",
+       "            );\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        } else if (\n",
+       "            typeof evt.data === 'string' &&\n",
+       "            evt.data.slice(0, 21) === 'data:image/png;base64'\n",
+       "        ) {\n",
+       "            fig.imageObj.src = evt.data;\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        var msg = JSON.parse(evt.data);\n",
+       "        var msg_type = msg['type'];\n",
+       "\n",
+       "        // Call the  \"handle_{type}\" callback, which takes\n",
+       "        // the figure and JSON message as its only arguments.\n",
+       "        try {\n",
+       "            var callback = fig['handle_' + msg_type];\n",
+       "        } catch (e) {\n",
+       "            console.log(\n",
+       "                \"No handler for the '\" + msg_type + \"' message type: \",\n",
+       "                msg\n",
+       "            );\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        if (callback) {\n",
+       "            try {\n",
+       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
+       "                callback(fig, msg);\n",
+       "            } catch (e) {\n",
+       "                console.log(\n",
+       "                    \"Exception inside the 'handler_\" + msg_type + \"' callback:\",\n",
+       "                    e,\n",
+       "                    e.stack,\n",
+       "                    msg\n",
+       "                );\n",
+       "            }\n",
+       "        }\n",
+       "    };\n",
+       "};\n",
+       "\n",
+       "// from https://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
+       "mpl.findpos = function (e) {\n",
+       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
+       "    var targ;\n",
+       "    if (!e) {\n",
+       "        e = window.event;\n",
+       "    }\n",
+       "    if (e.target) {\n",
+       "        targ = e.target;\n",
+       "    } else if (e.srcElement) {\n",
+       "        targ = e.srcElement;\n",
+       "    }\n",
+       "    if (targ.nodeType === 3) {\n",
+       "        // defeat Safari bug\n",
+       "        targ = targ.parentNode;\n",
+       "    }\n",
+       "\n",
+       "    // pageX,Y are the mouse positions relative to the document\n",
+       "    var boundingRect = targ.getBoundingClientRect();\n",
+       "    var x = e.pageX - (boundingRect.left + document.body.scrollLeft);\n",
+       "    var y = e.pageY - (boundingRect.top + document.body.scrollTop);\n",
+       "\n",
+       "    return { x: x, y: y };\n",
+       "};\n",
+       "\n",
+       "/*\n",
+       " * return a copy of an object with only non-object keys\n",
+       " * we need this to avoid circular references\n",
+       " * https://stackoverflow.com/a/24161582/3208463\n",
+       " */\n",
+       "function simpleKeys(original) {\n",
+       "    return Object.keys(original).reduce(function (obj, key) {\n",
+       "        if (typeof original[key] !== 'object') {\n",
+       "            obj[key] = original[key];\n",
+       "        }\n",
+       "        return obj;\n",
+       "    }, {});\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.mouse_event = function (event, name) {\n",
+       "    var canvas_pos = mpl.findpos(event);\n",
+       "\n",
+       "    if (name === 'button_press') {\n",
+       "        this.canvas.focus();\n",
+       "        this.canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    var x = canvas_pos.x * this.ratio;\n",
+       "    var y = canvas_pos.y * this.ratio;\n",
+       "\n",
+       "    this.send_message(name, {\n",
+       "        x: x,\n",
+       "        y: y,\n",
+       "        button: event.button,\n",
+       "        step: event.step,\n",
+       "        guiEvent: simpleKeys(event),\n",
+       "    });\n",
+       "\n",
+       "    /* This prevents the web browser from automatically changing to\n",
+       "     * the text insertion cursor when the button is pressed.  We want\n",
+       "     * to control all of the cursor setting manually through the\n",
+       "     * 'cursor' event from matplotlib */\n",
+       "    event.preventDefault();\n",
+       "    return false;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function (_event, _name) {\n",
+       "    // Handle any extra behaviour associated with a key event\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.key_event = function (event, name) {\n",
+       "    // Prevent repeat events\n",
+       "    if (name === 'key_press') {\n",
+       "        if (event.key === this._key) {\n",
+       "            return;\n",
+       "        } else {\n",
+       "            this._key = event.key;\n",
+       "        }\n",
+       "    }\n",
+       "    if (name === 'key_release') {\n",
+       "        this._key = null;\n",
+       "    }\n",
+       "\n",
+       "    var value = '';\n",
+       "    if (event.ctrlKey && event.key !== 'Control') {\n",
+       "        value += 'ctrl+';\n",
+       "    }\n",
+       "    else if (event.altKey && event.key !== 'Alt') {\n",
+       "        value += 'alt+';\n",
+       "    }\n",
+       "    else if (event.shiftKey && event.key !== 'Shift') {\n",
+       "        value += 'shift+';\n",
+       "    }\n",
+       "\n",
+       "    value += 'k' + event.key;\n",
+       "\n",
+       "    this._key_event_extra(event, name);\n",
+       "\n",
+       "    this.send_message(name, { key: value, guiEvent: simpleKeys(event) });\n",
+       "    return false;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onclick = function (name) {\n",
+       "    if (name === 'download') {\n",
+       "        this.handle_save(this, null);\n",
+       "    } else {\n",
+       "        this.send_message('toolbar_button', { name: name });\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onmouseover = function (tooltip) {\n",
+       "    this.message.textContent = tooltip;\n",
+       "};\n",
+       "\n",
+       "///////////////// REMAINING CONTENT GENERATED BY embed_js.py /////////////////\n",
+       "// prettier-ignore\n",
+       "var _JSXTOOLS_RESIZE_OBSERVER=function(A){var t,i=new WeakMap,n=new WeakMap,a=new WeakMap,r=new WeakMap,o=new Set;function s(e){if(!(this instanceof s))throw new TypeError(\"Constructor requires 'new' operator\");i.set(this,e)}function h(){throw new TypeError(\"Function is not a constructor\")}function c(e,t,i,n){e=0 in arguments?Number(arguments[0]):0,t=1 in arguments?Number(arguments[1]):0,i=2 in arguments?Number(arguments[2]):0,n=3 in arguments?Number(arguments[3]):0,this.right=(this.x=this.left=e)+(this.width=i),this.bottom=(this.y=this.top=t)+(this.height=n),Object.freeze(this)}function d(){t=requestAnimationFrame(d);var s=new WeakMap,p=new Set;o.forEach((function(t){r.get(t).forEach((function(i){var r=t instanceof window.SVGElement,o=a.get(t),d=r?0:parseFloat(o.paddingTop),f=r?0:parseFloat(o.paddingRight),l=r?0:parseFloat(o.paddingBottom),u=r?0:parseFloat(o.paddingLeft),g=r?0:parseFloat(o.borderTopWidth),m=r?0:parseFloat(o.borderRightWidth),w=r?0:parseFloat(o.borderBottomWidth),b=u+f,F=d+l,v=(r?0:parseFloat(o.borderLeftWidth))+m,W=g+w,y=r?0:t.offsetHeight-W-t.clientHeight,E=r?0:t.offsetWidth-v-t.clientWidth,R=b+v,z=F+W,M=r?t.width:parseFloat(o.width)-R-E,O=r?t.height:parseFloat(o.height)-z-y;if(n.has(t)){var k=n.get(t);if(k[0]===M&&k[1]===O)return}n.set(t,[M,O]);var S=Object.create(h.prototype);S.target=t,S.contentRect=new c(u,d,M,O),s.has(i)||(s.set(i,[]),p.add(i)),s.get(i).push(S)}))})),p.forEach((function(e){i.get(e).call(e,s.get(e),e)}))}return s.prototype.observe=function(i){if(i instanceof window.Element){r.has(i)||(r.set(i,new Set),o.add(i),a.set(i,window.getComputedStyle(i)));var n=r.get(i);n.has(this)||n.add(this),cancelAnimationFrame(t),t=requestAnimationFrame(d)}},s.prototype.unobserve=function(i){if(i instanceof window.Element&&r.has(i)){var n=r.get(i);n.has(this)&&(n.delete(this),n.size||(r.delete(i),o.delete(i))),n.size||r.delete(i),o.size||cancelAnimationFrame(t)}},A.DOMRectReadOnly=c,A.ResizeObserver=s,A.ResizeObserverEntry=h,A}; // eslint-disable-line\n",
+       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Left button pans, Right button zooms\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\\nx/y fixes axis\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
+       "\n",
+       "mpl.extensions = [\"eps\", \"jpeg\", \"pgf\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
+       "\n",
+       "mpl.default_extension = \"png\";/* global mpl */\n",
+       "\n",
+       "var comm_websocket_adapter = function (comm) {\n",
+       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
+       "    // object with the appropriate methods. Currently this is a non binary\n",
+       "    // socket, so there is still some room for performance tuning.\n",
+       "    var ws = {};\n",
+       "\n",
+       "    ws.binaryType = comm.kernel.ws.binaryType;\n",
+       "    ws.readyState = comm.kernel.ws.readyState;\n",
+       "    function updateReadyState(_event) {\n",
+       "        if (comm.kernel.ws) {\n",
+       "            ws.readyState = comm.kernel.ws.readyState;\n",
+       "        } else {\n",
+       "            ws.readyState = 3; // Closed state.\n",
+       "        }\n",
+       "    }\n",
+       "    comm.kernel.ws.addEventListener('open', updateReadyState);\n",
+       "    comm.kernel.ws.addEventListener('close', updateReadyState);\n",
+       "    comm.kernel.ws.addEventListener('error', updateReadyState);\n",
+       "\n",
+       "    ws.close = function () {\n",
+       "        comm.close();\n",
+       "    };\n",
+       "    ws.send = function (m) {\n",
+       "        //console.log('sending', m);\n",
+       "        comm.send(m);\n",
+       "    };\n",
+       "    // Register the callback with on_msg.\n",
+       "    comm.on_msg(function (msg) {\n",
+       "        //console.log('receiving', msg['content']['data'], msg);\n",
+       "        var data = msg['content']['data'];\n",
+       "        if (data['blob'] !== undefined) {\n",
+       "            data = {\n",
+       "                data: new Blob(msg['buffers'], { type: data['blob'] }),\n",
+       "            };\n",
+       "        }\n",
+       "        // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
+       "        ws.onmessage(data);\n",
+       "    });\n",
+       "    return ws;\n",
+       "};\n",
+       "\n",
+       "mpl.mpl_figure_comm = function (comm, msg) {\n",
+       "    // This is the function which gets called when the mpl process\n",
+       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
+       "\n",
+       "    var id = msg.content.data.id;\n",
+       "    // Get hold of the div created by the display call when the Comm\n",
+       "    // socket was opened in Python.\n",
+       "    var element = document.getElementById(id);\n",
+       "    var ws_proxy = comm_websocket_adapter(comm);\n",
+       "\n",
+       "    function ondownload(figure, _format) {\n",
+       "        window.open(figure.canvas.toDataURL());\n",
+       "    }\n",
+       "\n",
+       "    var fig = new mpl.figure(id, ws_proxy, ondownload, element);\n",
+       "\n",
+       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
+       "    // web socket which is closed, not our websocket->open comm proxy.\n",
+       "    ws_proxy.onopen();\n",
+       "\n",
+       "    fig.parent_element = element;\n",
+       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
+       "    if (!fig.cell_info) {\n",
+       "        console.error('Failed to find cell for figure', id, fig);\n",
+       "        return;\n",
+       "    }\n",
+       "    fig.cell_info[0].output_area.element.on(\n",
+       "        'cleared',\n",
+       "        { fig: fig },\n",
+       "        fig._remove_fig_handler\n",
+       "    );\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_close = function (fig, msg) {\n",
+       "    var width = fig.canvas.width / fig.ratio;\n",
+       "    fig.cell_info[0].output_area.element.off(\n",
+       "        'cleared',\n",
+       "        fig._remove_fig_handler\n",
+       "    );\n",
+       "    fig.resizeObserverInstance.unobserve(fig.canvas_div);\n",
+       "\n",
+       "    // Update the output cell to use the data from the current canvas.\n",
+       "    fig.push_to_output();\n",
+       "    var dataURL = fig.canvas.toDataURL();\n",
+       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
+       "    // the notebook keyboard shortcuts fail.\n",
+       "    IPython.keyboard_manager.enable();\n",
+       "    fig.parent_element.innerHTML =\n",
+       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
+       "    fig.close_ws(fig, msg);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.close_ws = function (fig, msg) {\n",
+       "    fig.send_message('closing', msg);\n",
+       "    // fig.ws.close()\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.push_to_output = function (_remove_interactive) {\n",
+       "    // Turn the data on the canvas into data in the output cell.\n",
+       "    var width = this.canvas.width / this.ratio;\n",
+       "    var dataURL = this.canvas.toDataURL();\n",
+       "    this.cell_info[1]['text/html'] =\n",
+       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function () {\n",
+       "    // Tell IPython that the notebook contents must change.\n",
+       "    IPython.notebook.set_dirty(true);\n",
+       "    this.send_message('ack', {});\n",
+       "    var fig = this;\n",
+       "    // Wait a second, then push the new image to the DOM so\n",
+       "    // that it is saved nicely (might be nice to debounce this).\n",
+       "    setTimeout(function () {\n",
+       "        fig.push_to_output();\n",
+       "    }, 1000);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var toolbar = document.createElement('div');\n",
+       "    toolbar.classList = 'btn-toolbar';\n",
+       "    this.root.appendChild(toolbar);\n",
+       "\n",
+       "    function on_click_closure(name) {\n",
+       "        return function (_event) {\n",
+       "            return fig.toolbar_button_onclick(name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    function on_mouseover_closure(tooltip) {\n",
+       "        return function (event) {\n",
+       "            if (!event.currentTarget.disabled) {\n",
+       "                return fig.toolbar_button_onmouseover(tooltip);\n",
+       "            }\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    fig.buttons = {};\n",
+       "    var buttonGroup = document.createElement('div');\n",
+       "    buttonGroup.classList = 'btn-group';\n",
+       "    var button;\n",
+       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) {\n",
+       "            /* Instead of a spacer, we start a new button group. */\n",
+       "            if (buttonGroup.hasChildNodes()) {\n",
+       "                toolbar.appendChild(buttonGroup);\n",
+       "            }\n",
+       "            buttonGroup = document.createElement('div');\n",
+       "            buttonGroup.classList = 'btn-group';\n",
+       "            continue;\n",
+       "        }\n",
+       "\n",
+       "        button = fig.buttons[name] = document.createElement('button');\n",
+       "        button.classList = 'btn btn-default';\n",
+       "        button.href = '#';\n",
+       "        button.title = name;\n",
+       "        button.innerHTML = '<i class=\"fa ' + image + ' fa-lg\"></i>';\n",
+       "        button.addEventListener('click', on_click_closure(method_name));\n",
+       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
+       "        buttonGroup.appendChild(button);\n",
+       "    }\n",
+       "\n",
+       "    if (buttonGroup.hasChildNodes()) {\n",
+       "        toolbar.appendChild(buttonGroup);\n",
+       "    }\n",
+       "\n",
+       "    // Add the status bar.\n",
+       "    var status_bar = document.createElement('span');\n",
+       "    status_bar.classList = 'mpl-message pull-right';\n",
+       "    toolbar.appendChild(status_bar);\n",
+       "    this.message = status_bar;\n",
+       "\n",
+       "    // Add the close button to the window.\n",
+       "    var buttongrp = document.createElement('div');\n",
+       "    buttongrp.classList = 'btn-group inline pull-right';\n",
+       "    button = document.createElement('button');\n",
+       "    button.classList = 'btn btn-mini btn-primary';\n",
+       "    button.href = '#';\n",
+       "    button.title = 'Stop Interaction';\n",
+       "    button.innerHTML = '<i class=\"fa fa-power-off icon-remove icon-large\"></i>';\n",
+       "    button.addEventListener('click', function (_evt) {\n",
+       "        fig.handle_close(fig, {});\n",
+       "    });\n",
+       "    button.addEventListener(\n",
+       "        'mouseover',\n",
+       "        on_mouseover_closure('Stop Interaction')\n",
+       "    );\n",
+       "    buttongrp.appendChild(button);\n",
+       "    var titlebar = this.root.querySelector('.ui-dialog-titlebar');\n",
+       "    titlebar.insertBefore(buttongrp, titlebar.firstChild);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._remove_fig_handler = function (event) {\n",
+       "    var fig = event.data.fig;\n",
+       "    if (event.target !== this) {\n",
+       "        // Ignore bubbled events from children.\n",
+       "        return;\n",
+       "    }\n",
+       "    fig.close_ws(fig, {});\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function (el) {\n",
+       "    el.style.boxSizing = 'content-box'; // override notebook setting of border-box.\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function (el) {\n",
+       "    // this is important to make the div 'focusable\n",
+       "    el.setAttribute('tabindex', 0);\n",
+       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
+       "    // off when our div gets focus\n",
+       "\n",
+       "    // location in version 3\n",
+       "    if (IPython.notebook.keyboard_manager) {\n",
+       "        IPython.notebook.keyboard_manager.register_events(el);\n",
+       "    } else {\n",
+       "        // location in version 2\n",
+       "        IPython.keyboard_manager.register_events(el);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function (event, _name) {\n",
+       "    // Check for shift+enter\n",
+       "    if (event.shiftKey && event.which === 13) {\n",
+       "        this.canvas_div.blur();\n",
+       "        // select the cell after this one\n",
+       "        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
+       "        IPython.notebook.select(index + 1);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
+       "    fig.ondownload(fig, null);\n",
+       "};\n",
+       "\n",
+       "mpl.find_output_cell = function (html_output) {\n",
+       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
+       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
+       "    // IPython event is triggered only after the cells have been serialised, which for\n",
+       "    // our purposes (turning an active figure into a static one), is too late.\n",
+       "    var cells = IPython.notebook.get_cells();\n",
+       "    var ncells = cells.length;\n",
+       "    for (var i = 0; i < ncells; i++) {\n",
+       "        var cell = cells[i];\n",
+       "        if (cell.cell_type === 'code') {\n",
+       "            for (var j = 0; j < cell.output_area.outputs.length; j++) {\n",
+       "                var data = cell.output_area.outputs[j];\n",
+       "                if (data.data) {\n",
+       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
+       "                    data = data.data;\n",
+       "                }\n",
+       "                if (data['text/html'] === html_output) {\n",
+       "                    return [cell, data, j];\n",
+       "                }\n",
+       "            }\n",
+       "        }\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "// Register the function which deals with the matplotlib target/channel.\n",
+       "// The kernel may be null if the page has been refreshed.\n",
+       "if (IPython.notebook.kernel !== null) {\n",
+       "    IPython.notebook.kernel.comm_manager.register_target(\n",
+       "        'matplotlib',\n",
+       "        mpl.mpl_figure_comm\n",
+       "    );\n",
+       "}\n"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Javascript object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<img 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\" width=\"640\">"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/javascript": [
+       "/* Put everything inside the global mpl namespace */\n",
+       "/* global mpl */\n",
+       "window.mpl = {};\n",
+       "\n",
+       "mpl.get_websocket_type = function () {\n",
+       "    if (typeof WebSocket !== 'undefined') {\n",
+       "        return WebSocket;\n",
+       "    } else if (typeof MozWebSocket !== 'undefined') {\n",
+       "        return MozWebSocket;\n",
+       "    } else {\n",
+       "        alert(\n",
+       "            'Your browser does not have WebSocket support. ' +\n",
+       "                'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
+       "                'Firefox 4 and 5 are also supported but you ' +\n",
+       "                'have to enable WebSockets in about:config.'\n",
+       "        );\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure = function (figure_id, websocket, ondownload, parent_element) {\n",
+       "    this.id = figure_id;\n",
+       "\n",
+       "    this.ws = websocket;\n",
+       "\n",
+       "    this.supports_binary = this.ws.binaryType !== undefined;\n",
+       "\n",
+       "    if (!this.supports_binary) {\n",
+       "        var warnings = document.getElementById('mpl-warnings');\n",
+       "        if (warnings) {\n",
+       "            warnings.style.display = 'block';\n",
+       "            warnings.textContent =\n",
+       "                'This browser does not support binary websocket messages. ' +\n",
+       "                'Performance may be slow.';\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    this.imageObj = new Image();\n",
+       "\n",
+       "    this.context = undefined;\n",
+       "    this.message = undefined;\n",
+       "    this.canvas = undefined;\n",
+       "    this.rubberband_canvas = undefined;\n",
+       "    this.rubberband_context = undefined;\n",
+       "    this.format_dropdown = undefined;\n",
+       "\n",
+       "    this.image_mode = 'full';\n",
+       "\n",
+       "    this.root = document.createElement('div');\n",
+       "    this.root.setAttribute('style', 'display: inline-block');\n",
+       "    this._root_extra_style(this.root);\n",
+       "\n",
+       "    parent_element.appendChild(this.root);\n",
+       "\n",
+       "    this._init_header(this);\n",
+       "    this._init_canvas(this);\n",
+       "    this._init_toolbar(this);\n",
+       "\n",
+       "    var fig = this;\n",
+       "\n",
+       "    this.waiting = false;\n",
+       "\n",
+       "    this.ws.onopen = function () {\n",
+       "        fig.send_message('supports_binary', { value: fig.supports_binary });\n",
+       "        fig.send_message('send_image_mode', {});\n",
+       "        if (fig.ratio !== 1) {\n",
+       "            fig.send_message('set_device_pixel_ratio', {\n",
+       "                device_pixel_ratio: fig.ratio,\n",
+       "            });\n",
+       "        }\n",
+       "        fig.send_message('refresh', {});\n",
+       "    };\n",
+       "\n",
+       "    this.imageObj.onload = function () {\n",
+       "        if (fig.image_mode === 'full') {\n",
+       "            // Full images could contain transparency (where diff images\n",
+       "            // almost always do), so we need to clear the canvas so that\n",
+       "            // there is no ghosting.\n",
+       "            fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
+       "        }\n",
+       "        fig.context.drawImage(fig.imageObj, 0, 0);\n",
+       "    };\n",
+       "\n",
+       "    this.imageObj.onunload = function () {\n",
+       "        fig.ws.close();\n",
+       "    };\n",
+       "\n",
+       "    this.ws.onmessage = this._make_on_message_function(this);\n",
+       "\n",
+       "    this.ondownload = ondownload;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_header = function () {\n",
+       "    var titlebar = document.createElement('div');\n",
+       "    titlebar.classList =\n",
+       "        'ui-dialog-titlebar ui-widget-header ui-corner-all ui-helper-clearfix';\n",
+       "    var titletext = document.createElement('div');\n",
+       "    titletext.classList = 'ui-dialog-title';\n",
+       "    titletext.setAttribute(\n",
+       "        'style',\n",
+       "        'width: 100%; text-align: center; padding: 3px;'\n",
+       "    );\n",
+       "    titlebar.appendChild(titletext);\n",
+       "    this.root.appendChild(titlebar);\n",
+       "    this.header = titletext;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function (_canvas_div) {};\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function (_canvas_div) {};\n",
+       "\n",
+       "mpl.figure.prototype._init_canvas = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var canvas_div = (this.canvas_div = document.createElement('div'));\n",
+       "    canvas_div.setAttribute(\n",
+       "        'style',\n",
+       "        'border: 1px solid #ddd;' +\n",
+       "            'box-sizing: content-box;' +\n",
+       "            'clear: both;' +\n",
+       "            'min-height: 1px;' +\n",
+       "            'min-width: 1px;' +\n",
+       "            'outline: 0;' +\n",
+       "            'overflow: hidden;' +\n",
+       "            'position: relative;' +\n",
+       "            'resize: both;'\n",
+       "    );\n",
+       "\n",
+       "    function on_keyboard_event_closure(name) {\n",
+       "        return function (event) {\n",
+       "            return fig.key_event(event, name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    canvas_div.addEventListener(\n",
+       "        'keydown',\n",
+       "        on_keyboard_event_closure('key_press')\n",
+       "    );\n",
+       "    canvas_div.addEventListener(\n",
+       "        'keyup',\n",
+       "        on_keyboard_event_closure('key_release')\n",
+       "    );\n",
+       "\n",
+       "    this._canvas_extra_style(canvas_div);\n",
+       "    this.root.appendChild(canvas_div);\n",
+       "\n",
+       "    var canvas = (this.canvas = document.createElement('canvas'));\n",
+       "    canvas.classList.add('mpl-canvas');\n",
+       "    canvas.setAttribute('style', 'box-sizing: content-box;');\n",
+       "\n",
+       "    this.context = canvas.getContext('2d');\n",
+       "\n",
+       "    var backingStore =\n",
+       "        this.context.backingStorePixelRatio ||\n",
+       "        this.context.webkitBackingStorePixelRatio ||\n",
+       "        this.context.mozBackingStorePixelRatio ||\n",
+       "        this.context.msBackingStorePixelRatio ||\n",
+       "        this.context.oBackingStorePixelRatio ||\n",
+       "        this.context.backingStorePixelRatio ||\n",
+       "        1;\n",
+       "\n",
+       "    this.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
+       "\n",
+       "    var rubberband_canvas = (this.rubberband_canvas = document.createElement(\n",
+       "        'canvas'\n",
+       "    ));\n",
+       "    rubberband_canvas.setAttribute(\n",
+       "        'style',\n",
+       "        'box-sizing: content-box; position: absolute; left: 0; top: 0; z-index: 1;'\n",
+       "    );\n",
+       "\n",
+       "    // Apply a ponyfill if ResizeObserver is not implemented by browser.\n",
+       "    if (this.ResizeObserver === undefined) {\n",
+       "        if (window.ResizeObserver !== undefined) {\n",
+       "            this.ResizeObserver = window.ResizeObserver;\n",
+       "        } else {\n",
+       "            var obs = _JSXTOOLS_RESIZE_OBSERVER({});\n",
+       "            this.ResizeObserver = obs.ResizeObserver;\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    this.resizeObserverInstance = new this.ResizeObserver(function (entries) {\n",
+       "        var nentries = entries.length;\n",
+       "        for (var i = 0; i < nentries; i++) {\n",
+       "            var entry = entries[i];\n",
+       "            var width, height;\n",
+       "            if (entry.contentBoxSize) {\n",
+       "                if (entry.contentBoxSize instanceof Array) {\n",
+       "                    // Chrome 84 implements new version of spec.\n",
+       "                    width = entry.contentBoxSize[0].inlineSize;\n",
+       "                    height = entry.contentBoxSize[0].blockSize;\n",
+       "                } else {\n",
+       "                    // Firefox implements old version of spec.\n",
+       "                    width = entry.contentBoxSize.inlineSize;\n",
+       "                    height = entry.contentBoxSize.blockSize;\n",
+       "                }\n",
+       "            } else {\n",
+       "                // Chrome <84 implements even older version of spec.\n",
+       "                width = entry.contentRect.width;\n",
+       "                height = entry.contentRect.height;\n",
+       "            }\n",
+       "\n",
+       "            // Keep the size of the canvas and rubber band canvas in sync with\n",
+       "            // the canvas container.\n",
+       "            if (entry.devicePixelContentBoxSize) {\n",
+       "                // Chrome 84 implements new version of spec.\n",
+       "                canvas.setAttribute(\n",
+       "                    'width',\n",
+       "                    entry.devicePixelContentBoxSize[0].inlineSize\n",
+       "                );\n",
+       "                canvas.setAttribute(\n",
+       "                    'height',\n",
+       "                    entry.devicePixelContentBoxSize[0].blockSize\n",
+       "                );\n",
+       "            } else {\n",
+       "                canvas.setAttribute('width', width * fig.ratio);\n",
+       "                canvas.setAttribute('height', height * fig.ratio);\n",
+       "            }\n",
+       "            canvas.setAttribute(\n",
+       "                'style',\n",
+       "                'width: ' + width + 'px; height: ' + height + 'px;'\n",
+       "            );\n",
+       "\n",
+       "            rubberband_canvas.setAttribute('width', width);\n",
+       "            rubberband_canvas.setAttribute('height', height);\n",
+       "\n",
+       "            // And update the size in Python. We ignore the initial 0/0 size\n",
+       "            // that occurs as the element is placed into the DOM, which should\n",
+       "            // otherwise not happen due to the minimum size styling.\n",
+       "            if (fig.ws.readyState == 1 && width != 0 && height != 0) {\n",
+       "                fig.request_resize(width, height);\n",
+       "            }\n",
+       "        }\n",
+       "    });\n",
+       "    this.resizeObserverInstance.observe(canvas_div);\n",
+       "\n",
+       "    function on_mouse_event_closure(name) {\n",
+       "        return function (event) {\n",
+       "            return fig.mouse_event(event, name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mousedown',\n",
+       "        on_mouse_event_closure('button_press')\n",
+       "    );\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mouseup',\n",
+       "        on_mouse_event_closure('button_release')\n",
+       "    );\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'dblclick',\n",
+       "        on_mouse_event_closure('dblclick')\n",
+       "    );\n",
+       "    // Throttle sequential mouse events to 1 every 20ms.\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mousemove',\n",
+       "        on_mouse_event_closure('motion_notify')\n",
+       "    );\n",
+       "\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mouseenter',\n",
+       "        on_mouse_event_closure('figure_enter')\n",
+       "    );\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mouseleave',\n",
+       "        on_mouse_event_closure('figure_leave')\n",
+       "    );\n",
+       "\n",
+       "    canvas_div.addEventListener('wheel', function (event) {\n",
+       "        if (event.deltaY < 0) {\n",
+       "            event.step = 1;\n",
+       "        } else {\n",
+       "            event.step = -1;\n",
+       "        }\n",
+       "        on_mouse_event_closure('scroll')(event);\n",
+       "    });\n",
+       "\n",
+       "    canvas_div.appendChild(canvas);\n",
+       "    canvas_div.appendChild(rubberband_canvas);\n",
+       "\n",
+       "    this.rubberband_context = rubberband_canvas.getContext('2d');\n",
+       "    this.rubberband_context.strokeStyle = '#000000';\n",
+       "\n",
+       "    this._resize_canvas = function (width, height, forward) {\n",
+       "        if (forward) {\n",
+       "            canvas_div.style.width = width + 'px';\n",
+       "            canvas_div.style.height = height + 'px';\n",
+       "        }\n",
+       "    };\n",
+       "\n",
+       "    // Disable right mouse context menu.\n",
+       "    this.rubberband_canvas.addEventListener('contextmenu', function (_e) {\n",
+       "        event.preventDefault();\n",
+       "        return false;\n",
+       "    });\n",
+       "\n",
+       "    function set_focus() {\n",
+       "        canvas.focus();\n",
+       "        canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    window.setTimeout(set_focus, 100);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var toolbar = document.createElement('div');\n",
+       "    toolbar.classList = 'mpl-toolbar';\n",
+       "    this.root.appendChild(toolbar);\n",
+       "\n",
+       "    function on_click_closure(name) {\n",
+       "        return function (_event) {\n",
+       "            return fig.toolbar_button_onclick(name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    function on_mouseover_closure(tooltip) {\n",
+       "        return function (event) {\n",
+       "            if (!event.currentTarget.disabled) {\n",
+       "                return fig.toolbar_button_onmouseover(tooltip);\n",
+       "            }\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    fig.buttons = {};\n",
+       "    var buttonGroup = document.createElement('div');\n",
+       "    buttonGroup.classList = 'mpl-button-group';\n",
+       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) {\n",
+       "            /* Instead of a spacer, we start a new button group. */\n",
+       "            if (buttonGroup.hasChildNodes()) {\n",
+       "                toolbar.appendChild(buttonGroup);\n",
+       "            }\n",
+       "            buttonGroup = document.createElement('div');\n",
+       "            buttonGroup.classList = 'mpl-button-group';\n",
+       "            continue;\n",
+       "        }\n",
+       "\n",
+       "        var button = (fig.buttons[name] = document.createElement('button'));\n",
+       "        button.classList = 'mpl-widget';\n",
+       "        button.setAttribute('role', 'button');\n",
+       "        button.setAttribute('aria-disabled', 'false');\n",
+       "        button.addEventListener('click', on_click_closure(method_name));\n",
+       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
+       "\n",
+       "        var icon_img = document.createElement('img');\n",
+       "        icon_img.src = '_images/' + image + '.png';\n",
+       "        icon_img.srcset = '_images/' + image + '_large.png 2x';\n",
+       "        icon_img.alt = tooltip;\n",
+       "        button.appendChild(icon_img);\n",
+       "\n",
+       "        buttonGroup.appendChild(button);\n",
+       "    }\n",
+       "\n",
+       "    if (buttonGroup.hasChildNodes()) {\n",
+       "        toolbar.appendChild(buttonGroup);\n",
+       "    }\n",
+       "\n",
+       "    var fmt_picker = document.createElement('select');\n",
+       "    fmt_picker.classList = 'mpl-widget';\n",
+       "    toolbar.appendChild(fmt_picker);\n",
+       "    this.format_dropdown = fmt_picker;\n",
+       "\n",
+       "    for (var ind in mpl.extensions) {\n",
+       "        var fmt = mpl.extensions[ind];\n",
+       "        var option = document.createElement('option');\n",
+       "        option.selected = fmt === mpl.default_extension;\n",
+       "        option.innerHTML = fmt;\n",
+       "        fmt_picker.appendChild(option);\n",
+       "    }\n",
+       "\n",
+       "    var status_bar = document.createElement('span');\n",
+       "    status_bar.classList = 'mpl-message';\n",
+       "    toolbar.appendChild(status_bar);\n",
+       "    this.message = status_bar;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.request_resize = function (x_pixels, y_pixels) {\n",
+       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
+       "    // which will in turn request a refresh of the image.\n",
+       "    this.send_message('resize', { width: x_pixels, height: y_pixels });\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.send_message = function (type, properties) {\n",
+       "    properties['type'] = type;\n",
+       "    properties['figure_id'] = this.id;\n",
+       "    this.ws.send(JSON.stringify(properties));\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.send_draw_message = function () {\n",
+       "    if (!this.waiting) {\n",
+       "        this.waiting = true;\n",
+       "        this.ws.send(JSON.stringify({ type: 'draw', figure_id: this.id }));\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
+       "    var format_dropdown = fig.format_dropdown;\n",
+       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
+       "    fig.ondownload(fig, format);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_resize = function (fig, msg) {\n",
+       "    var size = msg['size'];\n",
+       "    if (size[0] !== fig.canvas.width || size[1] !== fig.canvas.height) {\n",
+       "        fig._resize_canvas(size[0], size[1], msg['forward']);\n",
+       "        fig.send_message('refresh', {});\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_rubberband = function (fig, msg) {\n",
+       "    var x0 = msg['x0'] / fig.ratio;\n",
+       "    var y0 = (fig.canvas.height - msg['y0']) / fig.ratio;\n",
+       "    var x1 = msg['x1'] / fig.ratio;\n",
+       "    var y1 = (fig.canvas.height - msg['y1']) / fig.ratio;\n",
+       "    x0 = Math.floor(x0) + 0.5;\n",
+       "    y0 = Math.floor(y0) + 0.5;\n",
+       "    x1 = Math.floor(x1) + 0.5;\n",
+       "    y1 = Math.floor(y1) + 0.5;\n",
+       "    var min_x = Math.min(x0, x1);\n",
+       "    var min_y = Math.min(y0, y1);\n",
+       "    var width = Math.abs(x1 - x0);\n",
+       "    var height = Math.abs(y1 - y0);\n",
+       "\n",
+       "    fig.rubberband_context.clearRect(\n",
+       "        0,\n",
+       "        0,\n",
+       "        fig.canvas.width / fig.ratio,\n",
+       "        fig.canvas.height / fig.ratio\n",
+       "    );\n",
+       "\n",
+       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_figure_label = function (fig, msg) {\n",
+       "    // Updates the figure title.\n",
+       "    fig.header.textContent = msg['label'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_cursor = function (fig, msg) {\n",
+       "    fig.rubberband_canvas.style.cursor = msg['cursor'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_message = function (fig, msg) {\n",
+       "    fig.message.textContent = msg['message'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_draw = function (fig, _msg) {\n",
+       "    // Request the server to send over a new figure.\n",
+       "    fig.send_draw_message();\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_image_mode = function (fig, msg) {\n",
+       "    fig.image_mode = msg['mode'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_history_buttons = function (fig, msg) {\n",
+       "    for (var key in msg) {\n",
+       "        if (!(key in fig.buttons)) {\n",
+       "            continue;\n",
+       "        }\n",
+       "        fig.buttons[key].disabled = !msg[key];\n",
+       "        fig.buttons[key].setAttribute('aria-disabled', !msg[key]);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_navigate_mode = function (fig, msg) {\n",
+       "    if (msg['mode'] === 'PAN') {\n",
+       "        fig.buttons['Pan'].classList.add('active');\n",
+       "        fig.buttons['Zoom'].classList.remove('active');\n",
+       "    } else if (msg['mode'] === 'ZOOM') {\n",
+       "        fig.buttons['Pan'].classList.remove('active');\n",
+       "        fig.buttons['Zoom'].classList.add('active');\n",
+       "    } else {\n",
+       "        fig.buttons['Pan'].classList.remove('active');\n",
+       "        fig.buttons['Zoom'].classList.remove('active');\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function () {\n",
+       "    // Called whenever the canvas gets updated.\n",
+       "    this.send_message('ack', {});\n",
+       "};\n",
+       "\n",
+       "// A function to construct a web socket function for onmessage handling.\n",
+       "// Called in the figure constructor.\n",
+       "mpl.figure.prototype._make_on_message_function = function (fig) {\n",
+       "    return function socket_on_message(evt) {\n",
+       "        if (evt.data instanceof Blob) {\n",
+       "            var img = evt.data;\n",
+       "            if (img.type !== 'image/png') {\n",
+       "                /* FIXME: We get \"Resource interpreted as Image but\n",
+       "                 * transferred with MIME type text/plain:\" errors on\n",
+       "                 * Chrome.  But how to set the MIME type?  It doesn't seem\n",
+       "                 * to be part of the websocket stream */\n",
+       "                img.type = 'image/png';\n",
+       "            }\n",
+       "\n",
+       "            /* Free the memory for the previous frames */\n",
+       "            if (fig.imageObj.src) {\n",
+       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
+       "                    fig.imageObj.src\n",
+       "                );\n",
+       "            }\n",
+       "\n",
+       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
+       "                img\n",
+       "            );\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        } else if (\n",
+       "            typeof evt.data === 'string' &&\n",
+       "            evt.data.slice(0, 21) === 'data:image/png;base64'\n",
+       "        ) {\n",
+       "            fig.imageObj.src = evt.data;\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        var msg = JSON.parse(evt.data);\n",
+       "        var msg_type = msg['type'];\n",
+       "\n",
+       "        // Call the  \"handle_{type}\" callback, which takes\n",
+       "        // the figure and JSON message as its only arguments.\n",
+       "        try {\n",
+       "            var callback = fig['handle_' + msg_type];\n",
+       "        } catch (e) {\n",
+       "            console.log(\n",
+       "                \"No handler for the '\" + msg_type + \"' message type: \",\n",
+       "                msg\n",
+       "            );\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        if (callback) {\n",
+       "            try {\n",
+       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
+       "                callback(fig, msg);\n",
+       "            } catch (e) {\n",
+       "                console.log(\n",
+       "                    \"Exception inside the 'handler_\" + msg_type + \"' callback:\",\n",
+       "                    e,\n",
+       "                    e.stack,\n",
+       "                    msg\n",
+       "                );\n",
+       "            }\n",
+       "        }\n",
+       "    };\n",
+       "};\n",
+       "\n",
+       "// from https://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
+       "mpl.findpos = function (e) {\n",
+       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
+       "    var targ;\n",
+       "    if (!e) {\n",
+       "        e = window.event;\n",
+       "    }\n",
+       "    if (e.target) {\n",
+       "        targ = e.target;\n",
+       "    } else if (e.srcElement) {\n",
+       "        targ = e.srcElement;\n",
+       "    }\n",
+       "    if (targ.nodeType === 3) {\n",
+       "        // defeat Safari bug\n",
+       "        targ = targ.parentNode;\n",
+       "    }\n",
+       "\n",
+       "    // pageX,Y are the mouse positions relative to the document\n",
+       "    var boundingRect = targ.getBoundingClientRect();\n",
+       "    var x = e.pageX - (boundingRect.left + document.body.scrollLeft);\n",
+       "    var y = e.pageY - (boundingRect.top + document.body.scrollTop);\n",
+       "\n",
+       "    return { x: x, y: y };\n",
+       "};\n",
+       "\n",
+       "/*\n",
+       " * return a copy of an object with only non-object keys\n",
+       " * we need this to avoid circular references\n",
+       " * https://stackoverflow.com/a/24161582/3208463\n",
+       " */\n",
+       "function simpleKeys(original) {\n",
+       "    return Object.keys(original).reduce(function (obj, key) {\n",
+       "        if (typeof original[key] !== 'object') {\n",
+       "            obj[key] = original[key];\n",
+       "        }\n",
+       "        return obj;\n",
+       "    }, {});\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.mouse_event = function (event, name) {\n",
+       "    var canvas_pos = mpl.findpos(event);\n",
+       "\n",
+       "    if (name === 'button_press') {\n",
+       "        this.canvas.focus();\n",
+       "        this.canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    var x = canvas_pos.x * this.ratio;\n",
+       "    var y = canvas_pos.y * this.ratio;\n",
+       "\n",
+       "    this.send_message(name, {\n",
+       "        x: x,\n",
+       "        y: y,\n",
+       "        button: event.button,\n",
+       "        step: event.step,\n",
+       "        guiEvent: simpleKeys(event),\n",
+       "    });\n",
+       "\n",
+       "    /* This prevents the web browser from automatically changing to\n",
+       "     * the text insertion cursor when the button is pressed.  We want\n",
+       "     * to control all of the cursor setting manually through the\n",
+       "     * 'cursor' event from matplotlib */\n",
+       "    event.preventDefault();\n",
+       "    return false;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function (_event, _name) {\n",
+       "    // Handle any extra behaviour associated with a key event\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.key_event = function (event, name) {\n",
+       "    // Prevent repeat events\n",
+       "    if (name === 'key_press') {\n",
+       "        if (event.key === this._key) {\n",
+       "            return;\n",
+       "        } else {\n",
+       "            this._key = event.key;\n",
+       "        }\n",
+       "    }\n",
+       "    if (name === 'key_release') {\n",
+       "        this._key = null;\n",
+       "    }\n",
+       "\n",
+       "    var value = '';\n",
+       "    if (event.ctrlKey && event.key !== 'Control') {\n",
+       "        value += 'ctrl+';\n",
+       "    }\n",
+       "    else if (event.altKey && event.key !== 'Alt') {\n",
+       "        value += 'alt+';\n",
+       "    }\n",
+       "    else if (event.shiftKey && event.key !== 'Shift') {\n",
+       "        value += 'shift+';\n",
+       "    }\n",
+       "\n",
+       "    value += 'k' + event.key;\n",
+       "\n",
+       "    this._key_event_extra(event, name);\n",
+       "\n",
+       "    this.send_message(name, { key: value, guiEvent: simpleKeys(event) });\n",
+       "    return false;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onclick = function (name) {\n",
+       "    if (name === 'download') {\n",
+       "        this.handle_save(this, null);\n",
+       "    } else {\n",
+       "        this.send_message('toolbar_button', { name: name });\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onmouseover = function (tooltip) {\n",
+       "    this.message.textContent = tooltip;\n",
+       "};\n",
+       "\n",
+       "///////////////// REMAINING CONTENT GENERATED BY embed_js.py /////////////////\n",
+       "// prettier-ignore\n",
+       "var _JSXTOOLS_RESIZE_OBSERVER=function(A){var t,i=new WeakMap,n=new WeakMap,a=new WeakMap,r=new WeakMap,o=new Set;function s(e){if(!(this instanceof s))throw new TypeError(\"Constructor requires 'new' operator\");i.set(this,e)}function h(){throw new TypeError(\"Function is not a constructor\")}function c(e,t,i,n){e=0 in arguments?Number(arguments[0]):0,t=1 in arguments?Number(arguments[1]):0,i=2 in arguments?Number(arguments[2]):0,n=3 in arguments?Number(arguments[3]):0,this.right=(this.x=this.left=e)+(this.width=i),this.bottom=(this.y=this.top=t)+(this.height=n),Object.freeze(this)}function d(){t=requestAnimationFrame(d);var s=new WeakMap,p=new Set;o.forEach((function(t){r.get(t).forEach((function(i){var r=t instanceof window.SVGElement,o=a.get(t),d=r?0:parseFloat(o.paddingTop),f=r?0:parseFloat(o.paddingRight),l=r?0:parseFloat(o.paddingBottom),u=r?0:parseFloat(o.paddingLeft),g=r?0:parseFloat(o.borderTopWidth),m=r?0:parseFloat(o.borderRightWidth),w=r?0:parseFloat(o.borderBottomWidth),b=u+f,F=d+l,v=(r?0:parseFloat(o.borderLeftWidth))+m,W=g+w,y=r?0:t.offsetHeight-W-t.clientHeight,E=r?0:t.offsetWidth-v-t.clientWidth,R=b+v,z=F+W,M=r?t.width:parseFloat(o.width)-R-E,O=r?t.height:parseFloat(o.height)-z-y;if(n.has(t)){var k=n.get(t);if(k[0]===M&&k[1]===O)return}n.set(t,[M,O]);var S=Object.create(h.prototype);S.target=t,S.contentRect=new c(u,d,M,O),s.has(i)||(s.set(i,[]),p.add(i)),s.get(i).push(S)}))})),p.forEach((function(e){i.get(e).call(e,s.get(e),e)}))}return s.prototype.observe=function(i){if(i instanceof window.Element){r.has(i)||(r.set(i,new Set),o.add(i),a.set(i,window.getComputedStyle(i)));var n=r.get(i);n.has(this)||n.add(this),cancelAnimationFrame(t),t=requestAnimationFrame(d)}},s.prototype.unobserve=function(i){if(i instanceof window.Element&&r.has(i)){var n=r.get(i);n.has(this)&&(n.delete(this),n.size||(r.delete(i),o.delete(i))),n.size||r.delete(i),o.size||cancelAnimationFrame(t)}},A.DOMRectReadOnly=c,A.ResizeObserver=s,A.ResizeObserverEntry=h,A}; // eslint-disable-line\n",
+       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Left button pans, Right button zooms\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\\nx/y fixes axis\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
+       "\n",
+       "mpl.extensions = [\"eps\", \"jpeg\", \"pgf\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
+       "\n",
+       "mpl.default_extension = \"png\";/* global mpl */\n",
+       "\n",
+       "var comm_websocket_adapter = function (comm) {\n",
+       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
+       "    // object with the appropriate methods. Currently this is a non binary\n",
+       "    // socket, so there is still some room for performance tuning.\n",
+       "    var ws = {};\n",
+       "\n",
+       "    ws.binaryType = comm.kernel.ws.binaryType;\n",
+       "    ws.readyState = comm.kernel.ws.readyState;\n",
+       "    function updateReadyState(_event) {\n",
+       "        if (comm.kernel.ws) {\n",
+       "            ws.readyState = comm.kernel.ws.readyState;\n",
+       "        } else {\n",
+       "            ws.readyState = 3; // Closed state.\n",
+       "        }\n",
+       "    }\n",
+       "    comm.kernel.ws.addEventListener('open', updateReadyState);\n",
+       "    comm.kernel.ws.addEventListener('close', updateReadyState);\n",
+       "    comm.kernel.ws.addEventListener('error', updateReadyState);\n",
+       "\n",
+       "    ws.close = function () {\n",
+       "        comm.close();\n",
+       "    };\n",
+       "    ws.send = function (m) {\n",
+       "        //console.log('sending', m);\n",
+       "        comm.send(m);\n",
+       "    };\n",
+       "    // Register the callback with on_msg.\n",
+       "    comm.on_msg(function (msg) {\n",
+       "        //console.log('receiving', msg['content']['data'], msg);\n",
+       "        var data = msg['content']['data'];\n",
+       "        if (data['blob'] !== undefined) {\n",
+       "            data = {\n",
+       "                data: new Blob(msg['buffers'], { type: data['blob'] }),\n",
+       "            };\n",
+       "        }\n",
+       "        // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
+       "        ws.onmessage(data);\n",
+       "    });\n",
+       "    return ws;\n",
+       "};\n",
+       "\n",
+       "mpl.mpl_figure_comm = function (comm, msg) {\n",
+       "    // This is the function which gets called when the mpl process\n",
+       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
+       "\n",
+       "    var id = msg.content.data.id;\n",
+       "    // Get hold of the div created by the display call when the Comm\n",
+       "    // socket was opened in Python.\n",
+       "    var element = document.getElementById(id);\n",
+       "    var ws_proxy = comm_websocket_adapter(comm);\n",
+       "\n",
+       "    function ondownload(figure, _format) {\n",
+       "        window.open(figure.canvas.toDataURL());\n",
+       "    }\n",
+       "\n",
+       "    var fig = new mpl.figure(id, ws_proxy, ondownload, element);\n",
+       "\n",
+       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
+       "    // web socket which is closed, not our websocket->open comm proxy.\n",
+       "    ws_proxy.onopen();\n",
+       "\n",
+       "    fig.parent_element = element;\n",
+       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
+       "    if (!fig.cell_info) {\n",
+       "        console.error('Failed to find cell for figure', id, fig);\n",
+       "        return;\n",
+       "    }\n",
+       "    fig.cell_info[0].output_area.element.on(\n",
+       "        'cleared',\n",
+       "        { fig: fig },\n",
+       "        fig._remove_fig_handler\n",
+       "    );\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_close = function (fig, msg) {\n",
+       "    var width = fig.canvas.width / fig.ratio;\n",
+       "    fig.cell_info[0].output_area.element.off(\n",
+       "        'cleared',\n",
+       "        fig._remove_fig_handler\n",
+       "    );\n",
+       "    fig.resizeObserverInstance.unobserve(fig.canvas_div);\n",
+       "\n",
+       "    // Update the output cell to use the data from the current canvas.\n",
+       "    fig.push_to_output();\n",
+       "    var dataURL = fig.canvas.toDataURL();\n",
+       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
+       "    // the notebook keyboard shortcuts fail.\n",
+       "    IPython.keyboard_manager.enable();\n",
+       "    fig.parent_element.innerHTML =\n",
+       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
+       "    fig.close_ws(fig, msg);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.close_ws = function (fig, msg) {\n",
+       "    fig.send_message('closing', msg);\n",
+       "    // fig.ws.close()\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.push_to_output = function (_remove_interactive) {\n",
+       "    // Turn the data on the canvas into data in the output cell.\n",
+       "    var width = this.canvas.width / this.ratio;\n",
+       "    var dataURL = this.canvas.toDataURL();\n",
+       "    this.cell_info[1]['text/html'] =\n",
+       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function () {\n",
+       "    // Tell IPython that the notebook contents must change.\n",
+       "    IPython.notebook.set_dirty(true);\n",
+       "    this.send_message('ack', {});\n",
+       "    var fig = this;\n",
+       "    // Wait a second, then push the new image to the DOM so\n",
+       "    // that it is saved nicely (might be nice to debounce this).\n",
+       "    setTimeout(function () {\n",
+       "        fig.push_to_output();\n",
+       "    }, 1000);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var toolbar = document.createElement('div');\n",
+       "    toolbar.classList = 'btn-toolbar';\n",
+       "    this.root.appendChild(toolbar);\n",
+       "\n",
+       "    function on_click_closure(name) {\n",
+       "        return function (_event) {\n",
+       "            return fig.toolbar_button_onclick(name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    function on_mouseover_closure(tooltip) {\n",
+       "        return function (event) {\n",
+       "            if (!event.currentTarget.disabled) {\n",
+       "                return fig.toolbar_button_onmouseover(tooltip);\n",
+       "            }\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    fig.buttons = {};\n",
+       "    var buttonGroup = document.createElement('div');\n",
+       "    buttonGroup.classList = 'btn-group';\n",
+       "    var button;\n",
+       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) {\n",
+       "            /* Instead of a spacer, we start a new button group. */\n",
+       "            if (buttonGroup.hasChildNodes()) {\n",
+       "                toolbar.appendChild(buttonGroup);\n",
+       "            }\n",
+       "            buttonGroup = document.createElement('div');\n",
+       "            buttonGroup.classList = 'btn-group';\n",
+       "            continue;\n",
+       "        }\n",
+       "\n",
+       "        button = fig.buttons[name] = document.createElement('button');\n",
+       "        button.classList = 'btn btn-default';\n",
+       "        button.href = '#';\n",
+       "        button.title = name;\n",
+       "        button.innerHTML = '<i class=\"fa ' + image + ' fa-lg\"></i>';\n",
+       "        button.addEventListener('click', on_click_closure(method_name));\n",
+       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
+       "        buttonGroup.appendChild(button);\n",
+       "    }\n",
+       "\n",
+       "    if (buttonGroup.hasChildNodes()) {\n",
+       "        toolbar.appendChild(buttonGroup);\n",
+       "    }\n",
+       "\n",
+       "    // Add the status bar.\n",
+       "    var status_bar = document.createElement('span');\n",
+       "    status_bar.classList = 'mpl-message pull-right';\n",
+       "    toolbar.appendChild(status_bar);\n",
+       "    this.message = status_bar;\n",
+       "\n",
+       "    // Add the close button to the window.\n",
+       "    var buttongrp = document.createElement('div');\n",
+       "    buttongrp.classList = 'btn-group inline pull-right';\n",
+       "    button = document.createElement('button');\n",
+       "    button.classList = 'btn btn-mini btn-primary';\n",
+       "    button.href = '#';\n",
+       "    button.title = 'Stop Interaction';\n",
+       "    button.innerHTML = '<i class=\"fa fa-power-off icon-remove icon-large\"></i>';\n",
+       "    button.addEventListener('click', function (_evt) {\n",
+       "        fig.handle_close(fig, {});\n",
+       "    });\n",
+       "    button.addEventListener(\n",
+       "        'mouseover',\n",
+       "        on_mouseover_closure('Stop Interaction')\n",
+       "    );\n",
+       "    buttongrp.appendChild(button);\n",
+       "    var titlebar = this.root.querySelector('.ui-dialog-titlebar');\n",
+       "    titlebar.insertBefore(buttongrp, titlebar.firstChild);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._remove_fig_handler = function (event) {\n",
+       "    var fig = event.data.fig;\n",
+       "    if (event.target !== this) {\n",
+       "        // Ignore bubbled events from children.\n",
+       "        return;\n",
+       "    }\n",
+       "    fig.close_ws(fig, {});\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function (el) {\n",
+       "    el.style.boxSizing = 'content-box'; // override notebook setting of border-box.\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function (el) {\n",
+       "    // this is important to make the div 'focusable\n",
+       "    el.setAttribute('tabindex', 0);\n",
+       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
+       "    // off when our div gets focus\n",
+       "\n",
+       "    // location in version 3\n",
+       "    if (IPython.notebook.keyboard_manager) {\n",
+       "        IPython.notebook.keyboard_manager.register_events(el);\n",
+       "    } else {\n",
+       "        // location in version 2\n",
+       "        IPython.keyboard_manager.register_events(el);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function (event, _name) {\n",
+       "    // Check for shift+enter\n",
+       "    if (event.shiftKey && event.which === 13) {\n",
+       "        this.canvas_div.blur();\n",
+       "        // select the cell after this one\n",
+       "        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
+       "        IPython.notebook.select(index + 1);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
+       "    fig.ondownload(fig, null);\n",
+       "};\n",
+       "\n",
+       "mpl.find_output_cell = function (html_output) {\n",
+       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
+       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
+       "    // IPython event is triggered only after the cells have been serialised, which for\n",
+       "    // our purposes (turning an active figure into a static one), is too late.\n",
+       "    var cells = IPython.notebook.get_cells();\n",
+       "    var ncells = cells.length;\n",
+       "    for (var i = 0; i < ncells; i++) {\n",
+       "        var cell = cells[i];\n",
+       "        if (cell.cell_type === 'code') {\n",
+       "            for (var j = 0; j < cell.output_area.outputs.length; j++) {\n",
+       "                var data = cell.output_area.outputs[j];\n",
+       "                if (data.data) {\n",
+       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
+       "                    data = data.data;\n",
+       "                }\n",
+       "                if (data['text/html'] === html_output) {\n",
+       "                    return [cell, data, j];\n",
+       "                }\n",
+       "            }\n",
+       "        }\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "// Register the function which deals with the matplotlib target/channel.\n",
+       "// The kernel may be null if the page has been refreshed.\n",
+       "if (IPython.notebook.kernel !== null) {\n",
+       "    IPython.notebook.kernel.comm_manager.register_target(\n",
+       "        'matplotlib',\n",
+       "        mpl.mpl_figure_comm\n",
+       "    );\n",
+       "}\n"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Javascript object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<img 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\" width=\"640\">"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/javascript": [
+       "/* Put everything inside the global mpl namespace */\n",
+       "/* global mpl */\n",
+       "window.mpl = {};\n",
+       "\n",
+       "mpl.get_websocket_type = function () {\n",
+       "    if (typeof WebSocket !== 'undefined') {\n",
+       "        return WebSocket;\n",
+       "    } else if (typeof MozWebSocket !== 'undefined') {\n",
+       "        return MozWebSocket;\n",
+       "    } else {\n",
+       "        alert(\n",
+       "            'Your browser does not have WebSocket support. ' +\n",
+       "                'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
+       "                'Firefox 4 and 5 are also supported but you ' +\n",
+       "                'have to enable WebSockets in about:config.'\n",
+       "        );\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure = function (figure_id, websocket, ondownload, parent_element) {\n",
+       "    this.id = figure_id;\n",
+       "\n",
+       "    this.ws = websocket;\n",
+       "\n",
+       "    this.supports_binary = this.ws.binaryType !== undefined;\n",
+       "\n",
+       "    if (!this.supports_binary) {\n",
+       "        var warnings = document.getElementById('mpl-warnings');\n",
+       "        if (warnings) {\n",
+       "            warnings.style.display = 'block';\n",
+       "            warnings.textContent =\n",
+       "                'This browser does not support binary websocket messages. ' +\n",
+       "                'Performance may be slow.';\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    this.imageObj = new Image();\n",
+       "\n",
+       "    this.context = undefined;\n",
+       "    this.message = undefined;\n",
+       "    this.canvas = undefined;\n",
+       "    this.rubberband_canvas = undefined;\n",
+       "    this.rubberband_context = undefined;\n",
+       "    this.format_dropdown = undefined;\n",
+       "\n",
+       "    this.image_mode = 'full';\n",
+       "\n",
+       "    this.root = document.createElement('div');\n",
+       "    this.root.setAttribute('style', 'display: inline-block');\n",
+       "    this._root_extra_style(this.root);\n",
+       "\n",
+       "    parent_element.appendChild(this.root);\n",
+       "\n",
+       "    this._init_header(this);\n",
+       "    this._init_canvas(this);\n",
+       "    this._init_toolbar(this);\n",
+       "\n",
+       "    var fig = this;\n",
+       "\n",
+       "    this.waiting = false;\n",
+       "\n",
+       "    this.ws.onopen = function () {\n",
+       "        fig.send_message('supports_binary', { value: fig.supports_binary });\n",
+       "        fig.send_message('send_image_mode', {});\n",
+       "        if (fig.ratio !== 1) {\n",
+       "            fig.send_message('set_device_pixel_ratio', {\n",
+       "                device_pixel_ratio: fig.ratio,\n",
+       "            });\n",
+       "        }\n",
+       "        fig.send_message('refresh', {});\n",
+       "    };\n",
+       "\n",
+       "    this.imageObj.onload = function () {\n",
+       "        if (fig.image_mode === 'full') {\n",
+       "            // Full images could contain transparency (where diff images\n",
+       "            // almost always do), so we need to clear the canvas so that\n",
+       "            // there is no ghosting.\n",
+       "            fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
+       "        }\n",
+       "        fig.context.drawImage(fig.imageObj, 0, 0);\n",
+       "    };\n",
+       "\n",
+       "    this.imageObj.onunload = function () {\n",
+       "        fig.ws.close();\n",
+       "    };\n",
+       "\n",
+       "    this.ws.onmessage = this._make_on_message_function(this);\n",
+       "\n",
+       "    this.ondownload = ondownload;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_header = function () {\n",
+       "    var titlebar = document.createElement('div');\n",
+       "    titlebar.classList =\n",
+       "        'ui-dialog-titlebar ui-widget-header ui-corner-all ui-helper-clearfix';\n",
+       "    var titletext = document.createElement('div');\n",
+       "    titletext.classList = 'ui-dialog-title';\n",
+       "    titletext.setAttribute(\n",
+       "        'style',\n",
+       "        'width: 100%; text-align: center; padding: 3px;'\n",
+       "    );\n",
+       "    titlebar.appendChild(titletext);\n",
+       "    this.root.appendChild(titlebar);\n",
+       "    this.header = titletext;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function (_canvas_div) {};\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function (_canvas_div) {};\n",
+       "\n",
+       "mpl.figure.prototype._init_canvas = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var canvas_div = (this.canvas_div = document.createElement('div'));\n",
+       "    canvas_div.setAttribute(\n",
+       "        'style',\n",
+       "        'border: 1px solid #ddd;' +\n",
+       "            'box-sizing: content-box;' +\n",
+       "            'clear: both;' +\n",
+       "            'min-height: 1px;' +\n",
+       "            'min-width: 1px;' +\n",
+       "            'outline: 0;' +\n",
+       "            'overflow: hidden;' +\n",
+       "            'position: relative;' +\n",
+       "            'resize: both;'\n",
+       "    );\n",
+       "\n",
+       "    function on_keyboard_event_closure(name) {\n",
+       "        return function (event) {\n",
+       "            return fig.key_event(event, name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    canvas_div.addEventListener(\n",
+       "        'keydown',\n",
+       "        on_keyboard_event_closure('key_press')\n",
+       "    );\n",
+       "    canvas_div.addEventListener(\n",
+       "        'keyup',\n",
+       "        on_keyboard_event_closure('key_release')\n",
+       "    );\n",
+       "\n",
+       "    this._canvas_extra_style(canvas_div);\n",
+       "    this.root.appendChild(canvas_div);\n",
+       "\n",
+       "    var canvas = (this.canvas = document.createElement('canvas'));\n",
+       "    canvas.classList.add('mpl-canvas');\n",
+       "    canvas.setAttribute('style', 'box-sizing: content-box;');\n",
+       "\n",
+       "    this.context = canvas.getContext('2d');\n",
+       "\n",
+       "    var backingStore =\n",
+       "        this.context.backingStorePixelRatio ||\n",
+       "        this.context.webkitBackingStorePixelRatio ||\n",
+       "        this.context.mozBackingStorePixelRatio ||\n",
+       "        this.context.msBackingStorePixelRatio ||\n",
+       "        this.context.oBackingStorePixelRatio ||\n",
+       "        this.context.backingStorePixelRatio ||\n",
+       "        1;\n",
+       "\n",
+       "    this.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
+       "\n",
+       "    var rubberband_canvas = (this.rubberband_canvas = document.createElement(\n",
+       "        'canvas'\n",
+       "    ));\n",
+       "    rubberband_canvas.setAttribute(\n",
+       "        'style',\n",
+       "        'box-sizing: content-box; position: absolute; left: 0; top: 0; z-index: 1;'\n",
+       "    );\n",
+       "\n",
+       "    // Apply a ponyfill if ResizeObserver is not implemented by browser.\n",
+       "    if (this.ResizeObserver === undefined) {\n",
+       "        if (window.ResizeObserver !== undefined) {\n",
+       "            this.ResizeObserver = window.ResizeObserver;\n",
+       "        } else {\n",
+       "            var obs = _JSXTOOLS_RESIZE_OBSERVER({});\n",
+       "            this.ResizeObserver = obs.ResizeObserver;\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    this.resizeObserverInstance = new this.ResizeObserver(function (entries) {\n",
+       "        var nentries = entries.length;\n",
+       "        for (var i = 0; i < nentries; i++) {\n",
+       "            var entry = entries[i];\n",
+       "            var width, height;\n",
+       "            if (entry.contentBoxSize) {\n",
+       "                if (entry.contentBoxSize instanceof Array) {\n",
+       "                    // Chrome 84 implements new version of spec.\n",
+       "                    width = entry.contentBoxSize[0].inlineSize;\n",
+       "                    height = entry.contentBoxSize[0].blockSize;\n",
+       "                } else {\n",
+       "                    // Firefox implements old version of spec.\n",
+       "                    width = entry.contentBoxSize.inlineSize;\n",
+       "                    height = entry.contentBoxSize.blockSize;\n",
+       "                }\n",
+       "            } else {\n",
+       "                // Chrome <84 implements even older version of spec.\n",
+       "                width = entry.contentRect.width;\n",
+       "                height = entry.contentRect.height;\n",
+       "            }\n",
+       "\n",
+       "            // Keep the size of the canvas and rubber band canvas in sync with\n",
+       "            // the canvas container.\n",
+       "            if (entry.devicePixelContentBoxSize) {\n",
+       "                // Chrome 84 implements new version of spec.\n",
+       "                canvas.setAttribute(\n",
+       "                    'width',\n",
+       "                    entry.devicePixelContentBoxSize[0].inlineSize\n",
+       "                );\n",
+       "                canvas.setAttribute(\n",
+       "                    'height',\n",
+       "                    entry.devicePixelContentBoxSize[0].blockSize\n",
+       "                );\n",
+       "            } else {\n",
+       "                canvas.setAttribute('width', width * fig.ratio);\n",
+       "                canvas.setAttribute('height', height * fig.ratio);\n",
+       "            }\n",
+       "            canvas.setAttribute(\n",
+       "                'style',\n",
+       "                'width: ' + width + 'px; height: ' + height + 'px;'\n",
+       "            );\n",
+       "\n",
+       "            rubberband_canvas.setAttribute('width', width);\n",
+       "            rubberband_canvas.setAttribute('height', height);\n",
+       "\n",
+       "            // And update the size in Python. We ignore the initial 0/0 size\n",
+       "            // that occurs as the element is placed into the DOM, which should\n",
+       "            // otherwise not happen due to the minimum size styling.\n",
+       "            if (fig.ws.readyState == 1 && width != 0 && height != 0) {\n",
+       "                fig.request_resize(width, height);\n",
+       "            }\n",
+       "        }\n",
+       "    });\n",
+       "    this.resizeObserverInstance.observe(canvas_div);\n",
+       "\n",
+       "    function on_mouse_event_closure(name) {\n",
+       "        return function (event) {\n",
+       "            return fig.mouse_event(event, name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mousedown',\n",
+       "        on_mouse_event_closure('button_press')\n",
+       "    );\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mouseup',\n",
+       "        on_mouse_event_closure('button_release')\n",
+       "    );\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'dblclick',\n",
+       "        on_mouse_event_closure('dblclick')\n",
+       "    );\n",
+       "    // Throttle sequential mouse events to 1 every 20ms.\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mousemove',\n",
+       "        on_mouse_event_closure('motion_notify')\n",
+       "    );\n",
+       "\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mouseenter',\n",
+       "        on_mouse_event_closure('figure_enter')\n",
+       "    );\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mouseleave',\n",
+       "        on_mouse_event_closure('figure_leave')\n",
+       "    );\n",
+       "\n",
+       "    canvas_div.addEventListener('wheel', function (event) {\n",
+       "        if (event.deltaY < 0) {\n",
+       "            event.step = 1;\n",
+       "        } else {\n",
+       "            event.step = -1;\n",
+       "        }\n",
+       "        on_mouse_event_closure('scroll')(event);\n",
+       "    });\n",
+       "\n",
+       "    canvas_div.appendChild(canvas);\n",
+       "    canvas_div.appendChild(rubberband_canvas);\n",
+       "\n",
+       "    this.rubberband_context = rubberband_canvas.getContext('2d');\n",
+       "    this.rubberband_context.strokeStyle = '#000000';\n",
+       "\n",
+       "    this._resize_canvas = function (width, height, forward) {\n",
+       "        if (forward) {\n",
+       "            canvas_div.style.width = width + 'px';\n",
+       "            canvas_div.style.height = height + 'px';\n",
+       "        }\n",
+       "    };\n",
+       "\n",
+       "    // Disable right mouse context menu.\n",
+       "    this.rubberband_canvas.addEventListener('contextmenu', function (_e) {\n",
+       "        event.preventDefault();\n",
+       "        return false;\n",
+       "    });\n",
+       "\n",
+       "    function set_focus() {\n",
+       "        canvas.focus();\n",
+       "        canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    window.setTimeout(set_focus, 100);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var toolbar = document.createElement('div');\n",
+       "    toolbar.classList = 'mpl-toolbar';\n",
+       "    this.root.appendChild(toolbar);\n",
+       "\n",
+       "    function on_click_closure(name) {\n",
+       "        return function (_event) {\n",
+       "            return fig.toolbar_button_onclick(name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    function on_mouseover_closure(tooltip) {\n",
+       "        return function (event) {\n",
+       "            if (!event.currentTarget.disabled) {\n",
+       "                return fig.toolbar_button_onmouseover(tooltip);\n",
+       "            }\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    fig.buttons = {};\n",
+       "    var buttonGroup = document.createElement('div');\n",
+       "    buttonGroup.classList = 'mpl-button-group';\n",
+       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) {\n",
+       "            /* Instead of a spacer, we start a new button group. */\n",
+       "            if (buttonGroup.hasChildNodes()) {\n",
+       "                toolbar.appendChild(buttonGroup);\n",
+       "            }\n",
+       "            buttonGroup = document.createElement('div');\n",
+       "            buttonGroup.classList = 'mpl-button-group';\n",
+       "            continue;\n",
+       "        }\n",
+       "\n",
+       "        var button = (fig.buttons[name] = document.createElement('button'));\n",
+       "        button.classList = 'mpl-widget';\n",
+       "        button.setAttribute('role', 'button');\n",
+       "        button.setAttribute('aria-disabled', 'false');\n",
+       "        button.addEventListener('click', on_click_closure(method_name));\n",
+       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
+       "\n",
+       "        var icon_img = document.createElement('img');\n",
+       "        icon_img.src = '_images/' + image + '.png';\n",
+       "        icon_img.srcset = '_images/' + image + '_large.png 2x';\n",
+       "        icon_img.alt = tooltip;\n",
+       "        button.appendChild(icon_img);\n",
+       "\n",
+       "        buttonGroup.appendChild(button);\n",
+       "    }\n",
+       "\n",
+       "    if (buttonGroup.hasChildNodes()) {\n",
+       "        toolbar.appendChild(buttonGroup);\n",
+       "    }\n",
+       "\n",
+       "    var fmt_picker = document.createElement('select');\n",
+       "    fmt_picker.classList = 'mpl-widget';\n",
+       "    toolbar.appendChild(fmt_picker);\n",
+       "    this.format_dropdown = fmt_picker;\n",
+       "\n",
+       "    for (var ind in mpl.extensions) {\n",
+       "        var fmt = mpl.extensions[ind];\n",
+       "        var option = document.createElement('option');\n",
+       "        option.selected = fmt === mpl.default_extension;\n",
+       "        option.innerHTML = fmt;\n",
+       "        fmt_picker.appendChild(option);\n",
+       "    }\n",
+       "\n",
+       "    var status_bar = document.createElement('span');\n",
+       "    status_bar.classList = 'mpl-message';\n",
+       "    toolbar.appendChild(status_bar);\n",
+       "    this.message = status_bar;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.request_resize = function (x_pixels, y_pixels) {\n",
+       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
+       "    // which will in turn request a refresh of the image.\n",
+       "    this.send_message('resize', { width: x_pixels, height: y_pixels });\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.send_message = function (type, properties) {\n",
+       "    properties['type'] = type;\n",
+       "    properties['figure_id'] = this.id;\n",
+       "    this.ws.send(JSON.stringify(properties));\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.send_draw_message = function () {\n",
+       "    if (!this.waiting) {\n",
+       "        this.waiting = true;\n",
+       "        this.ws.send(JSON.stringify({ type: 'draw', figure_id: this.id }));\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
+       "    var format_dropdown = fig.format_dropdown;\n",
+       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
+       "    fig.ondownload(fig, format);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_resize = function (fig, msg) {\n",
+       "    var size = msg['size'];\n",
+       "    if (size[0] !== fig.canvas.width || size[1] !== fig.canvas.height) {\n",
+       "        fig._resize_canvas(size[0], size[1], msg['forward']);\n",
+       "        fig.send_message('refresh', {});\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_rubberband = function (fig, msg) {\n",
+       "    var x0 = msg['x0'] / fig.ratio;\n",
+       "    var y0 = (fig.canvas.height - msg['y0']) / fig.ratio;\n",
+       "    var x1 = msg['x1'] / fig.ratio;\n",
+       "    var y1 = (fig.canvas.height - msg['y1']) / fig.ratio;\n",
+       "    x0 = Math.floor(x0) + 0.5;\n",
+       "    y0 = Math.floor(y0) + 0.5;\n",
+       "    x1 = Math.floor(x1) + 0.5;\n",
+       "    y1 = Math.floor(y1) + 0.5;\n",
+       "    var min_x = Math.min(x0, x1);\n",
+       "    var min_y = Math.min(y0, y1);\n",
+       "    var width = Math.abs(x1 - x0);\n",
+       "    var height = Math.abs(y1 - y0);\n",
+       "\n",
+       "    fig.rubberband_context.clearRect(\n",
+       "        0,\n",
+       "        0,\n",
+       "        fig.canvas.width / fig.ratio,\n",
+       "        fig.canvas.height / fig.ratio\n",
+       "    );\n",
+       "\n",
+       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_figure_label = function (fig, msg) {\n",
+       "    // Updates the figure title.\n",
+       "    fig.header.textContent = msg['label'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_cursor = function (fig, msg) {\n",
+       "    fig.rubberband_canvas.style.cursor = msg['cursor'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_message = function (fig, msg) {\n",
+       "    fig.message.textContent = msg['message'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_draw = function (fig, _msg) {\n",
+       "    // Request the server to send over a new figure.\n",
+       "    fig.send_draw_message();\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_image_mode = function (fig, msg) {\n",
+       "    fig.image_mode = msg['mode'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_history_buttons = function (fig, msg) {\n",
+       "    for (var key in msg) {\n",
+       "        if (!(key in fig.buttons)) {\n",
+       "            continue;\n",
+       "        }\n",
+       "        fig.buttons[key].disabled = !msg[key];\n",
+       "        fig.buttons[key].setAttribute('aria-disabled', !msg[key]);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_navigate_mode = function (fig, msg) {\n",
+       "    if (msg['mode'] === 'PAN') {\n",
+       "        fig.buttons['Pan'].classList.add('active');\n",
+       "        fig.buttons['Zoom'].classList.remove('active');\n",
+       "    } else if (msg['mode'] === 'ZOOM') {\n",
+       "        fig.buttons['Pan'].classList.remove('active');\n",
+       "        fig.buttons['Zoom'].classList.add('active');\n",
+       "    } else {\n",
+       "        fig.buttons['Pan'].classList.remove('active');\n",
+       "        fig.buttons['Zoom'].classList.remove('active');\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function () {\n",
+       "    // Called whenever the canvas gets updated.\n",
+       "    this.send_message('ack', {});\n",
+       "};\n",
+       "\n",
+       "// A function to construct a web socket function for onmessage handling.\n",
+       "// Called in the figure constructor.\n",
+       "mpl.figure.prototype._make_on_message_function = function (fig) {\n",
+       "    return function socket_on_message(evt) {\n",
+       "        if (evt.data instanceof Blob) {\n",
+       "            var img = evt.data;\n",
+       "            if (img.type !== 'image/png') {\n",
+       "                /* FIXME: We get \"Resource interpreted as Image but\n",
+       "                 * transferred with MIME type text/plain:\" errors on\n",
+       "                 * Chrome.  But how to set the MIME type?  It doesn't seem\n",
+       "                 * to be part of the websocket stream */\n",
+       "                img.type = 'image/png';\n",
+       "            }\n",
+       "\n",
+       "            /* Free the memory for the previous frames */\n",
+       "            if (fig.imageObj.src) {\n",
+       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
+       "                    fig.imageObj.src\n",
+       "                );\n",
+       "            }\n",
+       "\n",
+       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
+       "                img\n",
+       "            );\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        } else if (\n",
+       "            typeof evt.data === 'string' &&\n",
+       "            evt.data.slice(0, 21) === 'data:image/png;base64'\n",
+       "        ) {\n",
+       "            fig.imageObj.src = evt.data;\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        var msg = JSON.parse(evt.data);\n",
+       "        var msg_type = msg['type'];\n",
+       "\n",
+       "        // Call the  \"handle_{type}\" callback, which takes\n",
+       "        // the figure and JSON message as its only arguments.\n",
+       "        try {\n",
+       "            var callback = fig['handle_' + msg_type];\n",
+       "        } catch (e) {\n",
+       "            console.log(\n",
+       "                \"No handler for the '\" + msg_type + \"' message type: \",\n",
+       "                msg\n",
+       "            );\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        if (callback) {\n",
+       "            try {\n",
+       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
+       "                callback(fig, msg);\n",
+       "            } catch (e) {\n",
+       "                console.log(\n",
+       "                    \"Exception inside the 'handler_\" + msg_type + \"' callback:\",\n",
+       "                    e,\n",
+       "                    e.stack,\n",
+       "                    msg\n",
+       "                );\n",
+       "            }\n",
+       "        }\n",
+       "    };\n",
+       "};\n",
+       "\n",
+       "// from https://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
+       "mpl.findpos = function (e) {\n",
+       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
+       "    var targ;\n",
+       "    if (!e) {\n",
+       "        e = window.event;\n",
+       "    }\n",
+       "    if (e.target) {\n",
+       "        targ = e.target;\n",
+       "    } else if (e.srcElement) {\n",
+       "        targ = e.srcElement;\n",
+       "    }\n",
+       "    if (targ.nodeType === 3) {\n",
+       "        // defeat Safari bug\n",
+       "        targ = targ.parentNode;\n",
+       "    }\n",
+       "\n",
+       "    // pageX,Y are the mouse positions relative to the document\n",
+       "    var boundingRect = targ.getBoundingClientRect();\n",
+       "    var x = e.pageX - (boundingRect.left + document.body.scrollLeft);\n",
+       "    var y = e.pageY - (boundingRect.top + document.body.scrollTop);\n",
+       "\n",
+       "    return { x: x, y: y };\n",
+       "};\n",
+       "\n",
+       "/*\n",
+       " * return a copy of an object with only non-object keys\n",
+       " * we need this to avoid circular references\n",
+       " * https://stackoverflow.com/a/24161582/3208463\n",
+       " */\n",
+       "function simpleKeys(original) {\n",
+       "    return Object.keys(original).reduce(function (obj, key) {\n",
+       "        if (typeof original[key] !== 'object') {\n",
+       "            obj[key] = original[key];\n",
+       "        }\n",
+       "        return obj;\n",
+       "    }, {});\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.mouse_event = function (event, name) {\n",
+       "    var canvas_pos = mpl.findpos(event);\n",
+       "\n",
+       "    if (name === 'button_press') {\n",
+       "        this.canvas.focus();\n",
+       "        this.canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    var x = canvas_pos.x * this.ratio;\n",
+       "    var y = canvas_pos.y * this.ratio;\n",
+       "\n",
+       "    this.send_message(name, {\n",
+       "        x: x,\n",
+       "        y: y,\n",
+       "        button: event.button,\n",
+       "        step: event.step,\n",
+       "        guiEvent: simpleKeys(event),\n",
+       "    });\n",
+       "\n",
+       "    /* This prevents the web browser from automatically changing to\n",
+       "     * the text insertion cursor when the button is pressed.  We want\n",
+       "     * to control all of the cursor setting manually through the\n",
+       "     * 'cursor' event from matplotlib */\n",
+       "    event.preventDefault();\n",
+       "    return false;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function (_event, _name) {\n",
+       "    // Handle any extra behaviour associated with a key event\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.key_event = function (event, name) {\n",
+       "    // Prevent repeat events\n",
+       "    if (name === 'key_press') {\n",
+       "        if (event.key === this._key) {\n",
+       "            return;\n",
+       "        } else {\n",
+       "            this._key = event.key;\n",
+       "        }\n",
+       "    }\n",
+       "    if (name === 'key_release') {\n",
+       "        this._key = null;\n",
+       "    }\n",
+       "\n",
+       "    var value = '';\n",
+       "    if (event.ctrlKey && event.key !== 'Control') {\n",
+       "        value += 'ctrl+';\n",
+       "    }\n",
+       "    else if (event.altKey && event.key !== 'Alt') {\n",
+       "        value += 'alt+';\n",
+       "    }\n",
+       "    else if (event.shiftKey && event.key !== 'Shift') {\n",
+       "        value += 'shift+';\n",
+       "    }\n",
+       "\n",
+       "    value += 'k' + event.key;\n",
+       "\n",
+       "    this._key_event_extra(event, name);\n",
+       "\n",
+       "    this.send_message(name, { key: value, guiEvent: simpleKeys(event) });\n",
+       "    return false;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onclick = function (name) {\n",
+       "    if (name === 'download') {\n",
+       "        this.handle_save(this, null);\n",
+       "    } else {\n",
+       "        this.send_message('toolbar_button', { name: name });\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onmouseover = function (tooltip) {\n",
+       "    this.message.textContent = tooltip;\n",
+       "};\n",
+       "\n",
+       "///////////////// REMAINING CONTENT GENERATED BY embed_js.py /////////////////\n",
+       "// prettier-ignore\n",
+       "var _JSXTOOLS_RESIZE_OBSERVER=function(A){var t,i=new WeakMap,n=new WeakMap,a=new WeakMap,r=new WeakMap,o=new Set;function s(e){if(!(this instanceof s))throw new TypeError(\"Constructor requires 'new' operator\");i.set(this,e)}function h(){throw new TypeError(\"Function is not a constructor\")}function c(e,t,i,n){e=0 in arguments?Number(arguments[0]):0,t=1 in arguments?Number(arguments[1]):0,i=2 in arguments?Number(arguments[2]):0,n=3 in arguments?Number(arguments[3]):0,this.right=(this.x=this.left=e)+(this.width=i),this.bottom=(this.y=this.top=t)+(this.height=n),Object.freeze(this)}function d(){t=requestAnimationFrame(d);var s=new WeakMap,p=new Set;o.forEach((function(t){r.get(t).forEach((function(i){var r=t instanceof window.SVGElement,o=a.get(t),d=r?0:parseFloat(o.paddingTop),f=r?0:parseFloat(o.paddingRight),l=r?0:parseFloat(o.paddingBottom),u=r?0:parseFloat(o.paddingLeft),g=r?0:parseFloat(o.borderTopWidth),m=r?0:parseFloat(o.borderRightWidth),w=r?0:parseFloat(o.borderBottomWidth),b=u+f,F=d+l,v=(r?0:parseFloat(o.borderLeftWidth))+m,W=g+w,y=r?0:t.offsetHeight-W-t.clientHeight,E=r?0:t.offsetWidth-v-t.clientWidth,R=b+v,z=F+W,M=r?t.width:parseFloat(o.width)-R-E,O=r?t.height:parseFloat(o.height)-z-y;if(n.has(t)){var k=n.get(t);if(k[0]===M&&k[1]===O)return}n.set(t,[M,O]);var S=Object.create(h.prototype);S.target=t,S.contentRect=new c(u,d,M,O),s.has(i)||(s.set(i,[]),p.add(i)),s.get(i).push(S)}))})),p.forEach((function(e){i.get(e).call(e,s.get(e),e)}))}return s.prototype.observe=function(i){if(i instanceof window.Element){r.has(i)||(r.set(i,new Set),o.add(i),a.set(i,window.getComputedStyle(i)));var n=r.get(i);n.has(this)||n.add(this),cancelAnimationFrame(t),t=requestAnimationFrame(d)}},s.prototype.unobserve=function(i){if(i instanceof window.Element&&r.has(i)){var n=r.get(i);n.has(this)&&(n.delete(this),n.size||(r.delete(i),o.delete(i))),n.size||r.delete(i),o.size||cancelAnimationFrame(t)}},A.DOMRectReadOnly=c,A.ResizeObserver=s,A.ResizeObserverEntry=h,A}; // eslint-disable-line\n",
+       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Left button pans, Right button zooms\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\\nx/y fixes axis\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
+       "\n",
+       "mpl.extensions = [\"eps\", \"jpeg\", \"pgf\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
+       "\n",
+       "mpl.default_extension = \"png\";/* global mpl */\n",
+       "\n",
+       "var comm_websocket_adapter = function (comm) {\n",
+       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
+       "    // object with the appropriate methods. Currently this is a non binary\n",
+       "    // socket, so there is still some room for performance tuning.\n",
+       "    var ws = {};\n",
+       "\n",
+       "    ws.binaryType = comm.kernel.ws.binaryType;\n",
+       "    ws.readyState = comm.kernel.ws.readyState;\n",
+       "    function updateReadyState(_event) {\n",
+       "        if (comm.kernel.ws) {\n",
+       "            ws.readyState = comm.kernel.ws.readyState;\n",
+       "        } else {\n",
+       "            ws.readyState = 3; // Closed state.\n",
+       "        }\n",
+       "    }\n",
+       "    comm.kernel.ws.addEventListener('open', updateReadyState);\n",
+       "    comm.kernel.ws.addEventListener('close', updateReadyState);\n",
+       "    comm.kernel.ws.addEventListener('error', updateReadyState);\n",
+       "\n",
+       "    ws.close = function () {\n",
+       "        comm.close();\n",
+       "    };\n",
+       "    ws.send = function (m) {\n",
+       "        //console.log('sending', m);\n",
+       "        comm.send(m);\n",
+       "    };\n",
+       "    // Register the callback with on_msg.\n",
+       "    comm.on_msg(function (msg) {\n",
+       "        //console.log('receiving', msg['content']['data'], msg);\n",
+       "        var data = msg['content']['data'];\n",
+       "        if (data['blob'] !== undefined) {\n",
+       "            data = {\n",
+       "                data: new Blob(msg['buffers'], { type: data['blob'] }),\n",
+       "            };\n",
+       "        }\n",
+       "        // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
+       "        ws.onmessage(data);\n",
+       "    });\n",
+       "    return ws;\n",
+       "};\n",
+       "\n",
+       "mpl.mpl_figure_comm = function (comm, msg) {\n",
+       "    // This is the function which gets called when the mpl process\n",
+       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
+       "\n",
+       "    var id = msg.content.data.id;\n",
+       "    // Get hold of the div created by the display call when the Comm\n",
+       "    // socket was opened in Python.\n",
+       "    var element = document.getElementById(id);\n",
+       "    var ws_proxy = comm_websocket_adapter(comm);\n",
+       "\n",
+       "    function ondownload(figure, _format) {\n",
+       "        window.open(figure.canvas.toDataURL());\n",
+       "    }\n",
+       "\n",
+       "    var fig = new mpl.figure(id, ws_proxy, ondownload, element);\n",
+       "\n",
+       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
+       "    // web socket which is closed, not our websocket->open comm proxy.\n",
+       "    ws_proxy.onopen();\n",
+       "\n",
+       "    fig.parent_element = element;\n",
+       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
+       "    if (!fig.cell_info) {\n",
+       "        console.error('Failed to find cell for figure', id, fig);\n",
+       "        return;\n",
+       "    }\n",
+       "    fig.cell_info[0].output_area.element.on(\n",
+       "        'cleared',\n",
+       "        { fig: fig },\n",
+       "        fig._remove_fig_handler\n",
+       "    );\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_close = function (fig, msg) {\n",
+       "    var width = fig.canvas.width / fig.ratio;\n",
+       "    fig.cell_info[0].output_area.element.off(\n",
+       "        'cleared',\n",
+       "        fig._remove_fig_handler\n",
+       "    );\n",
+       "    fig.resizeObserverInstance.unobserve(fig.canvas_div);\n",
+       "\n",
+       "    // Update the output cell to use the data from the current canvas.\n",
+       "    fig.push_to_output();\n",
+       "    var dataURL = fig.canvas.toDataURL();\n",
+       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
+       "    // the notebook keyboard shortcuts fail.\n",
+       "    IPython.keyboard_manager.enable();\n",
+       "    fig.parent_element.innerHTML =\n",
+       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
+       "    fig.close_ws(fig, msg);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.close_ws = function (fig, msg) {\n",
+       "    fig.send_message('closing', msg);\n",
+       "    // fig.ws.close()\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.push_to_output = function (_remove_interactive) {\n",
+       "    // Turn the data on the canvas into data in the output cell.\n",
+       "    var width = this.canvas.width / this.ratio;\n",
+       "    var dataURL = this.canvas.toDataURL();\n",
+       "    this.cell_info[1]['text/html'] =\n",
+       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function () {\n",
+       "    // Tell IPython that the notebook contents must change.\n",
+       "    IPython.notebook.set_dirty(true);\n",
+       "    this.send_message('ack', {});\n",
+       "    var fig = this;\n",
+       "    // Wait a second, then push the new image to the DOM so\n",
+       "    // that it is saved nicely (might be nice to debounce this).\n",
+       "    setTimeout(function () {\n",
+       "        fig.push_to_output();\n",
+       "    }, 1000);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var toolbar = document.createElement('div');\n",
+       "    toolbar.classList = 'btn-toolbar';\n",
+       "    this.root.appendChild(toolbar);\n",
+       "\n",
+       "    function on_click_closure(name) {\n",
+       "        return function (_event) {\n",
+       "            return fig.toolbar_button_onclick(name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    function on_mouseover_closure(tooltip) {\n",
+       "        return function (event) {\n",
+       "            if (!event.currentTarget.disabled) {\n",
+       "                return fig.toolbar_button_onmouseover(tooltip);\n",
+       "            }\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    fig.buttons = {};\n",
+       "    var buttonGroup = document.createElement('div');\n",
+       "    buttonGroup.classList = 'btn-group';\n",
+       "    var button;\n",
+       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) {\n",
+       "            /* Instead of a spacer, we start a new button group. */\n",
+       "            if (buttonGroup.hasChildNodes()) {\n",
+       "                toolbar.appendChild(buttonGroup);\n",
+       "            }\n",
+       "            buttonGroup = document.createElement('div');\n",
+       "            buttonGroup.classList = 'btn-group';\n",
+       "            continue;\n",
+       "        }\n",
+       "\n",
+       "        button = fig.buttons[name] = document.createElement('button');\n",
+       "        button.classList = 'btn btn-default';\n",
+       "        button.href = '#';\n",
+       "        button.title = name;\n",
+       "        button.innerHTML = '<i class=\"fa ' + image + ' fa-lg\"></i>';\n",
+       "        button.addEventListener('click', on_click_closure(method_name));\n",
+       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
+       "        buttonGroup.appendChild(button);\n",
+       "    }\n",
+       "\n",
+       "    if (buttonGroup.hasChildNodes()) {\n",
+       "        toolbar.appendChild(buttonGroup);\n",
+       "    }\n",
+       "\n",
+       "    // Add the status bar.\n",
+       "    var status_bar = document.createElement('span');\n",
+       "    status_bar.classList = 'mpl-message pull-right';\n",
+       "    toolbar.appendChild(status_bar);\n",
+       "    this.message = status_bar;\n",
+       "\n",
+       "    // Add the close button to the window.\n",
+       "    var buttongrp = document.createElement('div');\n",
+       "    buttongrp.classList = 'btn-group inline pull-right';\n",
+       "    button = document.createElement('button');\n",
+       "    button.classList = 'btn btn-mini btn-primary';\n",
+       "    button.href = '#';\n",
+       "    button.title = 'Stop Interaction';\n",
+       "    button.innerHTML = '<i class=\"fa fa-power-off icon-remove icon-large\"></i>';\n",
+       "    button.addEventListener('click', function (_evt) {\n",
+       "        fig.handle_close(fig, {});\n",
+       "    });\n",
+       "    button.addEventListener(\n",
+       "        'mouseover',\n",
+       "        on_mouseover_closure('Stop Interaction')\n",
+       "    );\n",
+       "    buttongrp.appendChild(button);\n",
+       "    var titlebar = this.root.querySelector('.ui-dialog-titlebar');\n",
+       "    titlebar.insertBefore(buttongrp, titlebar.firstChild);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._remove_fig_handler = function (event) {\n",
+       "    var fig = event.data.fig;\n",
+       "    if (event.target !== this) {\n",
+       "        // Ignore bubbled events from children.\n",
+       "        return;\n",
+       "    }\n",
+       "    fig.close_ws(fig, {});\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function (el) {\n",
+       "    el.style.boxSizing = 'content-box'; // override notebook setting of border-box.\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function (el) {\n",
+       "    // this is important to make the div 'focusable\n",
+       "    el.setAttribute('tabindex', 0);\n",
+       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
+       "    // off when our div gets focus\n",
+       "\n",
+       "    // location in version 3\n",
+       "    if (IPython.notebook.keyboard_manager) {\n",
+       "        IPython.notebook.keyboard_manager.register_events(el);\n",
+       "    } else {\n",
+       "        // location in version 2\n",
+       "        IPython.keyboard_manager.register_events(el);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function (event, _name) {\n",
+       "    // Check for shift+enter\n",
+       "    if (event.shiftKey && event.which === 13) {\n",
+       "        this.canvas_div.blur();\n",
+       "        // select the cell after this one\n",
+       "        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
+       "        IPython.notebook.select(index + 1);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
+       "    fig.ondownload(fig, null);\n",
+       "};\n",
+       "\n",
+       "mpl.find_output_cell = function (html_output) {\n",
+       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
+       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
+       "    // IPython event is triggered only after the cells have been serialised, which for\n",
+       "    // our purposes (turning an active figure into a static one), is too late.\n",
+       "    var cells = IPython.notebook.get_cells();\n",
+       "    var ncells = cells.length;\n",
+       "    for (var i = 0; i < ncells; i++) {\n",
+       "        var cell = cells[i];\n",
+       "        if (cell.cell_type === 'code') {\n",
+       "            for (var j = 0; j < cell.output_area.outputs.length; j++) {\n",
+       "                var data = cell.output_area.outputs[j];\n",
+       "                if (data.data) {\n",
+       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
+       "                    data = data.data;\n",
+       "                }\n",
+       "                if (data['text/html'] === html_output) {\n",
+       "                    return [cell, data, j];\n",
+       "                }\n",
+       "            }\n",
+       "        }\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "// Register the function which deals with the matplotlib target/channel.\n",
+       "// The kernel may be null if the page has been refreshed.\n",
+       "if (IPython.notebook.kernel !== null) {\n",
+       "    IPython.notebook.kernel.comm_manager.register_target(\n",
+       "        'matplotlib',\n",
+       "        mpl.mpl_figure_comm\n",
+       "    );\n",
+       "}\n"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Javascript object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<img 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\" width=\"640\">"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/javascript": [
+       "/* Put everything inside the global mpl namespace */\n",
+       "/* global mpl */\n",
+       "window.mpl = {};\n",
+       "\n",
+       "mpl.get_websocket_type = function () {\n",
+       "    if (typeof WebSocket !== 'undefined') {\n",
+       "        return WebSocket;\n",
+       "    } else if (typeof MozWebSocket !== 'undefined') {\n",
+       "        return MozWebSocket;\n",
+       "    } else {\n",
+       "        alert(\n",
+       "            'Your browser does not have WebSocket support. ' +\n",
+       "                'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
+       "                'Firefox 4 and 5 are also supported but you ' +\n",
+       "                'have to enable WebSockets in about:config.'\n",
+       "        );\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure = function (figure_id, websocket, ondownload, parent_element) {\n",
+       "    this.id = figure_id;\n",
+       "\n",
+       "    this.ws = websocket;\n",
+       "\n",
+       "    this.supports_binary = this.ws.binaryType !== undefined;\n",
+       "\n",
+       "    if (!this.supports_binary) {\n",
+       "        var warnings = document.getElementById('mpl-warnings');\n",
+       "        if (warnings) {\n",
+       "            warnings.style.display = 'block';\n",
+       "            warnings.textContent =\n",
+       "                'This browser does not support binary websocket messages. ' +\n",
+       "                'Performance may be slow.';\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    this.imageObj = new Image();\n",
+       "\n",
+       "    this.context = undefined;\n",
+       "    this.message = undefined;\n",
+       "    this.canvas = undefined;\n",
+       "    this.rubberband_canvas = undefined;\n",
+       "    this.rubberband_context = undefined;\n",
+       "    this.format_dropdown = undefined;\n",
+       "\n",
+       "    this.image_mode = 'full';\n",
+       "\n",
+       "    this.root = document.createElement('div');\n",
+       "    this.root.setAttribute('style', 'display: inline-block');\n",
+       "    this._root_extra_style(this.root);\n",
+       "\n",
+       "    parent_element.appendChild(this.root);\n",
+       "\n",
+       "    this._init_header(this);\n",
+       "    this._init_canvas(this);\n",
+       "    this._init_toolbar(this);\n",
+       "\n",
+       "    var fig = this;\n",
+       "\n",
+       "    this.waiting = false;\n",
+       "\n",
+       "    this.ws.onopen = function () {\n",
+       "        fig.send_message('supports_binary', { value: fig.supports_binary });\n",
+       "        fig.send_message('send_image_mode', {});\n",
+       "        if (fig.ratio !== 1) {\n",
+       "            fig.send_message('set_device_pixel_ratio', {\n",
+       "                device_pixel_ratio: fig.ratio,\n",
+       "            });\n",
+       "        }\n",
+       "        fig.send_message('refresh', {});\n",
+       "    };\n",
+       "\n",
+       "    this.imageObj.onload = function () {\n",
+       "        if (fig.image_mode === 'full') {\n",
+       "            // Full images could contain transparency (where diff images\n",
+       "            // almost always do), so we need to clear the canvas so that\n",
+       "            // there is no ghosting.\n",
+       "            fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
+       "        }\n",
+       "        fig.context.drawImage(fig.imageObj, 0, 0);\n",
+       "    };\n",
+       "\n",
+       "    this.imageObj.onunload = function () {\n",
+       "        fig.ws.close();\n",
+       "    };\n",
+       "\n",
+       "    this.ws.onmessage = this._make_on_message_function(this);\n",
+       "\n",
+       "    this.ondownload = ondownload;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_header = function () {\n",
+       "    var titlebar = document.createElement('div');\n",
+       "    titlebar.classList =\n",
+       "        'ui-dialog-titlebar ui-widget-header ui-corner-all ui-helper-clearfix';\n",
+       "    var titletext = document.createElement('div');\n",
+       "    titletext.classList = 'ui-dialog-title';\n",
+       "    titletext.setAttribute(\n",
+       "        'style',\n",
+       "        'width: 100%; text-align: center; padding: 3px;'\n",
+       "    );\n",
+       "    titlebar.appendChild(titletext);\n",
+       "    this.root.appendChild(titlebar);\n",
+       "    this.header = titletext;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function (_canvas_div) {};\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function (_canvas_div) {};\n",
+       "\n",
+       "mpl.figure.prototype._init_canvas = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var canvas_div = (this.canvas_div = document.createElement('div'));\n",
+       "    canvas_div.setAttribute(\n",
+       "        'style',\n",
+       "        'border: 1px solid #ddd;' +\n",
+       "            'box-sizing: content-box;' +\n",
+       "            'clear: both;' +\n",
+       "            'min-height: 1px;' +\n",
+       "            'min-width: 1px;' +\n",
+       "            'outline: 0;' +\n",
+       "            'overflow: hidden;' +\n",
+       "            'position: relative;' +\n",
+       "            'resize: both;'\n",
+       "    );\n",
+       "\n",
+       "    function on_keyboard_event_closure(name) {\n",
+       "        return function (event) {\n",
+       "            return fig.key_event(event, name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    canvas_div.addEventListener(\n",
+       "        'keydown',\n",
+       "        on_keyboard_event_closure('key_press')\n",
+       "    );\n",
+       "    canvas_div.addEventListener(\n",
+       "        'keyup',\n",
+       "        on_keyboard_event_closure('key_release')\n",
+       "    );\n",
+       "\n",
+       "    this._canvas_extra_style(canvas_div);\n",
+       "    this.root.appendChild(canvas_div);\n",
+       "\n",
+       "    var canvas = (this.canvas = document.createElement('canvas'));\n",
+       "    canvas.classList.add('mpl-canvas');\n",
+       "    canvas.setAttribute('style', 'box-sizing: content-box;');\n",
+       "\n",
+       "    this.context = canvas.getContext('2d');\n",
+       "\n",
+       "    var backingStore =\n",
+       "        this.context.backingStorePixelRatio ||\n",
+       "        this.context.webkitBackingStorePixelRatio ||\n",
+       "        this.context.mozBackingStorePixelRatio ||\n",
+       "        this.context.msBackingStorePixelRatio ||\n",
+       "        this.context.oBackingStorePixelRatio ||\n",
+       "        this.context.backingStorePixelRatio ||\n",
+       "        1;\n",
+       "\n",
+       "    this.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
+       "\n",
+       "    var rubberband_canvas = (this.rubberband_canvas = document.createElement(\n",
+       "        'canvas'\n",
+       "    ));\n",
+       "    rubberband_canvas.setAttribute(\n",
+       "        'style',\n",
+       "        'box-sizing: content-box; position: absolute; left: 0; top: 0; z-index: 1;'\n",
+       "    );\n",
+       "\n",
+       "    // Apply a ponyfill if ResizeObserver is not implemented by browser.\n",
+       "    if (this.ResizeObserver === undefined) {\n",
+       "        if (window.ResizeObserver !== undefined) {\n",
+       "            this.ResizeObserver = window.ResizeObserver;\n",
+       "        } else {\n",
+       "            var obs = _JSXTOOLS_RESIZE_OBSERVER({});\n",
+       "            this.ResizeObserver = obs.ResizeObserver;\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    this.resizeObserverInstance = new this.ResizeObserver(function (entries) {\n",
+       "        var nentries = entries.length;\n",
+       "        for (var i = 0; i < nentries; i++) {\n",
+       "            var entry = entries[i];\n",
+       "            var width, height;\n",
+       "            if (entry.contentBoxSize) {\n",
+       "                if (entry.contentBoxSize instanceof Array) {\n",
+       "                    // Chrome 84 implements new version of spec.\n",
+       "                    width = entry.contentBoxSize[0].inlineSize;\n",
+       "                    height = entry.contentBoxSize[0].blockSize;\n",
+       "                } else {\n",
+       "                    // Firefox implements old version of spec.\n",
+       "                    width = entry.contentBoxSize.inlineSize;\n",
+       "                    height = entry.contentBoxSize.blockSize;\n",
+       "                }\n",
+       "            } else {\n",
+       "                // Chrome <84 implements even older version of spec.\n",
+       "                width = entry.contentRect.width;\n",
+       "                height = entry.contentRect.height;\n",
+       "            }\n",
+       "\n",
+       "            // Keep the size of the canvas and rubber band canvas in sync with\n",
+       "            // the canvas container.\n",
+       "            if (entry.devicePixelContentBoxSize) {\n",
+       "                // Chrome 84 implements new version of spec.\n",
+       "                canvas.setAttribute(\n",
+       "                    'width',\n",
+       "                    entry.devicePixelContentBoxSize[0].inlineSize\n",
+       "                );\n",
+       "                canvas.setAttribute(\n",
+       "                    'height',\n",
+       "                    entry.devicePixelContentBoxSize[0].blockSize\n",
+       "                );\n",
+       "            } else {\n",
+       "                canvas.setAttribute('width', width * fig.ratio);\n",
+       "                canvas.setAttribute('height', height * fig.ratio);\n",
+       "            }\n",
+       "            canvas.setAttribute(\n",
+       "                'style',\n",
+       "                'width: ' + width + 'px; height: ' + height + 'px;'\n",
+       "            );\n",
+       "\n",
+       "            rubberband_canvas.setAttribute('width', width);\n",
+       "            rubberband_canvas.setAttribute('height', height);\n",
+       "\n",
+       "            // And update the size in Python. We ignore the initial 0/0 size\n",
+       "            // that occurs as the element is placed into the DOM, which should\n",
+       "            // otherwise not happen due to the minimum size styling.\n",
+       "            if (fig.ws.readyState == 1 && width != 0 && height != 0) {\n",
+       "                fig.request_resize(width, height);\n",
+       "            }\n",
+       "        }\n",
+       "    });\n",
+       "    this.resizeObserverInstance.observe(canvas_div);\n",
+       "\n",
+       "    function on_mouse_event_closure(name) {\n",
+       "        return function (event) {\n",
+       "            return fig.mouse_event(event, name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mousedown',\n",
+       "        on_mouse_event_closure('button_press')\n",
+       "    );\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mouseup',\n",
+       "        on_mouse_event_closure('button_release')\n",
+       "    );\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'dblclick',\n",
+       "        on_mouse_event_closure('dblclick')\n",
+       "    );\n",
+       "    // Throttle sequential mouse events to 1 every 20ms.\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mousemove',\n",
+       "        on_mouse_event_closure('motion_notify')\n",
+       "    );\n",
+       "\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mouseenter',\n",
+       "        on_mouse_event_closure('figure_enter')\n",
+       "    );\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mouseleave',\n",
+       "        on_mouse_event_closure('figure_leave')\n",
+       "    );\n",
+       "\n",
+       "    canvas_div.addEventListener('wheel', function (event) {\n",
+       "        if (event.deltaY < 0) {\n",
+       "            event.step = 1;\n",
+       "        } else {\n",
+       "            event.step = -1;\n",
+       "        }\n",
+       "        on_mouse_event_closure('scroll')(event);\n",
+       "    });\n",
+       "\n",
+       "    canvas_div.appendChild(canvas);\n",
+       "    canvas_div.appendChild(rubberband_canvas);\n",
+       "\n",
+       "    this.rubberband_context = rubberband_canvas.getContext('2d');\n",
+       "    this.rubberband_context.strokeStyle = '#000000';\n",
+       "\n",
+       "    this._resize_canvas = function (width, height, forward) {\n",
+       "        if (forward) {\n",
+       "            canvas_div.style.width = width + 'px';\n",
+       "            canvas_div.style.height = height + 'px';\n",
+       "        }\n",
+       "    };\n",
+       "\n",
+       "    // Disable right mouse context menu.\n",
+       "    this.rubberband_canvas.addEventListener('contextmenu', function (_e) {\n",
+       "        event.preventDefault();\n",
+       "        return false;\n",
+       "    });\n",
+       "\n",
+       "    function set_focus() {\n",
+       "        canvas.focus();\n",
+       "        canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    window.setTimeout(set_focus, 100);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var toolbar = document.createElement('div');\n",
+       "    toolbar.classList = 'mpl-toolbar';\n",
+       "    this.root.appendChild(toolbar);\n",
+       "\n",
+       "    function on_click_closure(name) {\n",
+       "        return function (_event) {\n",
+       "            return fig.toolbar_button_onclick(name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    function on_mouseover_closure(tooltip) {\n",
+       "        return function (event) {\n",
+       "            if (!event.currentTarget.disabled) {\n",
+       "                return fig.toolbar_button_onmouseover(tooltip);\n",
+       "            }\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    fig.buttons = {};\n",
+       "    var buttonGroup = document.createElement('div');\n",
+       "    buttonGroup.classList = 'mpl-button-group';\n",
+       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) {\n",
+       "            /* Instead of a spacer, we start a new button group. */\n",
+       "            if (buttonGroup.hasChildNodes()) {\n",
+       "                toolbar.appendChild(buttonGroup);\n",
+       "            }\n",
+       "            buttonGroup = document.createElement('div');\n",
+       "            buttonGroup.classList = 'mpl-button-group';\n",
+       "            continue;\n",
+       "        }\n",
+       "\n",
+       "        var button = (fig.buttons[name] = document.createElement('button'));\n",
+       "        button.classList = 'mpl-widget';\n",
+       "        button.setAttribute('role', 'button');\n",
+       "        button.setAttribute('aria-disabled', 'false');\n",
+       "        button.addEventListener('click', on_click_closure(method_name));\n",
+       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
+       "\n",
+       "        var icon_img = document.createElement('img');\n",
+       "        icon_img.src = '_images/' + image + '.png';\n",
+       "        icon_img.srcset = '_images/' + image + '_large.png 2x';\n",
+       "        icon_img.alt = tooltip;\n",
+       "        button.appendChild(icon_img);\n",
+       "\n",
+       "        buttonGroup.appendChild(button);\n",
+       "    }\n",
+       "\n",
+       "    if (buttonGroup.hasChildNodes()) {\n",
+       "        toolbar.appendChild(buttonGroup);\n",
+       "    }\n",
+       "\n",
+       "    var fmt_picker = document.createElement('select');\n",
+       "    fmt_picker.classList = 'mpl-widget';\n",
+       "    toolbar.appendChild(fmt_picker);\n",
+       "    this.format_dropdown = fmt_picker;\n",
+       "\n",
+       "    for (var ind in mpl.extensions) {\n",
+       "        var fmt = mpl.extensions[ind];\n",
+       "        var option = document.createElement('option');\n",
+       "        option.selected = fmt === mpl.default_extension;\n",
+       "        option.innerHTML = fmt;\n",
+       "        fmt_picker.appendChild(option);\n",
+       "    }\n",
+       "\n",
+       "    var status_bar = document.createElement('span');\n",
+       "    status_bar.classList = 'mpl-message';\n",
+       "    toolbar.appendChild(status_bar);\n",
+       "    this.message = status_bar;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.request_resize = function (x_pixels, y_pixels) {\n",
+       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
+       "    // which will in turn request a refresh of the image.\n",
+       "    this.send_message('resize', { width: x_pixels, height: y_pixels });\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.send_message = function (type, properties) {\n",
+       "    properties['type'] = type;\n",
+       "    properties['figure_id'] = this.id;\n",
+       "    this.ws.send(JSON.stringify(properties));\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.send_draw_message = function () {\n",
+       "    if (!this.waiting) {\n",
+       "        this.waiting = true;\n",
+       "        this.ws.send(JSON.stringify({ type: 'draw', figure_id: this.id }));\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
+       "    var format_dropdown = fig.format_dropdown;\n",
+       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
+       "    fig.ondownload(fig, format);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_resize = function (fig, msg) {\n",
+       "    var size = msg['size'];\n",
+       "    if (size[0] !== fig.canvas.width || size[1] !== fig.canvas.height) {\n",
+       "        fig._resize_canvas(size[0], size[1], msg['forward']);\n",
+       "        fig.send_message('refresh', {});\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_rubberband = function (fig, msg) {\n",
+       "    var x0 = msg['x0'] / fig.ratio;\n",
+       "    var y0 = (fig.canvas.height - msg['y0']) / fig.ratio;\n",
+       "    var x1 = msg['x1'] / fig.ratio;\n",
+       "    var y1 = (fig.canvas.height - msg['y1']) / fig.ratio;\n",
+       "    x0 = Math.floor(x0) + 0.5;\n",
+       "    y0 = Math.floor(y0) + 0.5;\n",
+       "    x1 = Math.floor(x1) + 0.5;\n",
+       "    y1 = Math.floor(y1) + 0.5;\n",
+       "    var min_x = Math.min(x0, x1);\n",
+       "    var min_y = Math.min(y0, y1);\n",
+       "    var width = Math.abs(x1 - x0);\n",
+       "    var height = Math.abs(y1 - y0);\n",
+       "\n",
+       "    fig.rubberband_context.clearRect(\n",
+       "        0,\n",
+       "        0,\n",
+       "        fig.canvas.width / fig.ratio,\n",
+       "        fig.canvas.height / fig.ratio\n",
+       "    );\n",
+       "\n",
+       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_figure_label = function (fig, msg) {\n",
+       "    // Updates the figure title.\n",
+       "    fig.header.textContent = msg['label'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_cursor = function (fig, msg) {\n",
+       "    fig.rubberband_canvas.style.cursor = msg['cursor'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_message = function (fig, msg) {\n",
+       "    fig.message.textContent = msg['message'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_draw = function (fig, _msg) {\n",
+       "    // Request the server to send over a new figure.\n",
+       "    fig.send_draw_message();\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_image_mode = function (fig, msg) {\n",
+       "    fig.image_mode = msg['mode'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_history_buttons = function (fig, msg) {\n",
+       "    for (var key in msg) {\n",
+       "        if (!(key in fig.buttons)) {\n",
+       "            continue;\n",
+       "        }\n",
+       "        fig.buttons[key].disabled = !msg[key];\n",
+       "        fig.buttons[key].setAttribute('aria-disabled', !msg[key]);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_navigate_mode = function (fig, msg) {\n",
+       "    if (msg['mode'] === 'PAN') {\n",
+       "        fig.buttons['Pan'].classList.add('active');\n",
+       "        fig.buttons['Zoom'].classList.remove('active');\n",
+       "    } else if (msg['mode'] === 'ZOOM') {\n",
+       "        fig.buttons['Pan'].classList.remove('active');\n",
+       "        fig.buttons['Zoom'].classList.add('active');\n",
+       "    } else {\n",
+       "        fig.buttons['Pan'].classList.remove('active');\n",
+       "        fig.buttons['Zoom'].classList.remove('active');\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function () {\n",
+       "    // Called whenever the canvas gets updated.\n",
+       "    this.send_message('ack', {});\n",
+       "};\n",
+       "\n",
+       "// A function to construct a web socket function for onmessage handling.\n",
+       "// Called in the figure constructor.\n",
+       "mpl.figure.prototype._make_on_message_function = function (fig) {\n",
+       "    return function socket_on_message(evt) {\n",
+       "        if (evt.data instanceof Blob) {\n",
+       "            var img = evt.data;\n",
+       "            if (img.type !== 'image/png') {\n",
+       "                /* FIXME: We get \"Resource interpreted as Image but\n",
+       "                 * transferred with MIME type text/plain:\" errors on\n",
+       "                 * Chrome.  But how to set the MIME type?  It doesn't seem\n",
+       "                 * to be part of the websocket stream */\n",
+       "                img.type = 'image/png';\n",
+       "            }\n",
+       "\n",
+       "            /* Free the memory for the previous frames */\n",
+       "            if (fig.imageObj.src) {\n",
+       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
+       "                    fig.imageObj.src\n",
+       "                );\n",
+       "            }\n",
+       "\n",
+       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
+       "                img\n",
+       "            );\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        } else if (\n",
+       "            typeof evt.data === 'string' &&\n",
+       "            evt.data.slice(0, 21) === 'data:image/png;base64'\n",
+       "        ) {\n",
+       "            fig.imageObj.src = evt.data;\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        var msg = JSON.parse(evt.data);\n",
+       "        var msg_type = msg['type'];\n",
+       "\n",
+       "        // Call the  \"handle_{type}\" callback, which takes\n",
+       "        // the figure and JSON message as its only arguments.\n",
+       "        try {\n",
+       "            var callback = fig['handle_' + msg_type];\n",
+       "        } catch (e) {\n",
+       "            console.log(\n",
+       "                \"No handler for the '\" + msg_type + \"' message type: \",\n",
+       "                msg\n",
+       "            );\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        if (callback) {\n",
+       "            try {\n",
+       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
+       "                callback(fig, msg);\n",
+       "            } catch (e) {\n",
+       "                console.log(\n",
+       "                    \"Exception inside the 'handler_\" + msg_type + \"' callback:\",\n",
+       "                    e,\n",
+       "                    e.stack,\n",
+       "                    msg\n",
+       "                );\n",
+       "            }\n",
+       "        }\n",
+       "    };\n",
+       "};\n",
+       "\n",
+       "// from https://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
+       "mpl.findpos = function (e) {\n",
+       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
+       "    var targ;\n",
+       "    if (!e) {\n",
+       "        e = window.event;\n",
+       "    }\n",
+       "    if (e.target) {\n",
+       "        targ = e.target;\n",
+       "    } else if (e.srcElement) {\n",
+       "        targ = e.srcElement;\n",
+       "    }\n",
+       "    if (targ.nodeType === 3) {\n",
+       "        // defeat Safari bug\n",
+       "        targ = targ.parentNode;\n",
+       "    }\n",
+       "\n",
+       "    // pageX,Y are the mouse positions relative to the document\n",
+       "    var boundingRect = targ.getBoundingClientRect();\n",
+       "    var x = e.pageX - (boundingRect.left + document.body.scrollLeft);\n",
+       "    var y = e.pageY - (boundingRect.top + document.body.scrollTop);\n",
+       "\n",
+       "    return { x: x, y: y };\n",
+       "};\n",
+       "\n",
+       "/*\n",
+       " * return a copy of an object with only non-object keys\n",
+       " * we need this to avoid circular references\n",
+       " * https://stackoverflow.com/a/24161582/3208463\n",
+       " */\n",
+       "function simpleKeys(original) {\n",
+       "    return Object.keys(original).reduce(function (obj, key) {\n",
+       "        if (typeof original[key] !== 'object') {\n",
+       "            obj[key] = original[key];\n",
+       "        }\n",
+       "        return obj;\n",
+       "    }, {});\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.mouse_event = function (event, name) {\n",
+       "    var canvas_pos = mpl.findpos(event);\n",
+       "\n",
+       "    if (name === 'button_press') {\n",
+       "        this.canvas.focus();\n",
+       "        this.canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    var x = canvas_pos.x * this.ratio;\n",
+       "    var y = canvas_pos.y * this.ratio;\n",
+       "\n",
+       "    this.send_message(name, {\n",
+       "        x: x,\n",
+       "        y: y,\n",
+       "        button: event.button,\n",
+       "        step: event.step,\n",
+       "        guiEvent: simpleKeys(event),\n",
+       "    });\n",
+       "\n",
+       "    /* This prevents the web browser from automatically changing to\n",
+       "     * the text insertion cursor when the button is pressed.  We want\n",
+       "     * to control all of the cursor setting manually through the\n",
+       "     * 'cursor' event from matplotlib */\n",
+       "    event.preventDefault();\n",
+       "    return false;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function (_event, _name) {\n",
+       "    // Handle any extra behaviour associated with a key event\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.key_event = function (event, name) {\n",
+       "    // Prevent repeat events\n",
+       "    if (name === 'key_press') {\n",
+       "        if (event.key === this._key) {\n",
+       "            return;\n",
+       "        } else {\n",
+       "            this._key = event.key;\n",
+       "        }\n",
+       "    }\n",
+       "    if (name === 'key_release') {\n",
+       "        this._key = null;\n",
+       "    }\n",
+       "\n",
+       "    var value = '';\n",
+       "    if (event.ctrlKey && event.key !== 'Control') {\n",
+       "        value += 'ctrl+';\n",
+       "    }\n",
+       "    else if (event.altKey && event.key !== 'Alt') {\n",
+       "        value += 'alt+';\n",
+       "    }\n",
+       "    else if (event.shiftKey && event.key !== 'Shift') {\n",
+       "        value += 'shift+';\n",
+       "    }\n",
+       "\n",
+       "    value += 'k' + event.key;\n",
+       "\n",
+       "    this._key_event_extra(event, name);\n",
+       "\n",
+       "    this.send_message(name, { key: value, guiEvent: simpleKeys(event) });\n",
+       "    return false;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onclick = function (name) {\n",
+       "    if (name === 'download') {\n",
+       "        this.handle_save(this, null);\n",
+       "    } else {\n",
+       "        this.send_message('toolbar_button', { name: name });\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onmouseover = function (tooltip) {\n",
+       "    this.message.textContent = tooltip;\n",
+       "};\n",
+       "\n",
+       "///////////////// REMAINING CONTENT GENERATED BY embed_js.py /////////////////\n",
+       "// prettier-ignore\n",
+       "var _JSXTOOLS_RESIZE_OBSERVER=function(A){var t,i=new WeakMap,n=new WeakMap,a=new WeakMap,r=new WeakMap,o=new Set;function s(e){if(!(this instanceof s))throw new TypeError(\"Constructor requires 'new' operator\");i.set(this,e)}function h(){throw new TypeError(\"Function is not a constructor\")}function c(e,t,i,n){e=0 in arguments?Number(arguments[0]):0,t=1 in arguments?Number(arguments[1]):0,i=2 in arguments?Number(arguments[2]):0,n=3 in arguments?Number(arguments[3]):0,this.right=(this.x=this.left=e)+(this.width=i),this.bottom=(this.y=this.top=t)+(this.height=n),Object.freeze(this)}function d(){t=requestAnimationFrame(d);var s=new WeakMap,p=new Set;o.forEach((function(t){r.get(t).forEach((function(i){var r=t instanceof window.SVGElement,o=a.get(t),d=r?0:parseFloat(o.paddingTop),f=r?0:parseFloat(o.paddingRight),l=r?0:parseFloat(o.paddingBottom),u=r?0:parseFloat(o.paddingLeft),g=r?0:parseFloat(o.borderTopWidth),m=r?0:parseFloat(o.borderRightWidth),w=r?0:parseFloat(o.borderBottomWidth),b=u+f,F=d+l,v=(r?0:parseFloat(o.borderLeftWidth))+m,W=g+w,y=r?0:t.offsetHeight-W-t.clientHeight,E=r?0:t.offsetWidth-v-t.clientWidth,R=b+v,z=F+W,M=r?t.width:parseFloat(o.width)-R-E,O=r?t.height:parseFloat(o.height)-z-y;if(n.has(t)){var k=n.get(t);if(k[0]===M&&k[1]===O)return}n.set(t,[M,O]);var S=Object.create(h.prototype);S.target=t,S.contentRect=new c(u,d,M,O),s.has(i)||(s.set(i,[]),p.add(i)),s.get(i).push(S)}))})),p.forEach((function(e){i.get(e).call(e,s.get(e),e)}))}return s.prototype.observe=function(i){if(i instanceof window.Element){r.has(i)||(r.set(i,new Set),o.add(i),a.set(i,window.getComputedStyle(i)));var n=r.get(i);n.has(this)||n.add(this),cancelAnimationFrame(t),t=requestAnimationFrame(d)}},s.prototype.unobserve=function(i){if(i instanceof window.Element&&r.has(i)){var n=r.get(i);n.has(this)&&(n.delete(this),n.size||(r.delete(i),o.delete(i))),n.size||r.delete(i),o.size||cancelAnimationFrame(t)}},A.DOMRectReadOnly=c,A.ResizeObserver=s,A.ResizeObserverEntry=h,A}; // eslint-disable-line\n",
+       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Left button pans, Right button zooms\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\\nx/y fixes axis\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
+       "\n",
+       "mpl.extensions = [\"eps\", \"jpeg\", \"pgf\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
+       "\n",
+       "mpl.default_extension = \"png\";/* global mpl */\n",
+       "\n",
+       "var comm_websocket_adapter = function (comm) {\n",
+       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
+       "    // object with the appropriate methods. Currently this is a non binary\n",
+       "    // socket, so there is still some room for performance tuning.\n",
+       "    var ws = {};\n",
+       "\n",
+       "    ws.binaryType = comm.kernel.ws.binaryType;\n",
+       "    ws.readyState = comm.kernel.ws.readyState;\n",
+       "    function updateReadyState(_event) {\n",
+       "        if (comm.kernel.ws) {\n",
+       "            ws.readyState = comm.kernel.ws.readyState;\n",
+       "        } else {\n",
+       "            ws.readyState = 3; // Closed state.\n",
+       "        }\n",
+       "    }\n",
+       "    comm.kernel.ws.addEventListener('open', updateReadyState);\n",
+       "    comm.kernel.ws.addEventListener('close', updateReadyState);\n",
+       "    comm.kernel.ws.addEventListener('error', updateReadyState);\n",
+       "\n",
+       "    ws.close = function () {\n",
+       "        comm.close();\n",
+       "    };\n",
+       "    ws.send = function (m) {\n",
+       "        //console.log('sending', m);\n",
+       "        comm.send(m);\n",
+       "    };\n",
+       "    // Register the callback with on_msg.\n",
+       "    comm.on_msg(function (msg) {\n",
+       "        //console.log('receiving', msg['content']['data'], msg);\n",
+       "        var data = msg['content']['data'];\n",
+       "        if (data['blob'] !== undefined) {\n",
+       "            data = {\n",
+       "                data: new Blob(msg['buffers'], { type: data['blob'] }),\n",
+       "            };\n",
+       "        }\n",
+       "        // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
+       "        ws.onmessage(data);\n",
+       "    });\n",
+       "    return ws;\n",
+       "};\n",
+       "\n",
+       "mpl.mpl_figure_comm = function (comm, msg) {\n",
+       "    // This is the function which gets called when the mpl process\n",
+       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
+       "\n",
+       "    var id = msg.content.data.id;\n",
+       "    // Get hold of the div created by the display call when the Comm\n",
+       "    // socket was opened in Python.\n",
+       "    var element = document.getElementById(id);\n",
+       "    var ws_proxy = comm_websocket_adapter(comm);\n",
+       "\n",
+       "    function ondownload(figure, _format) {\n",
+       "        window.open(figure.canvas.toDataURL());\n",
+       "    }\n",
+       "\n",
+       "    var fig = new mpl.figure(id, ws_proxy, ondownload, element);\n",
+       "\n",
+       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
+       "    // web socket which is closed, not our websocket->open comm proxy.\n",
+       "    ws_proxy.onopen();\n",
+       "\n",
+       "    fig.parent_element = element;\n",
+       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
+       "    if (!fig.cell_info) {\n",
+       "        console.error('Failed to find cell for figure', id, fig);\n",
+       "        return;\n",
+       "    }\n",
+       "    fig.cell_info[0].output_area.element.on(\n",
+       "        'cleared',\n",
+       "        { fig: fig },\n",
+       "        fig._remove_fig_handler\n",
+       "    );\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_close = function (fig, msg) {\n",
+       "    var width = fig.canvas.width / fig.ratio;\n",
+       "    fig.cell_info[0].output_area.element.off(\n",
+       "        'cleared',\n",
+       "        fig._remove_fig_handler\n",
+       "    );\n",
+       "    fig.resizeObserverInstance.unobserve(fig.canvas_div);\n",
+       "\n",
+       "    // Update the output cell to use the data from the current canvas.\n",
+       "    fig.push_to_output();\n",
+       "    var dataURL = fig.canvas.toDataURL();\n",
+       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
+       "    // the notebook keyboard shortcuts fail.\n",
+       "    IPython.keyboard_manager.enable();\n",
+       "    fig.parent_element.innerHTML =\n",
+       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
+       "    fig.close_ws(fig, msg);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.close_ws = function (fig, msg) {\n",
+       "    fig.send_message('closing', msg);\n",
+       "    // fig.ws.close()\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.push_to_output = function (_remove_interactive) {\n",
+       "    // Turn the data on the canvas into data in the output cell.\n",
+       "    var width = this.canvas.width / this.ratio;\n",
+       "    var dataURL = this.canvas.toDataURL();\n",
+       "    this.cell_info[1]['text/html'] =\n",
+       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function () {\n",
+       "    // Tell IPython that the notebook contents must change.\n",
+       "    IPython.notebook.set_dirty(true);\n",
+       "    this.send_message('ack', {});\n",
+       "    var fig = this;\n",
+       "    // Wait a second, then push the new image to the DOM so\n",
+       "    // that it is saved nicely (might be nice to debounce this).\n",
+       "    setTimeout(function () {\n",
+       "        fig.push_to_output();\n",
+       "    }, 1000);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var toolbar = document.createElement('div');\n",
+       "    toolbar.classList = 'btn-toolbar';\n",
+       "    this.root.appendChild(toolbar);\n",
+       "\n",
+       "    function on_click_closure(name) {\n",
+       "        return function (_event) {\n",
+       "            return fig.toolbar_button_onclick(name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    function on_mouseover_closure(tooltip) {\n",
+       "        return function (event) {\n",
+       "            if (!event.currentTarget.disabled) {\n",
+       "                return fig.toolbar_button_onmouseover(tooltip);\n",
+       "            }\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    fig.buttons = {};\n",
+       "    var buttonGroup = document.createElement('div');\n",
+       "    buttonGroup.classList = 'btn-group';\n",
+       "    var button;\n",
+       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) {\n",
+       "            /* Instead of a spacer, we start a new button group. */\n",
+       "            if (buttonGroup.hasChildNodes()) {\n",
+       "                toolbar.appendChild(buttonGroup);\n",
+       "            }\n",
+       "            buttonGroup = document.createElement('div');\n",
+       "            buttonGroup.classList = 'btn-group';\n",
+       "            continue;\n",
+       "        }\n",
+       "\n",
+       "        button = fig.buttons[name] = document.createElement('button');\n",
+       "        button.classList = 'btn btn-default';\n",
+       "        button.href = '#';\n",
+       "        button.title = name;\n",
+       "        button.innerHTML = '<i class=\"fa ' + image + ' fa-lg\"></i>';\n",
+       "        button.addEventListener('click', on_click_closure(method_name));\n",
+       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
+       "        buttonGroup.appendChild(button);\n",
+       "    }\n",
+       "\n",
+       "    if (buttonGroup.hasChildNodes()) {\n",
+       "        toolbar.appendChild(buttonGroup);\n",
+       "    }\n",
+       "\n",
+       "    // Add the status bar.\n",
+       "    var status_bar = document.createElement('span');\n",
+       "    status_bar.classList = 'mpl-message pull-right';\n",
+       "    toolbar.appendChild(status_bar);\n",
+       "    this.message = status_bar;\n",
+       "\n",
+       "    // Add the close button to the window.\n",
+       "    var buttongrp = document.createElement('div');\n",
+       "    buttongrp.classList = 'btn-group inline pull-right';\n",
+       "    button = document.createElement('button');\n",
+       "    button.classList = 'btn btn-mini btn-primary';\n",
+       "    button.href = '#';\n",
+       "    button.title = 'Stop Interaction';\n",
+       "    button.innerHTML = '<i class=\"fa fa-power-off icon-remove icon-large\"></i>';\n",
+       "    button.addEventListener('click', function (_evt) {\n",
+       "        fig.handle_close(fig, {});\n",
+       "    });\n",
+       "    button.addEventListener(\n",
+       "        'mouseover',\n",
+       "        on_mouseover_closure('Stop Interaction')\n",
+       "    );\n",
+       "    buttongrp.appendChild(button);\n",
+       "    var titlebar = this.root.querySelector('.ui-dialog-titlebar');\n",
+       "    titlebar.insertBefore(buttongrp, titlebar.firstChild);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._remove_fig_handler = function (event) {\n",
+       "    var fig = event.data.fig;\n",
+       "    if (event.target !== this) {\n",
+       "        // Ignore bubbled events from children.\n",
+       "        return;\n",
+       "    }\n",
+       "    fig.close_ws(fig, {});\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function (el) {\n",
+       "    el.style.boxSizing = 'content-box'; // override notebook setting of border-box.\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function (el) {\n",
+       "    // this is important to make the div 'focusable\n",
+       "    el.setAttribute('tabindex', 0);\n",
+       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
+       "    // off when our div gets focus\n",
+       "\n",
+       "    // location in version 3\n",
+       "    if (IPython.notebook.keyboard_manager) {\n",
+       "        IPython.notebook.keyboard_manager.register_events(el);\n",
+       "    } else {\n",
+       "        // location in version 2\n",
+       "        IPython.keyboard_manager.register_events(el);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function (event, _name) {\n",
+       "    // Check for shift+enter\n",
+       "    if (event.shiftKey && event.which === 13) {\n",
+       "        this.canvas_div.blur();\n",
+       "        // select the cell after this one\n",
+       "        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
+       "        IPython.notebook.select(index + 1);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
+       "    fig.ondownload(fig, null);\n",
+       "};\n",
+       "\n",
+       "mpl.find_output_cell = function (html_output) {\n",
+       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
+       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
+       "    // IPython event is triggered only after the cells have been serialised, which for\n",
+       "    // our purposes (turning an active figure into a static one), is too late.\n",
+       "    var cells = IPython.notebook.get_cells();\n",
+       "    var ncells = cells.length;\n",
+       "    for (var i = 0; i < ncells; i++) {\n",
+       "        var cell = cells[i];\n",
+       "        if (cell.cell_type === 'code') {\n",
+       "            for (var j = 0; j < cell.output_area.outputs.length; j++) {\n",
+       "                var data = cell.output_area.outputs[j];\n",
+       "                if (data.data) {\n",
+       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
+       "                    data = data.data;\n",
+       "                }\n",
+       "                if (data['text/html'] === html_output) {\n",
+       "                    return [cell, data, j];\n",
+       "                }\n",
+       "            }\n",
+       "        }\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "// Register the function which deals with the matplotlib target/channel.\n",
+       "// The kernel may be null if the page has been refreshed.\n",
+       "if (IPython.notebook.kernel !== null) {\n",
+       "    IPython.notebook.kernel.comm_manager.register_target(\n",
+       "        'matplotlib',\n",
+       "        mpl.mpl_figure_comm\n",
+       "    );\n",
+       "}\n"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Javascript object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<img 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bxkdHZXBwcHcPL/oaEUBAJBIiKQAAHhQNgBQxAIxALASJ9ZnYwDAij4AoD0Nx/Gq19UOAEZ61GX6JAAw08ObXOcAQABwZnQBgFXQ0+85ALCiCyuAyeb2ZQUwuWdeFmsGALM4qg3oEwAIAAKAc2806xUzAAgAVqOlGW5fVgAb8FBM4SUAwBQOWis0GQAEAAFAAJA9gK2V25cVwFZ4OqanDQBgesaqpVoKAAKAACAACAACgC31YKIxXgoAgF5yUbiqwLwAaMnUYu7gUpdhwTTa7+sONt2+hpNT/FINq630zVFr7t0rGTZdy71r5hrW/2C5lQtFT3uwZ3HzDrbcvlbuYzMXsG+OYMMRbjnFDYN62XIHG+WLXfp1LRew5SYu9uiKTvbrAzM5pDt1O5bMdfauWrxLrfxNS55Sj6/u0vMPF40bK+1uX83U4fuEwgXsq1i2ygOA2RrPhvUGAKwtNQDo3MEAoIsUc2+gCW4WGOpxBwCKAIC156RDSwCA/ppl6QwAMEuj2cC+AIC1xQYAAcBqlACAFSVYAbTnDd/PvbACWHsOpsT8CgCAREgkBQDA2rIBgAAgADj7PgEAAcDaMyclGqUAANgopTN2HQCw9oACgAAgAAgA1p4pKiVYAQyrFOXiUgAAjEvJnNUDANYecAAQAAQAAcDaMwUAGFYjysWrAAAYr565qS0SAFrqJOwONi/bpVskfd3B5U7dvltq14+b+Wg9nKXeOW19XbqGG7fNcula9ZvlDXOI5T4uWDbdmGzARv0+eZiDODNMHWWrfmvMLRewVb+ZI9jPZVy0cgQbruGpXsNNbLiDp3r1u3FycO44FpePq4WHF+5Vj5+8Qs8dvKnvRbV8UfS2t1pu3zj2+jkB/uGPh83RobRvTJ7+6JXkAs7Nk3t2RwHAnA58vd0GAA8qCAA6m6seUeZnXQzot1zDAgAGApcAQAEAo83eAGA03bJ8FgCY5dFNsG8AIAA4K7wAwIocrAAGMljfB2QFsDl7/VgBTPBhmOKqAcAUD14zmw4AAoAAoHIHAoAAYI2JuRlmDwCwmU/L1r02ANi6Y9PSLQMAAUAAEABkD6DIvlKX11wNAHrJReEEFQAAExQ3y1UDgAAgAAgAAoAAYJafc1nvGwCY9RFOqH9VADz1jK3S0WFY/g65du+zr/q1xtMdbFVe7vTL+Vs23MFmnl2j/pLhDjbMh2KV15yoVi5dsVKv6SlYpa2o/6EwZeUC9nTvWq5eY7DMflmxYJlD/CJNvN2+Vv2Wq9dqp2VuNuqx9hiajnMzp7DhDu40XL1m7mC9/FSPcdxwDU/1zRV0ckCPtYklRVX94RX6/HL8sufV8scMvKAeLxkW+zSv9FnhigvYc6LIWHEAMGMD2qjuAIAzVwB1wAQAnW3V7zMtAGAlrqx/bACAIgDg/LO85vYFABv1ZEzXdQDAdI1Xy7QWAAQAZwaj+fkWALACdKwABjpYr4xZARRJ8nt/AGDLPDpbqiEAYEsNR3oaAwACgACgcr/yCrgCerwCbkpqN6c9K4DpeY42u6UAYLNHIKXXBwABQAAQACx2swfQmsJbye3LCmBKH7QJNxsATFjgZlR/3333ybXXXiu///3v5cUXX5Qf/ehH8p73vOdAU8rlslxxxRXyne98R3bt2iVvetOb5Prrr5cNGzaEbi4ACAACgAAgAGhPmQBg6McJBZukAADYJOGTvOydd94p999/v7zhDW+Q973vfXMA8JprrpGrrrpKbrzxRjn88MPl85//vDzyyCPy2GOPSU9POEdvFAC0+uztDrYq8nQNm+5gK2+r5fbt0k0g1kZ+K9ewld+3oBh1C1YqNcO9W7DcvpZr2DOHb2zxbI2h4WKO7bpJV6SnhRYrxZ1pAvHIF+26VLbyUXvmGi516R0odhvHrdzBxqvhyf65K4lFK2/wAn2wxg138IJVujv4OMMdfFT/n9QLTJb1+zwNoMcKYNI3eDrrBwDTOW6hW10oFGYBoFv9W7lypWzZskUuu+yyoJ7R0VFZtmyZ3HDDDXLeeeeFqhsAPCiTDXTGpzZMYNSlBwCdmzhUWLZuIQAwGBtrbyAA6B+6Pnv9AEB/ffNwBgCY8VE+FACfeuopWb9+vTz44INy/PHHH+j9W97yluB/X3fddaoi4+Pj4v6r/hwArlmzRny+A8gKYEUBVgDnuelYAQzEYQVQhBXA+R9OAGDGH94N6B4A2ACRm3mJQwFwx44dwZ6/F154QVasWHGgaeeee664srfeeqva3K1bt8q2bdvm/A0AnA/oWAH0jn0AEACcDhoAEAD0nj84wUsBANBLrvQVjgsAWQEUsfYM8go4xvsCAAQAAcBQNxQrgKFkotA8CgCAGQ+PuF4BHyoTewAPKgIAxngTAYAAIAAY6oYCAEPJRCEAML8xYJlAnAHEGUHcz8Hc0qVLI5lATt+4RTrau2cJvH/NYCyCt5o72MoRXLLcwd1GDmIj/6slmpaXNzZXbykmd4VvNZYpwqjHcj3HEmiuEk8HuXd5Sx9vc4hxQod+3MpxbLqD2/XgLBt5ra10h0XLNWx9IFo5rhlD3FBN9eltnBzQo2FsmZ47eGjNqHrCXy3VcwSv7d2plh8vdajHfTN7xAF0890Phy97Zc6fp/aOy33v2h4YAQcH45m3Y7snqShxBVgBTFzixl9gz5498uSTTwYXft3rXidf+tKXZPPmzTIyMiJr164V9xmYq6++etZnYB5++OFIn4EBAEUAwAguXQCwMjEAgIEMmjsYAIz32QEAxqtnFmoDALMwiof04Z577gmA79Df+eefH6zyVT8E/e1vfzv4EPRpp50m27dvl6OOOiq0GtVXwAAgABgEDSuA8987rAAG+hRZATTjhBXA0I8fCsakAAAYk5B5qwYAPDjirAACgDXvfwAQAKwRJABgzbuIAjErAADGLGheqgMAAcBZsc4KICuAMxRgD6AIewDz8jRMbz8BwPSOXVNbDgACgACgxy3ICiArgKwAetwwFG2EAgBgI1TO4DXmA0Cru3G5g636LddwYWxCPaXcqbv3yt3G8S79eLFHPy6Go9Jqv+b2dWU1x2/BytXbJFdvbC5dXzduXPdWXNc18kjH5Rq2dC5bLuA2w2ViuX2tXMNmTmG9fssdbOUUnuqdW89Ur+H2VfIGuzCwTCMThrl1bMWUGj1L1upu3xOWPquW7yjoLuO/TPSr5Zvxqte6TXABxzWBpLMeADCd49b0VgOAB4cAABQBAKfjAQAMhAAARQDApj+maEANBQBAQiSSAgAgADgzcABAAHBmPACAAGCkBwsnNVQBALChcmfnYgAgAAgAKvczK4CsAE6HBSuA2XneZbUnAGBWRzbhfgGAACAACABaew9ZAWQFMOFHENXHoAAAGIOIeawCAAQAAUAAEAAUwQSSxydgNvoMAGZjHBveiygA6NtIX9dw3z+97HWJck+XWr7c3akeL/bqx8uW29d4HViY0r8JYub3Lfp+ZE9pflw5duNyy3qNVIRcvb71x1U+hqGKqynz1mO6gGNyDVv5sa2cwkruYM0Z7Po02ae3cXLAyhGsH58Y0hUaW6N/NeDIw/5FPWHT0Evq8V89v149vntvj3p88/o/qMf/uGcksZDABZyYtKmoGABMxTC1XiMBwINjAgA2ID6bBZ6+XQMAA8XKAKAAgL43D+UbrQAA2GjFM3I9ABAAbGgoA4Dxys0KoLACKMIKYLy3VdpqAwDTNmIt0l4AEABsaCgCgPHKDQACgAIAxntTpa82ADB9Y9YSLQYAAcCGBiIAGK/cACAACADGe0+lsDYAMIWD1gpNBgABwIbGIQAYr9wAIAAIAMZ7T6WwNgAwhYPWCk2uAuDm4z4jHe3ds5rUNj7ZlCYWRvfo1+0y3Lt9uhuv1Ke7g61vm4nl9jXcu955fD2MBd4ZOeICK6se68PIVoTE1R4PzeYLVjP3rjXmcbXftx5fnY1Ol616fIHRyE1csnIWK8eL3brbt9jbrrZ+YkAvP7HAzx08tris1l8+bL96/NhVL6rHV/aNqscnS3r7k3T7WjHOHsCmPKpa5qIAYMsMRboaAgDOGC8AUAQADALCG8DjAmEAUABA/2cIAOivWZbOAACzNJoN7AsACADOCjcAEACcGRCsAAorgA18IHGpSAoAgJFk4yQAEAAEAOfOA6wATmsCAAKAPCZbXgEAsOWHqDUbCAACgAAgAFhuMzKHAIAAYGs+umjVzEdXuey72xj9UEAEAAQAAUAAEAAUwQTCEzGtCrACmNaRa3K75wNA36Z5u4Zf2aVeomCsRpQH+tTy5b7Z7uVqoZKV89fT+VmYLOpSeDpU1deKvnvurPKt9u8/T218Yy22V7S+F05a57jqt8wkxnHTNWy5fS03sZI6znIMF3t0F+3UgOEO7vdzB08M6a7hsSV6cPYdqbt9j1mi5w4ulfX6d47r85RvqPmUxwTio1b2ygKA2RvThvQIADwoswUVAGCEUAQAI4jmku/qny7xrgwAFADQO2o4IaUKAIApHbhmNxsABAATiUEAMJqsAKCwAugfOqwA+muWpTMAwCyNZgP7AgACgImEGwAYTVYAEACMEDkAYATRMnQKAJihwWxkVwBAADCReAMAo8kKAAKAESIHAIwgWoZOAQAzNJiN7EqcAGi1u/2lV9Q/lSf1VHOFHj21W3mBvrm61K+bQMpt+iZtq50FI+WbGDDjbUSI4+EeRx1RAixhoPNtkrf2vhewyidtwikZewCtWLbK+5qL2o3PwFimEQ8TSNmou9Slmz0sc8jkgg51VCYW+JlDxhfqg7t/jT4fHXbEn9QTDlvwF/V4m+hj+Mxe48IxxCYAGIOIKa4CAEzx4DWz6QDgjBVAANAORQCwog0AWJEBABQAsJlPLq49UwEAkHiIpAAACACGChwAEACcESgAoACAoSYOCjVCAQCwESpn8BoAIAAYKqwBQAAQAJx1q7ACGGrmoFADFAAAGyByFi8BAAKAoeIaAAQAAUAAMNRkQaFGKwAANlrxjFwPAAQAQ4UyAAgAAoAAYKjJgkKNVgAAbLTiGbleFQBf92+/KO1duvv20K4ufORVr963PfOiXt5KyTbQr5YvDRqp4Lo71fJGpiaJze3bDEduXNdsMaDzCqh5CifuDvbV3ypvuXetvsV1Xat+z8whYjh7y0rquHK77vYtd+ru3VK37vad6tPrmVygHx8fNNzBRoq4/Ut1927hiL2qapuW6yniOtr01JGjE71eYf7K3vAp5Yr7xuXRD/xnGR0dlcHBQa/rUDj9CgCA6R/DpvQAAJwhu+/nXnwfynGMcFzXBACjjYav/gCgAICVUAMAo91ynFVbAQCwtkaUUBQAAAHALN0YrABOj6YvqLICKKwAZmkmyFdfAMB8jXdsvQUAAcDYgqkFKgIAAcBqGPIKuAVuSJrQEAUAwIbInL2LAIAAYJaiGgAEAAFA9gBmaU4L0xcAMIxKlJmjAAAIAGbptgAAAUAAEADM0pwWpi8AYBiVKBMLAFoyLnpAd8WVX3pZPaWt33D1LjBcwAOGi85IS2UOd9Fw+/num0q6fJLxmlETSFySeYOkbyxYaQd960m6vCVom5E7WHEH2yYQwx3crR8vGccnB3TX8Pig4Q42XMDjC/Xc4ftX667e1UfqOYJXD+zS57uCPu889udldYctLuC6JUx1BQBgqoeveY2PsgIIAEZcZfF9WCcZFgDgvOoCgDWCDwAUADDJCYq6fRQAAH3UouwBBQDAg8GQ+EMfAEzNnZd4LLACKOVOVgDdDcEKYGqmhZZtKADYskPT2g0DAAHA1o7Q5rQOAGQFsKoAr4Cbcw9y1fAKAIDhtaLkDAUAQACQG2KuAgAgAAgAMjOkRQEAMC0j1WLtBAABwBYLyZZoDgAIAAKALXEr0ogQCgCAIUSiyFwFqgB4xvJ/Lx1tXbMK/PnMw70kW3TXP6vly/v2q8fbBhfo5YcG1OMlI+evGC7gwpThdLD24lnZEHz37vmW91LZKByTqcMXfMqWZnH0Kc46DNOqeQnftIBWRVaPGiBFAAAgAElEQVQs+KaI863HMwYLVm5io56ykQtYNHOIlTfY2gNoHC916W7fYq9+fGLIcAcP6cEwbuUIXqa7d9uO3KOO+sZlujt4dELPtT66Xz++dkh3Ez/80Nx5ubR/TJ69/D+QCzjOOSNFdQGAKRqsVmoqADhjNABAAQCn4wEArAgBAMp+ALCVHlm0RVEAACQsIikAAAKAMwMHAAQAZ00kACAAGOnJwkmNVAAAbKTaGboWAAgAAoDKDc0KICuA02HBCmCGHngZ7QoAmNGBTbpbACAACAACgOwBFGEPYNJPG+pPSgEAMCllm1jvVVddJT/84Q/l8ccfl97eXjn11FPlmmuukaOPPvpAq8bGxmTLli1yyy23yPj4uJx11lmyfft2WbYsXHohABAABAABQAAQAGzio45L16kAAFingK14+tvf/nY577zz5MQTT5SpqSn53Oc+J48++qg89thj0t9fyZd74YUXyu233y433HCDDA0NyUUXXSRtbW1y//33h+pSFQDXXPu30tY724226T89rdbx3LlHqMdXfuch9Xihu1s/Pmi4fY1cwFbmAKujhZL1Hk/P+WlteA8l5MxCng5Mtf4muXp9++rtAvZ14/o2yAwGY8yt8r5j6PvK2KrfN0OIpzvYF/S85VeMVKZjuMPIBGK5gy0XcI/u9p1c0Kk2f2LIL0fw2IgeO/sOm1TrP2K9nhN9Uc9evT1Fvf2a29caD1zA3pGaqRMAwEwNp96Zl19+WZYuXSr33nuvvPnNbw4s/0uWLJGbbrpJzjnnnOAkt1q4adMmeeCBB+Tkk0+uqQoAOEMi34d+XPCg1QMA1oxdrwK+n6vxjQUAsDIcAKAAgF53JoVjUAAAjEHEVq/iySeflA0bNsgjjzwir3nNa+Tuu++W008/XXbu3CnDw8MHmr9u3Tq55JJL5NJLL63ZJQAQAKwZJPMUYAVwWhwAEACcDgUAsJ4ZhXOjKAAARlEtReeUSiV597vfLbt27ZJf//rXQcvdyt8FF1wQ7P2b+TvppJNk8+bNwX7BQ3+u7MzyDgDXrFkjvAK2v3nmHSa+q0esAHpL7H0CK4CVBTrPDz7HoTOvgCsq8grYO5o4IaQCAGBIodJazO31u/POOwP4W716dWQA3Lp1q2zbtm2ODAAgABjl3mAFkBXAWXHDK2BeAUeZSDinLgUAwLrka+2TnbHjJz/5idx3331y+OEH0wBFeQXMCqC+TymIgDhW7uKqhz2A8d6UrACyAjgdUZhA4r21qK35CgCAzR+D2FtQLpfl4osvlh/96Edyzz33BPv/Zv6qJpCbb75Zzj777OBPTzzxhGzcuDEWE4jVoaNu0HNgyqNPqqe0DVQcy4f+CkOD6vHSgJ4bs9yuu/dMt2/sI3JIhXEBo9ZO3z1lCfc18ZU+X0Dz7W9caf6s6xb1fLFWcTPjiuVct17dWuWN2IztFbCPw17LD+z+vWXlE+7UXbFlwwVc6tLnhWK/7gIeX6gfHzNyBE8M6y7gvav0m3Thxr+ow75mcKd6/ME/rFOPL1+pl9cKF/eOy+/P/gq5gH3nhYyUBwAzMpAzu/Hxj3882OfnVv9mfvvPfe7FfRfQ/dyr4TvuuCP4DMzg4GAAjO63Y8eOUIrMZwIBAGtICADaAvl+7gUArGgJAIoAgEEoAIChHmEUci+1ym65iF+mFCgYD8Xvfe978pGPfCToa/VD0G4VcOaHoJcvXx5KCwAwlEx6oSRvOVYA6xgY5VRWAANRWAEUYQUw3luL2pqvAADY/DFIZQsAwDqGDQBkBbCqAK+AK0pooM0r4EAaXgHXMddy6rwKAIAESCQFAMBIslVOAgABQABwdgwAgMIewDrmVE6NpAAAGEk2TgIA64gBABAABAABwEPuAgCwjjmVUyMpAABGko2TqgD4ttf8jXS0z87Z+8THhlSBNv2fz6vHSy//WT1eWLBAF3qh7gIu93bp5ZPexxVXOMQBhp6fgTFdpXH1yagnNndwXCaQuOqxdPPMvSu+42iZQGLKEVyw6vF0E5thpbmVLbev9WrYyhHcpbt3y92GC7hXLz85aLiAFxo5god1R9P+Zfq2+9KGfao8R634k3p8sqhf99UJPYf6UPfYnHqm9o7L3//rb+ICTni+a9XqAcBWHZkWbxcAmMAAAYD+K4NxgVtc9QCAFQV8YxkAFAAwgTmVKudVAAAkQCIpAABGkm3+k3wfmlptvitHcVwzghSsAE6LZunvO46sAEqZFcAgqFgBjDAh5fQUADCnA19vtwHAehVUzo8DxnzBIY5rRpACAAQAZ4UNK4CsAEaYRzilPgUAwPr0y+3ZAGACQx8HjAGA0QaGV8DzvrplD6AIewCj3Vqc1boKAICtOzYt3TIAMIHhAQBtUa0MIXGBW1z1WD3ABDL/DcMKICuACUypVDm/AgAgERJJgQMA2P9vpaNwiPt2/Rq1zvL/eEo9XjBSOLUtHNbrGejTj/foLj3vDem+ihiuRDM9l2/9WvmUrPSZPOQLXHEBoO914xgrV4cv3HvuDUw6R3BsK4BWbmKtv9ZYGe5gaw+gWC7gTt1FW7JcwANWjmA9B/HYQj1oxxbrOYL3HTGhRtsRh+ku4KGu/Wr5fVP61xC62otzyk/unZC/e8e3cQHHdZ+nrB4AMGUD1irNBQBnjAQA6B2WTdsDCABWxsoCMcNMAgCKTAKA3vc5J7S2AgBga49Py7YOAAQA6wlOALCGeqwA6unhnGysAAbBwwpgPTMQ5zoFAEDiIJICACAAGClwpk8CAAHAWQrwClh4BVzPjMK5URQAAKOoxjkCAAKA9dwGACAACADOjgEAsJ4ZhXOjKAAARlGNcwDAmTHAHkDvOwIABAABQADQe+LghFgVAABjlTM/lVVXAF9z62XS3jc792Tvf9HduwM/+I0qUFt/v358ZKF6vLzAcAEbrj5vB2bSRgFfR6iH47dZuX19Iz9xAIxpDL3baQhhjotvLBjlC0U9v6wZ+9Z1p+Y6RV2XTBOIuVfRCForp7Cmm1W3kfFDrBzBxlcGypY7uEd39U4N6O7a8YVWjmDDBTyiu4D3rtO1X7HhZTWqlvXtVo8/9OD60Ldjaf+YPHv5f8AFHFqxbBUEALM1ng3rDQBYh9S+D30AUMT3MzAAYCVAfb8/CABKGQCsY3Lj1DQpAACmabRaqK0AYB2DAQCK98oaADgv0LECKMIKYCVEWAGsY27O2akAYM4GPK7uAoB1KAkAAoDV8PGNBV4Bi/AKOIgeXgHXMQdzaqAAAEggRFIAAIwk2/yv5awqeQXMK+AawMgKICuA1RBhBbCOuTlnpwKAORvwuLoLANahpO+qDwAIAAKAB284VgBZAaxj+uXUgwoAgERDJAWqALjm//pbaevtmVXHEbdNqnW2//0/qsfbFizQjy8yXMD9vWr5crvurhMLoKx9ZZYiMRkLvF3JAGBsAJj43sO4Mnj4mjeMGPHOEWy5dK0UcYZpxIxxq36tv8Y1pV3P4WtmCDFcwNKtu3pLXboLuNRn5QLW6xkb0ds5ZrmA1+iDOHTUX9QZad3QTvX4Q0+tVY939c3NNVzcNyZPnX8VLuBIT8H0nwQApn8Mm9IDALAO2VkBbNoeQABwOm4tuAIABQCsY27j1FQpAACmarhap7EAYB1jAQACgNPh4/19wLhWGAFAYQVQhBXAOubxDJwKAGZgEJvRBQCwDtUBQAAQAJx9A/EKWPbyCriOSZVToygAAEZRjXMOpIJjD2CEYAAAAUAAEAA8ZOoAACPMpZxSlwIAYF3y5fdkVgDrGHsAEAAEAAFAALCOSZRT41AAAIxDxRzWUQXAc3/576Szf7YL7s8fXqwqUnzyf6rH24cG1eOFhXpO4XLfbNdx9eTUuICtePHY3xVbzl9fGPV0QnubLixtYsoEYsaI1S/jeNkwnBeMlLy2K1Y/Ia69gd7fB7RcvZYL2NM0Ilb92rhb+xStGDFy+5oZQnp0927ZcAEX+/TyE8O+LmA9mPet0mOhc8Orao83LP6zevylvfpXFdrb5rqMp/aOy//7vutwAefwGe66DADmdODr7TYAWK+CyvkAoC0qAFjRxvPzMADgPB+IBgAFAExgHk9RlQBgigarlZoKACYwGgAgADitACuAIsIKYBANrAAmMNdSZaAAAEggRFIAAIwk2/wnAYAAIAB4MAYAQAAwgWmWKg8qAAASDZEUAAAjyQYARpWNV8C8Aq4VO+wBDBRiD2CtQOHvVQUAQGIhkgIAYCTZAMCosgGAAGCt2AEAAcBaMcLfZykAABIQkRSoAuCx//t/kvau2a7cFb98Wa2z+MRT6vH2hUPq8YLhDi73dqvlvR2nSecC9nXY+uZzjTRyh5zk20ZPF7DVxNjGynLpthmDa+SLLrfptt5yu2+Q6D0uGG7ZQsmwDRcNd7D1WtRj+4BrYcGqJw0uYKuvnXquXjNHsJELuNxt5ALu0eufHNbno7ERvZ79I4YLeIU+5uUj96lBtXHlv6jHx6eM607Nbb8zgfzmvV/FBRzHXJrCOgDAFA5aKzQZAAwxCr5wBQDaonquAJYBwIqWVkwBgFIGAAMXMAAYYi7PaBEAMKMDm3S3AMAQCgOApkisAFakYQVwnvvId7WTFcBATFYAQ8zNFKnMP+Wy71MK5VBADqSC4xXwPNHge2uxAsgKYFUBXgHbn4HhFXAQJbwC5klcrwIAYL0K5vR8VgBDDDwAyArgtALsAZwWIo5MIAAgABhi+qVIbQUAwNoaUUJRAAAMERYAIAAIAM6OAQBQMIGEmDsp0hAFAMCGyJy9i1QB8KR3/a10dM52AS/4+8fVDhdf3aMebx/Rc/4WBvWclt4u4HiMnPYgWs7YVgJA37bE5Pb1jXzvvYGmq9cY9A79eMk4LpY72DcXsOH2NVcGLdew8WrYzJqRFhOIz0efrVju0N2vvi5g6TRcwL2GC3jIcAEv0svvX6QHz/5l+vGJI/ert9Gm1S953V6TxfY55Z0J5J53XY8L2EvJ7BQGALMzlg3tCQA4Q24AMLbYAwArUtpgaHw2xgIoAFAAwEpMAYCxTVOZqQgAzMxQNrYjACAAmETEAYAAYM24YgUwkIgVwJqRQoEaCgCAhEgkBQBAADBS4NQ4CQAEAGvGFQAIANYMEgqEUQAADKMSZeYoAAACgEncFgAgAFgzrgBAALBmkFAgjAIAYBiVKAMAzhcD7AGM7Q4BAAHAmsEEAAKANYOEAmEUAADDqEQZEwDffOrnpaNjtgu443f/Q1WsNDGpHm9fNKIrPDSgH7dSOFkglicXsK/b14rtJrmAreaYYGi5gA1Xb7lzrhPSXdPK+WvlCBYrpizThWcu4MKUXpF1PJMuYCOWrdwFBcsFbKQFLPd06eHWpbt3Sz26O3hyaPb8V610bJFefszIBbx/qe4CHjtyTG3nMeteVI93FPTY2W/kAsYFnN8HPACY37Gvq+fVV8AAoLNsGt8E8YWxODKB+F4TAAwUAACnA8H6Tp/hMrbcyiaQ+tQPAAaDAgDW9aji5HkUAAAJj0gKAIAzZAMAI8WQz0msAFbUYgVQhBXASiywAugzg1BWUwAAJC4iKQAAAoCRAifiSQAgAFgNHQAQAIw4jXDaIQoAgIREJAUAQAAwUuBEPAkABAABwNk3DyuAEScTTjugAACYwWC4/vrrxf33xz/+MejdscceK1/4whfkHe94R/C/x8bGZMuWLXLLLbfI+Pi4nHXWWbJ9+3ZZtmxZaDUAQAAwdLDEUBAABAABQAAwhqmEKmY+usrWejoypVaBn/70p9Le3i4bNmwI9svceOONcu2118qDDz4YwOCFF14ot99+u9xwww0yNDQkF110kbS1tcn9998fus9VADx9w6XS0T47F2bpnyvgGfbXtnChXtRwAZd79NybYa93oFyruYPjMIFYIviaQ3LmArZyAZetHMGGzgVD58KUnsLNTPmWdhewj9nDaamZTCwTiOWoNty74usC9swFPDXomQvY1wW8QXcBb1yr5wLuaiuq0YkL2PsJkfkTWAHM/BBXOjgyMhJA4DnnnCNLliyRm266Kfj/3e/xxx+XTZs2yQMPPCAnn3xyKEUAwBAy+ZpDAEBT1KRXAAHAaek9wc10AXvWAwCKmJ+BAQBDTLYUiaIAABhFtRSdUywW5Qc/+IGcf/75wQrgSy+9JKeffrrs3LlThoeHD/Rk3bp1cskll8ill16q9s69Knb/VX8OANesWSOsAM4TDABgbHcKAFiRMjUuYABQxhbp3xPczwpgbPMCFdWnAABYn34te/Yjjzwip5xySrDfb2BgIFjxe+c73xn83wsuuGAWzLlOnHTSSbJ582a55ppr1D5t3bpVtm3bNudvACAA2IibAAAEAKtxVuYVcCAFr4AbMfNk+xoAYEbHd2JiQp555hkZHR2V2267Tb773e/KvffeKw899FAkAGQFMEKgsAIYQTT9FAAQAAQAZ98bAGBs00tuKwIAczL0Z5xxhqxfv14+8IEPRHoFfKhM7AEMETgAYAiRwhUBAAFAABAADDdbUCqsAgBgWKVSXu5tb3ubrF27Vq677rrABHLzzTfL2WefHfTqiSeekI0bN0Yygfz1m78wNxfwrx72UsvXBSy+uYCt1lguYF9ws+r3raeVTCC+ffIacf/CuQPASd3JWSjqbuKkcwEXfPf0Ga9pzXYW9f5qkZLZV8DL/HIBswLoP49wxmwFAMAMRsRnP/vZ4Jt/Dvh2794d7Ptze/vuuusuOfPMM4PPwNxxxx3BZ2AGBwfl4osvDlTYsWNHaDWqK4AA4DySAYCh46lWQQBwegUQABQAsBILAGCtWYO/11IAAKylUAr//tGPflR++ctfyosvvhh85++1r32tXH755QH8uV/1Q9BuFXDmh6CXL18eurcAYAipAMAQIoUrAgACgNVIAQABwHCzBqVqKQAA1lKIv6sKAIAhAgMADCFSuCIAIAAIAM6+V1gBDDd3UMpWAAAkOiIpAACGkA0ADCFSuCIAIAAIAAKA4WYLSoVVAAAMqxTlZikAAIYICAAwhEjhigCAACAACACGmy0oFVYBADCsUpRTAfDNp35+jgu4/R/+P1WtsuH0ax85mJFk1onDg7rqSbuAfcfaF/Ss+nEB+yovVq5e83i7bv0ud7brMdumOzPFcpBbY2h9vNjK+etZXixziKFoQcu968pOTqlnmCnfrHrS7AI2cgqXejpUbSaHetTjY4v08mNGJpB9hgt4YsN+tf5Na6xcwPoYjhXnZiaZ2jsuv/xX3wq+F+sMgfzypQAAmK/xjq231RVAANDl5zIgwUhmbw4CAOgdnwDgtGQAoBQMcJM2A/p7uvR4AwC970NOSKcCAGA6x63prQYAZwwBANi0eAQAAcBq8AGAFSW62lgBbNqElLILA4ApG7BWaS4ACAC2QiwCgAAgADj7TgQAW2FmSkcbAMB0jFPLtRIABABbISgBQAAQAAQAW2EuSmMbAMA0jloLtBkABABbIAwxgVQHgT2A7AGcjgVWAFthZkpHGwDAdIxTy7WyCoAnvudvpaNztgtuwZ2Pqu0t7dunHm8fWageLwzprrRyb7eXHuYnRKxaLIen11UjFI7DBOJrPPFtprXf0bcez/Len4ExNv5Lhz64JeO4WC5gq/2G/oWSnsPXzO1ruoONnLlW7FguXStOjJy/seUCtnL+Ku0pW220tGyWCWTYcgHPdd26sNm/SDeN7TdcwJOGC/iY1S/q82xZr3/v5FzTi3MB7/g3X8cF7DkfZaU4AJiVkWxwPwDABAQHAE1RAcCKNAULoADA5q0AAoAJTIZU2QgFAMBGqJzBawCACQwqAAgAVhVgBVBYAawEAyuACcy1VFn5B2XZvMtQCAVsBQDABKIDAAQAAcADMQAAAoAJzLJUOUMBAJBwiKQAABhJtvlPAgABQAAQADzkLmAFMIG5lipZASQGoisAAEbXzjwTAAQAAUAAEABMYHKlSk0BVgCJi0gKVAHwiC98Udp6Zrvgjtz+tFrn1Au6a619WM8FXFg4pNZjuYAto0DBcBOW240UbpYicWX8sOqPAwCtulPuDjZNIJZj20r/ZY25b3lzDA23r35YxHDpFow9gGK5jK3PwFjj7pmrN2kXcFnTwXD7mrdn0i7gXt3VOzFiuIBH9FzA+xfpQbtvpRE7G/aoXd647E/q8bGift1x5Tgu4EiPv8ycBABmZigb2xEAcIbeccEVAOi/AggAVl7lAIDJu4ABwMY+ZLha4goAgIlLnM0LAIAA4KzITvj7gKwATqvNCqA5oSaeCxgAzObDLMe9AgBzPPj1dB0ABAABQOUOsj5SzCvgiljGdwx5BSzCK+B6nkicG0UBADCKapwjACAACAACgNYeRrH2GAKAwh5AHqCtogAA2CojkbJ2AIAAIAAIAAKAIphAUvbworkHFAAACYZIClQB8F/f9b9JZ//sHJO7/2alXuc/PKwebx/Uc/4WFuk5gst9uusu8Zy/cbmADbOHNRCWi1ktH5chJVJUKCfFtDfQew+gcd2ylSPYMpP4tt/MX6sLao6tlcPXN+WbNY6eK3SmC9jTTWwCo5YL2KrbyM9c6NDdr9LRrt8q3XNz47qCZcNNXOrTXcDji/T5aHyhft39i/Vg27ta3yfQd9Qutf0bFr2sHn9+j/71hPHJufoU943Lox/4z+QCjmu+S1k9AGDKBqxVmgsA1rECCAB6hzEAOC0ZACgCAAbBAAB6TyOccIgCACAhEUkBABAADBU4vitoRqUAIAB4IDQAQAAw1ORDoVoKAIC1FOLvqgIAIAAY6tYAACsy+X7jkVfAUuYVcBA6vAIONdNQKIICAGAE0ThFDriA2QPoNg1Z3/gwIoVXwN63ECuArACyAjj7tuEVsPc0wgmHKAAAEhKRFGAFkBXAUIHDCiArgDMDxVrZxAQimEBCzSgUilEBADBGMfNUVRUA3/13F8xxAb907XpVit6f/FY93rZggX7c1wVsOTytgbGcn3ENpLXSZ13X9zWh1k7f1Uirr1Y9MQGdeNYTm8Pbuq7lGvZsp5dj22nv+6rXGhffnL9WRpGpoh4Rxvf7zO/9mW5oPch9PgRdMFy9Yt3/hqvXcvuWu3U3cXGB5fbV3cRjI7oLeGyRnoN892G6Nks3/Fkdk7WDO9Xjv/unw40xnHvd0v4xee7iK3ABxzXnp6weADBlA9YqzQUAQ4wEAGiL5AlWAGBFShMwAUABACsxAgCGmJspUp1P4loyQNE8KQAAhhhtABAArBUmrAAGCrECKMIKYK2bhb/HrQArgHErmpP6AMAQAw0AAoC1wgQABACnYwQArHWz8Pe4FQAA41Y0J/UBgCEGGgAEAGuFCQAIAAKAte4S/p6QAgBgQsJmvVoAMMQIA4AAYK0wAQABQACw1l3C3xNSAABMSNisVzsfAP7zfzlK7f7ibz2gHm/r79ePjxi5gAd61fLlTt11Z32ENy1j5OUs9XWJ+orgad7wrT42d3BcDu+4+htXjuCYzB6W+7jgm9vXKu/rAtbcx1bGD8vt227k/O3RXbrSqbt9y916zt+poW41nMcX6uX3Wy7gxboLeM8RU2r96474k3p8ad9u9fhEUe/Xf/+ntXPK4wL2nqEydQIAmKnhbFxnAMDGaQ0A2lp7fyDad9gAwIpi1kolACgAoO9NRflWUQAAbJWRSFk7AMDGDRgACAAeUIAVQCmwAhiEAyuAjZuDs3olADCrI5twvwDAhAWeUT0ACAACgAdjAACsaAEANm4OzuqVAMCsjmzC/QIAExYYAAwlMK+Ap2WK6VUsewBF2AMY6tajUAYUAAAzMIjN6AIA2DjVWQFkBZAVQFYAD70LWAFs3Byc1SsBgFkd2YT7VQXA04f/V+koGC67Q9pQfHWP2qq2Ht1d1zao5wguDxnHjRyelgvYAqvY0o5Zn4HxHJuWAkDPtpvFPXPyWvV4j5VVUVyuYat+3zzPvm5uT/duoVTWWxqX2cPcq6jnGi4r7S+0G4NiuH3FyBFc7vZzAZd6dVfvxLDlAtZdt/sX6e0fW6K7gMc2jKljcszaF9XjfR0T6vE9k3o7tcJTe8fll//qW+QCjmteS1k9AGDKBqxVmgsAzhgJCx4AQDtcAcBAG+/cvr4mEAPoAEAR6zMwAGCrPGVoR9IKAIBJK5zR+gFAALCu0AYAAcAZAcQKoAgrgHXNKJwcQQEAMIJonCICAAKAdd0HACAACADOuoUAwLpmFE6OoAAAGEE0TgEAZ8UAr4D9bwkAEAAEAAFA/5mDM2JUAACMUcw8VcUKICuAdcU7AAgAAoAAYF2TCCfXqwAAWK+COT2/CoBvOOdK6ejsCaXC8C/+oJYrjeo5LdsMt68sHFLrMd1+Ca/Qhep8zIViMw9YblCrvUZ+Vu/u+aZY8y1vNCg217BRv5dj29Xh6/b1dO+a3/XzzNUrvt8ZtPSf0vPdasULHbq71swX3aW7d8tmzl+9/uKA7qKdGNbdxGML9RzEYyP6xLNvpe7A7t44qqp29GI9F/C+Kb09+6d0HbTKnQt4x7/5Oi5g7wksGycAgNkYx4b3AgBsuOSzLggARtMfAJzWDQCUsvHZKAAw2r3FWelTAABM35i1RIsBwOYOAwAYTX8AEACsRg4AKMIKYLR5JCtnAYBZGckG9wMAbLDgh1wOAIymPwAIAAKAB+8dADDaPJKVswDArIxkg/sBADZYcAAwFsEBQAAQAAQAY5lMMlAJAJiBQazVhauvvlo++9nPyic/+Un5yle+EhQfGxuTLVu2yC233CLj4+Ny1llnyfbt22XZsmW1qgv+DgCGkimxQqwARpMWAAQAAUAAMNrskb2zAMDsjemsHv3ud7+Tc889VwYHB2Xz5s0HAPDCCy+U22+/XW644QYZGhqSiy66SNra2uT+++8PpUgVAF9z62XS3hcu9+TgNwfVurv/2z+qx9sNt2/ByBFc6u/V296u53QRsegAACAASURBVN40HZieKdziyins7SDVeuvrKg012jMKWS7UuNzBVnticgGb3Y2rfl/9LT2teqwOWCnffN27vuU9zSRlq52a49caEyNHsHfO3y7dBTw1ZLmAjZy/I5YLWJ939q7V8yEv2/BndXQPH/yLevyB/77B9+6dU760f0ye+9QXcAHXrWQ6KwAA0zluoVq9Z88eef3rXx+s7F155ZVy/PHHBwA4OjoqS5YskZtuuknOOeecoK7HH39cNm3aJA888ICcfPLJNesHAA9KBACKCABYCQgAsKKDAXoAoAgAWPPxQoEGKQAANkjoZlzm/PPPl5GREfnyl78sb33rWw8A4N133y2nn3667Ny5U4aHhw80bd26dXLJJZfIpZdeOqe57jWx+6/6cwC4Zs0aYQVQBAAEAA/cGAAgADgdDGMjrAA247nHNcMrAACG1ypVJd3evi9+8YviXgH39PTMAkC38nfBBRfMAjrXuZNOOil4TXzNNdfM6evWrVtl27Ztc44DgABgEBSsALICOHN2YAVQAMBUPTJz2VgAMIPD/uyzz8oJJ5wgP//5z+W1r31t0MOZK4BRAJAVQDtQWAEEAFkBPOT+AAABwAw+W7PWJQAwayMqIj/+8Y/lve99r7S3H9ycXCwWpVAoBEaPu+66S8444wyvV8CHysQewIOKAIAAIAAIAB46R7ICmMGHa8a6BABmbEBdd3bv3i1PP/30rJ65V74bN26Uyy+/PNi750wgN998s5x99tlBuSeeeCL4exwmkOX/7kUvVUsz9hbOPLGtV88xXBgYUOsvD/brxw23n7lhv6jn6pSEcwon6gK2RsTbbWpo4zXi8xRO+lVyXO30rcfX7eu5l7DgmSPYdsAb4+vZHinqTlczj++Mf6wekNZyAZu5fa1cwLpLt9Sn59KdGNZdwONDfm7fscX6HsCxI8fU6Nm49iX1+Ej3PvX4PiPn74OPHh46OnEBh5YqkwUBwEwO69xOzXwF7P7qPgNzxx13BJ+BcZ+Iufjii4OTduzYEUqR+VYAAcBQEs4pBAA2YCUx2tDUfxYAWNHQ/LSLAlcAYCAZAFj/7UcNugIAYE4i41AArH4I2q0CzvwQ9PLly0MpAgDOkMnzu4GWwAAgAHggNjxX3FgBFCl3swLo4ocVwFCPMAq5f4+Vy77vgNANBQ5mAtFcwKwARosQABAABABn3DusALICGG0q5ayQCgCAIYWi2GwFWAFkBTCRe4I9gBVZWQG0XxezBzAIEfYAJjID5apSADBXwx1fZwFAADC+aJpREwAIAFbDgRVAVgATmWSo9MAtxitggiGKAlUAfNtffVo62sPlArauU3j6BfVP5YlJ9XibkQu4PGi4g41cxWXjAVOwHIyee/18Pw/TUq+ALdNClGBpxjlxgaSvDp4rd6Y0Rj3mXj/f65o5fD1dwNa9YnWszbDSa8c7dNdt2VoB7DL2AHbr9Uwt8Mv5Ozas1zM+rLt9963UtVywUc/te9Sil1XV9k3pbuXxKT03sc/tNrV3XO551/XkAvYRLUNlWQHM0GA2sisAYG21AcDaGiVWAgCMtJIovm5lAFAAwMTuYipOWAEAMGGBs1o9AFh7ZAHA2holVgIABACng6vMCqB5m7ECmNgMlIqKAcBUDFPrNRIArD0mAGBtjRIrAQACgABgzdsLAKwpUaYLAICZHt7kOgcA1tYWAKytUWIlAEAAEACseXsBgDUlynQBADDTw5tc5wDA2toCgLU1SqwEAAgAAoA1by8AsKZEmS4AAGZ6eJPrXCQAfPIZtUFti0fU46WXX1GPF/r1nL+FgT69ngW96vFyp+7qK1i5gEuGDTgmd7A5Wkl+qz0uN6j1yY7kQrC5NfuOieXqLRrBE1P95vcELfUsE8jUlH6G5eq14sFMBTfXHVzu1t2vYrqD9fu52G/k/B3UXcMTVs7fhUZu3xH9+P7DJ1TNjjpcz/m7un+XWn5/UW/nK2P6POhzYwCAPmplrywAmL0xbUiPAMAZMgOA9kd7GxKNTbhITIBWAAArg9cOAAKATbiPc35JADDnARC1+wAgADgrdlgBnP9WYgWwog8rgMIKYNSnDufFrQAAGLeiOakPAAQAAUCPmx0ABACnwwUA9LhvKJqoAgBgovJmt3IAEAAEAD3ubwAQAAQAPW4YijZCAQCwESpn8BoAIAAIAHrc2AAgAAgAetwwFG2EAgBgI1TO4DXmA8C2P+2Mpcflvfv0eoxPfBQGjFzAg7pbrtStu+vESFdamPJ0bBrFzZy/lrFA2zflm/vVd0TiyoHre92ky/uaN6z2eNbjncM3puuaLmBrfC2nu9UeywVslVfMHq5oWcvj6+n2LXXruXEnB3UX8OSgXn5sWJ8AJoaMnL8r/HL+blz0J1Wdkhj1G7mAfW8VLXcwLmBfFbNVHgDM1ng2rDcA4AypzU+p6MMBADYsTOdeyBPczJZ61gMATisJAAoA2MT7n0vPUgAAJCAiKQAAAoCzAscTiCIFXRwnxdVOz3oAQACwGr4AYBw3MnXEoQAAGIeKOawDAAQAAcDwNz4ACAACgOHvF0o2RgEAsDE6Z+4qACAACACGv60BQAAQAAx/v1CyMQoAgI3ROXNXAQABQAAw/G0NAAKAAGD4+4WSjVEAAGyMzpm7ShUAz1j+76WjzcjZGbLXltu30K/n9i3v36/WXOjpUY+XjRzB5QEjR3CHYQO2PuVhuYOtnMKGLgVfB2ZIfYNinnvWzKqTdgfH1c646vHR2CW6aDV94ko1Z5g3xOqvZfbo1J23ohy3cnWXu/Q6pgZ0V//kgF5+fEi/z63jY4v0YJjYoM9HR6/+F/WEVX2j6vGpst6eV8brz/lrhfHk3gn5u3d8W0ZHR2VwcNAz2imedgUAwLSPYJPaDwAeFN78PAwA6A+ecYFbXPV43l8AYI2VPgBQAEDPm4riiSkAACYmbbYrBgABwFAR7gtivuWtRsRVT6hOzogFVgArYrACKKwAet48FG+4AgBgwyXPxgUBQAAwVCT7gphveQBw/mHgFbDwCtgOEV4Bh5rFMlsIAMzs0CbbMQAQAAwVYb5A51seAAQApxVgD2CoO3JWIQDQX7MsnQEAZmk0G9gXABAADBVuvkDnWx4ABAABwFC3olYIAIwsXSZOBAAzMYyN70QkAGxvj6Wh5bExr3pMN7HhDi71GE5FLSeva0lM7mDvFHFeKhiFrVeEcdQ9Xx1J5zJuEhg2zQTiO45GPm2xYtzS0yhftsweHvl9Tbdvv+72nerX55eJBfrx8UE99+7EsH587+qiqsLSI19Rjx878pJ6fLykzy8TpXjmx7GikeNcaQ0AmPRE19r1A4CtPT4t2zoAcMbQAID+cQoAVjTzXfG0ygOAAgBWQgoA9J+O8noGAJjXka+z3wAgAFhXCAGAAODMW6hz7uoXK4DR7jAAMJpueTwLAMzjqMfQZwAQAKwrjABAABAAnHUL8Qq4rhmFkyMoAABGEI1TRABAALCu+wAABAABQACwrkmEk+tVAACsV8Gcnn8AAFf9H9LR1p2ICuXxCb96jY3thQ5903W5z0gd128cV15TzdtAI7WbmTnEgqLS3KuYaeN895T5KSxm6q+kr+vbTt/2+Jb3bI9pDvFN/+fbTsvU4Xm8bJlGLGOXZfYw0iyWuufeo6Ve/b6d7DdMFIbZY2KBYfYwTCBjS8vq6PZs3KUe37j4T+rxhV371OMlI+Xb6KQ+73iGmldxZwL5r//L90gF56VadgoDgNkZy4b2BAAMITcAGEKkhIr4gpJvec9mA4DTC54AoACAnjcPxRNTAABMTNpsVwwAhhhfADCESAkV8QU63/KezQYAAcBqyACAnjcPxRNTAABMTNpsVwwAhhhfADCESAkV8QU63/KezQYAAUAA0POmoXjiCgCAiUuczQsAgCHGFQAMIVJCRXyBzre8Z7MBQAAQAPS8aSieuAIAYOISZ/MCAGCIcQUAQ4iUUBFfoPMt79lsABAABAA9bxqKJ64AAJi4xNm8QJwAWF7QF4tIhf3jej1TegonMdJVlXt1V3Opr0ut33RIGr0qGFkbCkXdfSgKSJplfUHGt7w1UiWj7VZ53+v6lo/put6p3WK6rpmSzVcHK1Wb5epta9N7YLl6jfJlwzFvpVksd8297uSA4fYdMFK+Dehu30nDBTw+osdsaYPu3j1y+cuqNkcu0I8/s3cklnltSc8etZ44XMO4gGMZotRWAgCmduia23AA8KD+AKDYn4eJC4h8wSem6wKA00ICgAIANveZw9XjVwAAjF/TXNQIAAKAswKdFcD573tfgLW+0xdTPeY/WlgBFFYAc/EIo5MiAgASBpEUAAABQADQ49aJCdwkpnoAQBFeAYvwCtjjHs5gUQAwg4PaiC4BgAAgAOhxp8UEbgCgyAR7AIPAYw+gx/1HUVUBAJDAiKQAAAgAAoAetw4AGIiFCcQjZqaLYgLx14wzwikAAIbTiVKHKBAFAGNz+4555gi28q0aeUzLljtYyVfqZCl3d6rxUW7XXYlWMFnO3sKk4mK2+qTkDXbXK1gA4nvcd69fXHeOL0D5lvdtp2f93p+Bseq3YtbX1dtuuH0tV6+Rwq3skdrNSVzs0Z29xd657Zmwcvv2G25fwwU8MaQP7vgR+lcDVq/4i3rC8YueU49bmT3GS3pfrVB7eWzANwrV8l3tU6Hr4RVwaKkyWRAAzOSwJt8pAHDGCiAAmHzAeQKX96tS3x54tgcArAgMANqBBgD63oSUr1cBALBeBXN6PgAIADY09D2BCwCcHh3L1csKoLACiAmkoXNYC14MAGzBQUlDkwBAALChcQoAVuTmFbBM8Ap43luPV8ANnZlSfTEAMNXD17zGA4AAYEOjDwAEAKcDDgCc/84DABs6M6X6YgBgqodPb/zWrVtl27Zts/549NFHy+OPPx4cGxsbky1btsgtt9wi4+PjctZZZ8n27dtl2bJlodUAAAHA0MESR0EAEAAEAEPdSQBgKJkoxIegsxkDDgBvu+02+cUvfnGggx0dHbJ48eLgf1944YVy++23yw033CBDQ0Ny0UUXSVtbm9x///2hBakC4OlHf0o62vXcuaErMwoWfN2+VvYEo/6y7z4o0x2s5ya18qGWPdup5Q6OI5+wk8U7p7AviCXtGvZuj26TNk0avi5pq7w15pbr1jM2xSpv5QI2HOpl6xVztx7jJSPnb7FbdxlP9ev1TPYruYD7DLev8QrYcvuOrdW/GrByte72PW7RC+qMsaBjTD0+VdL7+upUb71TYHB+XOYQrTHOBfzf3vEdGR0dlcHBwVjaSyXpUYAVwPSMVeiWOgD88Y9/LA899NCcc9yNvmTJErnpppvknHPOCf7uVgY3bdokDzzwgJx88smhrgMAzlwBBADNoAEAK9IAgIEMAGCo6XVWIQDQXzPOCKcAABhOp1SVcgB47bXXBqt7PT09csopp8hVV10la9eulbvvvltOP/102blzpwwPDx/o17p16+SSSy6RSy+9NFRfAUAAMFSgAIAA4IxAAQBD3TUAoL9MnBFBAQAwgmitfsqdd94pe/bsEbfv78UXXwz2Az7//PPy6KOPyk9/+lO54IILgr1/M38nnXSSbN68Wa655hq1e678zHMcAK5Zs0Z4Bew+BM0KICuA0wrwCjgQglfAIrwCbvUnJe0DAHMQA7t27RK3wvelL31Jent7IwGgZixx0gGAAOC8txArgKwAsgJY11OGV8B1ycfJ8ygAAOYkPE488UQ544wz5Mwzz4z0CpgVQBE7RRwrgKwAsgI4MwZYAWQFMCeP1lR3EwBM9fCFa7x7Hez2/7lVvPPPPz8wgdx8881y9tlnBxU88cQTsnHjxsRNIN6uXqt7ni5aC9xM9ToMoPN1Tnbq7kArf2rZyOdaKCstNVbW2qaMZMBG7mDTBZx0rmFLfF9Xb7hb4GCppFckrfZYuXqtWLbcu1Z5KzYtl7ERm6Uu6x8zhqu3Ry8/1WeU7w3v7J0yXMCm23e17vZdvmqnOiqvW/y8enxJ1271+GRJ76tvzl8rRHxfGcexMogL2HcCyVZ5ADBb4xn05rLLLpN3vetdwWvfF154Qa644orAEfzYY48F8Oc+A3PHHXcEn4Fx1v+LL744OG/Hjh2h1YhiAgEAK/ICgPOEGQBYEQcAFABw/ukYAAz9uKKgoQAAmMHQOO+88+S+++6TV155JQC+0047Tb74xS/K+vXrg95WPwTtVgFnfgh6+fLlodUAAA9KZX47jRVA8c7JCwACgNO3FgAIAIZ+IFEwkgIAYCTZOAkABABn3gUF3w8mW7cQAAgAAoChHjCsAIaSiULzKAAAEh6RFAAAAUAA0OPWYQ9gINYUewDNoGEPoMf9RNFYFAAAY5Exf5UAgAAgAOhx3wOAAGCNcAEAPe4nisaiAAAYi4z5q2Q+AEyL2cPXHWzl9pUOw+2rGx5tE4iZ/9UjvoqaZVjEynVrHrfcxFb9vq+ArfKGidlDgdYsqoeIbfYw3LtWrJWsGDSOl0wXsN7QYrcezFO9evlJY6XP2tenpc2dWKjH8uQq3e27Yrnh9l2ku31Xdu9SY6Ukel/3FbtiiS1f13CSYIgLOJYhTW0lAGBqh665DQcAZ+gPAIr3HkAAsBJAltsXABQAsBIiAGBzn3VZvjoAmOXRTbBvACAAWNcrYAAQAJwRQKwA2pM1AJjggyznVQOAOQ+AqN0HAAFAANDj7uEVcCAWr4BFeAXscd9QNFEFAMBE5c1u5QAgAAgAetzfACAAOB0uAKDHfUPRRBUAABOVN7uVA4AAIADocX8DgAAgAOhxw1C0EQoAgI1QOYPXqALgGYddJB1t3fX1MOHcvt5u354Or/6UOv1yB4uVt9XMCzu3OVbeYNGNk2Z/TBew5fYt6jZdqx4xcu+q+Y1dK33dxF4jFWNh3xy+Zq5e3XFaNhzh5Q69fMmo33T7Wq7ebk8XcI+uqfmqt08vP644fgur9quFVy3W3btvWPSMXt5w+xYNt68VJeOlTvVPaXEHa42f2DMh/8/bbpbR0dEgLSi/fCkAAOZrvGPrLQB4UEoA0P7MDABYiZMyADi9AggA2oDp9w9PX3MIABjb4y8zFQGAmRnKxnYEAAQAZ0YcK4DTalifdQEAAcAaU3TSewMBwMY+I9NwNQAwDaPUgm0EAAFAAFC5MQHAadAzPhzNK2BzNgcAW/BBl/EmAYAZH+CkugcAAoAAIAA4xR5AYQ9gUk8Z6k1aAQAwaYUzWj8ACAACgAAgACgAYEafcXnoFgCYh1FOoI+RADDtbt9uv03apS7dUWk5NqXNSB7sMX6mO9ijDlfUe0+fkcPXShFn12801HIHe/bLLO4Zm2J81qXs+wrYcu9aewYtF3Cn8crVcPsWuww3sZHudqpHL1/s1RWdGNTt6BMjRfWE/uV75xxfu1DP7fv6hc+qdSzrfFU97uv2nSzrrn4rdix3sFXed8UwyVfDuIDjmkDSWQ8AmM5xa3qrAcDaQwAAipkjGACsxI/lDrb+kWB+BgYAFACwElM+7mAAsPY8nuUSAGCWRzfBvgGAtcUFAAHAapSYn4FhBTCQiBVAez5hBbD2XEuJaAoAgNF0y/1ZAGDtEAAAAUAAcPZ9witg/z2DAGDtuZYS0RQAAKPplvuzAMDaIQAAAoAAIAB46EzBHsDacyclGqMAANgYnTN3FQCw9pACgAAgAAgAAoC150pKNEcBALA5uqf+qvMCoKej0jtXb6efG7fsm9vX0+1b7PZzDRaNfKv2PrHw4VIw3Lhlw7UavuZKSat+Kwex5QI2cxYbuYzN3MG+HTDKly0DtnHccltbBlLf8iXD7Vs0zB4l45YoGa7eouUONr/rpws3MWgE3NJx9YQlI7vV48ctfn7O8SN6/6yW7W6bVI/3FPTjVoiMlfXcvkm7gK32NGNlEBNITBNISqsBAFM6cM1uNgB4cAQAQGdn1SMSAKzoAgBWdAAA7ZkbAGz2Uy1/1wcA8zfmsfQYAAQAZwUSAFgBPWMxGAAEAGtNvABgLYX4e9wKAIBxK5qT+gBAABAAnHuzA4DTmvAK2PtJAAB6S8YJdSoAANYpYF5PBwABQAAQAGQPoIhvJhDrmQEA5vVp2rx+A4DN0z7VVwYAAUAAEAAEAAHAVD/Ict54ADDnARC1+wcA8PCLpaOtO1Q1uH3nl6lk5GfV8raajmHD7evr3rVamrQbN1Qg1VHIdPuaHdb/YLmqzRRuxt7AkrVn0HL1Wi5g3dAqU6arV9+0OdWvHy8vmlCFGBjarx4/ckR38P7V0Atq+cO7X55zvGiIvLukdyouF7AVCll0B4/vmZTr3/wjGR0dlcHBwTruLE5NowIAYBpHrQXaDADWHgTrcy/WmQBgbU3rLQEAVhSc6gMArc/AAID13mWcnxYFAMC0jFSLtRMArD0gAGBtjRpdAgAEAKsxBwCKsALY6Bmota4HALbWeKSmNQBg7aECAGtr1OgSACAACAAevOsAwEbPQK11PQCwtcYjNa0BAGsPFQBYW6NGlwAAAUAAEABs9LzTqtcDAFt1ZFq8XQBg7QECAGtr1OgSACAACAACgI2ed1r1egBgq45Mi7drPgDE7Tv/4JlmDyNHsFZb0XB9WjleLdeqddxyDcflJk48vK0cvt45f/WWmh98btcvYObqNd2++nVLhuF+qkc3dRQX6Ll6C0OGq3dgTL3wesPVu2HBXPeuq2BTr+72HSvpgTvcvi90SLw0NRS6rCuIO7gi17gShLwC9gqlzBUGADM3pI3pEAB4UOfYVvoAwPiCFwAMtAQAAcDqTQUAxje9ZKUmADArI9ngfgCAAOCskDNyATc4LA9eDgAEAKejgRVAVgCbNg+1+IUBwBYfoFZtHgAIAAKAc+9O6wPdvAKuaMUr4NbKHMIr4FZ9wjamXQBgY3TO3FUAQAAQAAQA2QMokuYMIQBg5h7NXh0CAL3konBVAQAQAAQAAUAAEADkqZheBQDA9I5dU1teBcDTN1wqHe0J5QLuMSySRs9L3X7li91GIlZPZX1NIJML6r/u+KBlZ9Ubb5gvZarPrx7zMypWNcbeQNNlbJT3va53eSOHsume9szhW+zSO1bqNty7vYZ7t6+oDnBn76R6fOEC3V17xNAravnD+vTjGw1X72ixX61nZedOr7vIZxVtr2GFtnIEWw1hb2AlE8hXTvspuYC9ojU7hQHA7IxlQ3sCAEZfAQQARQDASvwAgBUdAMDm7A0EABv62Gy5iwGALTck6WgQAAgAzopUVgADOcrGIjQrgPPPawAgAJiOJ1+2WgkAZms8G9YbABAABADn3m4AYEUTXgH7rWo6zcatfRqes/q+YlfoM1gBDC1VJgsCgJkc1uQ7BQACgAAgAMgeQHuu9VnVBACTf2ZxhbkKAIBERSQFAEAAEAAEAAFAADDSA4STWkIBALAlhiF9jZgPAL1zAWfU7WuNqq8JxNfxq113fNjT7WvsZRtfaNl09d4WYsoQYrp6TfeufmE7h69RvsPoQLtxvFM/3talu3d7evWcvMP9+1VBV/S/qh5f2TuqHj+67yX1+PE9T6vHHxlbo9fv7er1c+T7rpZpjfTNEWzdn3lyB/MKOH3P3jhbDADGqWaO6gIAow82AOivHQBY0QwAtGMHAJz/vtL2BgKA/nNRls4AALM0mg3sCwAYXWwA0F87ABAArBU1ACAAWCtG+PtsBQBAIiKSAgBgJNmCkwBAf+0AQACwVtQAgABgrRjh7wAgMRCDAgBgdBEBQH/tAEAAsFbUAIAAYK0Y4e8AYC5i4Pnnn5fLL79c7rzzTtm3b58ceeSR8r3vfU9OOOGEoP/lclmuuOIK+c53viO7du2SN73pTXL99dfLhg0bQukDAIaSSS0EAPprBwACgLWiBgAEAGvFCH8HADMfAzt37pTXve51snnzZrnwwgtlyZIl8oc//EHWr18f/Od+11xzjVx11VVy4403yuGHHy6f//zn5ZFHHpHHHntMenp6ampUBcC3HfM34XMBJ+z2tRrtm/PXN7evdV1f0LPq8XEBx+b2HTFcsW2etl7DfNy3Xnetlkq6rbds5RQ26i8Y9uOONj3HbmeH7tLt69Rz7A50javDNdxluHd79P6u6tZz5m7sflGt/+ejx6rH1/T8RT1+WNef1eNL2nU3sRWDrxQHas4JMwtMWl/E9qglDmewuxxgaIs+tmdSrjrlLnIBe8RlloqyBzBLozndl8985jNy//33y69+9Su1d271b+XKlbJlyxa57LLLgjKjo6OybNkyueGGG+S8886rqQoAWFMi771+AKAIAFiJAgDQP5OGdf8AgABg7dk6nyUAwAyO+zHHHCNnnXWWPPfcc3LvvffKqlWr5OMf/7h87GMfC3r71FNPBSuBDz74oBx//PEHFHjLW94S/O/rrrtujirj4+Pi/qv+HACuWbNGWAG0A4gVQBFhBTAIkBWsAHrPtKwAzi9ZHKnjWAH0DstMnQAAZmo4K52pvsL91Kc+Je9///vld7/7nXzyk5+Ub37zm3L++efLjh07gj1/L7zwgqxYseKAAueee64UCgW59dZb56iydetW2bZt25zjACAAOO8tBAACgBHnWAAQAIwYOpwWUgEAMKRQaSrW1dUVmD0c6FV/n/jEJwIQfOCBByIBICuA/hHACiArgNWoYQUwwv1jpW3xrIpXwLZgrAB6BlPGigOAGRtQ151169bJmWeeKd/97ncP9M45fK+88kpx7uAor4APlYk9gLUDBwAEAAHA2veJVYIVQFYAo0cPZ4ZRAAAMo1LKynzwgx+UZ599dpYJ5NJLL5Xf/OY3wepf1QTiDCDOCOJ+DuiWLl0aiwmkjNs3UsT4uH2tC/i6gMeW+rl6y5YL2HjVWzZy9fYfrrtiO9t1N267cV2zvOEC7u6YUqXrbtePD3aOqeVHuvapxxd17VGPr+jcpR5f0rFbPT7cvtcrd0BhdQAADPhJREFUhqwcvs1yAdtQFz5HcNoB0NJgrNzpNba+OvjsDWQF0GsoMlcYAMzckErwqvfUU08N9uy5fX2//e1vAwPIt7/9bfnQhz4U9Nh9Bubqq6+e9RmYhx9+OJbPwACA0YIKABQBACuxAwCm3wUMAEabBzmrcQoAgI3TuqFX+tnPfiaf/exng+//ue/8OUNI1QXsGlL9ELSDQvch6NNOO022b98uRx11VKh2zvcKGAAMJeGcQgAgAFgNCgAQAKzGAiuA0eZTzqqtAABYWyNKKAoAgAdFacZePysoeQVcUaadV8CBDrwCbt6HoFkB5NHZ6goAgK0+Qi3aPgAQAJwVmuwBDORgD+D8E5ZPhhDflS/rys1yAQOALfrwolkHFAAACYZICrjMIcPDw/Lmoz8xJxVcuafdq85SV/iN4fNV7J3yrctwKHi1XmLL+DGxwKAoj/aMD/nVMb6kOSaQvnV6KjLfPYAdbYZpxHMFsMswn1gmkIWdesq3EcMEsqxTN70sbtdNI0OeJpDHxlerUbK28xX1+OJ23Xxihdpfiv0eUWgX9QJA8ZtHrKv+aWowlrZ3F/S0gL6VjyduAgk/n47vnZIvnfHLYBvQ0NCQb1con3IFAMCUD2Czmu+yjLhMIPxQAAVQAAXSrYD7asTq1fo/ItLdM1o/nwIAIPERSYFSqRRkElmwYIHs3r07gEE3iQwOxvOv7UiNatBJ1TR4eehvnvrqwof+NugmasJlGNu5ojszoJu/XW74trZ43og0YWi5ZEQFAMCIwnHaQQWq+wHda+G8AKB7XZKH/jK22b7T8zS+eepr9R8zeZmnsn2XJtc7ADA5bXNTMxNrdoeasc3u2OYNEojlbMcyvfNXAAD014wzDlGAiTW7IcHYZndsAUDGNtsK0LtaCgCAtRTi7zUVGB8fl6uuuir48HR3d3fN8mkvkKf+5qmvLi7pb9rvTrv9jG12x5aeRVMAAIymG2ehAAqgAAqgAAqgQGoVAABTO3Q0HAVQAAVQAAVQAAWiKQAARtONs1AABVAABVAABVAgtQoAgKkdOhqOAiiAAiiAAiiAAtEUAACj6cZZKIACKIACKIACKJBaBQDA1A5d6zT8G9/4hlx77bXy0ksvyXHHHSdf+9rX5KSTTmqdBkZsyX333Rf06/e//728+OKL8qMf/Uje8573HKjNfUX/iiuukO985ztBLs03velNcv3118uGDRsiXrF5pzkX9w9/+EN5/PHHpbe3V0499VS55ppr5Oijjz7QqLGxMdmyZYvccsstgVv2rLPOku3bt8uyZcua1/AIV3Zj5P774x//GJx97LHHyhe+8AV5xzveEfzvrPTTkubqq68OHPuf/OQn5Stf+Urm+rx161bZtm3brO67OHaxncXxff755+Xyyy+XO++8U/bt2ydHHnmkfO9735MTTjgh6G+W5qkItzunzKMAAEh41KXArbfeKh/+8Iflm9/8przxjW8MHig/+MEP5IknnpClS5fWVXezT3YT6v333y9veMMb5H3ve98cAHSA5MDpxhtvlMMPP1w+//nPyyOPPCKPPfaY9PT0NLv5Xtd/+9vfLuedd56ceOKJMjU1JZ/73Ofk0UcfDfrS398f1HXhhRfK7bffLjfccEOQOP6iiy4K0kc5jdL0++lPfyrt7e0BqLuHoxs/B/oPPvhgAINZ6ac2Jr/73e/k3HPPDTL2bN68+QAAZqnPDgBvu+02+cUvfnFAgo6ODlm8eHGm4th1ZufOnfK6170uGEs3hkuWLJE//OEPsn79+uA/98vSPJWmeSYNbQUA0zBKLdxGB30OGr7+9a8HrXQ5gl1e4Isvvlg+85nPtHDL/ZpWKBRmAaADB5c/062IXXbZZUFlLjWcWw1zgORgKs2/l19+OQD4e++9V9785jcHfXMPl5tuuknOOeecoGtuRWXTpk3ywAMPyMknn5zm7srIyEgAga5vWe3nnj175PWvf32wanvllVfK8ccfHwBg1sbWAeCPf/xjeeihh+bEZNb66uZY9w+wX/3qV+r9l/V5KtWTTgs0HgBsgUFIaxMmJiakr68v+Nf2zFej559/fvBK9Cc/+Ulauzan3YcC4FNPPRX8C9utGrkHafX3lre8Jfjf1113Xar7/uSTTwYrZG5F8zWveY3cfffdcvrppwcrDsPDwwf6tm7dOrnkkkvk0ksvTWV/i8VisGLtYtaNpdvGkMV+usFxfXSg++Uvf1ne+ta3HgDArI2tA0AH826V2q3En3LKKcFK/dq1azMXx8ccc0ywFeO5554L/rG2atUq+fjHPy4f+9jHgvsx6/NUKiedFmo0ANhCg5G2przwwgvBhLNjx45gkq3+Pv3pTweT0W9+85u0dcls76EA6Prs9vw5DVasWHHgPPd6zZV1r8bT+nOruO9+97sDiP/1r38ddMOt/F1wwQXB3r+ZP7fX071+cq+Z0vRzYOti1u33GxgYCPr3zne+M3P9rI6J27f5xS9+UdwrYAdFMwEwa2Prtm641U6378/t3XX7Ad0+Obelwb3+z1IcV7eafOpTn5L3v//9wfi6vZ1uS44D/izPU2mab1q1rQBgq45MCtoFAGYTAN1eIvcQdfC3evXqTAKgW71+5plngtefbgX7u9/9bvCPFvfaMEuA4Abv2WefDQwBP//5z+W1r31tMJ5ZBsBDp073Dxm3Uv2lL30pMDhlaXy7urqCsXWgV/194hOfCEDQbc0AAFPwIG1iEwHAJoqf9kvzCjh7r4CdscO9uncOaGdsqf6y9prw0HvvjDPOCF7pf+ADH8jcK2C3H+69731vYHyp/tyrb7dS7Uw8d911l7j+Z+31/swxdvuUXR/PPPPMTI2vA1vXJ/cPmOrPOdzdHk+36skr4LQ/ZZNtPwCYrL6Zr92ZQNxrQPfpF/dzrw/dXhsHEnkwgTgDiDOCuN+rr74aGCfSaAJxm8Wdccd96uaee+6Z8ymb6ub5m2++Wc4+++ygv87pvXHjxkyYQN72trcFcev2bjoTSJb6uXv3bnn66adnzUVuFcyNnft8iDNtZa3PMzvrXge7sXV7A91r0Sz19YMf/GCwwjvTBOL247rtN271r2oCyco8lfkHaoM7CAA2WPCsXc7tdXOT6re+9a0ABJ2r8Pvf/37gEE3b9+EOHRv34HBmCPdzn1pwr5Dcfje3kd49UNy+N/dNtZmfgXn44YdT+RkYt3Hc7QVzq38zv/3nNtK712bu514N33HHHQHgus+IOGB0v5mvn9IQ3+4beO6bf24MHRy5fruxdCthbjUlK/2cbyxmvgLO0ti6vjjYede73hW89nXbVNy3Ot2rffdJIwd/WRpf96rXfbPT7XN0+49/+9vfBgaQb3/72/KhD30oCIEszVNpmF/S1EYAME2j1aJtdZ+AqX4I2jlgv/rVrwbfBEz7z62EOeA79OeA10FQ9QOrbrJ1+4xOO+204BMbRx11VOq67l4Haj/3QdmPfOQjwZ+qH0h2q2MzPwS9fPnyVPX3ox/9qPzyl78MDAIOcN2+OLcS5uAvS/30AcCsjK3rs/sEk9vC8MorrwTA5+5LZ4CpfhcvS311/f3Zz34WfNjbff/PbdtwhpCqC9j9PUvzVKommhQ0FgBMwSDRRBRAARRAARRAARSIUwEAME41qQsFUAAFUAAFUAAFUqAAAJiCQaKJKIACKIACKIACKBCnAgBgnGpSFwqgAAqgAAqgAAqkQAEAMAWDRBNRAAVQAAVQAAVQIE4FAMA41aQuFEABFEABFEABFEiBAgBgCgaJJqIACqAACqAACqBAnAoAgHGqSV0ogAIogAIogAIokAIFAMAUDBJNRAEUQAEUQAEUQIE4FQAA41STulAABVAABVAABVAgBQoAgCkYJJqIAiiAAiiAAiiAAnEqAADGqSZ1oQAKoAAKoAAKoEAKFAAAUzBINBEFUAAFUAAFUAAF4lQAAIxTTepCARRAARRAARRAgRQoAACmYJBoIgqgAAqgAAqgAArEqQAAGKea1IUCKIACKIACKIACKVAAAEzBINFEFEABFEABFEABFIhTAQAwTjWpCwVQAAVQAAVQAAVSoAAAmIJBookogAIogAIogAIoEKcCAGCcalIXCqAACqAACqAACqRAAQAwBYNEE1EABVAABVAABVAgTgUAwDjVpC4UQAEUQAEUQAEUSIECAGAKBokmogAKoAAKoAAKoECcCgCAcapJXSiAAiiAAiiAAiiQAgUAwBQMEk1EARRAARRAARRAgTgVAADjVJO6UAAFUAAFUAAFUCAFCgCAKRgkmogCKIACKIACKIACcSoAAMapJnWhAAqgAAqgAAqgQAoUAABTMEg0EQVQAAVQAAVQAAXiVAAAjFNN6kIBFEABFEABFECBFCgAAKZgkGgiCqAACqAACqAACsSpAAAYp5rUhQIogAIogAIogAIpUOD/BzwSBdM+sXGBAAAAAElFTkSuQmCC\" width=\"640\">"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/javascript": [
+       "/* Put everything inside the global mpl namespace */\n",
+       "/* global mpl */\n",
+       "window.mpl = {};\n",
+       "\n",
+       "mpl.get_websocket_type = function () {\n",
+       "    if (typeof WebSocket !== 'undefined') {\n",
+       "        return WebSocket;\n",
+       "    } else if (typeof MozWebSocket !== 'undefined') {\n",
+       "        return MozWebSocket;\n",
+       "    } else {\n",
+       "        alert(\n",
+       "            'Your browser does not have WebSocket support. ' +\n",
+       "                'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
+       "                'Firefox 4 and 5 are also supported but you ' +\n",
+       "                'have to enable WebSockets in about:config.'\n",
+       "        );\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure = function (figure_id, websocket, ondownload, parent_element) {\n",
+       "    this.id = figure_id;\n",
+       "\n",
+       "    this.ws = websocket;\n",
+       "\n",
+       "    this.supports_binary = this.ws.binaryType !== undefined;\n",
+       "\n",
+       "    if (!this.supports_binary) {\n",
+       "        var warnings = document.getElementById('mpl-warnings');\n",
+       "        if (warnings) {\n",
+       "            warnings.style.display = 'block';\n",
+       "            warnings.textContent =\n",
+       "                'This browser does not support binary websocket messages. ' +\n",
+       "                'Performance may be slow.';\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    this.imageObj = new Image();\n",
+       "\n",
+       "    this.context = undefined;\n",
+       "    this.message = undefined;\n",
+       "    this.canvas = undefined;\n",
+       "    this.rubberband_canvas = undefined;\n",
+       "    this.rubberband_context = undefined;\n",
+       "    this.format_dropdown = undefined;\n",
+       "\n",
+       "    this.image_mode = 'full';\n",
+       "\n",
+       "    this.root = document.createElement('div');\n",
+       "    this.root.setAttribute('style', 'display: inline-block');\n",
+       "    this._root_extra_style(this.root);\n",
+       "\n",
+       "    parent_element.appendChild(this.root);\n",
+       "\n",
+       "    this._init_header(this);\n",
+       "    this._init_canvas(this);\n",
+       "    this._init_toolbar(this);\n",
+       "\n",
+       "    var fig = this;\n",
+       "\n",
+       "    this.waiting = false;\n",
+       "\n",
+       "    this.ws.onopen = function () {\n",
+       "        fig.send_message('supports_binary', { value: fig.supports_binary });\n",
+       "        fig.send_message('send_image_mode', {});\n",
+       "        if (fig.ratio !== 1) {\n",
+       "            fig.send_message('set_device_pixel_ratio', {\n",
+       "                device_pixel_ratio: fig.ratio,\n",
+       "            });\n",
+       "        }\n",
+       "        fig.send_message('refresh', {});\n",
+       "    };\n",
+       "\n",
+       "    this.imageObj.onload = function () {\n",
+       "        if (fig.image_mode === 'full') {\n",
+       "            // Full images could contain transparency (where diff images\n",
+       "            // almost always do), so we need to clear the canvas so that\n",
+       "            // there is no ghosting.\n",
+       "            fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
+       "        }\n",
+       "        fig.context.drawImage(fig.imageObj, 0, 0);\n",
+       "    };\n",
+       "\n",
+       "    this.imageObj.onunload = function () {\n",
+       "        fig.ws.close();\n",
+       "    };\n",
+       "\n",
+       "    this.ws.onmessage = this._make_on_message_function(this);\n",
+       "\n",
+       "    this.ondownload = ondownload;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_header = function () {\n",
+       "    var titlebar = document.createElement('div');\n",
+       "    titlebar.classList =\n",
+       "        'ui-dialog-titlebar ui-widget-header ui-corner-all ui-helper-clearfix';\n",
+       "    var titletext = document.createElement('div');\n",
+       "    titletext.classList = 'ui-dialog-title';\n",
+       "    titletext.setAttribute(\n",
+       "        'style',\n",
+       "        'width: 100%; text-align: center; padding: 3px;'\n",
+       "    );\n",
+       "    titlebar.appendChild(titletext);\n",
+       "    this.root.appendChild(titlebar);\n",
+       "    this.header = titletext;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function (_canvas_div) {};\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function (_canvas_div) {};\n",
+       "\n",
+       "mpl.figure.prototype._init_canvas = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var canvas_div = (this.canvas_div = document.createElement('div'));\n",
+       "    canvas_div.setAttribute(\n",
+       "        'style',\n",
+       "        'border: 1px solid #ddd;' +\n",
+       "            'box-sizing: content-box;' +\n",
+       "            'clear: both;' +\n",
+       "            'min-height: 1px;' +\n",
+       "            'min-width: 1px;' +\n",
+       "            'outline: 0;' +\n",
+       "            'overflow: hidden;' +\n",
+       "            'position: relative;' +\n",
+       "            'resize: both;'\n",
+       "    );\n",
+       "\n",
+       "    function on_keyboard_event_closure(name) {\n",
+       "        return function (event) {\n",
+       "            return fig.key_event(event, name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    canvas_div.addEventListener(\n",
+       "        'keydown',\n",
+       "        on_keyboard_event_closure('key_press')\n",
+       "    );\n",
+       "    canvas_div.addEventListener(\n",
+       "        'keyup',\n",
+       "        on_keyboard_event_closure('key_release')\n",
+       "    );\n",
+       "\n",
+       "    this._canvas_extra_style(canvas_div);\n",
+       "    this.root.appendChild(canvas_div);\n",
+       "\n",
+       "    var canvas = (this.canvas = document.createElement('canvas'));\n",
+       "    canvas.classList.add('mpl-canvas');\n",
+       "    canvas.setAttribute('style', 'box-sizing: content-box;');\n",
+       "\n",
+       "    this.context = canvas.getContext('2d');\n",
+       "\n",
+       "    var backingStore =\n",
+       "        this.context.backingStorePixelRatio ||\n",
+       "        this.context.webkitBackingStorePixelRatio ||\n",
+       "        this.context.mozBackingStorePixelRatio ||\n",
+       "        this.context.msBackingStorePixelRatio ||\n",
+       "        this.context.oBackingStorePixelRatio ||\n",
+       "        this.context.backingStorePixelRatio ||\n",
+       "        1;\n",
+       "\n",
+       "    this.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
+       "\n",
+       "    var rubberband_canvas = (this.rubberband_canvas = document.createElement(\n",
+       "        'canvas'\n",
+       "    ));\n",
+       "    rubberband_canvas.setAttribute(\n",
+       "        'style',\n",
+       "        'box-sizing: content-box; position: absolute; left: 0; top: 0; z-index: 1;'\n",
+       "    );\n",
+       "\n",
+       "    // Apply a ponyfill if ResizeObserver is not implemented by browser.\n",
+       "    if (this.ResizeObserver === undefined) {\n",
+       "        if (window.ResizeObserver !== undefined) {\n",
+       "            this.ResizeObserver = window.ResizeObserver;\n",
+       "        } else {\n",
+       "            var obs = _JSXTOOLS_RESIZE_OBSERVER({});\n",
+       "            this.ResizeObserver = obs.ResizeObserver;\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    this.resizeObserverInstance = new this.ResizeObserver(function (entries) {\n",
+       "        var nentries = entries.length;\n",
+       "        for (var i = 0; i < nentries; i++) {\n",
+       "            var entry = entries[i];\n",
+       "            var width, height;\n",
+       "            if (entry.contentBoxSize) {\n",
+       "                if (entry.contentBoxSize instanceof Array) {\n",
+       "                    // Chrome 84 implements new version of spec.\n",
+       "                    width = entry.contentBoxSize[0].inlineSize;\n",
+       "                    height = entry.contentBoxSize[0].blockSize;\n",
+       "                } else {\n",
+       "                    // Firefox implements old version of spec.\n",
+       "                    width = entry.contentBoxSize.inlineSize;\n",
+       "                    height = entry.contentBoxSize.blockSize;\n",
+       "                }\n",
+       "            } else {\n",
+       "                // Chrome <84 implements even older version of spec.\n",
+       "                width = entry.contentRect.width;\n",
+       "                height = entry.contentRect.height;\n",
+       "            }\n",
+       "\n",
+       "            // Keep the size of the canvas and rubber band canvas in sync with\n",
+       "            // the canvas container.\n",
+       "            if (entry.devicePixelContentBoxSize) {\n",
+       "                // Chrome 84 implements new version of spec.\n",
+       "                canvas.setAttribute(\n",
+       "                    'width',\n",
+       "                    entry.devicePixelContentBoxSize[0].inlineSize\n",
+       "                );\n",
+       "                canvas.setAttribute(\n",
+       "                    'height',\n",
+       "                    entry.devicePixelContentBoxSize[0].blockSize\n",
+       "                );\n",
+       "            } else {\n",
+       "                canvas.setAttribute('width', width * fig.ratio);\n",
+       "                canvas.setAttribute('height', height * fig.ratio);\n",
+       "            }\n",
+       "            canvas.setAttribute(\n",
+       "                'style',\n",
+       "                'width: ' + width + 'px; height: ' + height + 'px;'\n",
+       "            );\n",
+       "\n",
+       "            rubberband_canvas.setAttribute('width', width);\n",
+       "            rubberband_canvas.setAttribute('height', height);\n",
+       "\n",
+       "            // And update the size in Python. We ignore the initial 0/0 size\n",
+       "            // that occurs as the element is placed into the DOM, which should\n",
+       "            // otherwise not happen due to the minimum size styling.\n",
+       "            if (fig.ws.readyState == 1 && width != 0 && height != 0) {\n",
+       "                fig.request_resize(width, height);\n",
+       "            }\n",
+       "        }\n",
+       "    });\n",
+       "    this.resizeObserverInstance.observe(canvas_div);\n",
+       "\n",
+       "    function on_mouse_event_closure(name) {\n",
+       "        return function (event) {\n",
+       "            return fig.mouse_event(event, name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mousedown',\n",
+       "        on_mouse_event_closure('button_press')\n",
+       "    );\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mouseup',\n",
+       "        on_mouse_event_closure('button_release')\n",
+       "    );\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'dblclick',\n",
+       "        on_mouse_event_closure('dblclick')\n",
+       "    );\n",
+       "    // Throttle sequential mouse events to 1 every 20ms.\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mousemove',\n",
+       "        on_mouse_event_closure('motion_notify')\n",
+       "    );\n",
+       "\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mouseenter',\n",
+       "        on_mouse_event_closure('figure_enter')\n",
+       "    );\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mouseleave',\n",
+       "        on_mouse_event_closure('figure_leave')\n",
+       "    );\n",
+       "\n",
+       "    canvas_div.addEventListener('wheel', function (event) {\n",
+       "        if (event.deltaY < 0) {\n",
+       "            event.step = 1;\n",
+       "        } else {\n",
+       "            event.step = -1;\n",
+       "        }\n",
+       "        on_mouse_event_closure('scroll')(event);\n",
+       "    });\n",
+       "\n",
+       "    canvas_div.appendChild(canvas);\n",
+       "    canvas_div.appendChild(rubberband_canvas);\n",
+       "\n",
+       "    this.rubberband_context = rubberband_canvas.getContext('2d');\n",
+       "    this.rubberband_context.strokeStyle = '#000000';\n",
+       "\n",
+       "    this._resize_canvas = function (width, height, forward) {\n",
+       "        if (forward) {\n",
+       "            canvas_div.style.width = width + 'px';\n",
+       "            canvas_div.style.height = height + 'px';\n",
+       "        }\n",
+       "    };\n",
+       "\n",
+       "    // Disable right mouse context menu.\n",
+       "    this.rubberband_canvas.addEventListener('contextmenu', function (_e) {\n",
+       "        event.preventDefault();\n",
+       "        return false;\n",
+       "    });\n",
+       "\n",
+       "    function set_focus() {\n",
+       "        canvas.focus();\n",
+       "        canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    window.setTimeout(set_focus, 100);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var toolbar = document.createElement('div');\n",
+       "    toolbar.classList = 'mpl-toolbar';\n",
+       "    this.root.appendChild(toolbar);\n",
+       "\n",
+       "    function on_click_closure(name) {\n",
+       "        return function (_event) {\n",
+       "            return fig.toolbar_button_onclick(name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    function on_mouseover_closure(tooltip) {\n",
+       "        return function (event) {\n",
+       "            if (!event.currentTarget.disabled) {\n",
+       "                return fig.toolbar_button_onmouseover(tooltip);\n",
+       "            }\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    fig.buttons = {};\n",
+       "    var buttonGroup = document.createElement('div');\n",
+       "    buttonGroup.classList = 'mpl-button-group';\n",
+       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) {\n",
+       "            /* Instead of a spacer, we start a new button group. */\n",
+       "            if (buttonGroup.hasChildNodes()) {\n",
+       "                toolbar.appendChild(buttonGroup);\n",
+       "            }\n",
+       "            buttonGroup = document.createElement('div');\n",
+       "            buttonGroup.classList = 'mpl-button-group';\n",
+       "            continue;\n",
+       "        }\n",
+       "\n",
+       "        var button = (fig.buttons[name] = document.createElement('button'));\n",
+       "        button.classList = 'mpl-widget';\n",
+       "        button.setAttribute('role', 'button');\n",
+       "        button.setAttribute('aria-disabled', 'false');\n",
+       "        button.addEventListener('click', on_click_closure(method_name));\n",
+       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
+       "\n",
+       "        var icon_img = document.createElement('img');\n",
+       "        icon_img.src = '_images/' + image + '.png';\n",
+       "        icon_img.srcset = '_images/' + image + '_large.png 2x';\n",
+       "        icon_img.alt = tooltip;\n",
+       "        button.appendChild(icon_img);\n",
+       "\n",
+       "        buttonGroup.appendChild(button);\n",
+       "    }\n",
+       "\n",
+       "    if (buttonGroup.hasChildNodes()) {\n",
+       "        toolbar.appendChild(buttonGroup);\n",
+       "    }\n",
+       "\n",
+       "    var fmt_picker = document.createElement('select');\n",
+       "    fmt_picker.classList = 'mpl-widget';\n",
+       "    toolbar.appendChild(fmt_picker);\n",
+       "    this.format_dropdown = fmt_picker;\n",
+       "\n",
+       "    for (var ind in mpl.extensions) {\n",
+       "        var fmt = mpl.extensions[ind];\n",
+       "        var option = document.createElement('option');\n",
+       "        option.selected = fmt === mpl.default_extension;\n",
+       "        option.innerHTML = fmt;\n",
+       "        fmt_picker.appendChild(option);\n",
+       "    }\n",
+       "\n",
+       "    var status_bar = document.createElement('span');\n",
+       "    status_bar.classList = 'mpl-message';\n",
+       "    toolbar.appendChild(status_bar);\n",
+       "    this.message = status_bar;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.request_resize = function (x_pixels, y_pixels) {\n",
+       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
+       "    // which will in turn request a refresh of the image.\n",
+       "    this.send_message('resize', { width: x_pixels, height: y_pixels });\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.send_message = function (type, properties) {\n",
+       "    properties['type'] = type;\n",
+       "    properties['figure_id'] = this.id;\n",
+       "    this.ws.send(JSON.stringify(properties));\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.send_draw_message = function () {\n",
+       "    if (!this.waiting) {\n",
+       "        this.waiting = true;\n",
+       "        this.ws.send(JSON.stringify({ type: 'draw', figure_id: this.id }));\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
+       "    var format_dropdown = fig.format_dropdown;\n",
+       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
+       "    fig.ondownload(fig, format);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_resize = function (fig, msg) {\n",
+       "    var size = msg['size'];\n",
+       "    if (size[0] !== fig.canvas.width || size[1] !== fig.canvas.height) {\n",
+       "        fig._resize_canvas(size[0], size[1], msg['forward']);\n",
+       "        fig.send_message('refresh', {});\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_rubberband = function (fig, msg) {\n",
+       "    var x0 = msg['x0'] / fig.ratio;\n",
+       "    var y0 = (fig.canvas.height - msg['y0']) / fig.ratio;\n",
+       "    var x1 = msg['x1'] / fig.ratio;\n",
+       "    var y1 = (fig.canvas.height - msg['y1']) / fig.ratio;\n",
+       "    x0 = Math.floor(x0) + 0.5;\n",
+       "    y0 = Math.floor(y0) + 0.5;\n",
+       "    x1 = Math.floor(x1) + 0.5;\n",
+       "    y1 = Math.floor(y1) + 0.5;\n",
+       "    var min_x = Math.min(x0, x1);\n",
+       "    var min_y = Math.min(y0, y1);\n",
+       "    var width = Math.abs(x1 - x0);\n",
+       "    var height = Math.abs(y1 - y0);\n",
+       "\n",
+       "    fig.rubberband_context.clearRect(\n",
+       "        0,\n",
+       "        0,\n",
+       "        fig.canvas.width / fig.ratio,\n",
+       "        fig.canvas.height / fig.ratio\n",
+       "    );\n",
+       "\n",
+       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_figure_label = function (fig, msg) {\n",
+       "    // Updates the figure title.\n",
+       "    fig.header.textContent = msg['label'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_cursor = function (fig, msg) {\n",
+       "    fig.rubberband_canvas.style.cursor = msg['cursor'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_message = function (fig, msg) {\n",
+       "    fig.message.textContent = msg['message'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_draw = function (fig, _msg) {\n",
+       "    // Request the server to send over a new figure.\n",
+       "    fig.send_draw_message();\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_image_mode = function (fig, msg) {\n",
+       "    fig.image_mode = msg['mode'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_history_buttons = function (fig, msg) {\n",
+       "    for (var key in msg) {\n",
+       "        if (!(key in fig.buttons)) {\n",
+       "            continue;\n",
+       "        }\n",
+       "        fig.buttons[key].disabled = !msg[key];\n",
+       "        fig.buttons[key].setAttribute('aria-disabled', !msg[key]);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_navigate_mode = function (fig, msg) {\n",
+       "    if (msg['mode'] === 'PAN') {\n",
+       "        fig.buttons['Pan'].classList.add('active');\n",
+       "        fig.buttons['Zoom'].classList.remove('active');\n",
+       "    } else if (msg['mode'] === 'ZOOM') {\n",
+       "        fig.buttons['Pan'].classList.remove('active');\n",
+       "        fig.buttons['Zoom'].classList.add('active');\n",
+       "    } else {\n",
+       "        fig.buttons['Pan'].classList.remove('active');\n",
+       "        fig.buttons['Zoom'].classList.remove('active');\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function () {\n",
+       "    // Called whenever the canvas gets updated.\n",
+       "    this.send_message('ack', {});\n",
+       "};\n",
+       "\n",
+       "// A function to construct a web socket function for onmessage handling.\n",
+       "// Called in the figure constructor.\n",
+       "mpl.figure.prototype._make_on_message_function = function (fig) {\n",
+       "    return function socket_on_message(evt) {\n",
+       "        if (evt.data instanceof Blob) {\n",
+       "            var img = evt.data;\n",
+       "            if (img.type !== 'image/png') {\n",
+       "                /* FIXME: We get \"Resource interpreted as Image but\n",
+       "                 * transferred with MIME type text/plain:\" errors on\n",
+       "                 * Chrome.  But how to set the MIME type?  It doesn't seem\n",
+       "                 * to be part of the websocket stream */\n",
+       "                img.type = 'image/png';\n",
+       "            }\n",
+       "\n",
+       "            /* Free the memory for the previous frames */\n",
+       "            if (fig.imageObj.src) {\n",
+       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
+       "                    fig.imageObj.src\n",
+       "                );\n",
+       "            }\n",
+       "\n",
+       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
+       "                img\n",
+       "            );\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        } else if (\n",
+       "            typeof evt.data === 'string' &&\n",
+       "            evt.data.slice(0, 21) === 'data:image/png;base64'\n",
+       "        ) {\n",
+       "            fig.imageObj.src = evt.data;\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        var msg = JSON.parse(evt.data);\n",
+       "        var msg_type = msg['type'];\n",
+       "\n",
+       "        // Call the  \"handle_{type}\" callback, which takes\n",
+       "        // the figure and JSON message as its only arguments.\n",
+       "        try {\n",
+       "            var callback = fig['handle_' + msg_type];\n",
+       "        } catch (e) {\n",
+       "            console.log(\n",
+       "                \"No handler for the '\" + msg_type + \"' message type: \",\n",
+       "                msg\n",
+       "            );\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        if (callback) {\n",
+       "            try {\n",
+       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
+       "                callback(fig, msg);\n",
+       "            } catch (e) {\n",
+       "                console.log(\n",
+       "                    \"Exception inside the 'handler_\" + msg_type + \"' callback:\",\n",
+       "                    e,\n",
+       "                    e.stack,\n",
+       "                    msg\n",
+       "                );\n",
+       "            }\n",
+       "        }\n",
+       "    };\n",
+       "};\n",
+       "\n",
+       "// from https://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
+       "mpl.findpos = function (e) {\n",
+       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
+       "    var targ;\n",
+       "    if (!e) {\n",
+       "        e = window.event;\n",
+       "    }\n",
+       "    if (e.target) {\n",
+       "        targ = e.target;\n",
+       "    } else if (e.srcElement) {\n",
+       "        targ = e.srcElement;\n",
+       "    }\n",
+       "    if (targ.nodeType === 3) {\n",
+       "        // defeat Safari bug\n",
+       "        targ = targ.parentNode;\n",
+       "    }\n",
+       "\n",
+       "    // pageX,Y are the mouse positions relative to the document\n",
+       "    var boundingRect = targ.getBoundingClientRect();\n",
+       "    var x = e.pageX - (boundingRect.left + document.body.scrollLeft);\n",
+       "    var y = e.pageY - (boundingRect.top + document.body.scrollTop);\n",
+       "\n",
+       "    return { x: x, y: y };\n",
+       "};\n",
+       "\n",
+       "/*\n",
+       " * return a copy of an object with only non-object keys\n",
+       " * we need this to avoid circular references\n",
+       " * https://stackoverflow.com/a/24161582/3208463\n",
+       " */\n",
+       "function simpleKeys(original) {\n",
+       "    return Object.keys(original).reduce(function (obj, key) {\n",
+       "        if (typeof original[key] !== 'object') {\n",
+       "            obj[key] = original[key];\n",
+       "        }\n",
+       "        return obj;\n",
+       "    }, {});\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.mouse_event = function (event, name) {\n",
+       "    var canvas_pos = mpl.findpos(event);\n",
+       "\n",
+       "    if (name === 'button_press') {\n",
+       "        this.canvas.focus();\n",
+       "        this.canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    var x = canvas_pos.x * this.ratio;\n",
+       "    var y = canvas_pos.y * this.ratio;\n",
+       "\n",
+       "    this.send_message(name, {\n",
+       "        x: x,\n",
+       "        y: y,\n",
+       "        button: event.button,\n",
+       "        step: event.step,\n",
+       "        guiEvent: simpleKeys(event),\n",
+       "    });\n",
+       "\n",
+       "    /* This prevents the web browser from automatically changing to\n",
+       "     * the text insertion cursor when the button is pressed.  We want\n",
+       "     * to control all of the cursor setting manually through the\n",
+       "     * 'cursor' event from matplotlib */\n",
+       "    event.preventDefault();\n",
+       "    return false;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function (_event, _name) {\n",
+       "    // Handle any extra behaviour associated with a key event\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.key_event = function (event, name) {\n",
+       "    // Prevent repeat events\n",
+       "    if (name === 'key_press') {\n",
+       "        if (event.key === this._key) {\n",
+       "            return;\n",
+       "        } else {\n",
+       "            this._key = event.key;\n",
+       "        }\n",
+       "    }\n",
+       "    if (name === 'key_release') {\n",
+       "        this._key = null;\n",
+       "    }\n",
+       "\n",
+       "    var value = '';\n",
+       "    if (event.ctrlKey && event.key !== 'Control') {\n",
+       "        value += 'ctrl+';\n",
+       "    }\n",
+       "    else if (event.altKey && event.key !== 'Alt') {\n",
+       "        value += 'alt+';\n",
+       "    }\n",
+       "    else if (event.shiftKey && event.key !== 'Shift') {\n",
+       "        value += 'shift+';\n",
+       "    }\n",
+       "\n",
+       "    value += 'k' + event.key;\n",
+       "\n",
+       "    this._key_event_extra(event, name);\n",
+       "\n",
+       "    this.send_message(name, { key: value, guiEvent: simpleKeys(event) });\n",
+       "    return false;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onclick = function (name) {\n",
+       "    if (name === 'download') {\n",
+       "        this.handle_save(this, null);\n",
+       "    } else {\n",
+       "        this.send_message('toolbar_button', { name: name });\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onmouseover = function (tooltip) {\n",
+       "    this.message.textContent = tooltip;\n",
+       "};\n",
+       "\n",
+       "///////////////// REMAINING CONTENT GENERATED BY embed_js.py /////////////////\n",
+       "// prettier-ignore\n",
+       "var _JSXTOOLS_RESIZE_OBSERVER=function(A){var t,i=new WeakMap,n=new WeakMap,a=new WeakMap,r=new WeakMap,o=new Set;function s(e){if(!(this instanceof s))throw new TypeError(\"Constructor requires 'new' operator\");i.set(this,e)}function h(){throw new TypeError(\"Function is not a constructor\")}function c(e,t,i,n){e=0 in arguments?Number(arguments[0]):0,t=1 in arguments?Number(arguments[1]):0,i=2 in arguments?Number(arguments[2]):0,n=3 in arguments?Number(arguments[3]):0,this.right=(this.x=this.left=e)+(this.width=i),this.bottom=(this.y=this.top=t)+(this.height=n),Object.freeze(this)}function d(){t=requestAnimationFrame(d);var s=new WeakMap,p=new Set;o.forEach((function(t){r.get(t).forEach((function(i){var r=t instanceof window.SVGElement,o=a.get(t),d=r?0:parseFloat(o.paddingTop),f=r?0:parseFloat(o.paddingRight),l=r?0:parseFloat(o.paddingBottom),u=r?0:parseFloat(o.paddingLeft),g=r?0:parseFloat(o.borderTopWidth),m=r?0:parseFloat(o.borderRightWidth),w=r?0:parseFloat(o.borderBottomWidth),b=u+f,F=d+l,v=(r?0:parseFloat(o.borderLeftWidth))+m,W=g+w,y=r?0:t.offsetHeight-W-t.clientHeight,E=r?0:t.offsetWidth-v-t.clientWidth,R=b+v,z=F+W,M=r?t.width:parseFloat(o.width)-R-E,O=r?t.height:parseFloat(o.height)-z-y;if(n.has(t)){var k=n.get(t);if(k[0]===M&&k[1]===O)return}n.set(t,[M,O]);var S=Object.create(h.prototype);S.target=t,S.contentRect=new c(u,d,M,O),s.has(i)||(s.set(i,[]),p.add(i)),s.get(i).push(S)}))})),p.forEach((function(e){i.get(e).call(e,s.get(e),e)}))}return s.prototype.observe=function(i){if(i instanceof window.Element){r.has(i)||(r.set(i,new Set),o.add(i),a.set(i,window.getComputedStyle(i)));var n=r.get(i);n.has(this)||n.add(this),cancelAnimationFrame(t),t=requestAnimationFrame(d)}},s.prototype.unobserve=function(i){if(i instanceof window.Element&&r.has(i)){var n=r.get(i);n.has(this)&&(n.delete(this),n.size||(r.delete(i),o.delete(i))),n.size||r.delete(i),o.size||cancelAnimationFrame(t)}},A.DOMRectReadOnly=c,A.ResizeObserver=s,A.ResizeObserverEntry=h,A}; // eslint-disable-line\n",
+       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Left button pans, Right button zooms\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\\nx/y fixes axis\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
+       "\n",
+       "mpl.extensions = [\"eps\", \"jpeg\", \"pgf\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
+       "\n",
+       "mpl.default_extension = \"png\";/* global mpl */\n",
+       "\n",
+       "var comm_websocket_adapter = function (comm) {\n",
+       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
+       "    // object with the appropriate methods. Currently this is a non binary\n",
+       "    // socket, so there is still some room for performance tuning.\n",
+       "    var ws = {};\n",
+       "\n",
+       "    ws.binaryType = comm.kernel.ws.binaryType;\n",
+       "    ws.readyState = comm.kernel.ws.readyState;\n",
+       "    function updateReadyState(_event) {\n",
+       "        if (comm.kernel.ws) {\n",
+       "            ws.readyState = comm.kernel.ws.readyState;\n",
+       "        } else {\n",
+       "            ws.readyState = 3; // Closed state.\n",
+       "        }\n",
+       "    }\n",
+       "    comm.kernel.ws.addEventListener('open', updateReadyState);\n",
+       "    comm.kernel.ws.addEventListener('close', updateReadyState);\n",
+       "    comm.kernel.ws.addEventListener('error', updateReadyState);\n",
+       "\n",
+       "    ws.close = function () {\n",
+       "        comm.close();\n",
+       "    };\n",
+       "    ws.send = function (m) {\n",
+       "        //console.log('sending', m);\n",
+       "        comm.send(m);\n",
+       "    };\n",
+       "    // Register the callback with on_msg.\n",
+       "    comm.on_msg(function (msg) {\n",
+       "        //console.log('receiving', msg['content']['data'], msg);\n",
+       "        var data = msg['content']['data'];\n",
+       "        if (data['blob'] !== undefined) {\n",
+       "            data = {\n",
+       "                data: new Blob(msg['buffers'], { type: data['blob'] }),\n",
+       "            };\n",
+       "        }\n",
+       "        // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
+       "        ws.onmessage(data);\n",
+       "    });\n",
+       "    return ws;\n",
+       "};\n",
+       "\n",
+       "mpl.mpl_figure_comm = function (comm, msg) {\n",
+       "    // This is the function which gets called when the mpl process\n",
+       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
+       "\n",
+       "    var id = msg.content.data.id;\n",
+       "    // Get hold of the div created by the display call when the Comm\n",
+       "    // socket was opened in Python.\n",
+       "    var element = document.getElementById(id);\n",
+       "    var ws_proxy = comm_websocket_adapter(comm);\n",
+       "\n",
+       "    function ondownload(figure, _format) {\n",
+       "        window.open(figure.canvas.toDataURL());\n",
+       "    }\n",
+       "\n",
+       "    var fig = new mpl.figure(id, ws_proxy, ondownload, element);\n",
+       "\n",
+       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
+       "    // web socket which is closed, not our websocket->open comm proxy.\n",
+       "    ws_proxy.onopen();\n",
+       "\n",
+       "    fig.parent_element = element;\n",
+       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
+       "    if (!fig.cell_info) {\n",
+       "        console.error('Failed to find cell for figure', id, fig);\n",
+       "        return;\n",
+       "    }\n",
+       "    fig.cell_info[0].output_area.element.on(\n",
+       "        'cleared',\n",
+       "        { fig: fig },\n",
+       "        fig._remove_fig_handler\n",
+       "    );\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_close = function (fig, msg) {\n",
+       "    var width = fig.canvas.width / fig.ratio;\n",
+       "    fig.cell_info[0].output_area.element.off(\n",
+       "        'cleared',\n",
+       "        fig._remove_fig_handler\n",
+       "    );\n",
+       "    fig.resizeObserverInstance.unobserve(fig.canvas_div);\n",
+       "\n",
+       "    // Update the output cell to use the data from the current canvas.\n",
+       "    fig.push_to_output();\n",
+       "    var dataURL = fig.canvas.toDataURL();\n",
+       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
+       "    // the notebook keyboard shortcuts fail.\n",
+       "    IPython.keyboard_manager.enable();\n",
+       "    fig.parent_element.innerHTML =\n",
+       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
+       "    fig.close_ws(fig, msg);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.close_ws = function (fig, msg) {\n",
+       "    fig.send_message('closing', msg);\n",
+       "    // fig.ws.close()\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.push_to_output = function (_remove_interactive) {\n",
+       "    // Turn the data on the canvas into data in the output cell.\n",
+       "    var width = this.canvas.width / this.ratio;\n",
+       "    var dataURL = this.canvas.toDataURL();\n",
+       "    this.cell_info[1]['text/html'] =\n",
+       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function () {\n",
+       "    // Tell IPython that the notebook contents must change.\n",
+       "    IPython.notebook.set_dirty(true);\n",
+       "    this.send_message('ack', {});\n",
+       "    var fig = this;\n",
+       "    // Wait a second, then push the new image to the DOM so\n",
+       "    // that it is saved nicely (might be nice to debounce this).\n",
+       "    setTimeout(function () {\n",
+       "        fig.push_to_output();\n",
+       "    }, 1000);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var toolbar = document.createElement('div');\n",
+       "    toolbar.classList = 'btn-toolbar';\n",
+       "    this.root.appendChild(toolbar);\n",
+       "\n",
+       "    function on_click_closure(name) {\n",
+       "        return function (_event) {\n",
+       "            return fig.toolbar_button_onclick(name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    function on_mouseover_closure(tooltip) {\n",
+       "        return function (event) {\n",
+       "            if (!event.currentTarget.disabled) {\n",
+       "                return fig.toolbar_button_onmouseover(tooltip);\n",
+       "            }\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    fig.buttons = {};\n",
+       "    var buttonGroup = document.createElement('div');\n",
+       "    buttonGroup.classList = 'btn-group';\n",
+       "    var button;\n",
+       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) {\n",
+       "            /* Instead of a spacer, we start a new button group. */\n",
+       "            if (buttonGroup.hasChildNodes()) {\n",
+       "                toolbar.appendChild(buttonGroup);\n",
+       "            }\n",
+       "            buttonGroup = document.createElement('div');\n",
+       "            buttonGroup.classList = 'btn-group';\n",
+       "            continue;\n",
+       "        }\n",
+       "\n",
+       "        button = fig.buttons[name] = document.createElement('button');\n",
+       "        button.classList = 'btn btn-default';\n",
+       "        button.href = '#';\n",
+       "        button.title = name;\n",
+       "        button.innerHTML = '<i class=\"fa ' + image + ' fa-lg\"></i>';\n",
+       "        button.addEventListener('click', on_click_closure(method_name));\n",
+       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
+       "        buttonGroup.appendChild(button);\n",
+       "    }\n",
+       "\n",
+       "    if (buttonGroup.hasChildNodes()) {\n",
+       "        toolbar.appendChild(buttonGroup);\n",
+       "    }\n",
+       "\n",
+       "    // Add the status bar.\n",
+       "    var status_bar = document.createElement('span');\n",
+       "    status_bar.classList = 'mpl-message pull-right';\n",
+       "    toolbar.appendChild(status_bar);\n",
+       "    this.message = status_bar;\n",
+       "\n",
+       "    // Add the close button to the window.\n",
+       "    var buttongrp = document.createElement('div');\n",
+       "    buttongrp.classList = 'btn-group inline pull-right';\n",
+       "    button = document.createElement('button');\n",
+       "    button.classList = 'btn btn-mini btn-primary';\n",
+       "    button.href = '#';\n",
+       "    button.title = 'Stop Interaction';\n",
+       "    button.innerHTML = '<i class=\"fa fa-power-off icon-remove icon-large\"></i>';\n",
+       "    button.addEventListener('click', function (_evt) {\n",
+       "        fig.handle_close(fig, {});\n",
+       "    });\n",
+       "    button.addEventListener(\n",
+       "        'mouseover',\n",
+       "        on_mouseover_closure('Stop Interaction')\n",
+       "    );\n",
+       "    buttongrp.appendChild(button);\n",
+       "    var titlebar = this.root.querySelector('.ui-dialog-titlebar');\n",
+       "    titlebar.insertBefore(buttongrp, titlebar.firstChild);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._remove_fig_handler = function (event) {\n",
+       "    var fig = event.data.fig;\n",
+       "    if (event.target !== this) {\n",
+       "        // Ignore bubbled events from children.\n",
+       "        return;\n",
+       "    }\n",
+       "    fig.close_ws(fig, {});\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function (el) {\n",
+       "    el.style.boxSizing = 'content-box'; // override notebook setting of border-box.\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function (el) {\n",
+       "    // this is important to make the div 'focusable\n",
+       "    el.setAttribute('tabindex', 0);\n",
+       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
+       "    // off when our div gets focus\n",
+       "\n",
+       "    // location in version 3\n",
+       "    if (IPython.notebook.keyboard_manager) {\n",
+       "        IPython.notebook.keyboard_manager.register_events(el);\n",
+       "    } else {\n",
+       "        // location in version 2\n",
+       "        IPython.keyboard_manager.register_events(el);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function (event, _name) {\n",
+       "    // Check for shift+enter\n",
+       "    if (event.shiftKey && event.which === 13) {\n",
+       "        this.canvas_div.blur();\n",
+       "        // select the cell after this one\n",
+       "        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
+       "        IPython.notebook.select(index + 1);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
+       "    fig.ondownload(fig, null);\n",
+       "};\n",
+       "\n",
+       "mpl.find_output_cell = function (html_output) {\n",
+       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
+       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
+       "    // IPython event is triggered only after the cells have been serialised, which for\n",
+       "    // our purposes (turning an active figure into a static one), is too late.\n",
+       "    var cells = IPython.notebook.get_cells();\n",
+       "    var ncells = cells.length;\n",
+       "    for (var i = 0; i < ncells; i++) {\n",
+       "        var cell = cells[i];\n",
+       "        if (cell.cell_type === 'code') {\n",
+       "            for (var j = 0; j < cell.output_area.outputs.length; j++) {\n",
+       "                var data = cell.output_area.outputs[j];\n",
+       "                if (data.data) {\n",
+       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
+       "                    data = data.data;\n",
+       "                }\n",
+       "                if (data['text/html'] === html_output) {\n",
+       "                    return [cell, data, j];\n",
+       "                }\n",
+       "            }\n",
+       "        }\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "// Register the function which deals with the matplotlib target/channel.\n",
+       "// The kernel may be null if the page has been refreshed.\n",
+       "if (IPython.notebook.kernel !== null) {\n",
+       "    IPython.notebook.kernel.comm_manager.register_target(\n",
+       "        'matplotlib',\n",
+       "        mpl.mpl_figure_comm\n",
+       "    );\n",
+       "}\n"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Javascript object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<img 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\" width=\"640\">"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/javascript": [
+       "/* Put everything inside the global mpl namespace */\n",
+       "/* global mpl */\n",
+       "window.mpl = {};\n",
+       "\n",
+       "mpl.get_websocket_type = function () {\n",
+       "    if (typeof WebSocket !== 'undefined') {\n",
+       "        return WebSocket;\n",
+       "    } else if (typeof MozWebSocket !== 'undefined') {\n",
+       "        return MozWebSocket;\n",
+       "    } else {\n",
+       "        alert(\n",
+       "            'Your browser does not have WebSocket support. ' +\n",
+       "                'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
+       "                'Firefox 4 and 5 are also supported but you ' +\n",
+       "                'have to enable WebSockets in about:config.'\n",
+       "        );\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure = function (figure_id, websocket, ondownload, parent_element) {\n",
+       "    this.id = figure_id;\n",
+       "\n",
+       "    this.ws = websocket;\n",
+       "\n",
+       "    this.supports_binary = this.ws.binaryType !== undefined;\n",
+       "\n",
+       "    if (!this.supports_binary) {\n",
+       "        var warnings = document.getElementById('mpl-warnings');\n",
+       "        if (warnings) {\n",
+       "            warnings.style.display = 'block';\n",
+       "            warnings.textContent =\n",
+       "                'This browser does not support binary websocket messages. ' +\n",
+       "                'Performance may be slow.';\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    this.imageObj = new Image();\n",
+       "\n",
+       "    this.context = undefined;\n",
+       "    this.message = undefined;\n",
+       "    this.canvas = undefined;\n",
+       "    this.rubberband_canvas = undefined;\n",
+       "    this.rubberband_context = undefined;\n",
+       "    this.format_dropdown = undefined;\n",
+       "\n",
+       "    this.image_mode = 'full';\n",
+       "\n",
+       "    this.root = document.createElement('div');\n",
+       "    this.root.setAttribute('style', 'display: inline-block');\n",
+       "    this._root_extra_style(this.root);\n",
+       "\n",
+       "    parent_element.appendChild(this.root);\n",
+       "\n",
+       "    this._init_header(this);\n",
+       "    this._init_canvas(this);\n",
+       "    this._init_toolbar(this);\n",
+       "\n",
+       "    var fig = this;\n",
+       "\n",
+       "    this.waiting = false;\n",
+       "\n",
+       "    this.ws.onopen = function () {\n",
+       "        fig.send_message('supports_binary', { value: fig.supports_binary });\n",
+       "        fig.send_message('send_image_mode', {});\n",
+       "        if (fig.ratio !== 1) {\n",
+       "            fig.send_message('set_device_pixel_ratio', {\n",
+       "                device_pixel_ratio: fig.ratio,\n",
+       "            });\n",
+       "        }\n",
+       "        fig.send_message('refresh', {});\n",
+       "    };\n",
+       "\n",
+       "    this.imageObj.onload = function () {\n",
+       "        if (fig.image_mode === 'full') {\n",
+       "            // Full images could contain transparency (where diff images\n",
+       "            // almost always do), so we need to clear the canvas so that\n",
+       "            // there is no ghosting.\n",
+       "            fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
+       "        }\n",
+       "        fig.context.drawImage(fig.imageObj, 0, 0);\n",
+       "    };\n",
+       "\n",
+       "    this.imageObj.onunload = function () {\n",
+       "        fig.ws.close();\n",
+       "    };\n",
+       "\n",
+       "    this.ws.onmessage = this._make_on_message_function(this);\n",
+       "\n",
+       "    this.ondownload = ondownload;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_header = function () {\n",
+       "    var titlebar = document.createElement('div');\n",
+       "    titlebar.classList =\n",
+       "        'ui-dialog-titlebar ui-widget-header ui-corner-all ui-helper-clearfix';\n",
+       "    var titletext = document.createElement('div');\n",
+       "    titletext.classList = 'ui-dialog-title';\n",
+       "    titletext.setAttribute(\n",
+       "        'style',\n",
+       "        'width: 100%; text-align: center; padding: 3px;'\n",
+       "    );\n",
+       "    titlebar.appendChild(titletext);\n",
+       "    this.root.appendChild(titlebar);\n",
+       "    this.header = titletext;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function (_canvas_div) {};\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function (_canvas_div) {};\n",
+       "\n",
+       "mpl.figure.prototype._init_canvas = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var canvas_div = (this.canvas_div = document.createElement('div'));\n",
+       "    canvas_div.setAttribute(\n",
+       "        'style',\n",
+       "        'border: 1px solid #ddd;' +\n",
+       "            'box-sizing: content-box;' +\n",
+       "            'clear: both;' +\n",
+       "            'min-height: 1px;' +\n",
+       "            'min-width: 1px;' +\n",
+       "            'outline: 0;' +\n",
+       "            'overflow: hidden;' +\n",
+       "            'position: relative;' +\n",
+       "            'resize: both;'\n",
+       "    );\n",
+       "\n",
+       "    function on_keyboard_event_closure(name) {\n",
+       "        return function (event) {\n",
+       "            return fig.key_event(event, name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    canvas_div.addEventListener(\n",
+       "        'keydown',\n",
+       "        on_keyboard_event_closure('key_press')\n",
+       "    );\n",
+       "    canvas_div.addEventListener(\n",
+       "        'keyup',\n",
+       "        on_keyboard_event_closure('key_release')\n",
+       "    );\n",
+       "\n",
+       "    this._canvas_extra_style(canvas_div);\n",
+       "    this.root.appendChild(canvas_div);\n",
+       "\n",
+       "    var canvas = (this.canvas = document.createElement('canvas'));\n",
+       "    canvas.classList.add('mpl-canvas');\n",
+       "    canvas.setAttribute('style', 'box-sizing: content-box;');\n",
+       "\n",
+       "    this.context = canvas.getContext('2d');\n",
+       "\n",
+       "    var backingStore =\n",
+       "        this.context.backingStorePixelRatio ||\n",
+       "        this.context.webkitBackingStorePixelRatio ||\n",
+       "        this.context.mozBackingStorePixelRatio ||\n",
+       "        this.context.msBackingStorePixelRatio ||\n",
+       "        this.context.oBackingStorePixelRatio ||\n",
+       "        this.context.backingStorePixelRatio ||\n",
+       "        1;\n",
+       "\n",
+       "    this.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
+       "\n",
+       "    var rubberband_canvas = (this.rubberband_canvas = document.createElement(\n",
+       "        'canvas'\n",
+       "    ));\n",
+       "    rubberband_canvas.setAttribute(\n",
+       "        'style',\n",
+       "        'box-sizing: content-box; position: absolute; left: 0; top: 0; z-index: 1;'\n",
+       "    );\n",
+       "\n",
+       "    // Apply a ponyfill if ResizeObserver is not implemented by browser.\n",
+       "    if (this.ResizeObserver === undefined) {\n",
+       "        if (window.ResizeObserver !== undefined) {\n",
+       "            this.ResizeObserver = window.ResizeObserver;\n",
+       "        } else {\n",
+       "            var obs = _JSXTOOLS_RESIZE_OBSERVER({});\n",
+       "            this.ResizeObserver = obs.ResizeObserver;\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    this.resizeObserverInstance = new this.ResizeObserver(function (entries) {\n",
+       "        var nentries = entries.length;\n",
+       "        for (var i = 0; i < nentries; i++) {\n",
+       "            var entry = entries[i];\n",
+       "            var width, height;\n",
+       "            if (entry.contentBoxSize) {\n",
+       "                if (entry.contentBoxSize instanceof Array) {\n",
+       "                    // Chrome 84 implements new version of spec.\n",
+       "                    width = entry.contentBoxSize[0].inlineSize;\n",
+       "                    height = entry.contentBoxSize[0].blockSize;\n",
+       "                } else {\n",
+       "                    // Firefox implements old version of spec.\n",
+       "                    width = entry.contentBoxSize.inlineSize;\n",
+       "                    height = entry.contentBoxSize.blockSize;\n",
+       "                }\n",
+       "            } else {\n",
+       "                // Chrome <84 implements even older version of spec.\n",
+       "                width = entry.contentRect.width;\n",
+       "                height = entry.contentRect.height;\n",
+       "            }\n",
+       "\n",
+       "            // Keep the size of the canvas and rubber band canvas in sync with\n",
+       "            // the canvas container.\n",
+       "            if (entry.devicePixelContentBoxSize) {\n",
+       "                // Chrome 84 implements new version of spec.\n",
+       "                canvas.setAttribute(\n",
+       "                    'width',\n",
+       "                    entry.devicePixelContentBoxSize[0].inlineSize\n",
+       "                );\n",
+       "                canvas.setAttribute(\n",
+       "                    'height',\n",
+       "                    entry.devicePixelContentBoxSize[0].blockSize\n",
+       "                );\n",
+       "            } else {\n",
+       "                canvas.setAttribute('width', width * fig.ratio);\n",
+       "                canvas.setAttribute('height', height * fig.ratio);\n",
+       "            }\n",
+       "            canvas.setAttribute(\n",
+       "                'style',\n",
+       "                'width: ' + width + 'px; height: ' + height + 'px;'\n",
+       "            );\n",
+       "\n",
+       "            rubberband_canvas.setAttribute('width', width);\n",
+       "            rubberband_canvas.setAttribute('height', height);\n",
+       "\n",
+       "            // And update the size in Python. We ignore the initial 0/0 size\n",
+       "            // that occurs as the element is placed into the DOM, which should\n",
+       "            // otherwise not happen due to the minimum size styling.\n",
+       "            if (fig.ws.readyState == 1 && width != 0 && height != 0) {\n",
+       "                fig.request_resize(width, height);\n",
+       "            }\n",
+       "        }\n",
+       "    });\n",
+       "    this.resizeObserverInstance.observe(canvas_div);\n",
+       "\n",
+       "    function on_mouse_event_closure(name) {\n",
+       "        return function (event) {\n",
+       "            return fig.mouse_event(event, name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mousedown',\n",
+       "        on_mouse_event_closure('button_press')\n",
+       "    );\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mouseup',\n",
+       "        on_mouse_event_closure('button_release')\n",
+       "    );\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'dblclick',\n",
+       "        on_mouse_event_closure('dblclick')\n",
+       "    );\n",
+       "    // Throttle sequential mouse events to 1 every 20ms.\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mousemove',\n",
+       "        on_mouse_event_closure('motion_notify')\n",
+       "    );\n",
+       "\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mouseenter',\n",
+       "        on_mouse_event_closure('figure_enter')\n",
+       "    );\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mouseleave',\n",
+       "        on_mouse_event_closure('figure_leave')\n",
+       "    );\n",
+       "\n",
+       "    canvas_div.addEventListener('wheel', function (event) {\n",
+       "        if (event.deltaY < 0) {\n",
+       "            event.step = 1;\n",
+       "        } else {\n",
+       "            event.step = -1;\n",
+       "        }\n",
+       "        on_mouse_event_closure('scroll')(event);\n",
+       "    });\n",
+       "\n",
+       "    canvas_div.appendChild(canvas);\n",
+       "    canvas_div.appendChild(rubberband_canvas);\n",
+       "\n",
+       "    this.rubberband_context = rubberband_canvas.getContext('2d');\n",
+       "    this.rubberband_context.strokeStyle = '#000000';\n",
+       "\n",
+       "    this._resize_canvas = function (width, height, forward) {\n",
+       "        if (forward) {\n",
+       "            canvas_div.style.width = width + 'px';\n",
+       "            canvas_div.style.height = height + 'px';\n",
+       "        }\n",
+       "    };\n",
+       "\n",
+       "    // Disable right mouse context menu.\n",
+       "    this.rubberband_canvas.addEventListener('contextmenu', function (_e) {\n",
+       "        event.preventDefault();\n",
+       "        return false;\n",
+       "    });\n",
+       "\n",
+       "    function set_focus() {\n",
+       "        canvas.focus();\n",
+       "        canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    window.setTimeout(set_focus, 100);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var toolbar = document.createElement('div');\n",
+       "    toolbar.classList = 'mpl-toolbar';\n",
+       "    this.root.appendChild(toolbar);\n",
+       "\n",
+       "    function on_click_closure(name) {\n",
+       "        return function (_event) {\n",
+       "            return fig.toolbar_button_onclick(name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    function on_mouseover_closure(tooltip) {\n",
+       "        return function (event) {\n",
+       "            if (!event.currentTarget.disabled) {\n",
+       "                return fig.toolbar_button_onmouseover(tooltip);\n",
+       "            }\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    fig.buttons = {};\n",
+       "    var buttonGroup = document.createElement('div');\n",
+       "    buttonGroup.classList = 'mpl-button-group';\n",
+       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) {\n",
+       "            /* Instead of a spacer, we start a new button group. */\n",
+       "            if (buttonGroup.hasChildNodes()) {\n",
+       "                toolbar.appendChild(buttonGroup);\n",
+       "            }\n",
+       "            buttonGroup = document.createElement('div');\n",
+       "            buttonGroup.classList = 'mpl-button-group';\n",
+       "            continue;\n",
+       "        }\n",
+       "\n",
+       "        var button = (fig.buttons[name] = document.createElement('button'));\n",
+       "        button.classList = 'mpl-widget';\n",
+       "        button.setAttribute('role', 'button');\n",
+       "        button.setAttribute('aria-disabled', 'false');\n",
+       "        button.addEventListener('click', on_click_closure(method_name));\n",
+       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
+       "\n",
+       "        var icon_img = document.createElement('img');\n",
+       "        icon_img.src = '_images/' + image + '.png';\n",
+       "        icon_img.srcset = '_images/' + image + '_large.png 2x';\n",
+       "        icon_img.alt = tooltip;\n",
+       "        button.appendChild(icon_img);\n",
+       "\n",
+       "        buttonGroup.appendChild(button);\n",
+       "    }\n",
+       "\n",
+       "    if (buttonGroup.hasChildNodes()) {\n",
+       "        toolbar.appendChild(buttonGroup);\n",
+       "    }\n",
+       "\n",
+       "    var fmt_picker = document.createElement('select');\n",
+       "    fmt_picker.classList = 'mpl-widget';\n",
+       "    toolbar.appendChild(fmt_picker);\n",
+       "    this.format_dropdown = fmt_picker;\n",
+       "\n",
+       "    for (var ind in mpl.extensions) {\n",
+       "        var fmt = mpl.extensions[ind];\n",
+       "        var option = document.createElement('option');\n",
+       "        option.selected = fmt === mpl.default_extension;\n",
+       "        option.innerHTML = fmt;\n",
+       "        fmt_picker.appendChild(option);\n",
+       "    }\n",
+       "\n",
+       "    var status_bar = document.createElement('span');\n",
+       "    status_bar.classList = 'mpl-message';\n",
+       "    toolbar.appendChild(status_bar);\n",
+       "    this.message = status_bar;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.request_resize = function (x_pixels, y_pixels) {\n",
+       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
+       "    // which will in turn request a refresh of the image.\n",
+       "    this.send_message('resize', { width: x_pixels, height: y_pixels });\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.send_message = function (type, properties) {\n",
+       "    properties['type'] = type;\n",
+       "    properties['figure_id'] = this.id;\n",
+       "    this.ws.send(JSON.stringify(properties));\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.send_draw_message = function () {\n",
+       "    if (!this.waiting) {\n",
+       "        this.waiting = true;\n",
+       "        this.ws.send(JSON.stringify({ type: 'draw', figure_id: this.id }));\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
+       "    var format_dropdown = fig.format_dropdown;\n",
+       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
+       "    fig.ondownload(fig, format);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_resize = function (fig, msg) {\n",
+       "    var size = msg['size'];\n",
+       "    if (size[0] !== fig.canvas.width || size[1] !== fig.canvas.height) {\n",
+       "        fig._resize_canvas(size[0], size[1], msg['forward']);\n",
+       "        fig.send_message('refresh', {});\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_rubberband = function (fig, msg) {\n",
+       "    var x0 = msg['x0'] / fig.ratio;\n",
+       "    var y0 = (fig.canvas.height - msg['y0']) / fig.ratio;\n",
+       "    var x1 = msg['x1'] / fig.ratio;\n",
+       "    var y1 = (fig.canvas.height - msg['y1']) / fig.ratio;\n",
+       "    x0 = Math.floor(x0) + 0.5;\n",
+       "    y0 = Math.floor(y0) + 0.5;\n",
+       "    x1 = Math.floor(x1) + 0.5;\n",
+       "    y1 = Math.floor(y1) + 0.5;\n",
+       "    var min_x = Math.min(x0, x1);\n",
+       "    var min_y = Math.min(y0, y1);\n",
+       "    var width = Math.abs(x1 - x0);\n",
+       "    var height = Math.abs(y1 - y0);\n",
+       "\n",
+       "    fig.rubberband_context.clearRect(\n",
+       "        0,\n",
+       "        0,\n",
+       "        fig.canvas.width / fig.ratio,\n",
+       "        fig.canvas.height / fig.ratio\n",
+       "    );\n",
+       "\n",
+       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_figure_label = function (fig, msg) {\n",
+       "    // Updates the figure title.\n",
+       "    fig.header.textContent = msg['label'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_cursor = function (fig, msg) {\n",
+       "    fig.rubberband_canvas.style.cursor = msg['cursor'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_message = function (fig, msg) {\n",
+       "    fig.message.textContent = msg['message'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_draw = function (fig, _msg) {\n",
+       "    // Request the server to send over a new figure.\n",
+       "    fig.send_draw_message();\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_image_mode = function (fig, msg) {\n",
+       "    fig.image_mode = msg['mode'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_history_buttons = function (fig, msg) {\n",
+       "    for (var key in msg) {\n",
+       "        if (!(key in fig.buttons)) {\n",
+       "            continue;\n",
+       "        }\n",
+       "        fig.buttons[key].disabled = !msg[key];\n",
+       "        fig.buttons[key].setAttribute('aria-disabled', !msg[key]);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_navigate_mode = function (fig, msg) {\n",
+       "    if (msg['mode'] === 'PAN') {\n",
+       "        fig.buttons['Pan'].classList.add('active');\n",
+       "        fig.buttons['Zoom'].classList.remove('active');\n",
+       "    } else if (msg['mode'] === 'ZOOM') {\n",
+       "        fig.buttons['Pan'].classList.remove('active');\n",
+       "        fig.buttons['Zoom'].classList.add('active');\n",
+       "    } else {\n",
+       "        fig.buttons['Pan'].classList.remove('active');\n",
+       "        fig.buttons['Zoom'].classList.remove('active');\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function () {\n",
+       "    // Called whenever the canvas gets updated.\n",
+       "    this.send_message('ack', {});\n",
+       "};\n",
+       "\n",
+       "// A function to construct a web socket function for onmessage handling.\n",
+       "// Called in the figure constructor.\n",
+       "mpl.figure.prototype._make_on_message_function = function (fig) {\n",
+       "    return function socket_on_message(evt) {\n",
+       "        if (evt.data instanceof Blob) {\n",
+       "            var img = evt.data;\n",
+       "            if (img.type !== 'image/png') {\n",
+       "                /* FIXME: We get \"Resource interpreted as Image but\n",
+       "                 * transferred with MIME type text/plain:\" errors on\n",
+       "                 * Chrome.  But how to set the MIME type?  It doesn't seem\n",
+       "                 * to be part of the websocket stream */\n",
+       "                img.type = 'image/png';\n",
+       "            }\n",
+       "\n",
+       "            /* Free the memory for the previous frames */\n",
+       "            if (fig.imageObj.src) {\n",
+       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
+       "                    fig.imageObj.src\n",
+       "                );\n",
+       "            }\n",
+       "\n",
+       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
+       "                img\n",
+       "            );\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        } else if (\n",
+       "            typeof evt.data === 'string' &&\n",
+       "            evt.data.slice(0, 21) === 'data:image/png;base64'\n",
+       "        ) {\n",
+       "            fig.imageObj.src = evt.data;\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        var msg = JSON.parse(evt.data);\n",
+       "        var msg_type = msg['type'];\n",
+       "\n",
+       "        // Call the  \"handle_{type}\" callback, which takes\n",
+       "        // the figure and JSON message as its only arguments.\n",
+       "        try {\n",
+       "            var callback = fig['handle_' + msg_type];\n",
+       "        } catch (e) {\n",
+       "            console.log(\n",
+       "                \"No handler for the '\" + msg_type + \"' message type: \",\n",
+       "                msg\n",
+       "            );\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        if (callback) {\n",
+       "            try {\n",
+       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
+       "                callback(fig, msg);\n",
+       "            } catch (e) {\n",
+       "                console.log(\n",
+       "                    \"Exception inside the 'handler_\" + msg_type + \"' callback:\",\n",
+       "                    e,\n",
+       "                    e.stack,\n",
+       "                    msg\n",
+       "                );\n",
+       "            }\n",
+       "        }\n",
+       "    };\n",
+       "};\n",
+       "\n",
+       "// from https://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
+       "mpl.findpos = function (e) {\n",
+       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
+       "    var targ;\n",
+       "    if (!e) {\n",
+       "        e = window.event;\n",
+       "    }\n",
+       "    if (e.target) {\n",
+       "        targ = e.target;\n",
+       "    } else if (e.srcElement) {\n",
+       "        targ = e.srcElement;\n",
+       "    }\n",
+       "    if (targ.nodeType === 3) {\n",
+       "        // defeat Safari bug\n",
+       "        targ = targ.parentNode;\n",
+       "    }\n",
+       "\n",
+       "    // pageX,Y are the mouse positions relative to the document\n",
+       "    var boundingRect = targ.getBoundingClientRect();\n",
+       "    var x = e.pageX - (boundingRect.left + document.body.scrollLeft);\n",
+       "    var y = e.pageY - (boundingRect.top + document.body.scrollTop);\n",
+       "\n",
+       "    return { x: x, y: y };\n",
+       "};\n",
+       "\n",
+       "/*\n",
+       " * return a copy of an object with only non-object keys\n",
+       " * we need this to avoid circular references\n",
+       " * https://stackoverflow.com/a/24161582/3208463\n",
+       " */\n",
+       "function simpleKeys(original) {\n",
+       "    return Object.keys(original).reduce(function (obj, key) {\n",
+       "        if (typeof original[key] !== 'object') {\n",
+       "            obj[key] = original[key];\n",
+       "        }\n",
+       "        return obj;\n",
+       "    }, {});\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.mouse_event = function (event, name) {\n",
+       "    var canvas_pos = mpl.findpos(event);\n",
+       "\n",
+       "    if (name === 'button_press') {\n",
+       "        this.canvas.focus();\n",
+       "        this.canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    var x = canvas_pos.x * this.ratio;\n",
+       "    var y = canvas_pos.y * this.ratio;\n",
+       "\n",
+       "    this.send_message(name, {\n",
+       "        x: x,\n",
+       "        y: y,\n",
+       "        button: event.button,\n",
+       "        step: event.step,\n",
+       "        guiEvent: simpleKeys(event),\n",
+       "    });\n",
+       "\n",
+       "    /* This prevents the web browser from automatically changing to\n",
+       "     * the text insertion cursor when the button is pressed.  We want\n",
+       "     * to control all of the cursor setting manually through the\n",
+       "     * 'cursor' event from matplotlib */\n",
+       "    event.preventDefault();\n",
+       "    return false;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function (_event, _name) {\n",
+       "    // Handle any extra behaviour associated with a key event\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.key_event = function (event, name) {\n",
+       "    // Prevent repeat events\n",
+       "    if (name === 'key_press') {\n",
+       "        if (event.key === this._key) {\n",
+       "            return;\n",
+       "        } else {\n",
+       "            this._key = event.key;\n",
+       "        }\n",
+       "    }\n",
+       "    if (name === 'key_release') {\n",
+       "        this._key = null;\n",
+       "    }\n",
+       "\n",
+       "    var value = '';\n",
+       "    if (event.ctrlKey && event.key !== 'Control') {\n",
+       "        value += 'ctrl+';\n",
+       "    }\n",
+       "    else if (event.altKey && event.key !== 'Alt') {\n",
+       "        value += 'alt+';\n",
+       "    }\n",
+       "    else if (event.shiftKey && event.key !== 'Shift') {\n",
+       "        value += 'shift+';\n",
+       "    }\n",
+       "\n",
+       "    value += 'k' + event.key;\n",
+       "\n",
+       "    this._key_event_extra(event, name);\n",
+       "\n",
+       "    this.send_message(name, { key: value, guiEvent: simpleKeys(event) });\n",
+       "    return false;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onclick = function (name) {\n",
+       "    if (name === 'download') {\n",
+       "        this.handle_save(this, null);\n",
+       "    } else {\n",
+       "        this.send_message('toolbar_button', { name: name });\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onmouseover = function (tooltip) {\n",
+       "    this.message.textContent = tooltip;\n",
+       "};\n",
+       "\n",
+       "///////////////// REMAINING CONTENT GENERATED BY embed_js.py /////////////////\n",
+       "// prettier-ignore\n",
+       "var _JSXTOOLS_RESIZE_OBSERVER=function(A){var t,i=new WeakMap,n=new WeakMap,a=new WeakMap,r=new WeakMap,o=new Set;function s(e){if(!(this instanceof s))throw new TypeError(\"Constructor requires 'new' operator\");i.set(this,e)}function h(){throw new TypeError(\"Function is not a constructor\")}function c(e,t,i,n){e=0 in arguments?Number(arguments[0]):0,t=1 in arguments?Number(arguments[1]):0,i=2 in arguments?Number(arguments[2]):0,n=3 in arguments?Number(arguments[3]):0,this.right=(this.x=this.left=e)+(this.width=i),this.bottom=(this.y=this.top=t)+(this.height=n),Object.freeze(this)}function d(){t=requestAnimationFrame(d);var s=new WeakMap,p=new Set;o.forEach((function(t){r.get(t).forEach((function(i){var r=t instanceof window.SVGElement,o=a.get(t),d=r?0:parseFloat(o.paddingTop),f=r?0:parseFloat(o.paddingRight),l=r?0:parseFloat(o.paddingBottom),u=r?0:parseFloat(o.paddingLeft),g=r?0:parseFloat(o.borderTopWidth),m=r?0:parseFloat(o.borderRightWidth),w=r?0:parseFloat(o.borderBottomWidth),b=u+f,F=d+l,v=(r?0:parseFloat(o.borderLeftWidth))+m,W=g+w,y=r?0:t.offsetHeight-W-t.clientHeight,E=r?0:t.offsetWidth-v-t.clientWidth,R=b+v,z=F+W,M=r?t.width:parseFloat(o.width)-R-E,O=r?t.height:parseFloat(o.height)-z-y;if(n.has(t)){var k=n.get(t);if(k[0]===M&&k[1]===O)return}n.set(t,[M,O]);var S=Object.create(h.prototype);S.target=t,S.contentRect=new c(u,d,M,O),s.has(i)||(s.set(i,[]),p.add(i)),s.get(i).push(S)}))})),p.forEach((function(e){i.get(e).call(e,s.get(e),e)}))}return s.prototype.observe=function(i){if(i instanceof window.Element){r.has(i)||(r.set(i,new Set),o.add(i),a.set(i,window.getComputedStyle(i)));var n=r.get(i);n.has(this)||n.add(this),cancelAnimationFrame(t),t=requestAnimationFrame(d)}},s.prototype.unobserve=function(i){if(i instanceof window.Element&&r.has(i)){var n=r.get(i);n.has(this)&&(n.delete(this),n.size||(r.delete(i),o.delete(i))),n.size||r.delete(i),o.size||cancelAnimationFrame(t)}},A.DOMRectReadOnly=c,A.ResizeObserver=s,A.ResizeObserverEntry=h,A}; // eslint-disable-line\n",
+       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Left button pans, Right button zooms\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\\nx/y fixes axis\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
+       "\n",
+       "mpl.extensions = [\"eps\", \"jpeg\", \"pgf\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
+       "\n",
+       "mpl.default_extension = \"png\";/* global mpl */\n",
+       "\n",
+       "var comm_websocket_adapter = function (comm) {\n",
+       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
+       "    // object with the appropriate methods. Currently this is a non binary\n",
+       "    // socket, so there is still some room for performance tuning.\n",
+       "    var ws = {};\n",
+       "\n",
+       "    ws.binaryType = comm.kernel.ws.binaryType;\n",
+       "    ws.readyState = comm.kernel.ws.readyState;\n",
+       "    function updateReadyState(_event) {\n",
+       "        if (comm.kernel.ws) {\n",
+       "            ws.readyState = comm.kernel.ws.readyState;\n",
+       "        } else {\n",
+       "            ws.readyState = 3; // Closed state.\n",
+       "        }\n",
+       "    }\n",
+       "    comm.kernel.ws.addEventListener('open', updateReadyState);\n",
+       "    comm.kernel.ws.addEventListener('close', updateReadyState);\n",
+       "    comm.kernel.ws.addEventListener('error', updateReadyState);\n",
+       "\n",
+       "    ws.close = function () {\n",
+       "        comm.close();\n",
+       "    };\n",
+       "    ws.send = function (m) {\n",
+       "        //console.log('sending', m);\n",
+       "        comm.send(m);\n",
+       "    };\n",
+       "    // Register the callback with on_msg.\n",
+       "    comm.on_msg(function (msg) {\n",
+       "        //console.log('receiving', msg['content']['data'], msg);\n",
+       "        var data = msg['content']['data'];\n",
+       "        if (data['blob'] !== undefined) {\n",
+       "            data = {\n",
+       "                data: new Blob(msg['buffers'], { type: data['blob'] }),\n",
+       "            };\n",
+       "        }\n",
+       "        // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
+       "        ws.onmessage(data);\n",
+       "    });\n",
+       "    return ws;\n",
+       "};\n",
+       "\n",
+       "mpl.mpl_figure_comm = function (comm, msg) {\n",
+       "    // This is the function which gets called when the mpl process\n",
+       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
+       "\n",
+       "    var id = msg.content.data.id;\n",
+       "    // Get hold of the div created by the display call when the Comm\n",
+       "    // socket was opened in Python.\n",
+       "    var element = document.getElementById(id);\n",
+       "    var ws_proxy = comm_websocket_adapter(comm);\n",
+       "\n",
+       "    function ondownload(figure, _format) {\n",
+       "        window.open(figure.canvas.toDataURL());\n",
+       "    }\n",
+       "\n",
+       "    var fig = new mpl.figure(id, ws_proxy, ondownload, element);\n",
+       "\n",
+       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
+       "    // web socket which is closed, not our websocket->open comm proxy.\n",
+       "    ws_proxy.onopen();\n",
+       "\n",
+       "    fig.parent_element = element;\n",
+       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
+       "    if (!fig.cell_info) {\n",
+       "        console.error('Failed to find cell for figure', id, fig);\n",
+       "        return;\n",
+       "    }\n",
+       "    fig.cell_info[0].output_area.element.on(\n",
+       "        'cleared',\n",
+       "        { fig: fig },\n",
+       "        fig._remove_fig_handler\n",
+       "    );\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_close = function (fig, msg) {\n",
+       "    var width = fig.canvas.width / fig.ratio;\n",
+       "    fig.cell_info[0].output_area.element.off(\n",
+       "        'cleared',\n",
+       "        fig._remove_fig_handler\n",
+       "    );\n",
+       "    fig.resizeObserverInstance.unobserve(fig.canvas_div);\n",
+       "\n",
+       "    // Update the output cell to use the data from the current canvas.\n",
+       "    fig.push_to_output();\n",
+       "    var dataURL = fig.canvas.toDataURL();\n",
+       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
+       "    // the notebook keyboard shortcuts fail.\n",
+       "    IPython.keyboard_manager.enable();\n",
+       "    fig.parent_element.innerHTML =\n",
+       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
+       "    fig.close_ws(fig, msg);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.close_ws = function (fig, msg) {\n",
+       "    fig.send_message('closing', msg);\n",
+       "    // fig.ws.close()\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.push_to_output = function (_remove_interactive) {\n",
+       "    // Turn the data on the canvas into data in the output cell.\n",
+       "    var width = this.canvas.width / this.ratio;\n",
+       "    var dataURL = this.canvas.toDataURL();\n",
+       "    this.cell_info[1]['text/html'] =\n",
+       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function () {\n",
+       "    // Tell IPython that the notebook contents must change.\n",
+       "    IPython.notebook.set_dirty(true);\n",
+       "    this.send_message('ack', {});\n",
+       "    var fig = this;\n",
+       "    // Wait a second, then push the new image to the DOM so\n",
+       "    // that it is saved nicely (might be nice to debounce this).\n",
+       "    setTimeout(function () {\n",
+       "        fig.push_to_output();\n",
+       "    }, 1000);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var toolbar = document.createElement('div');\n",
+       "    toolbar.classList = 'btn-toolbar';\n",
+       "    this.root.appendChild(toolbar);\n",
+       "\n",
+       "    function on_click_closure(name) {\n",
+       "        return function (_event) {\n",
+       "            return fig.toolbar_button_onclick(name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    function on_mouseover_closure(tooltip) {\n",
+       "        return function (event) {\n",
+       "            if (!event.currentTarget.disabled) {\n",
+       "                return fig.toolbar_button_onmouseover(tooltip);\n",
+       "            }\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    fig.buttons = {};\n",
+       "    var buttonGroup = document.createElement('div');\n",
+       "    buttonGroup.classList = 'btn-group';\n",
+       "    var button;\n",
+       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) {\n",
+       "            /* Instead of a spacer, we start a new button group. */\n",
+       "            if (buttonGroup.hasChildNodes()) {\n",
+       "                toolbar.appendChild(buttonGroup);\n",
+       "            }\n",
+       "            buttonGroup = document.createElement('div');\n",
+       "            buttonGroup.classList = 'btn-group';\n",
+       "            continue;\n",
+       "        }\n",
+       "\n",
+       "        button = fig.buttons[name] = document.createElement('button');\n",
+       "        button.classList = 'btn btn-default';\n",
+       "        button.href = '#';\n",
+       "        button.title = name;\n",
+       "        button.innerHTML = '<i class=\"fa ' + image + ' fa-lg\"></i>';\n",
+       "        button.addEventListener('click', on_click_closure(method_name));\n",
+       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
+       "        buttonGroup.appendChild(button);\n",
+       "    }\n",
+       "\n",
+       "    if (buttonGroup.hasChildNodes()) {\n",
+       "        toolbar.appendChild(buttonGroup);\n",
+       "    }\n",
+       "\n",
+       "    // Add the status bar.\n",
+       "    var status_bar = document.createElement('span');\n",
+       "    status_bar.classList = 'mpl-message pull-right';\n",
+       "    toolbar.appendChild(status_bar);\n",
+       "    this.message = status_bar;\n",
+       "\n",
+       "    // Add the close button to the window.\n",
+       "    var buttongrp = document.createElement('div');\n",
+       "    buttongrp.classList = 'btn-group inline pull-right';\n",
+       "    button = document.createElement('button');\n",
+       "    button.classList = 'btn btn-mini btn-primary';\n",
+       "    button.href = '#';\n",
+       "    button.title = 'Stop Interaction';\n",
+       "    button.innerHTML = '<i class=\"fa fa-power-off icon-remove icon-large\"></i>';\n",
+       "    button.addEventListener('click', function (_evt) {\n",
+       "        fig.handle_close(fig, {});\n",
+       "    });\n",
+       "    button.addEventListener(\n",
+       "        'mouseover',\n",
+       "        on_mouseover_closure('Stop Interaction')\n",
+       "    );\n",
+       "    buttongrp.appendChild(button);\n",
+       "    var titlebar = this.root.querySelector('.ui-dialog-titlebar');\n",
+       "    titlebar.insertBefore(buttongrp, titlebar.firstChild);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._remove_fig_handler = function (event) {\n",
+       "    var fig = event.data.fig;\n",
+       "    if (event.target !== this) {\n",
+       "        // Ignore bubbled events from children.\n",
+       "        return;\n",
+       "    }\n",
+       "    fig.close_ws(fig, {});\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function (el) {\n",
+       "    el.style.boxSizing = 'content-box'; // override notebook setting of border-box.\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function (el) {\n",
+       "    // this is important to make the div 'focusable\n",
+       "    el.setAttribute('tabindex', 0);\n",
+       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
+       "    // off when our div gets focus\n",
+       "\n",
+       "    // location in version 3\n",
+       "    if (IPython.notebook.keyboard_manager) {\n",
+       "        IPython.notebook.keyboard_manager.register_events(el);\n",
+       "    } else {\n",
+       "        // location in version 2\n",
+       "        IPython.keyboard_manager.register_events(el);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function (event, _name) {\n",
+       "    // Check for shift+enter\n",
+       "    if (event.shiftKey && event.which === 13) {\n",
+       "        this.canvas_div.blur();\n",
+       "        // select the cell after this one\n",
+       "        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
+       "        IPython.notebook.select(index + 1);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
+       "    fig.ondownload(fig, null);\n",
+       "};\n",
+       "\n",
+       "mpl.find_output_cell = function (html_output) {\n",
+       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
+       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
+       "    // IPython event is triggered only after the cells have been serialised, which for\n",
+       "    // our purposes (turning an active figure into a static one), is too late.\n",
+       "    var cells = IPython.notebook.get_cells();\n",
+       "    var ncells = cells.length;\n",
+       "    for (var i = 0; i < ncells; i++) {\n",
+       "        var cell = cells[i];\n",
+       "        if (cell.cell_type === 'code') {\n",
+       "            for (var j = 0; j < cell.output_area.outputs.length; j++) {\n",
+       "                var data = cell.output_area.outputs[j];\n",
+       "                if (data.data) {\n",
+       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
+       "                    data = data.data;\n",
+       "                }\n",
+       "                if (data['text/html'] === html_output) {\n",
+       "                    return [cell, data, j];\n",
+       "                }\n",
+       "            }\n",
+       "        }\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "// Register the function which deals with the matplotlib target/channel.\n",
+       "// The kernel may be null if the page has been refreshed.\n",
+       "if (IPython.notebook.kernel !== null) {\n",
+       "    IPython.notebook.kernel.comm_manager.register_target(\n",
+       "        'matplotlib',\n",
+       "        mpl.mpl_figure_comm\n",
+       "    );\n",
+       "}\n"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Javascript object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<img 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\" width=\"640\">"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/javascript": [
+       "/* Put everything inside the global mpl namespace */\n",
+       "/* global mpl */\n",
+       "window.mpl = {};\n",
+       "\n",
+       "mpl.get_websocket_type = function () {\n",
+       "    if (typeof WebSocket !== 'undefined') {\n",
+       "        return WebSocket;\n",
+       "    } else if (typeof MozWebSocket !== 'undefined') {\n",
+       "        return MozWebSocket;\n",
+       "    } else {\n",
+       "        alert(\n",
+       "            'Your browser does not have WebSocket support. ' +\n",
+       "                'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
+       "                'Firefox 4 and 5 are also supported but you ' +\n",
+       "                'have to enable WebSockets in about:config.'\n",
+       "        );\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure = function (figure_id, websocket, ondownload, parent_element) {\n",
+       "    this.id = figure_id;\n",
+       "\n",
+       "    this.ws = websocket;\n",
+       "\n",
+       "    this.supports_binary = this.ws.binaryType !== undefined;\n",
+       "\n",
+       "    if (!this.supports_binary) {\n",
+       "        var warnings = document.getElementById('mpl-warnings');\n",
+       "        if (warnings) {\n",
+       "            warnings.style.display = 'block';\n",
+       "            warnings.textContent =\n",
+       "                'This browser does not support binary websocket messages. ' +\n",
+       "                'Performance may be slow.';\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    this.imageObj = new Image();\n",
+       "\n",
+       "    this.context = undefined;\n",
+       "    this.message = undefined;\n",
+       "    this.canvas = undefined;\n",
+       "    this.rubberband_canvas = undefined;\n",
+       "    this.rubberband_context = undefined;\n",
+       "    this.format_dropdown = undefined;\n",
+       "\n",
+       "    this.image_mode = 'full';\n",
+       "\n",
+       "    this.root = document.createElement('div');\n",
+       "    this.root.setAttribute('style', 'display: inline-block');\n",
+       "    this._root_extra_style(this.root);\n",
+       "\n",
+       "    parent_element.appendChild(this.root);\n",
+       "\n",
+       "    this._init_header(this);\n",
+       "    this._init_canvas(this);\n",
+       "    this._init_toolbar(this);\n",
+       "\n",
+       "    var fig = this;\n",
+       "\n",
+       "    this.waiting = false;\n",
+       "\n",
+       "    this.ws.onopen = function () {\n",
+       "        fig.send_message('supports_binary', { value: fig.supports_binary });\n",
+       "        fig.send_message('send_image_mode', {});\n",
+       "        if (fig.ratio !== 1) {\n",
+       "            fig.send_message('set_device_pixel_ratio', {\n",
+       "                device_pixel_ratio: fig.ratio,\n",
+       "            });\n",
+       "        }\n",
+       "        fig.send_message('refresh', {});\n",
+       "    };\n",
+       "\n",
+       "    this.imageObj.onload = function () {\n",
+       "        if (fig.image_mode === 'full') {\n",
+       "            // Full images could contain transparency (where diff images\n",
+       "            // almost always do), so we need to clear the canvas so that\n",
+       "            // there is no ghosting.\n",
+       "            fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
+       "        }\n",
+       "        fig.context.drawImage(fig.imageObj, 0, 0);\n",
+       "    };\n",
+       "\n",
+       "    this.imageObj.onunload = function () {\n",
+       "        fig.ws.close();\n",
+       "    };\n",
+       "\n",
+       "    this.ws.onmessage = this._make_on_message_function(this);\n",
+       "\n",
+       "    this.ondownload = ondownload;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_header = function () {\n",
+       "    var titlebar = document.createElement('div');\n",
+       "    titlebar.classList =\n",
+       "        'ui-dialog-titlebar ui-widget-header ui-corner-all ui-helper-clearfix';\n",
+       "    var titletext = document.createElement('div');\n",
+       "    titletext.classList = 'ui-dialog-title';\n",
+       "    titletext.setAttribute(\n",
+       "        'style',\n",
+       "        'width: 100%; text-align: center; padding: 3px;'\n",
+       "    );\n",
+       "    titlebar.appendChild(titletext);\n",
+       "    this.root.appendChild(titlebar);\n",
+       "    this.header = titletext;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function (_canvas_div) {};\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function (_canvas_div) {};\n",
+       "\n",
+       "mpl.figure.prototype._init_canvas = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var canvas_div = (this.canvas_div = document.createElement('div'));\n",
+       "    canvas_div.setAttribute(\n",
+       "        'style',\n",
+       "        'border: 1px solid #ddd;' +\n",
+       "            'box-sizing: content-box;' +\n",
+       "            'clear: both;' +\n",
+       "            'min-height: 1px;' +\n",
+       "            'min-width: 1px;' +\n",
+       "            'outline: 0;' +\n",
+       "            'overflow: hidden;' +\n",
+       "            'position: relative;' +\n",
+       "            'resize: both;'\n",
+       "    );\n",
+       "\n",
+       "    function on_keyboard_event_closure(name) {\n",
+       "        return function (event) {\n",
+       "            return fig.key_event(event, name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    canvas_div.addEventListener(\n",
+       "        'keydown',\n",
+       "        on_keyboard_event_closure('key_press')\n",
+       "    );\n",
+       "    canvas_div.addEventListener(\n",
+       "        'keyup',\n",
+       "        on_keyboard_event_closure('key_release')\n",
+       "    );\n",
+       "\n",
+       "    this._canvas_extra_style(canvas_div);\n",
+       "    this.root.appendChild(canvas_div);\n",
+       "\n",
+       "    var canvas = (this.canvas = document.createElement('canvas'));\n",
+       "    canvas.classList.add('mpl-canvas');\n",
+       "    canvas.setAttribute('style', 'box-sizing: content-box;');\n",
+       "\n",
+       "    this.context = canvas.getContext('2d');\n",
+       "\n",
+       "    var backingStore =\n",
+       "        this.context.backingStorePixelRatio ||\n",
+       "        this.context.webkitBackingStorePixelRatio ||\n",
+       "        this.context.mozBackingStorePixelRatio ||\n",
+       "        this.context.msBackingStorePixelRatio ||\n",
+       "        this.context.oBackingStorePixelRatio ||\n",
+       "        this.context.backingStorePixelRatio ||\n",
+       "        1;\n",
+       "\n",
+       "    this.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
+       "\n",
+       "    var rubberband_canvas = (this.rubberband_canvas = document.createElement(\n",
+       "        'canvas'\n",
+       "    ));\n",
+       "    rubberband_canvas.setAttribute(\n",
+       "        'style',\n",
+       "        'box-sizing: content-box; position: absolute; left: 0; top: 0; z-index: 1;'\n",
+       "    );\n",
+       "\n",
+       "    // Apply a ponyfill if ResizeObserver is not implemented by browser.\n",
+       "    if (this.ResizeObserver === undefined) {\n",
+       "        if (window.ResizeObserver !== undefined) {\n",
+       "            this.ResizeObserver = window.ResizeObserver;\n",
+       "        } else {\n",
+       "            var obs = _JSXTOOLS_RESIZE_OBSERVER({});\n",
+       "            this.ResizeObserver = obs.ResizeObserver;\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    this.resizeObserverInstance = new this.ResizeObserver(function (entries) {\n",
+       "        var nentries = entries.length;\n",
+       "        for (var i = 0; i < nentries; i++) {\n",
+       "            var entry = entries[i];\n",
+       "            var width, height;\n",
+       "            if (entry.contentBoxSize) {\n",
+       "                if (entry.contentBoxSize instanceof Array) {\n",
+       "                    // Chrome 84 implements new version of spec.\n",
+       "                    width = entry.contentBoxSize[0].inlineSize;\n",
+       "                    height = entry.contentBoxSize[0].blockSize;\n",
+       "                } else {\n",
+       "                    // Firefox implements old version of spec.\n",
+       "                    width = entry.contentBoxSize.inlineSize;\n",
+       "                    height = entry.contentBoxSize.blockSize;\n",
+       "                }\n",
+       "            } else {\n",
+       "                // Chrome <84 implements even older version of spec.\n",
+       "                width = entry.contentRect.width;\n",
+       "                height = entry.contentRect.height;\n",
+       "            }\n",
+       "\n",
+       "            // Keep the size of the canvas and rubber band canvas in sync with\n",
+       "            // the canvas container.\n",
+       "            if (entry.devicePixelContentBoxSize) {\n",
+       "                // Chrome 84 implements new version of spec.\n",
+       "                canvas.setAttribute(\n",
+       "                    'width',\n",
+       "                    entry.devicePixelContentBoxSize[0].inlineSize\n",
+       "                );\n",
+       "                canvas.setAttribute(\n",
+       "                    'height',\n",
+       "                    entry.devicePixelContentBoxSize[0].blockSize\n",
+       "                );\n",
+       "            } else {\n",
+       "                canvas.setAttribute('width', width * fig.ratio);\n",
+       "                canvas.setAttribute('height', height * fig.ratio);\n",
+       "            }\n",
+       "            canvas.setAttribute(\n",
+       "                'style',\n",
+       "                'width: ' + width + 'px; height: ' + height + 'px;'\n",
+       "            );\n",
+       "\n",
+       "            rubberband_canvas.setAttribute('width', width);\n",
+       "            rubberband_canvas.setAttribute('height', height);\n",
+       "\n",
+       "            // And update the size in Python. We ignore the initial 0/0 size\n",
+       "            // that occurs as the element is placed into the DOM, which should\n",
+       "            // otherwise not happen due to the minimum size styling.\n",
+       "            if (fig.ws.readyState == 1 && width != 0 && height != 0) {\n",
+       "                fig.request_resize(width, height);\n",
+       "            }\n",
+       "        }\n",
+       "    });\n",
+       "    this.resizeObserverInstance.observe(canvas_div);\n",
+       "\n",
+       "    function on_mouse_event_closure(name) {\n",
+       "        return function (event) {\n",
+       "            return fig.mouse_event(event, name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mousedown',\n",
+       "        on_mouse_event_closure('button_press')\n",
+       "    );\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mouseup',\n",
+       "        on_mouse_event_closure('button_release')\n",
+       "    );\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'dblclick',\n",
+       "        on_mouse_event_closure('dblclick')\n",
+       "    );\n",
+       "    // Throttle sequential mouse events to 1 every 20ms.\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mousemove',\n",
+       "        on_mouse_event_closure('motion_notify')\n",
+       "    );\n",
+       "\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mouseenter',\n",
+       "        on_mouse_event_closure('figure_enter')\n",
+       "    );\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mouseleave',\n",
+       "        on_mouse_event_closure('figure_leave')\n",
+       "    );\n",
+       "\n",
+       "    canvas_div.addEventListener('wheel', function (event) {\n",
+       "        if (event.deltaY < 0) {\n",
+       "            event.step = 1;\n",
+       "        } else {\n",
+       "            event.step = -1;\n",
+       "        }\n",
+       "        on_mouse_event_closure('scroll')(event);\n",
+       "    });\n",
+       "\n",
+       "    canvas_div.appendChild(canvas);\n",
+       "    canvas_div.appendChild(rubberband_canvas);\n",
+       "\n",
+       "    this.rubberband_context = rubberband_canvas.getContext('2d');\n",
+       "    this.rubberband_context.strokeStyle = '#000000';\n",
+       "\n",
+       "    this._resize_canvas = function (width, height, forward) {\n",
+       "        if (forward) {\n",
+       "            canvas_div.style.width = width + 'px';\n",
+       "            canvas_div.style.height = height + 'px';\n",
+       "        }\n",
+       "    };\n",
+       "\n",
+       "    // Disable right mouse context menu.\n",
+       "    this.rubberband_canvas.addEventListener('contextmenu', function (_e) {\n",
+       "        event.preventDefault();\n",
+       "        return false;\n",
+       "    });\n",
+       "\n",
+       "    function set_focus() {\n",
+       "        canvas.focus();\n",
+       "        canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    window.setTimeout(set_focus, 100);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var toolbar = document.createElement('div');\n",
+       "    toolbar.classList = 'mpl-toolbar';\n",
+       "    this.root.appendChild(toolbar);\n",
+       "\n",
+       "    function on_click_closure(name) {\n",
+       "        return function (_event) {\n",
+       "            return fig.toolbar_button_onclick(name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    function on_mouseover_closure(tooltip) {\n",
+       "        return function (event) {\n",
+       "            if (!event.currentTarget.disabled) {\n",
+       "                return fig.toolbar_button_onmouseover(tooltip);\n",
+       "            }\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    fig.buttons = {};\n",
+       "    var buttonGroup = document.createElement('div');\n",
+       "    buttonGroup.classList = 'mpl-button-group';\n",
+       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) {\n",
+       "            /* Instead of a spacer, we start a new button group. */\n",
+       "            if (buttonGroup.hasChildNodes()) {\n",
+       "                toolbar.appendChild(buttonGroup);\n",
+       "            }\n",
+       "            buttonGroup = document.createElement('div');\n",
+       "            buttonGroup.classList = 'mpl-button-group';\n",
+       "            continue;\n",
+       "        }\n",
+       "\n",
+       "        var button = (fig.buttons[name] = document.createElement('button'));\n",
+       "        button.classList = 'mpl-widget';\n",
+       "        button.setAttribute('role', 'button');\n",
+       "        button.setAttribute('aria-disabled', 'false');\n",
+       "        button.addEventListener('click', on_click_closure(method_name));\n",
+       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
+       "\n",
+       "        var icon_img = document.createElement('img');\n",
+       "        icon_img.src = '_images/' + image + '.png';\n",
+       "        icon_img.srcset = '_images/' + image + '_large.png 2x';\n",
+       "        icon_img.alt = tooltip;\n",
+       "        button.appendChild(icon_img);\n",
+       "\n",
+       "        buttonGroup.appendChild(button);\n",
+       "    }\n",
+       "\n",
+       "    if (buttonGroup.hasChildNodes()) {\n",
+       "        toolbar.appendChild(buttonGroup);\n",
+       "    }\n",
+       "\n",
+       "    var fmt_picker = document.createElement('select');\n",
+       "    fmt_picker.classList = 'mpl-widget';\n",
+       "    toolbar.appendChild(fmt_picker);\n",
+       "    this.format_dropdown = fmt_picker;\n",
+       "\n",
+       "    for (var ind in mpl.extensions) {\n",
+       "        var fmt = mpl.extensions[ind];\n",
+       "        var option = document.createElement('option');\n",
+       "        option.selected = fmt === mpl.default_extension;\n",
+       "        option.innerHTML = fmt;\n",
+       "        fmt_picker.appendChild(option);\n",
+       "    }\n",
+       "\n",
+       "    var status_bar = document.createElement('span');\n",
+       "    status_bar.classList = 'mpl-message';\n",
+       "    toolbar.appendChild(status_bar);\n",
+       "    this.message = status_bar;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.request_resize = function (x_pixels, y_pixels) {\n",
+       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
+       "    // which will in turn request a refresh of the image.\n",
+       "    this.send_message('resize', { width: x_pixels, height: y_pixels });\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.send_message = function (type, properties) {\n",
+       "    properties['type'] = type;\n",
+       "    properties['figure_id'] = this.id;\n",
+       "    this.ws.send(JSON.stringify(properties));\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.send_draw_message = function () {\n",
+       "    if (!this.waiting) {\n",
+       "        this.waiting = true;\n",
+       "        this.ws.send(JSON.stringify({ type: 'draw', figure_id: this.id }));\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
+       "    var format_dropdown = fig.format_dropdown;\n",
+       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
+       "    fig.ondownload(fig, format);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_resize = function (fig, msg) {\n",
+       "    var size = msg['size'];\n",
+       "    if (size[0] !== fig.canvas.width || size[1] !== fig.canvas.height) {\n",
+       "        fig._resize_canvas(size[0], size[1], msg['forward']);\n",
+       "        fig.send_message('refresh', {});\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_rubberband = function (fig, msg) {\n",
+       "    var x0 = msg['x0'] / fig.ratio;\n",
+       "    var y0 = (fig.canvas.height - msg['y0']) / fig.ratio;\n",
+       "    var x1 = msg['x1'] / fig.ratio;\n",
+       "    var y1 = (fig.canvas.height - msg['y1']) / fig.ratio;\n",
+       "    x0 = Math.floor(x0) + 0.5;\n",
+       "    y0 = Math.floor(y0) + 0.5;\n",
+       "    x1 = Math.floor(x1) + 0.5;\n",
+       "    y1 = Math.floor(y1) + 0.5;\n",
+       "    var min_x = Math.min(x0, x1);\n",
+       "    var min_y = Math.min(y0, y1);\n",
+       "    var width = Math.abs(x1 - x0);\n",
+       "    var height = Math.abs(y1 - y0);\n",
+       "\n",
+       "    fig.rubberband_context.clearRect(\n",
+       "        0,\n",
+       "        0,\n",
+       "        fig.canvas.width / fig.ratio,\n",
+       "        fig.canvas.height / fig.ratio\n",
+       "    );\n",
+       "\n",
+       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_figure_label = function (fig, msg) {\n",
+       "    // Updates the figure title.\n",
+       "    fig.header.textContent = msg['label'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_cursor = function (fig, msg) {\n",
+       "    fig.rubberband_canvas.style.cursor = msg['cursor'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_message = function (fig, msg) {\n",
+       "    fig.message.textContent = msg['message'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_draw = function (fig, _msg) {\n",
+       "    // Request the server to send over a new figure.\n",
+       "    fig.send_draw_message();\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_image_mode = function (fig, msg) {\n",
+       "    fig.image_mode = msg['mode'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_history_buttons = function (fig, msg) {\n",
+       "    for (var key in msg) {\n",
+       "        if (!(key in fig.buttons)) {\n",
+       "            continue;\n",
+       "        }\n",
+       "        fig.buttons[key].disabled = !msg[key];\n",
+       "        fig.buttons[key].setAttribute('aria-disabled', !msg[key]);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_navigate_mode = function (fig, msg) {\n",
+       "    if (msg['mode'] === 'PAN') {\n",
+       "        fig.buttons['Pan'].classList.add('active');\n",
+       "        fig.buttons['Zoom'].classList.remove('active');\n",
+       "    } else if (msg['mode'] === 'ZOOM') {\n",
+       "        fig.buttons['Pan'].classList.remove('active');\n",
+       "        fig.buttons['Zoom'].classList.add('active');\n",
+       "    } else {\n",
+       "        fig.buttons['Pan'].classList.remove('active');\n",
+       "        fig.buttons['Zoom'].classList.remove('active');\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function () {\n",
+       "    // Called whenever the canvas gets updated.\n",
+       "    this.send_message('ack', {});\n",
+       "};\n",
+       "\n",
+       "// A function to construct a web socket function for onmessage handling.\n",
+       "// Called in the figure constructor.\n",
+       "mpl.figure.prototype._make_on_message_function = function (fig) {\n",
+       "    return function socket_on_message(evt) {\n",
+       "        if (evt.data instanceof Blob) {\n",
+       "            var img = evt.data;\n",
+       "            if (img.type !== 'image/png') {\n",
+       "                /* FIXME: We get \"Resource interpreted as Image but\n",
+       "                 * transferred with MIME type text/plain:\" errors on\n",
+       "                 * Chrome.  But how to set the MIME type?  It doesn't seem\n",
+       "                 * to be part of the websocket stream */\n",
+       "                img.type = 'image/png';\n",
+       "            }\n",
+       "\n",
+       "            /* Free the memory for the previous frames */\n",
+       "            if (fig.imageObj.src) {\n",
+       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
+       "                    fig.imageObj.src\n",
+       "                );\n",
+       "            }\n",
+       "\n",
+       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
+       "                img\n",
+       "            );\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        } else if (\n",
+       "            typeof evt.data === 'string' &&\n",
+       "            evt.data.slice(0, 21) === 'data:image/png;base64'\n",
+       "        ) {\n",
+       "            fig.imageObj.src = evt.data;\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        var msg = JSON.parse(evt.data);\n",
+       "        var msg_type = msg['type'];\n",
+       "\n",
+       "        // Call the  \"handle_{type}\" callback, which takes\n",
+       "        // the figure and JSON message as its only arguments.\n",
+       "        try {\n",
+       "            var callback = fig['handle_' + msg_type];\n",
+       "        } catch (e) {\n",
+       "            console.log(\n",
+       "                \"No handler for the '\" + msg_type + \"' message type: \",\n",
+       "                msg\n",
+       "            );\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        if (callback) {\n",
+       "            try {\n",
+       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
+       "                callback(fig, msg);\n",
+       "            } catch (e) {\n",
+       "                console.log(\n",
+       "                    \"Exception inside the 'handler_\" + msg_type + \"' callback:\",\n",
+       "                    e,\n",
+       "                    e.stack,\n",
+       "                    msg\n",
+       "                );\n",
+       "            }\n",
+       "        }\n",
+       "    };\n",
+       "};\n",
+       "\n",
+       "// from https://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
+       "mpl.findpos = function (e) {\n",
+       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
+       "    var targ;\n",
+       "    if (!e) {\n",
+       "        e = window.event;\n",
+       "    }\n",
+       "    if (e.target) {\n",
+       "        targ = e.target;\n",
+       "    } else if (e.srcElement) {\n",
+       "        targ = e.srcElement;\n",
+       "    }\n",
+       "    if (targ.nodeType === 3) {\n",
+       "        // defeat Safari bug\n",
+       "        targ = targ.parentNode;\n",
+       "    }\n",
+       "\n",
+       "    // pageX,Y are the mouse positions relative to the document\n",
+       "    var boundingRect = targ.getBoundingClientRect();\n",
+       "    var x = e.pageX - (boundingRect.left + document.body.scrollLeft);\n",
+       "    var y = e.pageY - (boundingRect.top + document.body.scrollTop);\n",
+       "\n",
+       "    return { x: x, y: y };\n",
+       "};\n",
+       "\n",
+       "/*\n",
+       " * return a copy of an object with only non-object keys\n",
+       " * we need this to avoid circular references\n",
+       " * https://stackoverflow.com/a/24161582/3208463\n",
+       " */\n",
+       "function simpleKeys(original) {\n",
+       "    return Object.keys(original).reduce(function (obj, key) {\n",
+       "        if (typeof original[key] !== 'object') {\n",
+       "            obj[key] = original[key];\n",
+       "        }\n",
+       "        return obj;\n",
+       "    }, {});\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.mouse_event = function (event, name) {\n",
+       "    var canvas_pos = mpl.findpos(event);\n",
+       "\n",
+       "    if (name === 'button_press') {\n",
+       "        this.canvas.focus();\n",
+       "        this.canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    var x = canvas_pos.x * this.ratio;\n",
+       "    var y = canvas_pos.y * this.ratio;\n",
+       "\n",
+       "    this.send_message(name, {\n",
+       "        x: x,\n",
+       "        y: y,\n",
+       "        button: event.button,\n",
+       "        step: event.step,\n",
+       "        guiEvent: simpleKeys(event),\n",
+       "    });\n",
+       "\n",
+       "    /* This prevents the web browser from automatically changing to\n",
+       "     * the text insertion cursor when the button is pressed.  We want\n",
+       "     * to control all of the cursor setting manually through the\n",
+       "     * 'cursor' event from matplotlib */\n",
+       "    event.preventDefault();\n",
+       "    return false;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function (_event, _name) {\n",
+       "    // Handle any extra behaviour associated with a key event\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.key_event = function (event, name) {\n",
+       "    // Prevent repeat events\n",
+       "    if (name === 'key_press') {\n",
+       "        if (event.key === this._key) {\n",
+       "            return;\n",
+       "        } else {\n",
+       "            this._key = event.key;\n",
+       "        }\n",
+       "    }\n",
+       "    if (name === 'key_release') {\n",
+       "        this._key = null;\n",
+       "    }\n",
+       "\n",
+       "    var value = '';\n",
+       "    if (event.ctrlKey && event.key !== 'Control') {\n",
+       "        value += 'ctrl+';\n",
+       "    }\n",
+       "    else if (event.altKey && event.key !== 'Alt') {\n",
+       "        value += 'alt+';\n",
+       "    }\n",
+       "    else if (event.shiftKey && event.key !== 'Shift') {\n",
+       "        value += 'shift+';\n",
+       "    }\n",
+       "\n",
+       "    value += 'k' + event.key;\n",
+       "\n",
+       "    this._key_event_extra(event, name);\n",
+       "\n",
+       "    this.send_message(name, { key: value, guiEvent: simpleKeys(event) });\n",
+       "    return false;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onclick = function (name) {\n",
+       "    if (name === 'download') {\n",
+       "        this.handle_save(this, null);\n",
+       "    } else {\n",
+       "        this.send_message('toolbar_button', { name: name });\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onmouseover = function (tooltip) {\n",
+       "    this.message.textContent = tooltip;\n",
+       "};\n",
+       "\n",
+       "///////////////// REMAINING CONTENT GENERATED BY embed_js.py /////////////////\n",
+       "// prettier-ignore\n",
+       "var _JSXTOOLS_RESIZE_OBSERVER=function(A){var t,i=new WeakMap,n=new WeakMap,a=new WeakMap,r=new WeakMap,o=new Set;function s(e){if(!(this instanceof s))throw new TypeError(\"Constructor requires 'new' operator\");i.set(this,e)}function h(){throw new TypeError(\"Function is not a constructor\")}function c(e,t,i,n){e=0 in arguments?Number(arguments[0]):0,t=1 in arguments?Number(arguments[1]):0,i=2 in arguments?Number(arguments[2]):0,n=3 in arguments?Number(arguments[3]):0,this.right=(this.x=this.left=e)+(this.width=i),this.bottom=(this.y=this.top=t)+(this.height=n),Object.freeze(this)}function d(){t=requestAnimationFrame(d);var s=new WeakMap,p=new Set;o.forEach((function(t){r.get(t).forEach((function(i){var r=t instanceof window.SVGElement,o=a.get(t),d=r?0:parseFloat(o.paddingTop),f=r?0:parseFloat(o.paddingRight),l=r?0:parseFloat(o.paddingBottom),u=r?0:parseFloat(o.paddingLeft),g=r?0:parseFloat(o.borderTopWidth),m=r?0:parseFloat(o.borderRightWidth),w=r?0:parseFloat(o.borderBottomWidth),b=u+f,F=d+l,v=(r?0:parseFloat(o.borderLeftWidth))+m,W=g+w,y=r?0:t.offsetHeight-W-t.clientHeight,E=r?0:t.offsetWidth-v-t.clientWidth,R=b+v,z=F+W,M=r?t.width:parseFloat(o.width)-R-E,O=r?t.height:parseFloat(o.height)-z-y;if(n.has(t)){var k=n.get(t);if(k[0]===M&&k[1]===O)return}n.set(t,[M,O]);var S=Object.create(h.prototype);S.target=t,S.contentRect=new c(u,d,M,O),s.has(i)||(s.set(i,[]),p.add(i)),s.get(i).push(S)}))})),p.forEach((function(e){i.get(e).call(e,s.get(e),e)}))}return s.prototype.observe=function(i){if(i instanceof window.Element){r.has(i)||(r.set(i,new Set),o.add(i),a.set(i,window.getComputedStyle(i)));var n=r.get(i);n.has(this)||n.add(this),cancelAnimationFrame(t),t=requestAnimationFrame(d)}},s.prototype.unobserve=function(i){if(i instanceof window.Element&&r.has(i)){var n=r.get(i);n.has(this)&&(n.delete(this),n.size||(r.delete(i),o.delete(i))),n.size||r.delete(i),o.size||cancelAnimationFrame(t)}},A.DOMRectReadOnly=c,A.ResizeObserver=s,A.ResizeObserverEntry=h,A}; // eslint-disable-line\n",
+       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Left button pans, Right button zooms\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\\nx/y fixes axis\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
+       "\n",
+       "mpl.extensions = [\"eps\", \"jpeg\", \"pgf\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
+       "\n",
+       "mpl.default_extension = \"png\";/* global mpl */\n",
+       "\n",
+       "var comm_websocket_adapter = function (comm) {\n",
+       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
+       "    // object with the appropriate methods. Currently this is a non binary\n",
+       "    // socket, so there is still some room for performance tuning.\n",
+       "    var ws = {};\n",
+       "\n",
+       "    ws.binaryType = comm.kernel.ws.binaryType;\n",
+       "    ws.readyState = comm.kernel.ws.readyState;\n",
+       "    function updateReadyState(_event) {\n",
+       "        if (comm.kernel.ws) {\n",
+       "            ws.readyState = comm.kernel.ws.readyState;\n",
+       "        } else {\n",
+       "            ws.readyState = 3; // Closed state.\n",
+       "        }\n",
+       "    }\n",
+       "    comm.kernel.ws.addEventListener('open', updateReadyState);\n",
+       "    comm.kernel.ws.addEventListener('close', updateReadyState);\n",
+       "    comm.kernel.ws.addEventListener('error', updateReadyState);\n",
+       "\n",
+       "    ws.close = function () {\n",
+       "        comm.close();\n",
+       "    };\n",
+       "    ws.send = function (m) {\n",
+       "        //console.log('sending', m);\n",
+       "        comm.send(m);\n",
+       "    };\n",
+       "    // Register the callback with on_msg.\n",
+       "    comm.on_msg(function (msg) {\n",
+       "        //console.log('receiving', msg['content']['data'], msg);\n",
+       "        var data = msg['content']['data'];\n",
+       "        if (data['blob'] !== undefined) {\n",
+       "            data = {\n",
+       "                data: new Blob(msg['buffers'], { type: data['blob'] }),\n",
+       "            };\n",
+       "        }\n",
+       "        // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
+       "        ws.onmessage(data);\n",
+       "    });\n",
+       "    return ws;\n",
+       "};\n",
+       "\n",
+       "mpl.mpl_figure_comm = function (comm, msg) {\n",
+       "    // This is the function which gets called when the mpl process\n",
+       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
+       "\n",
+       "    var id = msg.content.data.id;\n",
+       "    // Get hold of the div created by the display call when the Comm\n",
+       "    // socket was opened in Python.\n",
+       "    var element = document.getElementById(id);\n",
+       "    var ws_proxy = comm_websocket_adapter(comm);\n",
+       "\n",
+       "    function ondownload(figure, _format) {\n",
+       "        window.open(figure.canvas.toDataURL());\n",
+       "    }\n",
+       "\n",
+       "    var fig = new mpl.figure(id, ws_proxy, ondownload, element);\n",
+       "\n",
+       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
+       "    // web socket which is closed, not our websocket->open comm proxy.\n",
+       "    ws_proxy.onopen();\n",
+       "\n",
+       "    fig.parent_element = element;\n",
+       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
+       "    if (!fig.cell_info) {\n",
+       "        console.error('Failed to find cell for figure', id, fig);\n",
+       "        return;\n",
+       "    }\n",
+       "    fig.cell_info[0].output_area.element.on(\n",
+       "        'cleared',\n",
+       "        { fig: fig },\n",
+       "        fig._remove_fig_handler\n",
+       "    );\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_close = function (fig, msg) {\n",
+       "    var width = fig.canvas.width / fig.ratio;\n",
+       "    fig.cell_info[0].output_area.element.off(\n",
+       "        'cleared',\n",
+       "        fig._remove_fig_handler\n",
+       "    );\n",
+       "    fig.resizeObserverInstance.unobserve(fig.canvas_div);\n",
+       "\n",
+       "    // Update the output cell to use the data from the current canvas.\n",
+       "    fig.push_to_output();\n",
+       "    var dataURL = fig.canvas.toDataURL();\n",
+       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
+       "    // the notebook keyboard shortcuts fail.\n",
+       "    IPython.keyboard_manager.enable();\n",
+       "    fig.parent_element.innerHTML =\n",
+       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
+       "    fig.close_ws(fig, msg);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.close_ws = function (fig, msg) {\n",
+       "    fig.send_message('closing', msg);\n",
+       "    // fig.ws.close()\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.push_to_output = function (_remove_interactive) {\n",
+       "    // Turn the data on the canvas into data in the output cell.\n",
+       "    var width = this.canvas.width / this.ratio;\n",
+       "    var dataURL = this.canvas.toDataURL();\n",
+       "    this.cell_info[1]['text/html'] =\n",
+       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function () {\n",
+       "    // Tell IPython that the notebook contents must change.\n",
+       "    IPython.notebook.set_dirty(true);\n",
+       "    this.send_message('ack', {});\n",
+       "    var fig = this;\n",
+       "    // Wait a second, then push the new image to the DOM so\n",
+       "    // that it is saved nicely (might be nice to debounce this).\n",
+       "    setTimeout(function () {\n",
+       "        fig.push_to_output();\n",
+       "    }, 1000);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var toolbar = document.createElement('div');\n",
+       "    toolbar.classList = 'btn-toolbar';\n",
+       "    this.root.appendChild(toolbar);\n",
+       "\n",
+       "    function on_click_closure(name) {\n",
+       "        return function (_event) {\n",
+       "            return fig.toolbar_button_onclick(name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    function on_mouseover_closure(tooltip) {\n",
+       "        return function (event) {\n",
+       "            if (!event.currentTarget.disabled) {\n",
+       "                return fig.toolbar_button_onmouseover(tooltip);\n",
+       "            }\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    fig.buttons = {};\n",
+       "    var buttonGroup = document.createElement('div');\n",
+       "    buttonGroup.classList = 'btn-group';\n",
+       "    var button;\n",
+       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) {\n",
+       "            /* Instead of a spacer, we start a new button group. */\n",
+       "            if (buttonGroup.hasChildNodes()) {\n",
+       "                toolbar.appendChild(buttonGroup);\n",
+       "            }\n",
+       "            buttonGroup = document.createElement('div');\n",
+       "            buttonGroup.classList = 'btn-group';\n",
+       "            continue;\n",
+       "        }\n",
+       "\n",
+       "        button = fig.buttons[name] = document.createElement('button');\n",
+       "        button.classList = 'btn btn-default';\n",
+       "        button.href = '#';\n",
+       "        button.title = name;\n",
+       "        button.innerHTML = '<i class=\"fa ' + image + ' fa-lg\"></i>';\n",
+       "        button.addEventListener('click', on_click_closure(method_name));\n",
+       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
+       "        buttonGroup.appendChild(button);\n",
+       "    }\n",
+       "\n",
+       "    if (buttonGroup.hasChildNodes()) {\n",
+       "        toolbar.appendChild(buttonGroup);\n",
+       "    }\n",
+       "\n",
+       "    // Add the status bar.\n",
+       "    var status_bar = document.createElement('span');\n",
+       "    status_bar.classList = 'mpl-message pull-right';\n",
+       "    toolbar.appendChild(status_bar);\n",
+       "    this.message = status_bar;\n",
+       "\n",
+       "    // Add the close button to the window.\n",
+       "    var buttongrp = document.createElement('div');\n",
+       "    buttongrp.classList = 'btn-group inline pull-right';\n",
+       "    button = document.createElement('button');\n",
+       "    button.classList = 'btn btn-mini btn-primary';\n",
+       "    button.href = '#';\n",
+       "    button.title = 'Stop Interaction';\n",
+       "    button.innerHTML = '<i class=\"fa fa-power-off icon-remove icon-large\"></i>';\n",
+       "    button.addEventListener('click', function (_evt) {\n",
+       "        fig.handle_close(fig, {});\n",
+       "    });\n",
+       "    button.addEventListener(\n",
+       "        'mouseover',\n",
+       "        on_mouseover_closure('Stop Interaction')\n",
+       "    );\n",
+       "    buttongrp.appendChild(button);\n",
+       "    var titlebar = this.root.querySelector('.ui-dialog-titlebar');\n",
+       "    titlebar.insertBefore(buttongrp, titlebar.firstChild);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._remove_fig_handler = function (event) {\n",
+       "    var fig = event.data.fig;\n",
+       "    if (event.target !== this) {\n",
+       "        // Ignore bubbled events from children.\n",
+       "        return;\n",
+       "    }\n",
+       "    fig.close_ws(fig, {});\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function (el) {\n",
+       "    el.style.boxSizing = 'content-box'; // override notebook setting of border-box.\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function (el) {\n",
+       "    // this is important to make the div 'focusable\n",
+       "    el.setAttribute('tabindex', 0);\n",
+       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
+       "    // off when our div gets focus\n",
+       "\n",
+       "    // location in version 3\n",
+       "    if (IPython.notebook.keyboard_manager) {\n",
+       "        IPython.notebook.keyboard_manager.register_events(el);\n",
+       "    } else {\n",
+       "        // location in version 2\n",
+       "        IPython.keyboard_manager.register_events(el);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function (event, _name) {\n",
+       "    // Check for shift+enter\n",
+       "    if (event.shiftKey && event.which === 13) {\n",
+       "        this.canvas_div.blur();\n",
+       "        // select the cell after this one\n",
+       "        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
+       "        IPython.notebook.select(index + 1);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
+       "    fig.ondownload(fig, null);\n",
+       "};\n",
+       "\n",
+       "mpl.find_output_cell = function (html_output) {\n",
+       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
+       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
+       "    // IPython event is triggered only after the cells have been serialised, which for\n",
+       "    // our purposes (turning an active figure into a static one), is too late.\n",
+       "    var cells = IPython.notebook.get_cells();\n",
+       "    var ncells = cells.length;\n",
+       "    for (var i = 0; i < ncells; i++) {\n",
+       "        var cell = cells[i];\n",
+       "        if (cell.cell_type === 'code') {\n",
+       "            for (var j = 0; j < cell.output_area.outputs.length; j++) {\n",
+       "                var data = cell.output_area.outputs[j];\n",
+       "                if (data.data) {\n",
+       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
+       "                    data = data.data;\n",
+       "                }\n",
+       "                if (data['text/html'] === html_output) {\n",
+       "                    return [cell, data, j];\n",
+       "                }\n",
+       "            }\n",
+       "        }\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "// Register the function which deals with the matplotlib target/channel.\n",
+       "// The kernel may be null if the page has been refreshed.\n",
+       "if (IPython.notebook.kernel !== null) {\n",
+       "    IPython.notebook.kernel.comm_manager.register_target(\n",
+       "        'matplotlib',\n",
+       "        mpl.mpl_figure_comm\n",
+       "    );\n",
+       "}\n"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Javascript object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<img 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sFtlU18YAGzq4WnexgGAAOD06LS+A8gOYEkldgBLOrAD2Jh3/QDA5r2XNrJlAGAj1U/wtQFAABAAnD2B7Q9Be344mkfAwiPgUnyxA5jgG2WTNx0AbPIBatbmAYAAIAAIAPIOoMio9U6HsXg3wu3LDmCz3kkb2y4AsLH6J/bqACAACAACgAAgAJjYmxgNFwCQIIikQJwAaDWg1u7gQqeRnsFokK872NfV65Xf13ChRhpM7STL7WvlDvYsb+YOjik3cVw6FI38zGK4g80UdJ45hQvtRi5gK6OImTvYcAFbruEuvfyk4Q7OzzaWBtJP9Bm5hufrTt2uBbPz/q5Z8JY6jEcNvaAeX9mhl7diYcJz567Zdvo0V69v3OMC9lUsXeUBwHSNZ916AwBWlhoAFLFMIABgKX4s6AcARQDAudcYALDyGkyJuRUAAImQSAoAgJVlAwABwKkoYQcwkGKSHUBz4fA1ewCAlddgSgCAxEANFAAAK4sKAAKAAODMeQIA2usGAFh5TaVEvAqwAxivnpmpDQCsPNQAIAAIAAKAlVeKUgkAMKxSlItLAQAwLiUzVg8AWHnAAUAAEAAEACuvFABgWI0oF68CAGC8emamtnoAoCWmrzvYqqfQoSdW9XUHm+5dw6lbMBybZvAojlPTbWpUYpouirpbM5c3jhupX3NGPVbKN7N8TDl/Y5uI1rt7vjmCLdewVb/hPrZcydbxvJEL2IpBq7yVO3iy23AN9+gjMGkcHx+YPfC5BWNqJYuGdqnHj1n8F/X4wd2vq8dbjeBMo9vXCfD7F9bN0iG/d1Se+z+uJhdwbAtGsioCAJM1Xk3TWgBw/1AAgOK+J6XHpvV5GKs8ABjo6At6AKAIADj37QEAbJrbZ9M0BABsmqFIVkMAQABwesQCgPvUMHZ9i+wABgKxA9iYd/3YAUzW/bVerQUA66V0yq4DAAKAAKAyqQHAOUEPAAQAU3YrTHR3AMBED1/jGg8AAoAAIADIO4Aitc7tG8f3/tgBbNy9spmvDAA28+g0cdsAQAAQAAQAAUAAsIlvUzStggIAICESSYEyAL7/xMulrc1IFHpAzW1vzs73Geninif5uoYtd7B12WKbbuU0X+Rv0Z8TFg1HqBjl1fYYuXRbTFev4dKwzBiWa9ioRiyzhymm5+DWuriVc9lyARvtMV3b1ruBZg5i/QLWJ4fs2NTryXfoQWi7gw0XsJEjeLJHLz/RO7s9E/1GPuGFE2rjFy5+Wz1+xMJX1OOH9v5VPd6S04M/yTt91jTBBVzrBaS56wcAm3t8mrZ1AOC0HUAAUHw/M2MGtgWSjZoJAGCgPACY7J0+ALBRC0hzXxcAbO7xadrWAYAA4PTgBADnnqrsAJb0YQfQjpNavusHADbtrbShDQMAGyp/ci8OAAKAAGD4+QsAAoCVogUArKQQf49bAQAwbkUzUh8ACAACgOEnOwAIAFaKFgCwkkL8PW4FAMC4FW2C+h544AG55ppr5I9//KO8+uqr8otf/EJOO+20qZYVi0W54oor5IYbbpCdO3fKCSecINdff72sX78+dOsBQAAQAAw9XQQABAArRQsAWEkh/h63AgBg3Io2QX333HOPPPjgg/Le975XPvGJT8wCwG3btslVV10lN910k6xdu1Yuv/xyefLJJ+Xpp5+Wrq5wjt4oAGhJkxR3cLHVcPu2t6pds1LEFdoNu69lOFCMEVbmjdyklcPXStUWUwq3Wse94W6u9WVjq9/Hye1SwVkuY9NBbjjLPXMKWzmCrZjNd+rXtY5PmLmDZ9cz0aerPzFfj9mJBZPqCUNLh9XjRy7S3cFre95Qy+cNm/7eQodXmDQC9KwG4gL2GrrUFQYAUzekMzuUy+VmAKDb/Vu+fLlcfPHFcskllwSFh4eHZcmSJXLjjTfKWWedFUoRAHDaDiAAGCpmqioEAJbkAwAFACyFgpbb13eOAYC+iqWrPACYrvGc1ZsDAfD555+XdevWyWOPPSZHHnnkVPmTTjop+N/XXnutqsjY2Ji4/8o/B4CrVq0Sn+8AWlKzA7hPGXYA7dkIAAKA+6IDAAQAU37brlv3AMC6Sd2YCx0IgNu3bw/e+XvllVdk2bJlU40688wzxZW97bbb1IZu2bJFtm7dOutvAKBIkR3A2gc3AAgAAoAz5hk7gLVfdtJ+BQAw5SMcFwCyAyjCO4Ai1ruHNZ9GACAACAACgDVfaLJ1AQAw5eMd1yPgA2XiHcD9irADWIdJBAACgAAgAFiHpSZLlwAAUz7algnEGUCcEcT9HMwtXrw4kglk8/qLpK21c4aKE0vnxaJqrd8NtHazzPypHW1qvyyHZNFw+5oOT0O1nJLHN2cBkXHc3Lkzy+uNsT5nYmYCMfoUVz3euYZ9I9M3l7GVQ9m6rpXz1yrvmTvYcqKbxz3TGvq7g3UHvOYOnugz8gYb7uBxyx28SHcHL1ymu4Ot3MHLuvTyE0X9KwC+bt84HunOFd6rBnfO+vPknjG576PXB0bA/v5+39lB+YQrAAAmfAC15u/evVuee+654E/vfve75Zvf/KZs2rRJhoaGZPXq1eI+A3P11VfP+AzME088EekzMACgCADoHg37TSQAcJ9eAGAgBAAYj6sXAPRbh7JeGgBMYQTcd999AfAd+Dv77LODXb7yh6B/9KMfBR+CPvHEE+W6666TQw89NLQa5UfAACAA6IIGANw3ddgBDISwvw/IDqC1yLIDGPr2Q8GYFAAAYxIya9UAgPtHnB1AAHAqGgBAAHBfMPAIOGt3xeT1FwBM3pg1RYsBQABweiCyA8gO4PR4YAdQBABsilsVjZhDAQCQ8IikAAAIAAKAytRhB5AdQHYAI91TOKn+CgCA9dc8FVecCwCtDsblDrbqt1zDufEJ/RQrt29nu1re+txLocMvF7DVfh9nb81dvZbL2MpRa7llfV20vrPDAi4j3bL4Appve2Iq7/u9RdNZbuUCtty+vqnmjHrMnMId+sBM9sw+PtFtvC9o5Qiep7uGxwaN3MFL9HVh+fK31FF81wI9d3B3y7hafnd+5tcRyoUa8a6fFZa4gGOasAmtBgBM6MA1utkA4LQdQABQzM+xAICRpioA6JzBAGCU4NE+9wIARlEy/ecAgOkf45r0EAAEAGcEFjuAsc4zABAAjBpQAGBU5bJ3HgCYvTGPpccAIAAIAMYyldRKAEAAMGp0AYBRlcveeQBg9sY8lh4DgAAgABjLVAIARYR3AOOLJQAwPi3TXhMAmPYRrlH/AEAAEACs0eQKPqztl1oFE4jIBCaQICABwNrNy7TVDACmbUTr1J8oAOjbNF/XcPsreq7OXF63fhYtt69xPN9tuIM903lZbl8/F7CupneKNU/QiC33boPcuL5g5RuzsenjfWHjBM/cwWKV93UNGw57O3fwbMNH3jKB9Ohu33EDAMf7DXfwkA7ZhRWjqpiHLHtdPb6+Xz/+L6+vUsu/vbdLPf73q/9dPf7nXQviioZZ9eACrpm0iagYAEzEMDVfIwHA/WNSBAD9AxQA9NcsyhkAoACAduAAgFEmVXrOAQDTM5Z17QkACABWFXAAYFXyhT4ZAAQA5wgWADD0TEplQQAwlcNa+04BgABgVVEGAFYlX+iTAUAAEAAMPV2yVhAAzNqIx9RfABAArCqUAMCq5At9MgAIAAKAoadL1goCgFkb8Zj6CwACgFWFEgBYlXyhTwYAAUAAMPR0yVpBADBrIx5Tf+sBgGZTjXylud0j+intberxYreeq7PQ06GWLxhOSDHaI0Y+XcuVnLO+/KE5dX1z8lpi+rqArXpqDHSZc+/GNS6+890CxhYjubLlDjaMUdYcKrYrLuBOPce29s1A183xXr2Npjt4vi7O6CI9mNtX7lFPOHzpa+rx5d1vq8cnino7a+n2dQ3pbpud+3hiz7j804dvkOHhYenv7/eNFsonXAEAMOED2KjmA4DTlAcARQDAeKciACh5ADDWmAIAY5UzFZUBgKkYxvp3AgAEAGdEHQAY7yQEAAHAeCOKHcCY9UxDdQBgGkaxAX0AAAFAALCGEw8ABABjDi92AGMWNAXVAYApGMRGdAEABAABwBrOPAAQAIw5vADAmAVNQXUAYAoGsRFdAAABQACwhjMPAAQAYw4vADBmQVNQHQCYgkFsRBcaCYC54V16l1t112CxR8+9WewxXMCdhmvYyG9qOVRzecPW63tz9ynv6w5u0Lt7RaOdsbl9fTSbawJZ9fjq7DtJYxoXS09Lf7OZhglYDHewlR6xaMyhYvvsueuTN9i1e6JPn/8Thjt4bL6RU3hAV2Fk2aT6h6FVO9XjGxf8TT0+XtDbOTzW7RUlGtB5VeA0wwXsK1mqygOAqRrO+nUGANyvNQBox50vgACA+7QEAAUAnHs9BwDrd79L65UAwLSObI37BQACgGFCDAAMo5JSBgAEACuEDgAYcW5x2pQCACDBEEkBABAADBM4AGAYlQBAHgGL8Ag44lzhtMgKAICRpcv2iQAgABhmBgCAYVQCAAFAADDiTOG0KhQAAKsQL8un1gMALbNHMa8/H8t16aaOYp/+crWV8s16Ud1K+dYQs4cVfDE9OvSN7dje3fO9cFxmj2a7rjGOsensq5uVIs4ywximkaJh1BIlpZz1DmChQzdR5Lv04+PzjBRxffrxsUHdHDK2QDd1TawcU6Nn3crX1eOre3eoxwuiX3fHWI9vdIYujwkktFSpLAgApnJYa98pAHDaDmAj3L4AYEkBX5CJa2rU+roAoPkOIAAYVxDjAo5PyWTWBAAmc9wa3moAEACcHoSx7Uz5RnatQcxqT62vCwACgPtijx1A30WB8mEVAADDKkW5GQoAgAAgAFjDRQEABAABwBpOMKp2CgCAxEEkBQBAABAAjDR1wp0EAAKAAGC4uUKpyAoAgJGly/aJACAACADWcA0AAAFAALCGE4yq2QEkBiIrUAbA037zOWnv7QhVz9v/51CoclOF3nhLL2+lEevrVcsX+nUXXbHDSPnWorvxckZmN9OIYL0nZjl1rXRbDXD2xvZOX6NSqflFWu1Le8aCt/6+7yT6lvdVyHING6njNBew9mkY1wxfd/Bkj+EO7tePWyniLHfwyBJ9gnav0VNWblj0V1XNrlY91dzuCf3rBtaQvDGir4Na+ck9Y/LoJ66V4eFh6e/v9x1lyidcAXYAEz6AjWo+ADhNeetm6nnTFwCwca7eWk8kz1gAAEUAwFJQAoC1npzZrR8AzO7YV9VzABAADBVA7ACWZAIASzKwAyjsAIZaOShUBwUAwDqInMZLAIAAYKi4BgABwOlTBQAEAEMtHBSqhwIAYD1UTuE1AEAAMFRYA4AAIAA4Y6qwAxhq5aBQHRQAAOsgchovAQACgKHiGgAEAAFAADDUYkGheisAANZb8ZRcLwoAWl3/29aD1T91/fP/1k/p7tKPz9Pdb1Yu4KKSfzSo2MpvWojJjttELmBvs4E1iLV2lcY1b6yxrXW/fPXx/QyMrxHJ6m/BsrobJ/gCvuGwF+XRsGUCseatnSJOd/tPWC7geYY7eED/OsDoQl2bsZXj6h8OWq3nCF7RO6yWLxT1676wa7DqWYELuGoJE10BAJjo4Wtc4wHAKrQHAKsQr8pTAcC5BQQAZQwArHKScXpSFAAAkzJSTdZOALCKAQEAqxCvylMBQABwnwLsAIqwA1jlepLw0wHAhA9go5oPAFahPABYhXhVngoAAoAA4FQMAIBVricJPx0ATPgANqr5AGAVygOAVYhX5akAIAAIAAKAVS4jaTkdAEzLSNa5HwBgFYIDgFWIV+WpACAACAACgFUuI2k5HQBMy0jWuR9lANy84Bxpa5mZC7j/Dj8n4dv/ZYHe+pf1nJm5XiO3b3+fWk+hx8il2aq763yzNpjSW6ndrBNiMhlr1cfm9rXa7utyteqxAM3XbVrn+TB1OV8d4soQ4usCtswevu33jQdrfLXjbbob13QHt+vlLXfwZK/uDh6bb+UI1if02JC+juxdpk/o3rW62/fQBbo72EoFt3tcX9cWdu+98q1WAAAgAElEQVRRR+XJ/7V21vHC6Ki8cNk/kgu4UetFg68LADZ4AJJ6eQAwxMgBgCFEOqAIAFgSpNafgQEABQAUAQD9l6g0nQEApmk069gXADCE2ABgCJEAQH3bWpfO3MllB1CsnUF2AEuxxA6g/3KU9jMAwLSPcI36BwCGEBYADCESAAgAGh9f5xFwEBo8AvZfRjgjnAIAYDidKHWAAgBgiJAAAEOIBAACgACgiwHeAfRfLjijOgUAwOr0a8qzr7rqKvn5z38uzzzzjHR3d8vxxx8v27Ztk8MOO2yqvaOjo3LxxRfLrbfeKmNjY3LqqafKddddJ0uWLAnVJwAwhEwAYAiRAEAAEAAEAP2XCs6oXgEAsHoNm66GD33oQ3LWWWfJ0UcfLZOTk/K1r31NnnrqKXn66aelt7eUL/fcc8+Vu+66S2688UaZP3++nHfeedLS0iIPPvhgqP6UAXDjuf9NWjtn5uZd8T+fVev4t2+sU49vuPAJ9Xiuu1s/3mfk/O3Xjxc6dLefWIBW68+0+F431IjMXcj73bEYrhmpCt/PtBgXKcZUT6Q+KCd5u7CtvNONMofElQfbeldRyQVs5uQ2Hg1b87zYrk+4fE+7OrwTfYY7eECvZ3RQPz6yWP8awsSaMfW661f8TT0+2LVXPT46qbdfe9fPimNMIHHN8GTWAwAmc9y8Wv3666/L4sWL5f7775f3v//9geV/0aJFcvPNN8sZZ5wR1OV2Czdu3CgPPfSQHHvssRXrBwCnSeT7+RYA0I6vmMANANwncVzmEABQxgDAivcFCiRLAQAwWeMVqbXPPfecrF+/Xp588kl55zvfKffee69s3rxZduzYIQMDA1N1rlmzRi688EK56KKLKl4HAAQAKwZJlAIAYEk1dgCFHcBSKLADGGUh4ZwwCgCAYVRKcJlCoSAf+9jHZOfOnfKHP/wh6Inb+TvnnHOCd/+m/4455hjZtGlT8L7ggT9Xdnp5B4CrVq0SHgHb32wzw4YdQHYAK60pACAAuC9GAMBKk4W/R1UAAIyqXELOc+/63XPPPQH8rVy5MjIAbtmyRbZu3Tqr1wAgABjrVGAHkB3AckBZscA7gIFCvAMY68qTycoAwBQPuzN23HHHHfLAAw/I2rX70wBFeQTMDqCIt2nEii12ANkBrLTusAPIDiA7gJVmCX+vUgEAsEoBm/H0YrEo559/vvziF7+Q++67L3j/b/qvbAK55ZZb5PTTTw/+9Oyzz8qGDRtiMYFYmqy4R8/tW/jLS+opLT16zt/c4Hy1fKFvphu5XKjYquf2bMaxC9smb1dpXDlewzawUrla7/T5foKnUnur/XvN3bt6A3MWSJo5iI083r71GHrljBR0xRYln64VI5pjWESKnbp718wQYpSf7DFcwIN+7uCRhXqO4JGVeVWdJQe/oR5f0afnDv7jswep5des1uvRCk/uGZOHTvsuuYCrnd8JPR8ATOjAzdXsL37xi8F7fm73b/q3/9znXtx3Ad3PPRq+++67g8/A9Pf3B8Doftu3bw+lyFwmEAAwlIRVFQIAS/KZbl8AMNAHABQ7RRwAKABgVctw4k8GABM/hLM7kDP+5fyTn/xEPve5zwUnlD8E7XYBp38IeunSpaEUAQBDyVSzQgAgADgjuKwdRt+dO2OHznQle+4sswMowg5gzZZFKvZUAAD0FIziJQUAwMZGAgAIAAKAM+cgj4BLevAIuLFrc5KuDgAmabSaqK0AYGMHAwAEAAFAAFBbhQDAxq7NSbo6AJik0WqitgKAjR0MABAABAABQACwsetw0q8OACZ9BBvU/jIAbl53gbS1ds5oxcsf0d8jXHHrc2prCzt1l1tLf7/eu0H9eLG7Qy1fNFyDsUnXTJ91sTrl+a5WbNr4VmS8v+qd2s3XBBKTK1l8da6xOziXN1y9VjvzRoM83yXMWfX4xIMVC63G4LbH4wK2cgSPz9frHx3QvzIwukB3Ae9dpo9Jx9pdqjqHLnpdPT5e0K+7d0JfB7vaJmbV40wg/+9/+gEuYJ+4TFFZADBFg1nPrgCA09QGAOMLPQAw0NLc4fXM7QsA+ruAAcD4pjM1NbcCAGBzj0/Ttg4ABABrEpwAIABYDix2AAMl2AGsyUpDpaV/aPo+s0A3FNjvAuYRcIwZQjwCK/HvAFp9BQABQABwxuwAAD0WRop6KQAAeslF4bIC7ACyA1iT2QAAAoAAIABYk8WFSg9UAAAkJiIpAAACgJECp9JJACAACAACgJXWCf4eiwIAYCwyZq+SMgB+oOUT0pZrnyFA67o1qiCF/3hBPZ5r0911LYMDavlif59+vGtmO6YKeTo8Y3OcGobKOKLF2yTge1HrzRBPLX0vK74A2Ci3r3fHjBPMnLx6eXPcLZeur8vYqsfTHeztAtau65sLuE13xRY79HWh2KmXLxjryMQ8vZ7RIb2ekQV6cI4u0l3AE2tH1UE/ZLnuAu5tH1PL753UXcBtLbODYWLPuPz2Iz/EBRzXfE5YPQBgwgasWZoLADbpDmBcr/QCgPWZagBgSWcAUADA+kw5rrJfAQCQaIikAAAIAEYKnEonsQO4D4jYAbR2g8X4rmeRHcAgaNgBrLTI8PeyAgAgsRBJAQAQAIwUOJVOAgABwKm7k/4hZQCwJBCPgCstJvy9kgIAYCWF+LuqAAAIANZkagCAACAAOGNq8Q5gTVYaKuU7gMRAVAUAQAAwauzMeR4ACAACgABgTRYXKj1QAXYAiYlICpQBcN3/+Kq09nTNqGPR/9Ot1tl9xyPq8ZaeHv340KB6vNjfqx9v19145rtERs+9XcCRFAx/ktdHn31NIL5mD9/yVjc93cTmmFguYM/6fWMk/OhVKOmZ2k0sV693rl4jR3CtXcC+/dXks3J7W/946DRcwB361wcK3Xr5yV7LBWzkCB7Sg3Nkof5oe+Sg2bl6XffXrNFdwENde9TgeuzfDgodnoWRUXnpgitwAYdWLF0FAcB0jWfdegMA1k1qOy+s1gQAsKQKAFjSwYgHM0cwACgAYP3WNq7UWAUAwMbqn9irA4D1Gzp2AEXYAdwXb+wAimUCMb8hyQ6guVixA1i/dbwZrwQANuOoJKBNAGD9BgkABACnog0ABAD3BQOPgOu3Bqf1SgBgWke2xv0CAGss8LTqAUAAEACcNiF4BzAQAwCs3xqc1isBgGkd2Rr3CwCsscAA4AyBeQTMI+CpgAAAAcD6Lb+pvhIAmOrhrV3nygB45SMfkK6+mS64u/5hk3rhlt8/ph/v1V29LQuH1PLFPt01XGzzTAzr+8kRS07Py1pOTqt6dQcwLrNHXCFSY9NFbABojrmnEC3GR4oLurs2Z5huzat6umW9TR3Wo+R8Xm9SXLmALZOJdlVDS2k1Jpw1tu26S9fMEezpAh4b1N3BI4YLeHSRHjt7Vk+q2i856C31+Mp5O9XjT7y0Qj3e2zM7d3B+75j861nX4AL2nP5pKQ4ApmUk69wPAHCa4ABgzV23AOC+eIvL1QsACgAoAgDW+cbZZJcDAJtsQJLSHAAQAJwRq+wAluRgBzCQIee5Y6iue+wABrKwA5iUu2Ly2gkAJm/MmqLFACAACAAqUxEABAD3hQWPgJviVkUj5lAAACQ8IikAAAKAACAAKMY7fewAigCAkW4tnFRHBQDAOoqdpksBgAAgAAgAAoAimEDSdGfLVl8AwGyNd2y9LQPglx/8T9LZN9MF98i571Gvk/vnJ9TjLX19+vEFei7gguECllbDmWn12tcFbJk9jBfqJSZzSFO5gGv8rp81VKYJxHPMi5Z71zhuXtc31Kz32axHxlZ5XxOIr5t4okEuYK2/vnmn2/Rc4EXjuHTo7t2CkSM4b+QCHh/oUMN2ZIHenhHDBbx3hb6Q9B+su33XDr6pXvdve+epxzUj+uSeMfmXT1yLCzi2O2OyKgIAkzVeTdNaAHDaUACAdlz6AqNREwC4TxgA0HacA4BBkACATXObbPqGAIBNP0TN2UAAEAAMFZkAYCBTjh3AUrhY3wFkB1DYAQy1olAoRgUAwBjFzFJVACAAGCreAUAAcHqgAIDCI+BQKweF6qAAAFgHkdN4CQAQAAwV1wAgAAgAzpgqAGColYNCdVAAAKyDyGm8BAAIAIaKawAQAAQAAcBQiwWF6q0AAFhvxVNyvTIAHvG5K6W1o2tGrxZv13NX5p/+32rvW+f3q8dzgwPq8UJvt66i5Qj1hBDTcFDjsVPdvu6avnl/tXbGUcdc/ffUWHzLG9cuWmPeoluwrfKWO9h0DXvGgvUOoHk8byQPNh+h6g0yY8r6ft+k4WiyMnsYuYO9vwPo8w6gpb3l9rVioUt37xZNF7Befny+7iYeHbJcwHps7lmuj3nnwW+rPV6/8A31+MikkZtYOe5cwA9//Du4gD3nc1qKA4BpGck69wMAjF9wANBfUwBwn2ZWbl8L/AFAKQKAAgD6rzlpOgMATNNo1rEvAGD8YgOA/poCgADgVNSwAxhIwQ6g/zqS1TMAwKyOfJX9BgCrFFA5HQD01xQABAABwJnzBgD0X0eyegYAmNWRr7LfAGCVAgKAsQgIAAKAACAAGMtiksFKAMAMDnocXQYA41BxZh3sAPprCgACgAAgAOi/cnCGUwAAJA4iKVAGwBM2XSFtbTNdwJ0P627fwu7d6rVaB3S3b25AdwcXe2Zer1ypCQOW49Q3F7CllG+OYKOehgCgbxq7mNy7ZtB51u8LgIU2P3ewlV/acoqbY2i4ek0XsOHGNTOKWPU3mwlk0sg1HIdLvdWYiK1GjuBO3S1ruoB7dBfwxHzPXMAL9XaOLNNdwLm1e9TpsnHpX9Xj4wXDfWy4gLf/5+/hAo50F0z+SQBg8sewIT0AAKfJDgDGF4MAYKBlDgD0jykAMNAMAPQPnayeAQBmdeSr7DcACABWGUL66QAgABg1sABAADBq7GT0PAAwowNfbbcBQACw2hhSzwcAAcCogQUAAoBRYyej5wGAGR34arsNAAKA1cYQACjCO4D7ooB3AIV3AGuyolDpHAoAgIRHJAUAQAAwUuBUOokdQHYAK8WI9Xd2ANkBjBo7GT0PAMzowFfb7TIAnnTsP85yAbc88rRafXFyQj3eOjSobwYZOYKL3Z16/Z55YS0NYssF7GkOicUFHMdOylzB4Qlo1cbZ1Pmeju1iu+H2tVzAVvmWnB5rRnusMcxNGg5PLQeuM4FM6G7ZhrmALfeulVLOyh3s4wL2jWUj568YGUKKHYYLuLNNHfOC5QLut1zAej0jhgt4r+EClrV71fYcuuxvXtNL+0C0SwX3h499Hxewl5LpKQwApmcs69oTADCE3ABgCJFCFgEASzuDBjBKrT8DAwAKABhyrlIsMQoAgIkZquZqKAAYYjwAwBAihSwCAAKAlUKFHcA5FWIHsFIAZe/vAGD2xjyWHgOAIWQEAEOIFLIIAAgAVgoVABAArBQj/H2GAgAgARFJAQAwhGwAYAiRQhYBAAHASqECAAKAlWKEvwOAaY+B66+/Xtx/f/7zn4OuvuMd75Cvf/3r8uEPfzj436Ojo3LxxRfLrbfeKmNjY3LqqafKddddJ0uWLAktDQAYQioAMIRIIYsAgABgpVABAAHASjHC3wHAtMfAnXfeKa2trbJ+/XopFoty0003yTXXXCOPPfZYAIPnnnuu3HXXXXLjjTfK/Pnz5bzzzpOWlhZ58MEHQ0tTBsBN77pM2loPcOU++axaTzGvOxtT6wIOrWapYKZcwL4OTwsAjZu+6QJuN/LCtuluXyt3sDm0utlXWgxXrOkONssbyZuTYgIxXMOi9dczj7G06a5bMT4PY7qADXdwoUd3DU8M6F8lGB3S27N3kZELeKkePMWDdRfwhuV6LmArNq13AB/46HW4gD3X6rQU5xFwWkayQj+GhoYCCDzjjDNk0aJFcvPNNwf/v/s988wzsnHjRnnooYfk2GOPDaUIABhKJq9CAOAccgGApX8kGDmCE+MCBgAFAPRaFilcQwUAwBqK2wxV5/N5+dnPfiZnn312sAP42muvyebNm2XHjh0yMDAw1cQ1a9bIhRdeKBdddJHabPeo2P1X/jkAXLVqlbADGN8oA4AAYFmBHDuAIuwABuHADmB8ayw1zVQAAExpRDz55JNy3HHHBe/79fX1BTt+H/nIR4L/e84558yAOSfBMcccI5s2bZJt27apimzZskW2bt06628AYHwBBAACgADgtBgAAAHA+JZXalIUAABTGhbj4+PywgsvBO923H777fLjH/9Y7r//fnn88ccjASA7gLUPFAAQAAQAAcADZwE7gLVfe7N6BQAwIyN/8skny7p16+RTn/pUpEfAB8rEO4DxBw4ACAACgAAgABj/2kqNugIAYEYi44Mf/KCsXr1arr322sAEcsstt8jpp58e9P7ZZ5+VDRs2RDKBnLz2fGlrmemCm3y+9PmZWT/jRX5fF3Chp0uv3/rsipW/1vPTIrUOlUwBoCWm9djP0wQiRs7fgpXz1zheMBykopuGRZrNBWyaLqzcxIbLuJlSwVl9slzAVj7nTj2Hr+UObpQLuLB2RJ0tG1e8ph4vFPXg3D0+263scgE/dNp3cQHXenFv0voBwCYdmGqa9dWvfjX45p8Dvl27dgXv/bl3+37961/LKaecEnwG5u677w4+A9Pf3y/nn39+cLnt27eHvmx5BxAADC1ZxYIAoHvj3SAoADCIH28XMAAoAgAGsQMAVlyCM1cAAEzhkH/+85+X3/3ud/Lqq68G3/k74ogj5NJLLw3gz/3KH4J2u4DTPwS9dOnS0GoAgKGlCl0QAAQAy8ESmwsYAAQA9wUVABh6Kc5MQQAwM0Mdb0cBwHj1DHZ3rN0vn48m+5SN0gXrcXqUurRz2AEs7fTF9RkYABAABADjWp1SVw8AmLohrU+HAMD4dQYA2QFkB3DavIrrMzA8AuYRcPzLdSpqBABTMYz17wQAGL/mACAACAACgAeuLJhA4l9rqbGkAABIJERSoAyAJx37j9LWNtOV2/LwU2qdDcsF7OkCtgQp1vjxZ0MA0DB9iq+jOlIUKSc16hGwlS+21bD7Wi5gQwfvnL8Fw6XrmwrO9xGwka9bzdXr+mrUn7Ncw8ajbaseVU5fF3CNcwGPD/rlAh5ZqE+uvcsMA9TaeHIBj03Ozk3sXMD3ffR6XMBxrV8JqwcATNiANUtzAcD4RwIAbOAOIABY2hEAAMX3MzAAYPxrITXWRwEAsD46p+4qAGD8QwoAAoBTj4DZAbQnGDuAgTYblv/VaxFiB9BLrkwUBgAzMczxdxIAjF9TABAABABDzCsAEAAMESYUqawAAFhZI0ooCgCA8YcFAAgAAoAh5hUACACGCBOKVFYAAKysESUAwEABTCDuJTFP94Pv7MEEEiiW4xGwHTkAIADou65QXlUAACQwIilQ3gF87xnfkLb2mS7g+Xc+qdZZ2Ku72VoHBvTgHJyvHi926667ounYtJycfjDTVABY6w8++0ZFrcHQaE+xxbArW7mAjePesWO5pA1XtQl01gef84Yj1HLd1ri8WK5eIw5jcQFboGfFppULuK1VX0faZ7tig3/odbTr61efnjt4fMByAevX3bvIzwXcevButT0blvxNPT5eMK47Mbv95AL2XejSVR4ATNd41q03AGD8Uns9AgYAS7uyAGBpxxAAFAEAg1gAAONfm9NaIwCY1pGtcb8AwPgFBgD9NQUAS5oBgAIA7ps+AKD/OpLVMwDArI58lf0GAKsUUDkdAPTXFAAEAKeihh1AdgD9l5BMnwEAZnr4o3ceAIyunXUmAOivKQAIAAKAM+cNO4D+60hWzwAAszryVfYbAKxSQHYAYxEQAAQAAUAAMJbFJIOVAIAZHPQ4ulwGwCM+d6W0dsx0AS++/Rn1EvkdO9TjrQO62zc3qLuDiz0zr1eu1NvJaW7F6e7gpnIBW21vlDkkLhdwXJ+BMRzhxRZjbI1UcGKUN+eQ1X7D1JszXcCGndh0GRt/sFy6lmnEcvv65vw1cxB7tLNRLuAu3QWc79XdvuODujt4dMhw4y42XMDLdW26172thtv6Ba+rx/dM6O3cY7iAH/3EteQCjuOmmMA6AMAEDlozNBkAjH8UvB4BA4CBAuYOIABYihAAUMT3MzAAYPyLGzU2pQIAYFMOS/M3CgCMf4wAwBgzgQCAAGB5igKAgRLsAMa/Zie9RgAw6SPYoPYDgPELDwACgOWosh4NC4+A7YkXlwuYHcD4FzdqbEoFAMCmHJbmbxQAGP8YAYAAIAA4bV7xDmAgBu8Axr/WUmNJAQCQSIikAAAYSbY5TwIAAUAAEAA8cJEAAONfa6kRACQGqlCgDIB/d85sF/DSO/9DrXny1dfU4y3z5unHFwyqx4u93fpxKxew1U/LuWoct1zAFrj5ljeHw8fZ61O2ivGv+tSYXMO+JhAxx9boka8L2KjGzNRhjZfh0jX/kWDtlvk+MvZ1ARsuZvF1AWu6TU7qarbq7lox0wIauYCNnL9F6xFwn+6uHTNcwCML9OuOLNad6HtW6oM1ePBbqg5rB/Tjr+3pV8uPTc7OfZzfOyb/3yf/b1zAVS9oyayAHcBkjlvDWw0A7h8CADBCOAKAJdEAQDt4AMBAGwAwwvrCKaEUAABDyUShAxUAAAHAqmYFAAgAVgogABAArBQj/L0qBQDAquTL7skAIABYVfQDgABgpQACAAHASjHC36tSAACsSr7sngwAAoBVRT8ACABWCiAAEACsFCP8vSoFAMCq5MvuyQAgAFhV9AOAAGClAAIAAcBKMcLfq1IAAKxKvuyeXAbAw//hv0lr58zcvMt/o+eozP/bn1TBWnp69OMLhtTjxT7DBdxuuAN9YcO3fK3DwMfZa5U13KDeTdfTmHpXY7lxvSvydGyL1X7LQerbIJ+xcnX7un1rbRoxXMD2h6mNwLLcwWauZCVZsuUktlzAVix06rl9pX22K9YNSaFLz+2b79ePjw3q9e/1dAHvXaO7nlcc9IYahcv7htXjj/7rwXrU5me7jwsjo/LSl7+OC9h3nqekPACYkoGsdzcAwDoq7gMVAGAwMNYneADAfXFrwRUACADWcWnjUo1VAABsrP6JvToAWMehAwBtsdkBLGnju5MIAAo7gCLsANZxHW/CSwGATTgoSWgSAFjHUQIAAcCyAjwCFuERcBANPAKu4xqc0ksBgCkd2Fp3CwCstcLT6gcAAUAAcH8MAIAAYB2X3zRfCgBM8+jWsG8AYA3FPbBqABAABAABwANmATuAdVyDU3opADClA1vrbs0FgIv+11718i1/eFw/brmABwfU8sX+Xv24rwvYcvtawNUod3AzAaBvYPm6hn019ixvmkOsfvm236rHysnr44p1dRvl/XMNW+7dvNoD0wVsPpI26jfLK9e1nNnWmLcZOX8Nt68YuYAL3bqrd6LfyAU8pLuJRxbowbN3iZ4LeHTtmKr9wav0ryos6Nqjlh/N6+1/8l9XzyrPO4C+C1q6ygOA6RrPuvUGAKyb1Ha+WK0JtXYB+3bbF6A8gc73czIA4L4BtD7TkgcAAUDfSU75pCoAACZ15BrcbgCwjgPADqAtticwAoAA4FQwsQOIC7iOy3gzXgoAbMZRSUCbAMA6DhIACACWFeARsJi7vjwCDqKER8B1XJsTfikAMOED2KjmA4B1VB4ABAABwP0xwDuAgRa8A1jHNTillwIAUzqwte4WAFhrhafVDwACgAAgAHjALAAA67gGp/RSAGBKB7bW3SoD4OYF50hbi54j88A25N/aqTarxXgXJze/X+/GgH682Km78XyNAmb5RrmDAcDYANCqyPvdQKOinM9YuTp8XcCWm9jK7GGZPazy5iNm48JWPQUlt6/rr1leqd/ze39iPQI21hdrvcj36m7fifn6Ojc6qLuPRxbpDqiRJbo2hbUjalRtXPGaeryrdUI9vncy3HrsTp7YMy6//cgPyQVc6xtmk9YPADbpwDR7swDAaSPkaUTwHlsfqMAF7C1vwGExjSEAuE9+AFAAwEhTkZPqqAAAWEex03QpABAADBXPTfYZGHYAy4Dm950+8zuA7AAKO4ChVgIKNaECAGATDkoSmgQAAoCh4hQAnFsmHgGX9NFAkkfAgTQ8Ag610lAoggIAYATROEUEAAQAQ80DABAAnK4A7wAK7wCGWjkoVAcFAMA6iJzGSwCAAGCouAYAAUAAcEYMAIChVg4K1UEBALAOIqfxEmUAPOmY/yptbV2hutj61PNqueKongOzpb9Pr3dwvl5Pl+7ek1Y992aoRocpFJOBwLxUA0wgvmaGuEwUkhBgjGWsXCVxfdjZNyevsRPnnfPX97o+sWzlAm7R53PRcPuKkQu40KnnzM336S7a8QG9/MiQ5QLW27l3hf7+Zf/B+lcS1i/QcwG/OarnRN87obdTi9n8njH54+nfxgUcZp1PYRkAMIWDWo8uAYDp3gEEACPOIh/AAQDnFhkADPQBACPORU6rqAAAWFEiCmgKAIAA4PS4YAdwnxoAYEkI6/uDPvoAgAAgt9+aKgAA1lTe9FYOAAKAAKAyv30Ahx1AdgCnKcAj4PTeL5u1ZwBgs45Mk7cLAAQAAUAA0Mxkwg6gjCziHcAmv41lvnkAYAZC4Oqrr5avfvWrcsEFF8i3v/3toMejo6Ny8cUXy6233ipjY2Ny6qmnynXXXSdLliwJpQgACAACgAAgACiCCSTULYNCTagAANiEgxJnkx599FE588wzpb+/XzZt2jQFgOeee67cddddcuONN8r8+fPlvPPOk5aWFnnwwQdDXb4MgFc/cpJ09Rk5eA+o6X/+tw+rdQ/c9i/q8ZZ589Tjufn68WJvt1q+2K679MybVygFQhSKyx3s81gxplRwviaQEGqEKuL9LqGvazhUK0LAvc+YuOqsHL6+H4KOy3Xrm/PXt52+O4Da+36G21eMD0QXDbevlfO30KW7ZSfn6SGb7KsAACAASURBVC7gsUF9nRsZMnL+GjuAI6v1HL5r1upu3+W9w2rU/vNjh/pG86zyhZFRefGSy3EBV61kMisAAJM5bqFavXv3bnnPe94T7Ox94xvfkCOPPDIAwOHhYVm0aJHcfPPNcsYZZwR1PfPMM7Jx40Z56KGH5Nhjj61YPwBYUSIRADCESDOLAID79Kg1cAGAAgCKAIDeS1SqTgAAUzWcMztz9tlny9DQkHzrW9+SD3zgA1MAeO+998rmzZtlx44dMjAwMHXSmjVr5MILL5SLLrpoliruMbH7r/xzALhq1SphB3COAAIAvWcXAAgATgUNO4CBFOwAei8jnBBSAQAwpFBJK+be7bvyyivFPQLu6uqaAYBu5++cc86ZAXSuf8ccc0zwmHjbtm2zurtlyxbZunXrrOMAIAAY59wAAAFAAHDmjAIA41xhqGu6AgBgCuPhxRdflKOOOkp+85vfyBFHHBH0cPoOYBQAZAcwQqCwA+gtGgAIAAKAAKD3wsEJkRQAACPJ1twn/fKXv5SPf/zj0jrtZel8Pi+5XC4wevz617+Wk08+2esR8IE95h3AEDEAAIYQaWYRABAABAABQO+FgxMiKQAARpKtuU/atWuX/OUvf5nRSPfId8OGDXLppZcG7+45E8gtt9wip59+elDu2WefDf4ehwnk7mNWeglUnJxUy7d06zmGc716DszifD13sOkCtgDNegHft7ylQlz1aPXX2p3qNbLxFfYGw/gu7VWT6Z72HRfTzV3U22Pk9jVzDReMeszrGjZm33p8/lHUqrtrzZy/bbrb38r5W+jRXcBWzt/RASPn70LDBbxE17h40Ig6hhtXvKYe72vTc6WP5nVX8uNPHBw6ZjGBhJYqlQUBwFQO6+xOTX8E7P7qPgNz9913B5+BcZ+IOf/884OTtm/fHkqRuXYAAcAKEgKAoWJseiEAcJ8aFnABgCIAYBAkAKD38pLZEwDAjAz9gQBY/hC02wWc/iHopUuXhlIEAJwmk+/uDgAYKsYAQEUmAFDYASzFBTuA3ssIJxygAABISERSAAAEACMFTsST2AFkB7AcOgAgABhxGeE0AJAYiEMBABAAjCOOwtYBAAKAAODM2cIOYNjVg3KWAuwAEhuRFAAAAcBIgRPxJAAQAAQAAcCIywenGQoAgIRGJAXKALh54yXS1toZqY6pk17W3W/FcT1nZku/kQu433ABd+u5PYta/lERic3JWZ0q8Z6dN1yfnldpVI5gz2Y2rrhvCjerpb7u2lqndrPaOZnX/+Lj9nU1KFk/rNy+YuX8NXJ+e6d8G9DdtaODutt3dGFO1WDvCl2bhQe/pZY/dFDPBfzWWI9afsxwAfsE/+SeMfnDx75PLmAf0VJUFgBM0WDWsysAYD3VjuFaAGAMIoaoAgAsiQQACgAYYr5QpKEKAIANlT+5FwcAEzZ2AGB9BgwABAD3RRoAWJ8px1WiKwAARtcu02cCgAkbfgCwPgMGAAKAAGB95hpXqVoBALBqCbNZAQCYsHEHAOszYAAgAAgA1meucZWqFQAAq5YwmxUAgAkbdwCwPgMGAAKAAGB95hpXqVoBALBqCbNZQRQALP75JVWslsEB9Xhhx071eK5Hd8Xl+vTjhd5utR4rR3DNXcC+mUNqGWJGitfY3L61zqtcS22i1O2bw9cXGC23r+UatvpgpY6zyscVs5Y5RHHkFzv1XL3FVj0nb7FTP57v0b8CMD5fr39swHD7Dhk5fxfpDvuJNXoO3w2r9K8eLOnepao/ktfb+fqI/tUDn7DFBeyjVvrKAoDpG9O69AgArELmuG6mVTRh6lQAMA4V99cBAM6tJwAoAGC8U47aoisAAEbXLtNnAoBVDD8AaH8mpJm0iTLEACAAuE8BdgCjTCDOqacCAGA91U7RtQDAKgazmSCHHcAqBlI5FQAEAAHAeOcUtdVMAQCwZtKmu2IAsIrxBQDZASyHD+8AlpTgHUDhHcAq1lROjaQAABhJNk4CAKuIAQAQAAQAZ04gABAArGJJ5dRoCgCA0XTL/FlzAuAbO+LRZ0x30UlOd+PlenUXcHGecdx0Geq5PcV6XNooR6WPykbbrSq8XcC1htqkuIljyuErnnrm8p4DbA28byx7p3zT566W99fKBWy59wvdeg7fiX7DBTzPcPtaOX8X6OvCyHK/nL+HDLyhql8Qvf7RSd0F7DP9XdldE7NztuMC9lUxXeUBwHSNZ916AwDulzrne9P0vLnHMqiefAAARlQdAJxbOGWnz50AAIoAgBHnHKdFVgAAjCxdtk8EAAHAGTOg1lDLDuCcCw47gCLsAM59T2IHMNv3bK33ACAxEUkBABAABACVqcMOIDuA+xRYePBbqhY8Ao50y+GkGigAANZA1CxUCQACgAAgACi8Ayi8A5iFO146+wgApnNca94rABAABAABQABQAMCa3224QK0UAABrpWzK650CwMX/RdpadJddaAkmJ9WiuQ693uKo7g7OdRrt6NFzARf6utTrWi5Dqz+5vJ4L1NfJ6V0+tMDi3jD3+lkmkKKx4xNb/uRav0vomzPXUs23nb7f+/MaLZGc1S9fg5IZ5IYz3uqXh9kjuGTb7Dy+1jzMd+uu2HyP7gIe79ePjxo5f8cHDLevkfO3eNCIqtrGFUbO3y495+9YQc9l/Pa4vn55hohafGLPuPzTh2+Q4eFh6e/vj6NK6kiQAgBgggarmZoKAE7bAQQABQCsMDsBwEAg69MuAKAIANhMd7hstAUAzMY4x95LABAAnB5UACAAOEMBdgCFHcDYbztUGLMCAGDMgmalOgAQAAQAPWY7O4DsAO4LlyU8AvaYOBStpQIAYC3VTXHdACAACAB6THAAEAAEAD0mDEXroQAAWA+VU3gNABAABAA9JjYACAACgB4ThqL1UAAArIfKKbxGFADMtceT07I4Nq4r2qK793Ldhtu3Rz9eMHIES6unE9LKHewLA1p5y9WrpzeNzQXsHcq+blnrAr71xOX29W2Pbzs9y5tuX896vD/fYuhQbDUCTnH1BlUY7wYWOmY7dQtdunu30KW7ZS2377hnzt+xQb2zo8v1rxUsP0jP7bth4G9qRXvyRm7ivN4v3zlXKFqLwOyacAH7qpuu8gBgusazbr0BAKdJbd18AUCJ7dM2voADAM69Fvh+wBkAFACwbrcXLlQnBQDAOgmdtssAgABgqJj2BTffHTerPAAIAO5TgB1AOxTYAQy1iqW2EACY2qGtbccAQAAwVIQBgHPL5KkPj4BFeAQ8d0jxCDjUykQhEff9Vs8VCNlQQEQAQAAw1ESIa3nxrYcdQHYA2QGsOEXZAawoUaoLAICpHt7ada4MgCev+Adpa+mszYXy+XjqbdNfJi926+0udhsp6NqNl7St96ksaDEyh+R80nZ5vncYj5DBvxj9qvIt71e7/Y5howDQt/0+Y+7+xW70q2gZoDzLm+YQK8YNs0exTTciFFv1OaQZPqydvok+I+WbYfYYm6+bt8aMlG+ji/WXd/vWDquju3HRX9Xj3a0T6vEW0efQjhqmfLPC0gHg3R/676SC8523KSkPAKZkIOvdDQBwmuIAoB1+AGCF53V+SZoBQBEAML7VHgCMT8sk1gQAJnHUmqDNACAAGCoMAUAAcJoC7ACKsAMYauWgUB0UAADrIHIaLwEAAoCh4hoABAABwBkxAACGWjkoVAcFAMA6iJzGSwCAAGCouAYAAUAAEAAMtVhQqN4KAID1Vjwl1wMAAcBQoQwAAoAAIAAYarGgUL0VAADrrXhKrhcnABb7e2NRJTdqpIgz3MTFdt1NKJ26C9hKTWWmwzJ6ZX7LDXewHQe+IBmXC9j3ur7lfSPfqN80h1ip2izjklXeSOFWNNIjFg3HfKFTn3N5Je3bZI+R8s1w+473627fccMFPLpAd+O2HLRHHZXDluqp3Q7qfVMt/+SO5b6jq5Y/eJ5efxyuYUwgsQxRYisBABM7dI1tOAC4X38AsA6fh/EFKwAwCFAzNgFAAQBFAMDG3kcbfXUAsNEjkNDrA4AA4PTQrfn3AQHAktzsAIqV2o0dQP+bCQDor1mazgAA0zSadewLAAgAAoDKhPMFVd85CwACgPtihkfAvpOH8gcqAAASE5EUAAABQAAQAOQdQBHeAYx0C+GkJlAAAGyCQUhiEwBAABAABAABQAAwifcv2lxSAAAkEiIpEAUA43L7yqRnjmDPfKtiuIOLHbqD0XI2ipGfVQyDQs5Ks6u138ggZuYT9n006ZehzIwh73cDrZp82x9XPb5mEqud1qNbz1guGrl3xXDpmjFouXrNnL96bt9Ch5Hb1zreqZfXHL/mu359fm7fsUF9YuVXj6pRctBS3XW7cb6e87cgent8F9Z/27nE9xS1/GDn3tD18A5gaKlSWRAATOWw1r5TAOB+jQFAO94AwH3aAICBEAUA0JwsAGDt71tcYaYCACAREUkBABAADBM4ACAAOD1OAEB71gCAYVYUysSpAAAYp5oZqgsABADDhDsACAACgGFmiggAGE4nSsWnAAAYn5aZqgkABADDBDwACAACgGFmCgAYTiVKxakAABinmk1S15YtW2Tr1q0zWnPYYYfJM888ExwbHR2Viy++WG699VYZGxuTU089Va677jpZsiT8S8gAIAAYJtwBQAAQAAwzUwDAcCpRKk4FAMA41WySuhwA3n777fLb3/52qkVtbW2ycOHC4H+fe+65ctddd8mNN94o8+fPl/POO09aWlrkwQcfDN2DMgBu3nCxtLV2hj7Pq6CnQ1IsB6PXRUXEyIdabNOdkFbeU/O4Zzs1iMoZeYPFcDyb5T1dq6aUMbmGfYfKBEzffuWNDvi6j63y1phb7l3PHL5Fs35DUcsFbMS45fYttutzYrIrvNvXtXCid7aTVjvmyloZP8aGdLfv5PIxVYSVS3eox9859Kp6vLtFzzU+VmhXyzebO1hr5OSeMdn+n78nw8PD0t/f7zv9KJ9wBQDAhA+g1nwHgL/85S/l8ccfn/VnN9EXLVokN998s5xxxhnB393O4MaNG+Whhx6SY489NpQiAOB+mQBAZ+8MFTaxFwIAS5ICgCIAoP/0AgD9NUvTGQBgmkZzX18cAF5zzTXB7l5XV5ccd9xxctVVV8nq1avl3nvvlc2bN8uOHTtkYGBgqvdr1qyRCy+8UC666KJQigCAAOCMQAEA95GY8TFHdgADfbTv/bnj7ADay25c5hB2AEPd2jJVCABM4XDfc889snv3bnHv/b366qvB+4Avv/yyPPXUU3LnnXfKOeecE7z7N/13zDHHyKZNm2Tbtm2qIq789HMcAK5atUp4BCzCDiA7gFOThkfAJdDjEbDwCDiFN9eUdQkATNmAat3ZuXOnuB2+b37zm9Ld3R0JADVjibsWAAgABjHHDiA7gNMWHwDQTYnmyhDCDmAGbvaeXQQAPQVLavGjjz5aTj75ZDnllFMiPQJmB1AEE8gc0Q8AAoAA4IwJAgAm9W6ZnXYDgBkYa/c42L3/53bxzj777MAEcsstt8jpp58e9P7ZZ5+VDRs21N4E4uvqtcbG00UrVv5Uo34rwb2Vb9UEQ8s1bDk8fWLRTC2mk5hXnuE5dvTMXMM+bXdlfd21Vv2e4BnbZ2k8++tt0vCM8aLlJrZcvVZsmi5g3e2b79KPT/R4HtdcwPN0kceN3L6Ty3S377IlO9WKLLfvgvY9avmJou5sHsl3eEaDXtwXGON4NxATSCxDl9hKAMDEDp3d8EsuuUQ++tGPBo99X3nlFbniiisCR/DTTz8dwJ/7DMzdd98dfAbGWf/PP//8oLLt27eHViOSCQQADPQtAoAAYHmm6Zwkvp80AgBFAMDQy/dUQQDQX7M0nQEApmk09/XlrLPOkgceeEDefPPNAPhOPPFEufLKK2XdunVBifKHoN0u4PQPQS9dujS0GgDgfqnYAQwdNtNEM9yyvlWxA1j6RwU7gACg79xxZh2+AxhBtfScAgCmZyzr2hMAEACsKuB4BFySjx3AQAb1MzA8Ap5zivEIuKoViJNFBAAkDCIpAAACgJECp3wSAAgATgsgANDfNQwAVrUCcTIASAxEVQAABACjxk7pmSWPgNkB3B9BACAAWNV6wsmRFGAHMJJsnDQnACbE7FHoaPMbyFb9u17FFuO44ai0XvC36jEfE2qtN96JyxUM4DKOW27Z2HIKW+2MCwz9Rja20qbb17qC9QjYytVrxaCZv1qPzYIRm/kOP7fvZLde/4R1vE8vP9k7W6DxAT1mC8tGVTVXLPZz+y7peFutx3Lj7o3J7evrGq6lO5h3AGOb+omsCABM5LA1vtEA4LQdQADQ3tGzgA4AnPsRMAAoAGApRADAxt/v0toCADCtI1vjfgGAAOCMELNADwCceyayAxjoww6gHSYAYI1vZhmuHgDM8OBX03UAEAAEAGfPIB4BlzThEbC9uvIIuJo7D+fGqQAAGKeaGaoLAAQAAUAAkHcA/Rd9ANBfM86ojQIAYG10TX2tACAACAACgACg/1IPAPprxhm1UQAArI2uqa91CgAPuVDaWjur669n3lPf3L6+bt9ip57z0+qkldrNdAcbTk7RDZKiPlY0yoph9jVz4PqWz+snmLmGzXcDdTW9c/Va7ubqIrLy2Ybxx4wRyyhk1WPESMHb7asHSr7TcPt2Gi7dLuN4t95j7bMuwaNh6+POA7NdQW1L9qqVr1qou32PHHxJLb+4Y5d6PF+0XsDU+zRW1L8akBR3sNar8d3j8pMP/FSGh4eDtKD8sqUAAJit8Y6ttwDgtB1A66Zs3fQBQPEGVStyAcBAmWKb9bkXABAAtJd9ADC2W2IiKwIAEzlsjW80AAgATo9CdgDnnpPmbjA7gIFw4+wASq0fDbMD2Pj7ZrO1AABsthFJSHsAQAAQAAw/WQHAklY8ArZjBgAMP58oGY8CAGA8OmauFgAQAAQAw097ABAArBQtAGAlhfh73AoAgHErmpH6AEAAEAAMP9kBQACwUrQAgJUU4u9xKwAAxq1oRuqLBIAJd/sWPN3BVr7VomdO4UaElH/uYL2VZj2+7uNGiODMFVbM+ji2XT2G4dSMBcsF3G6YPYzjeeu44fbNG4b+yR4/F/B4vz7Ak4OT6kgOLJ3t1F01YOT27X9FrWOxldvX0+07Wmj3ijbLHWxV4usariUYYgLxGurUFQYAUzek9ekQAFhZZwBQBAAsxQkAWNIBABQBACuvnZSojwIAYH10Tt1VAMDKQwoAAoDlKAEAAcByLACAlddOStRHAQCwPjqn7ioAYOUhBQABQABw5jxhB5AdwMorJyXqpQAAWC+lU3YdALDygAKAACAACAAeuFKwA1h57aREfRQAAOujc+quAgBWHlIAEAAEAAFAALDyWkmJxigAADZG98RfdU4AzJjbN+/rDracnEY6LytHsFcQGa5brzrEAZ1xhq+r12pPTO307ZevxnaeZ/3KVvmCnl5WCr6p3Tr06xaM43krt2+XXs/EPMPVO08PiNYFY2pFi4feVo+/c+jVWcdXde1Qy7bn8urxnpZxr2GfKOo5v2vtArYa2YidQVzAXiGTusIAYOqGtD4dAgD36wwAOpurHne5ovEHADAQDAAsxQ0A2Jh3AwHA+twvm/UqAGCzjkyTtwsABABnhCgAGMhhbCoJO4ClaGEH0F7Y2QFs8pteCpsHAKZwUOvRJQAQAAQAZ880ALCkCY+A/VdhANBfM86oTgEAsDr9Mns2AAgAAoAA4CTvAIpvJhDrpgEAZvZ22rCOA4ANkz7ZFwYAAUAAEAAEAAUATPatLNOtBwAzPfzROz8FgOsvkrZWI4HogdW36a47qxWFDsMiaZxQ9HXjepb3NXvkO4wEsFb7je5q9RQsKY0ctZZJw9I+5+vG9S1vXNj7upaWlg6eIW+mkTXqL1h5no3xsk0gekMLHfqFrRy+Zm7fXsPV26u7enNDusN2fv9etaGHDL2hH+99XT2+rutvs47nRZ8/OyZ71TricgFbIZJGd/D47gn57x/4qQwPD0t/f7/n7KB40hUAAJM+gg1qPwBYWXgAsLJGB5YAAEuKmGAIAAoAOPe8Gskb3/5RTgMA/deoNJ0BAKZpNOvYFwCwstgAYGWNAEBjp8/6PiAACABWmFYAoP+6k9UzAMCsjnyV/QYAKwsIAFbWCAAEAJ0CPAK250otzSHsAPqvUWk6AwBM02jWsS8AYGWxAcDKGgGAACAAOPc8AQD91xHOCKcAABhOJ0odoAAAWDkkAMDKGgGAACAACAD6rxScEYcCAGAcKmawjjkBELfvnBFRNN7vmuwM7xoutOuXmOw07KlG1UVPt6xvLmBLiIaZPaz+mq5evQfeuYCtd/qMcbTe48936u7dvJHDN9+n581t7Z9QOzavb0Q9vnbwTfX4uj7d7buhe3ZuX1fBroLe0KHW3aFX0VcnBkOXdQVxB5fk0t4N5BGwVyilrjAAmLohrU+HAMD9Ose10wcA+seuL8AKABiIDADasTZhpXMxTkny52EAQP81J01nAIBpGs069gUABABnhJvndwDZASypZ+3ksgNoL2bsAJa0iePdQACwjjfNJrwUANiEg5KEJgGAACAAOHummrmAeQQciMUj4ObKHAIAJuFuW7s2AoC10zbVNQOAACAACADyDqAIj4BTfatLdecAwFQPb+06BwACgAAgAAgAAoC1u8tQc60VAABrrXBK658CwI2XhM4FnPTcvtZQ+ppAJnrDu32ta47P87Pv5q0MEt36FWIzVxjvBtb8HcCYzB6WacRK1VZs0ztcMLJz5TuM8j1GTt7uSXXAOrp1V+/gPD1X75r+HWo9a3reUo9v7H5FPb4z36MeX9Wu12PF8x5LIOWE0aIuppUizrom7mCRsd0T8v2//yW5gFN6n67ULQCwkkL8XVUAAIy+AwgAigCApfgBAEs6AICNeTcQAMz2DR4AzPb4R+49AAgAzggea8eNHcBAJnYA515qAEAAMPLNiBMjKwAARpYu2ycCgAAgADh7DeARcEkTHgEn491AdgCzfR8HALM9/pF7DwACgAAgAMg7gPYSmgR3MAAY+RaYihMBwFQMY/07AQACgAAgAAgAAoD1v/twxbgUAADjUjJj9cwFgLh95w4GXxOIr+NXu/rYoJ9r2HK5jg/qL/XFlSPYct2aiUasHMct+hnmh5pbjfKGq1eM8tKu19Paqefk7ewaV4NloFfPybukZ5dafnn32+rxQ3r+qh4/susF9fgzY8vU40vbh71WuHzRz+nu8w6g1RDfDCFWPVlyB7MD6BXWqSsMAKZuSOvTIQAwus4A4BzaGZwKAJY0AwDt2AEA516TtNRxAGD0dTwNZwKAaRjFBvQBAIwuOgAIAJYVYAewpAQ7gPacGCsaeQQ9lyAA0FOwDBQHADMwyLXoIgAYXVUAEAAEAGfGAAAIAEZfUTkzqgIAYFTlMn4eABg9AABAABAABADDriDsAIZVinK+CgCAvoolpPzLL78sl156qdxzzz2yd+9eOeSQQ+QnP/mJHHXUUUEPisWiXHHFFXLDDTfIzp075YQTTpDrr79e1q9fH6qHAGAomdRCACAACAACgGFXEAAwrFKU81UAAPRVLAHld+zYIe9+97tl06ZNcu6558qiRYvkT3/6k6xbty74z/22bdsmV111ldx0002ydu1aufzyy+XJJ5+Up59+Wrq6uir2sgyAm951WehcwMXO1or1Ti9Q8CxvVZ73rMc3t691XV/Qs+rxcQHH5fYdG4ophYdh6uhZp7tKCwXdPVo0XSC6ai2GC7jFyEHX0aa7dHs7dJduT7vh3u3Q3buLu3T37upOPWfu4V0vqx37p+G/U48f1PWGetz6IPOC1t1ec3FnQc/5a845TxewVk8cj4VdvZhD7KF2JpBrjr+bXMBesyE9hQHA9IzlVE8uu+wyefDBB+X3v/+92ju3+7d8+XK5+OKL5ZJLLgnKDA8Py5IlS+TGG2+Us846q6IqAGBFiQQAFLE+6wIAluIHALTnEQA49xoTx84gAFh5HU9zCQAwhaN7+OGHy6mnniovvfSS3H///bJixQr54he/KF/4wheC3j7//PPBTuBjjz0mRx555JQCJ510UvC/r7322lmqjI2Nifuv/HMAuGrVKmEH0A4gABAALEcHO4D+Cy0ACAD6Rw1n+CgAAPqolZCy5Ue4X/7yl+WTn/ykPProo3LBBRfID37wAzn77LNl+/btwTt/r7zyiixbtv/Dr2eeeabkcjm57bbbZvV0y5YtsnXr1lnHAUAAcM5pwSPgQB4A0H/xBAABQP+o4QwfBQBAH7USUrajoyMwezjQK/++9KUvBSD40EMPRQJAdgD9B58dQHYA2QH0nzflMwBAADB69HBmGAUAwDAqJazMmjVr5JRTTpEf//jHUy13Dt9vfOMb4tzBUR4BHygB7wBWDgoAEAAEACvPE6sEAAgARo8ezgyjAAAYRqWElfn0pz8tL7744gwTyEUXXSQPP/xwsPtXNoE4A4gzgrifA7rFixfHYgLB7RstYHzcvtYVfF3AI4s97bWGi9bM4WsYv3sP0l3AbS0FtWttrfrxVqN8q9HOzrZJtf7OVv34gOHqndc+qtazqEN31y5p13P1Lmnfqdbj69J9cnSVWk+jXMBWfPrkCE46AFoaTFgJqY0TRgvtXguKjzkEE4iXtKkrDACmbkgleNR7/PHHB+/suff6HnnkkcAA8qMf/Ug+85nPBD12n4G5+uqrZ3wG5oknnojlMzAAYLSgAgBFAMBS7ACA8aSHc1o26jMwAGC0dZCz6qcAAFg/ret6pV/96lfy1a9+Nfj+n/vOnzOElF3AriHlD0E7KHQfgj7xxBPluuuuk0MPPTRUO+d6BAwAhpJwViEAEAAsBwUACACWY4EdwGjrKWdVVgAArKwRJRQFAMD9ojTiXT8rKHkEXFKGR8AlHXgEzA7gXDcwHgFn+/YOXzkUbgAADAJJREFUAGZ7/CP3HgAEAGcEj/G5F+t1J94BLKnHO4D2EsQ7gCVt2AGMfJvixAoKAICESCQFXOaQgYEB+ft3XjQrFVyxQ0/nZV2oYSnf2v3aabU/rh3AiT6DojxGaGzAr47RRY0xgfSs1k0R3u8A5nRziJXyzdcEMr9DN3v0tenHF3bsUUdrcbueCm5Rm26GGfJM1fb02Er1uivadqjHfesf9kwFZ4Wsjwlkb9HP/GBd87WJAY8ZZBftaZmIpR5/E0ib13XHi+HLj+2ZkO+c8pvgNaD58+d7XYfCyVcAAEz+GDakBy7LiMsEwg8FUAAFUCDZCrivRqxcqf8jItk9o/VzKQAAEh+RFCgUCkEmkXnz5smuXbsCGHSLSH9/f6T6knRSOQ1eFvqbpb66GKS/SZqJfm1lbGfr5cyAbv12ueFbWuJ5IuI3KpRupAIAYCPVT8m1y+8DusfCWQFA97gkC/1lbFMySY1uZGl8s9TX8j9msrJOpXuW1q53AGDttM1MzSys6R1qxja9Y5s1SCCW0x3L9M5fAQDQXzPOOEABFtb0hgRjm96xBQAZ23QrQO8qKQAAVlKIv1dUYGxsTK666qrgw9OdnZ0Vyye9QJb6m6W+urikv0mfnXb7Gdv0ji09i6YAABhNN85CARRAARRAARRAgcQqAAAmduhoOAqgAAqgAAqgAApEUwAAjKYbZ6EACqAACqAACqBAYhUAABM7dDQcBVAABVAABVAABaIpAABG042zUAAFUAAFUAAFUCCxCgCAiR265mn497//fbnmmmvktddek3e9613y3e9+V4455pjmaWDEljzwwANBv/74xz/Kq6++Kr/4xS/ktNNOm6rNfUX/iiuukBtuuCHIpXnCCSfI9ddfL+vXr494xcad5lzcP//5z+WZZ56R7u5uOf7442Xbtm1y2GGHTTVqdHRULr74Yrn11lsDt+ypp54q1113nSxZsqRxDY9wZTdG7r8///nPwdnveMc75Otf/7p8+MMfDv53WvppSXP11VcHjv0LLrhAvv3tb6euz1u2bJGtW7fO6L6LYxfbaRzfl19+WS699FK55557ZO/evXLIIYfIT37yEznqqKOC/qZpnYow3TllDgUAQMKjKgVuu+02+exnPys/+MEP5H3ve19wQ/nZz34mzz77rCxevLiquht9sltQH3zwQXnve98rn/jEJ2YBoAMkB0433XSTrF27Vi6//HJ58skn5emnn5aurq5GN9/r+h/60IfkrLPOkqOPPlomJyfla1/7mjz11FNBX3p7e4O6zj33XLnrrrvkxhtvDBLHn3feeUH6KKdRkn533nmntLa2BqDubo5u/BzoP/bYYwEMpqWf2pg8+uijcuaZZwYZezZt2jQFgGnqswPA22+/XX77299OSdDW1iYLFy5MVRy7zuzYsUPe/e53B2PpxnDRokXypz/9SdatWxf8535pWqeStM4koa0AYBJGqYnb6KDPQcP3vve9oJUuR7DLC3z++efLZZdd1sQt92taLpebAYAOHFz+TLcjdskllwSVudRwbjfMAZKDqST/Xn/99QDg77//fnn/+98f9M3dXG6++WY544wzgq65HZWNGzfKQw89JMcee2ySuytDQ0MBBLq+pbWfu3fvlve85z3Bru03vvENOfLIIwMATNvYOgD85S9/KY8//vismExbX90a6/4B9vvf/16df2lfpxK96DRB4wHAJhiEpDZhfHxcenp6gn9tT380evbZZwePRO+4446kdm1Wuw8EwOeffz74F7bbNXI30vLvpJNOCv73tddem+i+P/fcc8EOmdvRfOc73yn33nuvbN68OdhxGBgYmOrbmjVr5MILL5SLLrookf3N5/PBjrWLWTeW7jWGNPbTDY7rowPdb33rW/KBD3xgCgDTNrYOAB3Mu11qtxN/3HHHBTv1q1evTl0cH3744cGrGC+99FLwj7UVK1bIF7/4RfnCF74QzMe0r1OJXHSaqNEAYBMNRtKa8sorrwQLzvbt24NFtvz7yle+EixGDz/8cNK6ZLb3QAB0fXbv/DkNli1bNnWee7zmyrpH40n9uV3cj33sYwHE/+EPfwi64Xb+zjnnnODdv+k/966ne/zkHjMl6efA1sWse9+vr68v6N9HPvKR1PWzPCbuvc0rr7xS3CNgB0XTATBtY+te3XC7ne69P/furnsf0L0n515pcI//0xTH5VdNvvzlL8snP/nJYHzdu53ulRwH/Glep5K03jRrWwHAZh2ZBLQLAEwnALp3idxN1MHfypUrUwmAbvf6hRdeCB5/uh3sH//4x8E/WtxjwzQBghu8F198MTAE/OY3v5EjjjgiGM80A+CBS6f7h4zbqf7mN78ZGJzSNL4dHR3B2DrQK/++9KUvBSDoXs0AABNwI21gEwHABoqf9EvzCDh9j4CdscM9uncOaGdsKf/S9pjwwLl38sknB4/0P/WpT6XuEbB7H+7jH/94YHwp/9yjb7dT7Uw8v/71r8X1P22P96ePsXtP2fXxlFNOSdX4OrB1fXL/gCn/nMPdvePpdj15BJz0u2xt2w8A1lbf1NfuTCDuMaD79Iv7uceH7l0bBxJZMIE4A4gzgrjf22+/HRgnkmgCcS+LO+OO+9TNfffdN+tTNuWX52+55RY5/fTTg/46p/eGDRtSYQL54Ac/GMSte3fTmUDS1M9du3bJX/7ylxlrkdsFc2PnPh/iTFtp6/P0zrrHwW5s3buB7rFomvr66U9/OtjhnW4Cce/jutdv3O5f2QSSlnUq9TfUOncQAKyz4Gm7nHvXzS2qP/zhDwMQdK7Cn/70p4FDNGnfhztwbNyNw5kh3M99asE9QnLvu7kX6d0Nxb335r6pNv0zME888UQiPwPjXhx374K53b/p3/5zL9K7x2bu5x4N33333QHgus+IOGB0v+mPn5IQ3+4beO6bf24MHRy5fruxdDthbjclLf2cayymPwJO09i6vjjY+ehHPxo89nWvqbhvdbpH++6TRg7+0jS+7lGv+2ane8/RvX/8yCOPBAaQH/3oR/KZz3wmCIE0rVNJWF+S1EYAMEmj1aRtdZ+AKX8I2jlgv/Od7wTfBEz6z+2EOeA78OeA10FQ+QOrbrF17xmdeOKJwSc2Dj300MR13T0O1H7ug7Kf+9zngj+VP5Dsdsemfwh66dKlierv5z//efnd734XGAQc4Lr34txOmIO/NPXTBwDTMrauz+4TTO4VhjfffDMAPjcvnQGm/F28NPXV9fdXv/pV8GFv9/0/99qGM4SUXcDu72lapxK10CSgsQBgAgaJJqIACqAACqAACqBAnAoAgHGqSV0ogAIogAIogAIokAAFAMAEDBJNRAEUQAEUQAEUQIE4FQAA41STulAABVAABVAABVAgAQoAgAkYJJqIAiiAAiiAAiiAAnEqAADGqSZ1oQAKoAAKoAAKoEACFAAAEzBINBEFUAAFUAAFUAAF4lQAAIxTTepCARRAARRAARRAgQQoAAAmYJBoIgqgAAqgAAqgAArEqQAAGKea1IUCKIACKIACKIACCVAAAEzAINFEFEABFEABFEABFIhTAQAwTjWpCwVQAAVQAAVQAAUSoAAAmIBBookogAIogAIogAIoEKcCAGCcalIXCqAACqAACqAACiRAAQAwAYNEE1EABVAABVAABVAgTgUAwDjVpC4UQAEUQAEUQAEUSIACAGACBokmogAKoAAKoAAKoECcCgCAcapJXSiAAiiAAiiAAiiQAAUAwAQMEk1EARRAARRAARRAgTgVAADjVJO6UAAFUAAFUAAFUCABCgCACRgkmogCKIACKIACKIACcSoAAMapJnWhAAqgAAqgAAqgQAIUAAATMEg0EQVQAAVQAAVQAAXiVAAAjFNN6kIBFEABFEABFECBBCgAACZgkGgiCqAACqAACqAACsSpAAAYp5rUhQIogAIogAIogAIJUAAATMAg0UQUQAEUQAEUQAEUiFMBADBONakLBVAABVAABVAABRKgAACYgEGiiSiAAiiAAiiAAigQpwIAYJxqUhcKoAAKoAAKoAAKJEABADABg0QTUQAFUAAFUAAFUCBOBQDAONWkLhRAARRAARRAARRIgAL/P1020qZerhq8AAAAAElFTkSuQmCC\" width=\"640\">"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "\n",
+    "class LinearNDInterpolatorExt(object):\n",
+    "    def __init__(self, points,values):\n",
+    "        self.funcinterp=scipy.interpolate.LinearNDInterpolator(points,values)\n",
+    "        self.funcnearest=scipy.interpolate.NearestNDInterpolator(points,values)\n",
+    "    def __call__(self,*args):\n",
+    "        t=self.funcinterp(*args)\n",
+    "        if not numpy.isnan(t):\n",
+    "            return t.item(0)\n",
+    "        else:\n",
+    "            return self.funcnearest(*args)\n",
+    "\n",
+    "bounds = {\n",
+    "    \"SPEresolution\" : {\"posdef\" : True, \"min\" : 0.1, \"max\" : 0.9},\n",
+    "    \"Gain\" : {\"posdef\" : True, \"min\" : 0, \"max\" : 1.25},\n",
+    "    \"TransitTimeSpread\" : {\"posdef\" : True, \"min\" : 0.5 , \"max\" :2.5},\n",
+    "    \"TransitTime\" : {\"posdef\" : False, \"min\": -2 , \"max\" :9}\n",
+    "}\n",
+    "\n",
+    "\n",
+    "def CheckValue(key, val):\n",
+    "    if bounds[key][\"posdef\"]:\n",
+    "        val = abs(val)\n",
+    "    if val < bounds[key][\"min\"]:\n",
+    "        val = bounds[key][\"min\"]\n",
+    "    if val > bounds[key][\"max\"]:\n",
+    "        val = bounds[key][\"max\"]\n",
+    "    return val\n",
+    "    \n",
+    "def scaleXY(polynome, fname):\n",
+    "    x, y, vals = np.loadtxt(f\"original/{fname}\", unpack=1)\n",
+    "    \n",
+    "    R = np.sqrt(x**2+y**2)\n",
+    "    mask = R <= 39.7\n",
+    "    \n",
+    "    x = x[mask]\n",
+    "    y = y[mask]\n",
+    "    vals = vals[mask]\n",
+    "    R = R[mask]\n",
+    "    Rs = polynome(R)\n",
+    "    factor = Rs/R\n",
+    "    \n",
+    "    for i, f in enumerate(factor):\n",
+    "        if f==0. or np.isnan(f) or np.isinf(f):\n",
+    "            factor[i] = 1.\n",
+    "    \n",
+    "    key = fname.split(\"_\")[0]\n",
+    "\n",
+    "    x *= factor\n",
+    "    y *= factor\n",
+    "    for i,val in enumerate(vals):\n",
+    "        vals[i] = CheckValue(key, val)\n",
+    "    finterp = LinearNDInterpolatorExt((x,y), vals)\n",
+    "    step = 1.25\n",
+    "    \n",
+    "    # here put a number a bit larger than the maximal R possible in the simulation, for example mDOM PMT jEllipseXYaxis =37.8704\n",
+    "    xx = np.arange(-37.9, 37.9+step, step) \n",
+    "    vals_interpolated = []\n",
+    "    xinterp = []\n",
+    "    yinterp = []\n",
+    "    rs = []\n",
+    "    matrix = np.zeros((xx.size,xx.size))\n",
+    "    for i,xi in enumerate(xx):\n",
+    "        for j,yi in enumerate(xx):\n",
+    "            svl = finterp(xi, yi)\n",
+    "            vals_interpolated.append(svl)\n",
+    "            matrix[i][j]= svl\n",
+    "            rs.append(np.sqrt(xi**2+yi**2))\n",
+    "            xinterp.append(xi)\n",
+    "            yinterp.append(yi)\n",
+    "            \n",
+    "    vals_interpolated = np.array(vals_interpolated)\n",
+    "    xinterp = np.array(xinterp)\n",
+    "    yinterp = np.array(yinterp)\n",
+    "    plt.figure()\n",
+    "    plt.imshow(matrix)\n",
+    "    with open(f\"modified_regulargrid/{fname}\", \"w\") as file:\n",
+    "        for xi, yi, vali in zip(xinterp, yinterp, vals_interpolated):\n",
+    "            vl = CheckValue(key, vali)\n",
+    "            file.write(f\"{round(xi,2)}\\t{round(yi,2)}\\t{vl}\\n\")\n",
+    "            \n",
+    "    return R,factor\n",
+    "\n",
+    "for file in glob.glob(\"original/*\"):\n",
+    "    try:\n",
+    "        R,fctor = scaleXY(p, file.split(\"/\")[-1])\n",
+    "        \n",
+    "    except Exception as err:\n",
+    "        print(file, err)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "2e3d244c",
+   "metadata": {},
+   "source": [
+    "# Check simulation output"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 90,
+   "id": "f81c7e69",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "x,y,_,gain,spe_res,transit_time,TTS,_ = np.loadtxt(\"step5.dat\", unpack=1)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 91,
+   "id": "33fc65bd",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "application/javascript": [
+       "/* Put everything inside the global mpl namespace */\n",
+       "/* global mpl */\n",
+       "window.mpl = {};\n",
+       "\n",
+       "mpl.get_websocket_type = function () {\n",
+       "    if (typeof WebSocket !== 'undefined') {\n",
+       "        return WebSocket;\n",
+       "    } else if (typeof MozWebSocket !== 'undefined') {\n",
+       "        return MozWebSocket;\n",
+       "    } else {\n",
+       "        alert(\n",
+       "            'Your browser does not have WebSocket support. ' +\n",
+       "                'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
+       "                'Firefox 4 and 5 are also supported but you ' +\n",
+       "                'have to enable WebSockets in about:config.'\n",
+       "        );\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure = function (figure_id, websocket, ondownload, parent_element) {\n",
+       "    this.id = figure_id;\n",
+       "\n",
+       "    this.ws = websocket;\n",
+       "\n",
+       "    this.supports_binary = this.ws.binaryType !== undefined;\n",
+       "\n",
+       "    if (!this.supports_binary) {\n",
+       "        var warnings = document.getElementById('mpl-warnings');\n",
+       "        if (warnings) {\n",
+       "            warnings.style.display = 'block';\n",
+       "            warnings.textContent =\n",
+       "                'This browser does not support binary websocket messages. ' +\n",
+       "                'Performance may be slow.';\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    this.imageObj = new Image();\n",
+       "\n",
+       "    this.context = undefined;\n",
+       "    this.message = undefined;\n",
+       "    this.canvas = undefined;\n",
+       "    this.rubberband_canvas = undefined;\n",
+       "    this.rubberband_context = undefined;\n",
+       "    this.format_dropdown = undefined;\n",
+       "\n",
+       "    this.image_mode = 'full';\n",
+       "\n",
+       "    this.root = document.createElement('div');\n",
+       "    this.root.setAttribute('style', 'display: inline-block');\n",
+       "    this._root_extra_style(this.root);\n",
+       "\n",
+       "    parent_element.appendChild(this.root);\n",
+       "\n",
+       "    this._init_header(this);\n",
+       "    this._init_canvas(this);\n",
+       "    this._init_toolbar(this);\n",
+       "\n",
+       "    var fig = this;\n",
+       "\n",
+       "    this.waiting = false;\n",
+       "\n",
+       "    this.ws.onopen = function () {\n",
+       "        fig.send_message('supports_binary', { value: fig.supports_binary });\n",
+       "        fig.send_message('send_image_mode', {});\n",
+       "        if (fig.ratio !== 1) {\n",
+       "            fig.send_message('set_device_pixel_ratio', {\n",
+       "                device_pixel_ratio: fig.ratio,\n",
+       "            });\n",
+       "        }\n",
+       "        fig.send_message('refresh', {});\n",
+       "    };\n",
+       "\n",
+       "    this.imageObj.onload = function () {\n",
+       "        if (fig.image_mode === 'full') {\n",
+       "            // Full images could contain transparency (where diff images\n",
+       "            // almost always do), so we need to clear the canvas so that\n",
+       "            // there is no ghosting.\n",
+       "            fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
+       "        }\n",
+       "        fig.context.drawImage(fig.imageObj, 0, 0);\n",
+       "    };\n",
+       "\n",
+       "    this.imageObj.onunload = function () {\n",
+       "        fig.ws.close();\n",
+       "    };\n",
+       "\n",
+       "    this.ws.onmessage = this._make_on_message_function(this);\n",
+       "\n",
+       "    this.ondownload = ondownload;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_header = function () {\n",
+       "    var titlebar = document.createElement('div');\n",
+       "    titlebar.classList =\n",
+       "        'ui-dialog-titlebar ui-widget-header ui-corner-all ui-helper-clearfix';\n",
+       "    var titletext = document.createElement('div');\n",
+       "    titletext.classList = 'ui-dialog-title';\n",
+       "    titletext.setAttribute(\n",
+       "        'style',\n",
+       "        'width: 100%; text-align: center; padding: 3px;'\n",
+       "    );\n",
+       "    titlebar.appendChild(titletext);\n",
+       "    this.root.appendChild(titlebar);\n",
+       "    this.header = titletext;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function (_canvas_div) {};\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function (_canvas_div) {};\n",
+       "\n",
+       "mpl.figure.prototype._init_canvas = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var canvas_div = (this.canvas_div = document.createElement('div'));\n",
+       "    canvas_div.setAttribute(\n",
+       "        'style',\n",
+       "        'border: 1px solid #ddd;' +\n",
+       "            'box-sizing: content-box;' +\n",
+       "            'clear: both;' +\n",
+       "            'min-height: 1px;' +\n",
+       "            'min-width: 1px;' +\n",
+       "            'outline: 0;' +\n",
+       "            'overflow: hidden;' +\n",
+       "            'position: relative;' +\n",
+       "            'resize: both;'\n",
+       "    );\n",
+       "\n",
+       "    function on_keyboard_event_closure(name) {\n",
+       "        return function (event) {\n",
+       "            return fig.key_event(event, name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    canvas_div.addEventListener(\n",
+       "        'keydown',\n",
+       "        on_keyboard_event_closure('key_press')\n",
+       "    );\n",
+       "    canvas_div.addEventListener(\n",
+       "        'keyup',\n",
+       "        on_keyboard_event_closure('key_release')\n",
+       "    );\n",
+       "\n",
+       "    this._canvas_extra_style(canvas_div);\n",
+       "    this.root.appendChild(canvas_div);\n",
+       "\n",
+       "    var canvas = (this.canvas = document.createElement('canvas'));\n",
+       "    canvas.classList.add('mpl-canvas');\n",
+       "    canvas.setAttribute('style', 'box-sizing: content-box;');\n",
+       "\n",
+       "    this.context = canvas.getContext('2d');\n",
+       "\n",
+       "    var backingStore =\n",
+       "        this.context.backingStorePixelRatio ||\n",
+       "        this.context.webkitBackingStorePixelRatio ||\n",
+       "        this.context.mozBackingStorePixelRatio ||\n",
+       "        this.context.msBackingStorePixelRatio ||\n",
+       "        this.context.oBackingStorePixelRatio ||\n",
+       "        this.context.backingStorePixelRatio ||\n",
+       "        1;\n",
+       "\n",
+       "    this.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
+       "\n",
+       "    var rubberband_canvas = (this.rubberband_canvas = document.createElement(\n",
+       "        'canvas'\n",
+       "    ));\n",
+       "    rubberband_canvas.setAttribute(\n",
+       "        'style',\n",
+       "        'box-sizing: content-box; position: absolute; left: 0; top: 0; z-index: 1;'\n",
+       "    );\n",
+       "\n",
+       "    // Apply a ponyfill if ResizeObserver is not implemented by browser.\n",
+       "    if (this.ResizeObserver === undefined) {\n",
+       "        if (window.ResizeObserver !== undefined) {\n",
+       "            this.ResizeObserver = window.ResizeObserver;\n",
+       "        } else {\n",
+       "            var obs = _JSXTOOLS_RESIZE_OBSERVER({});\n",
+       "            this.ResizeObserver = obs.ResizeObserver;\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    this.resizeObserverInstance = new this.ResizeObserver(function (entries) {\n",
+       "        var nentries = entries.length;\n",
+       "        for (var i = 0; i < nentries; i++) {\n",
+       "            var entry = entries[i];\n",
+       "            var width, height;\n",
+       "            if (entry.contentBoxSize) {\n",
+       "                if (entry.contentBoxSize instanceof Array) {\n",
+       "                    // Chrome 84 implements new version of spec.\n",
+       "                    width = entry.contentBoxSize[0].inlineSize;\n",
+       "                    height = entry.contentBoxSize[0].blockSize;\n",
+       "                } else {\n",
+       "                    // Firefox implements old version of spec.\n",
+       "                    width = entry.contentBoxSize.inlineSize;\n",
+       "                    height = entry.contentBoxSize.blockSize;\n",
+       "                }\n",
+       "            } else {\n",
+       "                // Chrome <84 implements even older version of spec.\n",
+       "                width = entry.contentRect.width;\n",
+       "                height = entry.contentRect.height;\n",
+       "            }\n",
+       "\n",
+       "            // Keep the size of the canvas and rubber band canvas in sync with\n",
+       "            // the canvas container.\n",
+       "            if (entry.devicePixelContentBoxSize) {\n",
+       "                // Chrome 84 implements new version of spec.\n",
+       "                canvas.setAttribute(\n",
+       "                    'width',\n",
+       "                    entry.devicePixelContentBoxSize[0].inlineSize\n",
+       "                );\n",
+       "                canvas.setAttribute(\n",
+       "                    'height',\n",
+       "                    entry.devicePixelContentBoxSize[0].blockSize\n",
+       "                );\n",
+       "            } else {\n",
+       "                canvas.setAttribute('width', width * fig.ratio);\n",
+       "                canvas.setAttribute('height', height * fig.ratio);\n",
+       "            }\n",
+       "            canvas.setAttribute(\n",
+       "                'style',\n",
+       "                'width: ' + width + 'px; height: ' + height + 'px;'\n",
+       "            );\n",
+       "\n",
+       "            rubberband_canvas.setAttribute('width', width);\n",
+       "            rubberband_canvas.setAttribute('height', height);\n",
+       "\n",
+       "            // And update the size in Python. We ignore the initial 0/0 size\n",
+       "            // that occurs as the element is placed into the DOM, which should\n",
+       "            // otherwise not happen due to the minimum size styling.\n",
+       "            if (fig.ws.readyState == 1 && width != 0 && height != 0) {\n",
+       "                fig.request_resize(width, height);\n",
+       "            }\n",
+       "        }\n",
+       "    });\n",
+       "    this.resizeObserverInstance.observe(canvas_div);\n",
+       "\n",
+       "    function on_mouse_event_closure(name) {\n",
+       "        return function (event) {\n",
+       "            return fig.mouse_event(event, name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mousedown',\n",
+       "        on_mouse_event_closure('button_press')\n",
+       "    );\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mouseup',\n",
+       "        on_mouse_event_closure('button_release')\n",
+       "    );\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'dblclick',\n",
+       "        on_mouse_event_closure('dblclick')\n",
+       "    );\n",
+       "    // Throttle sequential mouse events to 1 every 20ms.\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mousemove',\n",
+       "        on_mouse_event_closure('motion_notify')\n",
+       "    );\n",
+       "\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mouseenter',\n",
+       "        on_mouse_event_closure('figure_enter')\n",
+       "    );\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mouseleave',\n",
+       "        on_mouse_event_closure('figure_leave')\n",
+       "    );\n",
+       "\n",
+       "    canvas_div.addEventListener('wheel', function (event) {\n",
+       "        if (event.deltaY < 0) {\n",
+       "            event.step = 1;\n",
+       "        } else {\n",
+       "            event.step = -1;\n",
+       "        }\n",
+       "        on_mouse_event_closure('scroll')(event);\n",
+       "    });\n",
+       "\n",
+       "    canvas_div.appendChild(canvas);\n",
+       "    canvas_div.appendChild(rubberband_canvas);\n",
+       "\n",
+       "    this.rubberband_context = rubberband_canvas.getContext('2d');\n",
+       "    this.rubberband_context.strokeStyle = '#000000';\n",
+       "\n",
+       "    this._resize_canvas = function (width, height, forward) {\n",
+       "        if (forward) {\n",
+       "            canvas_div.style.width = width + 'px';\n",
+       "            canvas_div.style.height = height + 'px';\n",
+       "        }\n",
+       "    };\n",
+       "\n",
+       "    // Disable right mouse context menu.\n",
+       "    this.rubberband_canvas.addEventListener('contextmenu', function (_e) {\n",
+       "        event.preventDefault();\n",
+       "        return false;\n",
+       "    });\n",
+       "\n",
+       "    function set_focus() {\n",
+       "        canvas.focus();\n",
+       "        canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    window.setTimeout(set_focus, 100);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var toolbar = document.createElement('div');\n",
+       "    toolbar.classList = 'mpl-toolbar';\n",
+       "    this.root.appendChild(toolbar);\n",
+       "\n",
+       "    function on_click_closure(name) {\n",
+       "        return function (_event) {\n",
+       "            return fig.toolbar_button_onclick(name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    function on_mouseover_closure(tooltip) {\n",
+       "        return function (event) {\n",
+       "            if (!event.currentTarget.disabled) {\n",
+       "                return fig.toolbar_button_onmouseover(tooltip);\n",
+       "            }\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    fig.buttons = {};\n",
+       "    var buttonGroup = document.createElement('div');\n",
+       "    buttonGroup.classList = 'mpl-button-group';\n",
+       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) {\n",
+       "            /* Instead of a spacer, we start a new button group. */\n",
+       "            if (buttonGroup.hasChildNodes()) {\n",
+       "                toolbar.appendChild(buttonGroup);\n",
+       "            }\n",
+       "            buttonGroup = document.createElement('div');\n",
+       "            buttonGroup.classList = 'mpl-button-group';\n",
+       "            continue;\n",
+       "        }\n",
+       "\n",
+       "        var button = (fig.buttons[name] = document.createElement('button'));\n",
+       "        button.classList = 'mpl-widget';\n",
+       "        button.setAttribute('role', 'button');\n",
+       "        button.setAttribute('aria-disabled', 'false');\n",
+       "        button.addEventListener('click', on_click_closure(method_name));\n",
+       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
+       "\n",
+       "        var icon_img = document.createElement('img');\n",
+       "        icon_img.src = '_images/' + image + '.png';\n",
+       "        icon_img.srcset = '_images/' + image + '_large.png 2x';\n",
+       "        icon_img.alt = tooltip;\n",
+       "        button.appendChild(icon_img);\n",
+       "\n",
+       "        buttonGroup.appendChild(button);\n",
+       "    }\n",
+       "\n",
+       "    if (buttonGroup.hasChildNodes()) {\n",
+       "        toolbar.appendChild(buttonGroup);\n",
+       "    }\n",
+       "\n",
+       "    var fmt_picker = document.createElement('select');\n",
+       "    fmt_picker.classList = 'mpl-widget';\n",
+       "    toolbar.appendChild(fmt_picker);\n",
+       "    this.format_dropdown = fmt_picker;\n",
+       "\n",
+       "    for (var ind in mpl.extensions) {\n",
+       "        var fmt = mpl.extensions[ind];\n",
+       "        var option = document.createElement('option');\n",
+       "        option.selected = fmt === mpl.default_extension;\n",
+       "        option.innerHTML = fmt;\n",
+       "        fmt_picker.appendChild(option);\n",
+       "    }\n",
+       "\n",
+       "    var status_bar = document.createElement('span');\n",
+       "    status_bar.classList = 'mpl-message';\n",
+       "    toolbar.appendChild(status_bar);\n",
+       "    this.message = status_bar;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.request_resize = function (x_pixels, y_pixels) {\n",
+       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
+       "    // which will in turn request a refresh of the image.\n",
+       "    this.send_message('resize', { width: x_pixels, height: y_pixels });\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.send_message = function (type, properties) {\n",
+       "    properties['type'] = type;\n",
+       "    properties['figure_id'] = this.id;\n",
+       "    this.ws.send(JSON.stringify(properties));\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.send_draw_message = function () {\n",
+       "    if (!this.waiting) {\n",
+       "        this.waiting = true;\n",
+       "        this.ws.send(JSON.stringify({ type: 'draw', figure_id: this.id }));\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
+       "    var format_dropdown = fig.format_dropdown;\n",
+       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
+       "    fig.ondownload(fig, format);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_resize = function (fig, msg) {\n",
+       "    var size = msg['size'];\n",
+       "    if (size[0] !== fig.canvas.width || size[1] !== fig.canvas.height) {\n",
+       "        fig._resize_canvas(size[0], size[1], msg['forward']);\n",
+       "        fig.send_message('refresh', {});\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_rubberband = function (fig, msg) {\n",
+       "    var x0 = msg['x0'] / fig.ratio;\n",
+       "    var y0 = (fig.canvas.height - msg['y0']) / fig.ratio;\n",
+       "    var x1 = msg['x1'] / fig.ratio;\n",
+       "    var y1 = (fig.canvas.height - msg['y1']) / fig.ratio;\n",
+       "    x0 = Math.floor(x0) + 0.5;\n",
+       "    y0 = Math.floor(y0) + 0.5;\n",
+       "    x1 = Math.floor(x1) + 0.5;\n",
+       "    y1 = Math.floor(y1) + 0.5;\n",
+       "    var min_x = Math.min(x0, x1);\n",
+       "    var min_y = Math.min(y0, y1);\n",
+       "    var width = Math.abs(x1 - x0);\n",
+       "    var height = Math.abs(y1 - y0);\n",
+       "\n",
+       "    fig.rubberband_context.clearRect(\n",
+       "        0,\n",
+       "        0,\n",
+       "        fig.canvas.width / fig.ratio,\n",
+       "        fig.canvas.height / fig.ratio\n",
+       "    );\n",
+       "\n",
+       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_figure_label = function (fig, msg) {\n",
+       "    // Updates the figure title.\n",
+       "    fig.header.textContent = msg['label'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_cursor = function (fig, msg) {\n",
+       "    fig.rubberband_canvas.style.cursor = msg['cursor'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_message = function (fig, msg) {\n",
+       "    fig.message.textContent = msg['message'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_draw = function (fig, _msg) {\n",
+       "    // Request the server to send over a new figure.\n",
+       "    fig.send_draw_message();\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_image_mode = function (fig, msg) {\n",
+       "    fig.image_mode = msg['mode'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_history_buttons = function (fig, msg) {\n",
+       "    for (var key in msg) {\n",
+       "        if (!(key in fig.buttons)) {\n",
+       "            continue;\n",
+       "        }\n",
+       "        fig.buttons[key].disabled = !msg[key];\n",
+       "        fig.buttons[key].setAttribute('aria-disabled', !msg[key]);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_navigate_mode = function (fig, msg) {\n",
+       "    if (msg['mode'] === 'PAN') {\n",
+       "        fig.buttons['Pan'].classList.add('active');\n",
+       "        fig.buttons['Zoom'].classList.remove('active');\n",
+       "    } else if (msg['mode'] === 'ZOOM') {\n",
+       "        fig.buttons['Pan'].classList.remove('active');\n",
+       "        fig.buttons['Zoom'].classList.add('active');\n",
+       "    } else {\n",
+       "        fig.buttons['Pan'].classList.remove('active');\n",
+       "        fig.buttons['Zoom'].classList.remove('active');\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function () {\n",
+       "    // Called whenever the canvas gets updated.\n",
+       "    this.send_message('ack', {});\n",
+       "};\n",
+       "\n",
+       "// A function to construct a web socket function for onmessage handling.\n",
+       "// Called in the figure constructor.\n",
+       "mpl.figure.prototype._make_on_message_function = function (fig) {\n",
+       "    return function socket_on_message(evt) {\n",
+       "        if (evt.data instanceof Blob) {\n",
+       "            var img = evt.data;\n",
+       "            if (img.type !== 'image/png') {\n",
+       "                /* FIXME: We get \"Resource interpreted as Image but\n",
+       "                 * transferred with MIME type text/plain:\" errors on\n",
+       "                 * Chrome.  But how to set the MIME type?  It doesn't seem\n",
+       "                 * to be part of the websocket stream */\n",
+       "                img.type = 'image/png';\n",
+       "            }\n",
+       "\n",
+       "            /* Free the memory for the previous frames */\n",
+       "            if (fig.imageObj.src) {\n",
+       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
+       "                    fig.imageObj.src\n",
+       "                );\n",
+       "            }\n",
+       "\n",
+       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
+       "                img\n",
+       "            );\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        } else if (\n",
+       "            typeof evt.data === 'string' &&\n",
+       "            evt.data.slice(0, 21) === 'data:image/png;base64'\n",
+       "        ) {\n",
+       "            fig.imageObj.src = evt.data;\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        var msg = JSON.parse(evt.data);\n",
+       "        var msg_type = msg['type'];\n",
+       "\n",
+       "        // Call the  \"handle_{type}\" callback, which takes\n",
+       "        // the figure and JSON message as its only arguments.\n",
+       "        try {\n",
+       "            var callback = fig['handle_' + msg_type];\n",
+       "        } catch (e) {\n",
+       "            console.log(\n",
+       "                \"No handler for the '\" + msg_type + \"' message type: \",\n",
+       "                msg\n",
+       "            );\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        if (callback) {\n",
+       "            try {\n",
+       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
+       "                callback(fig, msg);\n",
+       "            } catch (e) {\n",
+       "                console.log(\n",
+       "                    \"Exception inside the 'handler_\" + msg_type + \"' callback:\",\n",
+       "                    e,\n",
+       "                    e.stack,\n",
+       "                    msg\n",
+       "                );\n",
+       "            }\n",
+       "        }\n",
+       "    };\n",
+       "};\n",
+       "\n",
+       "// from https://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
+       "mpl.findpos = function (e) {\n",
+       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
+       "    var targ;\n",
+       "    if (!e) {\n",
+       "        e = window.event;\n",
+       "    }\n",
+       "    if (e.target) {\n",
+       "        targ = e.target;\n",
+       "    } else if (e.srcElement) {\n",
+       "        targ = e.srcElement;\n",
+       "    }\n",
+       "    if (targ.nodeType === 3) {\n",
+       "        // defeat Safari bug\n",
+       "        targ = targ.parentNode;\n",
+       "    }\n",
+       "\n",
+       "    // pageX,Y are the mouse positions relative to the document\n",
+       "    var boundingRect = targ.getBoundingClientRect();\n",
+       "    var x = e.pageX - (boundingRect.left + document.body.scrollLeft);\n",
+       "    var y = e.pageY - (boundingRect.top + document.body.scrollTop);\n",
+       "\n",
+       "    return { x: x, y: y };\n",
+       "};\n",
+       "\n",
+       "/*\n",
+       " * return a copy of an object with only non-object keys\n",
+       " * we need this to avoid circular references\n",
+       " * https://stackoverflow.com/a/24161582/3208463\n",
+       " */\n",
+       "function simpleKeys(original) {\n",
+       "    return Object.keys(original).reduce(function (obj, key) {\n",
+       "        if (typeof original[key] !== 'object') {\n",
+       "            obj[key] = original[key];\n",
+       "        }\n",
+       "        return obj;\n",
+       "    }, {});\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.mouse_event = function (event, name) {\n",
+       "    var canvas_pos = mpl.findpos(event);\n",
+       "\n",
+       "    if (name === 'button_press') {\n",
+       "        this.canvas.focus();\n",
+       "        this.canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    var x = canvas_pos.x * this.ratio;\n",
+       "    var y = canvas_pos.y * this.ratio;\n",
+       "\n",
+       "    this.send_message(name, {\n",
+       "        x: x,\n",
+       "        y: y,\n",
+       "        button: event.button,\n",
+       "        step: event.step,\n",
+       "        guiEvent: simpleKeys(event),\n",
+       "    });\n",
+       "\n",
+       "    /* This prevents the web browser from automatically changing to\n",
+       "     * the text insertion cursor when the button is pressed.  We want\n",
+       "     * to control all of the cursor setting manually through the\n",
+       "     * 'cursor' event from matplotlib */\n",
+       "    event.preventDefault();\n",
+       "    return false;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function (_event, _name) {\n",
+       "    // Handle any extra behaviour associated with a key event\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.key_event = function (event, name) {\n",
+       "    // Prevent repeat events\n",
+       "    if (name === 'key_press') {\n",
+       "        if (event.key === this._key) {\n",
+       "            return;\n",
+       "        } else {\n",
+       "            this._key = event.key;\n",
+       "        }\n",
+       "    }\n",
+       "    if (name === 'key_release') {\n",
+       "        this._key = null;\n",
+       "    }\n",
+       "\n",
+       "    var value = '';\n",
+       "    if (event.ctrlKey && event.key !== 'Control') {\n",
+       "        value += 'ctrl+';\n",
+       "    }\n",
+       "    else if (event.altKey && event.key !== 'Alt') {\n",
+       "        value += 'alt+';\n",
+       "    }\n",
+       "    else if (event.shiftKey && event.key !== 'Shift') {\n",
+       "        value += 'shift+';\n",
+       "    }\n",
+       "\n",
+       "    value += 'k' + event.key;\n",
+       "\n",
+       "    this._key_event_extra(event, name);\n",
+       "\n",
+       "    this.send_message(name, { key: value, guiEvent: simpleKeys(event) });\n",
+       "    return false;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onclick = function (name) {\n",
+       "    if (name === 'download') {\n",
+       "        this.handle_save(this, null);\n",
+       "    } else {\n",
+       "        this.send_message('toolbar_button', { name: name });\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onmouseover = function (tooltip) {\n",
+       "    this.message.textContent = tooltip;\n",
+       "};\n",
+       "\n",
+       "///////////////// REMAINING CONTENT GENERATED BY embed_js.py /////////////////\n",
+       "// prettier-ignore\n",
+       "var _JSXTOOLS_RESIZE_OBSERVER=function(A){var t,i=new WeakMap,n=new WeakMap,a=new WeakMap,r=new WeakMap,o=new Set;function s(e){if(!(this instanceof s))throw new TypeError(\"Constructor requires 'new' operator\");i.set(this,e)}function h(){throw new TypeError(\"Function is not a constructor\")}function c(e,t,i,n){e=0 in arguments?Number(arguments[0]):0,t=1 in arguments?Number(arguments[1]):0,i=2 in arguments?Number(arguments[2]):0,n=3 in arguments?Number(arguments[3]):0,this.right=(this.x=this.left=e)+(this.width=i),this.bottom=(this.y=this.top=t)+(this.height=n),Object.freeze(this)}function d(){t=requestAnimationFrame(d);var s=new WeakMap,p=new Set;o.forEach((function(t){r.get(t).forEach((function(i){var r=t instanceof window.SVGElement,o=a.get(t),d=r?0:parseFloat(o.paddingTop),f=r?0:parseFloat(o.paddingRight),l=r?0:parseFloat(o.paddingBottom),u=r?0:parseFloat(o.paddingLeft),g=r?0:parseFloat(o.borderTopWidth),m=r?0:parseFloat(o.borderRightWidth),w=r?0:parseFloat(o.borderBottomWidth),b=u+f,F=d+l,v=(r?0:parseFloat(o.borderLeftWidth))+m,W=g+w,y=r?0:t.offsetHeight-W-t.clientHeight,E=r?0:t.offsetWidth-v-t.clientWidth,R=b+v,z=F+W,M=r?t.width:parseFloat(o.width)-R-E,O=r?t.height:parseFloat(o.height)-z-y;if(n.has(t)){var k=n.get(t);if(k[0]===M&&k[1]===O)return}n.set(t,[M,O]);var S=Object.create(h.prototype);S.target=t,S.contentRect=new c(u,d,M,O),s.has(i)||(s.set(i,[]),p.add(i)),s.get(i).push(S)}))})),p.forEach((function(e){i.get(e).call(e,s.get(e),e)}))}return s.prototype.observe=function(i){if(i instanceof window.Element){r.has(i)||(r.set(i,new Set),o.add(i),a.set(i,window.getComputedStyle(i)));var n=r.get(i);n.has(this)||n.add(this),cancelAnimationFrame(t),t=requestAnimationFrame(d)}},s.prototype.unobserve=function(i){if(i instanceof window.Element&&r.has(i)){var n=r.get(i);n.has(this)&&(n.delete(this),n.size||(r.delete(i),o.delete(i))),n.size||r.delete(i),o.size||cancelAnimationFrame(t)}},A.DOMRectReadOnly=c,A.ResizeObserver=s,A.ResizeObserverEntry=h,A}; // eslint-disable-line\n",
+       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Left button pans, Right button zooms\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\\nx/y fixes axis\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
+       "\n",
+       "mpl.extensions = [\"eps\", \"jpeg\", \"pgf\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
+       "\n",
+       "mpl.default_extension = \"png\";/* global mpl */\n",
+       "\n",
+       "var comm_websocket_adapter = function (comm) {\n",
+       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
+       "    // object with the appropriate methods. Currently this is a non binary\n",
+       "    // socket, so there is still some room for performance tuning.\n",
+       "    var ws = {};\n",
+       "\n",
+       "    ws.binaryType = comm.kernel.ws.binaryType;\n",
+       "    ws.readyState = comm.kernel.ws.readyState;\n",
+       "    function updateReadyState(_event) {\n",
+       "        if (comm.kernel.ws) {\n",
+       "            ws.readyState = comm.kernel.ws.readyState;\n",
+       "        } else {\n",
+       "            ws.readyState = 3; // Closed state.\n",
+       "        }\n",
+       "    }\n",
+       "    comm.kernel.ws.addEventListener('open', updateReadyState);\n",
+       "    comm.kernel.ws.addEventListener('close', updateReadyState);\n",
+       "    comm.kernel.ws.addEventListener('error', updateReadyState);\n",
+       "\n",
+       "    ws.close = function () {\n",
+       "        comm.close();\n",
+       "    };\n",
+       "    ws.send = function (m) {\n",
+       "        //console.log('sending', m);\n",
+       "        comm.send(m);\n",
+       "    };\n",
+       "    // Register the callback with on_msg.\n",
+       "    comm.on_msg(function (msg) {\n",
+       "        //console.log('receiving', msg['content']['data'], msg);\n",
+       "        var data = msg['content']['data'];\n",
+       "        if (data['blob'] !== undefined) {\n",
+       "            data = {\n",
+       "                data: new Blob(msg['buffers'], { type: data['blob'] }),\n",
+       "            };\n",
+       "        }\n",
+       "        // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
+       "        ws.onmessage(data);\n",
+       "    });\n",
+       "    return ws;\n",
+       "};\n",
+       "\n",
+       "mpl.mpl_figure_comm = function (comm, msg) {\n",
+       "    // This is the function which gets called when the mpl process\n",
+       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
+       "\n",
+       "    var id = msg.content.data.id;\n",
+       "    // Get hold of the div created by the display call when the Comm\n",
+       "    // socket was opened in Python.\n",
+       "    var element = document.getElementById(id);\n",
+       "    var ws_proxy = comm_websocket_adapter(comm);\n",
+       "\n",
+       "    function ondownload(figure, _format) {\n",
+       "        window.open(figure.canvas.toDataURL());\n",
+       "    }\n",
+       "\n",
+       "    var fig = new mpl.figure(id, ws_proxy, ondownload, element);\n",
+       "\n",
+       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
+       "    // web socket which is closed, not our websocket->open comm proxy.\n",
+       "    ws_proxy.onopen();\n",
+       "\n",
+       "    fig.parent_element = element;\n",
+       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
+       "    if (!fig.cell_info) {\n",
+       "        console.error('Failed to find cell for figure', id, fig);\n",
+       "        return;\n",
+       "    }\n",
+       "    fig.cell_info[0].output_area.element.on(\n",
+       "        'cleared',\n",
+       "        { fig: fig },\n",
+       "        fig._remove_fig_handler\n",
+       "    );\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_close = function (fig, msg) {\n",
+       "    var width = fig.canvas.width / fig.ratio;\n",
+       "    fig.cell_info[0].output_area.element.off(\n",
+       "        'cleared',\n",
+       "        fig._remove_fig_handler\n",
+       "    );\n",
+       "    fig.resizeObserverInstance.unobserve(fig.canvas_div);\n",
+       "\n",
+       "    // Update the output cell to use the data from the current canvas.\n",
+       "    fig.push_to_output();\n",
+       "    var dataURL = fig.canvas.toDataURL();\n",
+       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
+       "    // the notebook keyboard shortcuts fail.\n",
+       "    IPython.keyboard_manager.enable();\n",
+       "    fig.parent_element.innerHTML =\n",
+       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
+       "    fig.close_ws(fig, msg);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.close_ws = function (fig, msg) {\n",
+       "    fig.send_message('closing', msg);\n",
+       "    // fig.ws.close()\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.push_to_output = function (_remove_interactive) {\n",
+       "    // Turn the data on the canvas into data in the output cell.\n",
+       "    var width = this.canvas.width / this.ratio;\n",
+       "    var dataURL = this.canvas.toDataURL();\n",
+       "    this.cell_info[1]['text/html'] =\n",
+       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function () {\n",
+       "    // Tell IPython that the notebook contents must change.\n",
+       "    IPython.notebook.set_dirty(true);\n",
+       "    this.send_message('ack', {});\n",
+       "    var fig = this;\n",
+       "    // Wait a second, then push the new image to the DOM so\n",
+       "    // that it is saved nicely (might be nice to debounce this).\n",
+       "    setTimeout(function () {\n",
+       "        fig.push_to_output();\n",
+       "    }, 1000);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var toolbar = document.createElement('div');\n",
+       "    toolbar.classList = 'btn-toolbar';\n",
+       "    this.root.appendChild(toolbar);\n",
+       "\n",
+       "    function on_click_closure(name) {\n",
+       "        return function (_event) {\n",
+       "            return fig.toolbar_button_onclick(name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    function on_mouseover_closure(tooltip) {\n",
+       "        return function (event) {\n",
+       "            if (!event.currentTarget.disabled) {\n",
+       "                return fig.toolbar_button_onmouseover(tooltip);\n",
+       "            }\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    fig.buttons = {};\n",
+       "    var buttonGroup = document.createElement('div');\n",
+       "    buttonGroup.classList = 'btn-group';\n",
+       "    var button;\n",
+       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) {\n",
+       "            /* Instead of a spacer, we start a new button group. */\n",
+       "            if (buttonGroup.hasChildNodes()) {\n",
+       "                toolbar.appendChild(buttonGroup);\n",
+       "            }\n",
+       "            buttonGroup = document.createElement('div');\n",
+       "            buttonGroup.classList = 'btn-group';\n",
+       "            continue;\n",
+       "        }\n",
+       "\n",
+       "        button = fig.buttons[name] = document.createElement('button');\n",
+       "        button.classList = 'btn btn-default';\n",
+       "        button.href = '#';\n",
+       "        button.title = name;\n",
+       "        button.innerHTML = '<i class=\"fa ' + image + ' fa-lg\"></i>';\n",
+       "        button.addEventListener('click', on_click_closure(method_name));\n",
+       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
+       "        buttonGroup.appendChild(button);\n",
+       "    }\n",
+       "\n",
+       "    if (buttonGroup.hasChildNodes()) {\n",
+       "        toolbar.appendChild(buttonGroup);\n",
+       "    }\n",
+       "\n",
+       "    // Add the status bar.\n",
+       "    var status_bar = document.createElement('span');\n",
+       "    status_bar.classList = 'mpl-message pull-right';\n",
+       "    toolbar.appendChild(status_bar);\n",
+       "    this.message = status_bar;\n",
+       "\n",
+       "    // Add the close button to the window.\n",
+       "    var buttongrp = document.createElement('div');\n",
+       "    buttongrp.classList = 'btn-group inline pull-right';\n",
+       "    button = document.createElement('button');\n",
+       "    button.classList = 'btn btn-mini btn-primary';\n",
+       "    button.href = '#';\n",
+       "    button.title = 'Stop Interaction';\n",
+       "    button.innerHTML = '<i class=\"fa fa-power-off icon-remove icon-large\"></i>';\n",
+       "    button.addEventListener('click', function (_evt) {\n",
+       "        fig.handle_close(fig, {});\n",
+       "    });\n",
+       "    button.addEventListener(\n",
+       "        'mouseover',\n",
+       "        on_mouseover_closure('Stop Interaction')\n",
+       "    );\n",
+       "    buttongrp.appendChild(button);\n",
+       "    var titlebar = this.root.querySelector('.ui-dialog-titlebar');\n",
+       "    titlebar.insertBefore(buttongrp, titlebar.firstChild);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._remove_fig_handler = function (event) {\n",
+       "    var fig = event.data.fig;\n",
+       "    if (event.target !== this) {\n",
+       "        // Ignore bubbled events from children.\n",
+       "        return;\n",
+       "    }\n",
+       "    fig.close_ws(fig, {});\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function (el) {\n",
+       "    el.style.boxSizing = 'content-box'; // override notebook setting of border-box.\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function (el) {\n",
+       "    // this is important to make the div 'focusable\n",
+       "    el.setAttribute('tabindex', 0);\n",
+       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
+       "    // off when our div gets focus\n",
+       "\n",
+       "    // location in version 3\n",
+       "    if (IPython.notebook.keyboard_manager) {\n",
+       "        IPython.notebook.keyboard_manager.register_events(el);\n",
+       "    } else {\n",
+       "        // location in version 2\n",
+       "        IPython.keyboard_manager.register_events(el);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function (event, _name) {\n",
+       "    // Check for shift+enter\n",
+       "    if (event.shiftKey && event.which === 13) {\n",
+       "        this.canvas_div.blur();\n",
+       "        // select the cell after this one\n",
+       "        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
+       "        IPython.notebook.select(index + 1);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
+       "    fig.ondownload(fig, null);\n",
+       "};\n",
+       "\n",
+       "mpl.find_output_cell = function (html_output) {\n",
+       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
+       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
+       "    // IPython event is triggered only after the cells have been serialised, which for\n",
+       "    // our purposes (turning an active figure into a static one), is too late.\n",
+       "    var cells = IPython.notebook.get_cells();\n",
+       "    var ncells = cells.length;\n",
+       "    for (var i = 0; i < ncells; i++) {\n",
+       "        var cell = cells[i];\n",
+       "        if (cell.cell_type === 'code') {\n",
+       "            for (var j = 0; j < cell.output_area.outputs.length; j++) {\n",
+       "                var data = cell.output_area.outputs[j];\n",
+       "                if (data.data) {\n",
+       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
+       "                    data = data.data;\n",
+       "                }\n",
+       "                if (data['text/html'] === html_output) {\n",
+       "                    return [cell, data, j];\n",
+       "                }\n",
+       "            }\n",
+       "        }\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "// Register the function which deals with the matplotlib target/channel.\n",
+       "// The kernel may be null if the page has been refreshed.\n",
+       "if (IPython.notebook.kernel !== null) {\n",
+       "    IPython.notebook.kernel.comm_manager.register_target(\n",
+       "        'matplotlib',\n",
+       "        mpl.mpl_figure_comm\n",
+       "    );\n",
+       "}\n"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Javascript object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<img 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\" width=\"640\">"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "(-41.0, 41.0)"
+      ]
+     },
+     "execution_count": 91,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "plt.figure()\n",
+    "plt.scatter(x,y,c=gain)\n",
+    "plt.xlim(-41,41)\n",
+    "plt.ylim(-41,41)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 92,
+   "id": "2a4f858d",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "application/javascript": [
+       "/* Put everything inside the global mpl namespace */\n",
+       "/* global mpl */\n",
+       "window.mpl = {};\n",
+       "\n",
+       "mpl.get_websocket_type = function () {\n",
+       "    if (typeof WebSocket !== 'undefined') {\n",
+       "        return WebSocket;\n",
+       "    } else if (typeof MozWebSocket !== 'undefined') {\n",
+       "        return MozWebSocket;\n",
+       "    } else {\n",
+       "        alert(\n",
+       "            'Your browser does not have WebSocket support. ' +\n",
+       "                'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
+       "                'Firefox 4 and 5 are also supported but you ' +\n",
+       "                'have to enable WebSockets in about:config.'\n",
+       "        );\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure = function (figure_id, websocket, ondownload, parent_element) {\n",
+       "    this.id = figure_id;\n",
+       "\n",
+       "    this.ws = websocket;\n",
+       "\n",
+       "    this.supports_binary = this.ws.binaryType !== undefined;\n",
+       "\n",
+       "    if (!this.supports_binary) {\n",
+       "        var warnings = document.getElementById('mpl-warnings');\n",
+       "        if (warnings) {\n",
+       "            warnings.style.display = 'block';\n",
+       "            warnings.textContent =\n",
+       "                'This browser does not support binary websocket messages. ' +\n",
+       "                'Performance may be slow.';\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    this.imageObj = new Image();\n",
+       "\n",
+       "    this.context = undefined;\n",
+       "    this.message = undefined;\n",
+       "    this.canvas = undefined;\n",
+       "    this.rubberband_canvas = undefined;\n",
+       "    this.rubberband_context = undefined;\n",
+       "    this.format_dropdown = undefined;\n",
+       "\n",
+       "    this.image_mode = 'full';\n",
+       "\n",
+       "    this.root = document.createElement('div');\n",
+       "    this.root.setAttribute('style', 'display: inline-block');\n",
+       "    this._root_extra_style(this.root);\n",
+       "\n",
+       "    parent_element.appendChild(this.root);\n",
+       "\n",
+       "    this._init_header(this);\n",
+       "    this._init_canvas(this);\n",
+       "    this._init_toolbar(this);\n",
+       "\n",
+       "    var fig = this;\n",
+       "\n",
+       "    this.waiting = false;\n",
+       "\n",
+       "    this.ws.onopen = function () {\n",
+       "        fig.send_message('supports_binary', { value: fig.supports_binary });\n",
+       "        fig.send_message('send_image_mode', {});\n",
+       "        if (fig.ratio !== 1) {\n",
+       "            fig.send_message('set_device_pixel_ratio', {\n",
+       "                device_pixel_ratio: fig.ratio,\n",
+       "            });\n",
+       "        }\n",
+       "        fig.send_message('refresh', {});\n",
+       "    };\n",
+       "\n",
+       "    this.imageObj.onload = function () {\n",
+       "        if (fig.image_mode === 'full') {\n",
+       "            // Full images could contain transparency (where diff images\n",
+       "            // almost always do), so we need to clear the canvas so that\n",
+       "            // there is no ghosting.\n",
+       "            fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
+       "        }\n",
+       "        fig.context.drawImage(fig.imageObj, 0, 0);\n",
+       "    };\n",
+       "\n",
+       "    this.imageObj.onunload = function () {\n",
+       "        fig.ws.close();\n",
+       "    };\n",
+       "\n",
+       "    this.ws.onmessage = this._make_on_message_function(this);\n",
+       "\n",
+       "    this.ondownload = ondownload;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_header = function () {\n",
+       "    var titlebar = document.createElement('div');\n",
+       "    titlebar.classList =\n",
+       "        'ui-dialog-titlebar ui-widget-header ui-corner-all ui-helper-clearfix';\n",
+       "    var titletext = document.createElement('div');\n",
+       "    titletext.classList = 'ui-dialog-title';\n",
+       "    titletext.setAttribute(\n",
+       "        'style',\n",
+       "        'width: 100%; text-align: center; padding: 3px;'\n",
+       "    );\n",
+       "    titlebar.appendChild(titletext);\n",
+       "    this.root.appendChild(titlebar);\n",
+       "    this.header = titletext;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function (_canvas_div) {};\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function (_canvas_div) {};\n",
+       "\n",
+       "mpl.figure.prototype._init_canvas = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var canvas_div = (this.canvas_div = document.createElement('div'));\n",
+       "    canvas_div.setAttribute(\n",
+       "        'style',\n",
+       "        'border: 1px solid #ddd;' +\n",
+       "            'box-sizing: content-box;' +\n",
+       "            'clear: both;' +\n",
+       "            'min-height: 1px;' +\n",
+       "            'min-width: 1px;' +\n",
+       "            'outline: 0;' +\n",
+       "            'overflow: hidden;' +\n",
+       "            'position: relative;' +\n",
+       "            'resize: both;'\n",
+       "    );\n",
+       "\n",
+       "    function on_keyboard_event_closure(name) {\n",
+       "        return function (event) {\n",
+       "            return fig.key_event(event, name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    canvas_div.addEventListener(\n",
+       "        'keydown',\n",
+       "        on_keyboard_event_closure('key_press')\n",
+       "    );\n",
+       "    canvas_div.addEventListener(\n",
+       "        'keyup',\n",
+       "        on_keyboard_event_closure('key_release')\n",
+       "    );\n",
+       "\n",
+       "    this._canvas_extra_style(canvas_div);\n",
+       "    this.root.appendChild(canvas_div);\n",
+       "\n",
+       "    var canvas = (this.canvas = document.createElement('canvas'));\n",
+       "    canvas.classList.add('mpl-canvas');\n",
+       "    canvas.setAttribute('style', 'box-sizing: content-box;');\n",
+       "\n",
+       "    this.context = canvas.getContext('2d');\n",
+       "\n",
+       "    var backingStore =\n",
+       "        this.context.backingStorePixelRatio ||\n",
+       "        this.context.webkitBackingStorePixelRatio ||\n",
+       "        this.context.mozBackingStorePixelRatio ||\n",
+       "        this.context.msBackingStorePixelRatio ||\n",
+       "        this.context.oBackingStorePixelRatio ||\n",
+       "        this.context.backingStorePixelRatio ||\n",
+       "        1;\n",
+       "\n",
+       "    this.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
+       "\n",
+       "    var rubberband_canvas = (this.rubberband_canvas = document.createElement(\n",
+       "        'canvas'\n",
+       "    ));\n",
+       "    rubberband_canvas.setAttribute(\n",
+       "        'style',\n",
+       "        'box-sizing: content-box; position: absolute; left: 0; top: 0; z-index: 1;'\n",
+       "    );\n",
+       "\n",
+       "    // Apply a ponyfill if ResizeObserver is not implemented by browser.\n",
+       "    if (this.ResizeObserver === undefined) {\n",
+       "        if (window.ResizeObserver !== undefined) {\n",
+       "            this.ResizeObserver = window.ResizeObserver;\n",
+       "        } else {\n",
+       "            var obs = _JSXTOOLS_RESIZE_OBSERVER({});\n",
+       "            this.ResizeObserver = obs.ResizeObserver;\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    this.resizeObserverInstance = new this.ResizeObserver(function (entries) {\n",
+       "        var nentries = entries.length;\n",
+       "        for (var i = 0; i < nentries; i++) {\n",
+       "            var entry = entries[i];\n",
+       "            var width, height;\n",
+       "            if (entry.contentBoxSize) {\n",
+       "                if (entry.contentBoxSize instanceof Array) {\n",
+       "                    // Chrome 84 implements new version of spec.\n",
+       "                    width = entry.contentBoxSize[0].inlineSize;\n",
+       "                    height = entry.contentBoxSize[0].blockSize;\n",
+       "                } else {\n",
+       "                    // Firefox implements old version of spec.\n",
+       "                    width = entry.contentBoxSize.inlineSize;\n",
+       "                    height = entry.contentBoxSize.blockSize;\n",
+       "                }\n",
+       "            } else {\n",
+       "                // Chrome <84 implements even older version of spec.\n",
+       "                width = entry.contentRect.width;\n",
+       "                height = entry.contentRect.height;\n",
+       "            }\n",
+       "\n",
+       "            // Keep the size of the canvas and rubber band canvas in sync with\n",
+       "            // the canvas container.\n",
+       "            if (entry.devicePixelContentBoxSize) {\n",
+       "                // Chrome 84 implements new version of spec.\n",
+       "                canvas.setAttribute(\n",
+       "                    'width',\n",
+       "                    entry.devicePixelContentBoxSize[0].inlineSize\n",
+       "                );\n",
+       "                canvas.setAttribute(\n",
+       "                    'height',\n",
+       "                    entry.devicePixelContentBoxSize[0].blockSize\n",
+       "                );\n",
+       "            } else {\n",
+       "                canvas.setAttribute('width', width * fig.ratio);\n",
+       "                canvas.setAttribute('height', height * fig.ratio);\n",
+       "            }\n",
+       "            canvas.setAttribute(\n",
+       "                'style',\n",
+       "                'width: ' + width + 'px; height: ' + height + 'px;'\n",
+       "            );\n",
+       "\n",
+       "            rubberband_canvas.setAttribute('width', width);\n",
+       "            rubberband_canvas.setAttribute('height', height);\n",
+       "\n",
+       "            // And update the size in Python. We ignore the initial 0/0 size\n",
+       "            // that occurs as the element is placed into the DOM, which should\n",
+       "            // otherwise not happen due to the minimum size styling.\n",
+       "            if (fig.ws.readyState == 1 && width != 0 && height != 0) {\n",
+       "                fig.request_resize(width, height);\n",
+       "            }\n",
+       "        }\n",
+       "    });\n",
+       "    this.resizeObserverInstance.observe(canvas_div);\n",
+       "\n",
+       "    function on_mouse_event_closure(name) {\n",
+       "        return function (event) {\n",
+       "            return fig.mouse_event(event, name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mousedown',\n",
+       "        on_mouse_event_closure('button_press')\n",
+       "    );\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mouseup',\n",
+       "        on_mouse_event_closure('button_release')\n",
+       "    );\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'dblclick',\n",
+       "        on_mouse_event_closure('dblclick')\n",
+       "    );\n",
+       "    // Throttle sequential mouse events to 1 every 20ms.\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mousemove',\n",
+       "        on_mouse_event_closure('motion_notify')\n",
+       "    );\n",
+       "\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mouseenter',\n",
+       "        on_mouse_event_closure('figure_enter')\n",
+       "    );\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mouseleave',\n",
+       "        on_mouse_event_closure('figure_leave')\n",
+       "    );\n",
+       "\n",
+       "    canvas_div.addEventListener('wheel', function (event) {\n",
+       "        if (event.deltaY < 0) {\n",
+       "            event.step = 1;\n",
+       "        } else {\n",
+       "            event.step = -1;\n",
+       "        }\n",
+       "        on_mouse_event_closure('scroll')(event);\n",
+       "    });\n",
+       "\n",
+       "    canvas_div.appendChild(canvas);\n",
+       "    canvas_div.appendChild(rubberband_canvas);\n",
+       "\n",
+       "    this.rubberband_context = rubberband_canvas.getContext('2d');\n",
+       "    this.rubberband_context.strokeStyle = '#000000';\n",
+       "\n",
+       "    this._resize_canvas = function (width, height, forward) {\n",
+       "        if (forward) {\n",
+       "            canvas_div.style.width = width + 'px';\n",
+       "            canvas_div.style.height = height + 'px';\n",
+       "        }\n",
+       "    };\n",
+       "\n",
+       "    // Disable right mouse context menu.\n",
+       "    this.rubberband_canvas.addEventListener('contextmenu', function (_e) {\n",
+       "        event.preventDefault();\n",
+       "        return false;\n",
+       "    });\n",
+       "\n",
+       "    function set_focus() {\n",
+       "        canvas.focus();\n",
+       "        canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    window.setTimeout(set_focus, 100);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var toolbar = document.createElement('div');\n",
+       "    toolbar.classList = 'mpl-toolbar';\n",
+       "    this.root.appendChild(toolbar);\n",
+       "\n",
+       "    function on_click_closure(name) {\n",
+       "        return function (_event) {\n",
+       "            return fig.toolbar_button_onclick(name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    function on_mouseover_closure(tooltip) {\n",
+       "        return function (event) {\n",
+       "            if (!event.currentTarget.disabled) {\n",
+       "                return fig.toolbar_button_onmouseover(tooltip);\n",
+       "            }\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    fig.buttons = {};\n",
+       "    var buttonGroup = document.createElement('div');\n",
+       "    buttonGroup.classList = 'mpl-button-group';\n",
+       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) {\n",
+       "            /* Instead of a spacer, we start a new button group. */\n",
+       "            if (buttonGroup.hasChildNodes()) {\n",
+       "                toolbar.appendChild(buttonGroup);\n",
+       "            }\n",
+       "            buttonGroup = document.createElement('div');\n",
+       "            buttonGroup.classList = 'mpl-button-group';\n",
+       "            continue;\n",
+       "        }\n",
+       "\n",
+       "        var button = (fig.buttons[name] = document.createElement('button'));\n",
+       "        button.classList = 'mpl-widget';\n",
+       "        button.setAttribute('role', 'button');\n",
+       "        button.setAttribute('aria-disabled', 'false');\n",
+       "        button.addEventListener('click', on_click_closure(method_name));\n",
+       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
+       "\n",
+       "        var icon_img = document.createElement('img');\n",
+       "        icon_img.src = '_images/' + image + '.png';\n",
+       "        icon_img.srcset = '_images/' + image + '_large.png 2x';\n",
+       "        icon_img.alt = tooltip;\n",
+       "        button.appendChild(icon_img);\n",
+       "\n",
+       "        buttonGroup.appendChild(button);\n",
+       "    }\n",
+       "\n",
+       "    if (buttonGroup.hasChildNodes()) {\n",
+       "        toolbar.appendChild(buttonGroup);\n",
+       "    }\n",
+       "\n",
+       "    var fmt_picker = document.createElement('select');\n",
+       "    fmt_picker.classList = 'mpl-widget';\n",
+       "    toolbar.appendChild(fmt_picker);\n",
+       "    this.format_dropdown = fmt_picker;\n",
+       "\n",
+       "    for (var ind in mpl.extensions) {\n",
+       "        var fmt = mpl.extensions[ind];\n",
+       "        var option = document.createElement('option');\n",
+       "        option.selected = fmt === mpl.default_extension;\n",
+       "        option.innerHTML = fmt;\n",
+       "        fmt_picker.appendChild(option);\n",
+       "    }\n",
+       "\n",
+       "    var status_bar = document.createElement('span');\n",
+       "    status_bar.classList = 'mpl-message';\n",
+       "    toolbar.appendChild(status_bar);\n",
+       "    this.message = status_bar;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.request_resize = function (x_pixels, y_pixels) {\n",
+       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
+       "    // which will in turn request a refresh of the image.\n",
+       "    this.send_message('resize', { width: x_pixels, height: y_pixels });\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.send_message = function (type, properties) {\n",
+       "    properties['type'] = type;\n",
+       "    properties['figure_id'] = this.id;\n",
+       "    this.ws.send(JSON.stringify(properties));\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.send_draw_message = function () {\n",
+       "    if (!this.waiting) {\n",
+       "        this.waiting = true;\n",
+       "        this.ws.send(JSON.stringify({ type: 'draw', figure_id: this.id }));\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
+       "    var format_dropdown = fig.format_dropdown;\n",
+       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
+       "    fig.ondownload(fig, format);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_resize = function (fig, msg) {\n",
+       "    var size = msg['size'];\n",
+       "    if (size[0] !== fig.canvas.width || size[1] !== fig.canvas.height) {\n",
+       "        fig._resize_canvas(size[0], size[1], msg['forward']);\n",
+       "        fig.send_message('refresh', {});\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_rubberband = function (fig, msg) {\n",
+       "    var x0 = msg['x0'] / fig.ratio;\n",
+       "    var y0 = (fig.canvas.height - msg['y0']) / fig.ratio;\n",
+       "    var x1 = msg['x1'] / fig.ratio;\n",
+       "    var y1 = (fig.canvas.height - msg['y1']) / fig.ratio;\n",
+       "    x0 = Math.floor(x0) + 0.5;\n",
+       "    y0 = Math.floor(y0) + 0.5;\n",
+       "    x1 = Math.floor(x1) + 0.5;\n",
+       "    y1 = Math.floor(y1) + 0.5;\n",
+       "    var min_x = Math.min(x0, x1);\n",
+       "    var min_y = Math.min(y0, y1);\n",
+       "    var width = Math.abs(x1 - x0);\n",
+       "    var height = Math.abs(y1 - y0);\n",
+       "\n",
+       "    fig.rubberband_context.clearRect(\n",
+       "        0,\n",
+       "        0,\n",
+       "        fig.canvas.width / fig.ratio,\n",
+       "        fig.canvas.height / fig.ratio\n",
+       "    );\n",
+       "\n",
+       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_figure_label = function (fig, msg) {\n",
+       "    // Updates the figure title.\n",
+       "    fig.header.textContent = msg['label'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_cursor = function (fig, msg) {\n",
+       "    fig.rubberband_canvas.style.cursor = msg['cursor'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_message = function (fig, msg) {\n",
+       "    fig.message.textContent = msg['message'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_draw = function (fig, _msg) {\n",
+       "    // Request the server to send over a new figure.\n",
+       "    fig.send_draw_message();\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_image_mode = function (fig, msg) {\n",
+       "    fig.image_mode = msg['mode'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_history_buttons = function (fig, msg) {\n",
+       "    for (var key in msg) {\n",
+       "        if (!(key in fig.buttons)) {\n",
+       "            continue;\n",
+       "        }\n",
+       "        fig.buttons[key].disabled = !msg[key];\n",
+       "        fig.buttons[key].setAttribute('aria-disabled', !msg[key]);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_navigate_mode = function (fig, msg) {\n",
+       "    if (msg['mode'] === 'PAN') {\n",
+       "        fig.buttons['Pan'].classList.add('active');\n",
+       "        fig.buttons['Zoom'].classList.remove('active');\n",
+       "    } else if (msg['mode'] === 'ZOOM') {\n",
+       "        fig.buttons['Pan'].classList.remove('active');\n",
+       "        fig.buttons['Zoom'].classList.add('active');\n",
+       "    } else {\n",
+       "        fig.buttons['Pan'].classList.remove('active');\n",
+       "        fig.buttons['Zoom'].classList.remove('active');\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function () {\n",
+       "    // Called whenever the canvas gets updated.\n",
+       "    this.send_message('ack', {});\n",
+       "};\n",
+       "\n",
+       "// A function to construct a web socket function for onmessage handling.\n",
+       "// Called in the figure constructor.\n",
+       "mpl.figure.prototype._make_on_message_function = function (fig) {\n",
+       "    return function socket_on_message(evt) {\n",
+       "        if (evt.data instanceof Blob) {\n",
+       "            var img = evt.data;\n",
+       "            if (img.type !== 'image/png') {\n",
+       "                /* FIXME: We get \"Resource interpreted as Image but\n",
+       "                 * transferred with MIME type text/plain:\" errors on\n",
+       "                 * Chrome.  But how to set the MIME type?  It doesn't seem\n",
+       "                 * to be part of the websocket stream */\n",
+       "                img.type = 'image/png';\n",
+       "            }\n",
+       "\n",
+       "            /* Free the memory for the previous frames */\n",
+       "            if (fig.imageObj.src) {\n",
+       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
+       "                    fig.imageObj.src\n",
+       "                );\n",
+       "            }\n",
+       "\n",
+       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
+       "                img\n",
+       "            );\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        } else if (\n",
+       "            typeof evt.data === 'string' &&\n",
+       "            evt.data.slice(0, 21) === 'data:image/png;base64'\n",
+       "        ) {\n",
+       "            fig.imageObj.src = evt.data;\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        var msg = JSON.parse(evt.data);\n",
+       "        var msg_type = msg['type'];\n",
+       "\n",
+       "        // Call the  \"handle_{type}\" callback, which takes\n",
+       "        // the figure and JSON message as its only arguments.\n",
+       "        try {\n",
+       "            var callback = fig['handle_' + msg_type];\n",
+       "        } catch (e) {\n",
+       "            console.log(\n",
+       "                \"No handler for the '\" + msg_type + \"' message type: \",\n",
+       "                msg\n",
+       "            );\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        if (callback) {\n",
+       "            try {\n",
+       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
+       "                callback(fig, msg);\n",
+       "            } catch (e) {\n",
+       "                console.log(\n",
+       "                    \"Exception inside the 'handler_\" + msg_type + \"' callback:\",\n",
+       "                    e,\n",
+       "                    e.stack,\n",
+       "                    msg\n",
+       "                );\n",
+       "            }\n",
+       "        }\n",
+       "    };\n",
+       "};\n",
+       "\n",
+       "// from https://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
+       "mpl.findpos = function (e) {\n",
+       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
+       "    var targ;\n",
+       "    if (!e) {\n",
+       "        e = window.event;\n",
+       "    }\n",
+       "    if (e.target) {\n",
+       "        targ = e.target;\n",
+       "    } else if (e.srcElement) {\n",
+       "        targ = e.srcElement;\n",
+       "    }\n",
+       "    if (targ.nodeType === 3) {\n",
+       "        // defeat Safari bug\n",
+       "        targ = targ.parentNode;\n",
+       "    }\n",
+       "\n",
+       "    // pageX,Y are the mouse positions relative to the document\n",
+       "    var boundingRect = targ.getBoundingClientRect();\n",
+       "    var x = e.pageX - (boundingRect.left + document.body.scrollLeft);\n",
+       "    var y = e.pageY - (boundingRect.top + document.body.scrollTop);\n",
+       "\n",
+       "    return { x: x, y: y };\n",
+       "};\n",
+       "\n",
+       "/*\n",
+       " * return a copy of an object with only non-object keys\n",
+       " * we need this to avoid circular references\n",
+       " * https://stackoverflow.com/a/24161582/3208463\n",
+       " */\n",
+       "function simpleKeys(original) {\n",
+       "    return Object.keys(original).reduce(function (obj, key) {\n",
+       "        if (typeof original[key] !== 'object') {\n",
+       "            obj[key] = original[key];\n",
+       "        }\n",
+       "        return obj;\n",
+       "    }, {});\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.mouse_event = function (event, name) {\n",
+       "    var canvas_pos = mpl.findpos(event);\n",
+       "\n",
+       "    if (name === 'button_press') {\n",
+       "        this.canvas.focus();\n",
+       "        this.canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    var x = canvas_pos.x * this.ratio;\n",
+       "    var y = canvas_pos.y * this.ratio;\n",
+       "\n",
+       "    this.send_message(name, {\n",
+       "        x: x,\n",
+       "        y: y,\n",
+       "        button: event.button,\n",
+       "        step: event.step,\n",
+       "        guiEvent: simpleKeys(event),\n",
+       "    });\n",
+       "\n",
+       "    /* This prevents the web browser from automatically changing to\n",
+       "     * the text insertion cursor when the button is pressed.  We want\n",
+       "     * to control all of the cursor setting manually through the\n",
+       "     * 'cursor' event from matplotlib */\n",
+       "    event.preventDefault();\n",
+       "    return false;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function (_event, _name) {\n",
+       "    // Handle any extra behaviour associated with a key event\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.key_event = function (event, name) {\n",
+       "    // Prevent repeat events\n",
+       "    if (name === 'key_press') {\n",
+       "        if (event.key === this._key) {\n",
+       "            return;\n",
+       "        } else {\n",
+       "            this._key = event.key;\n",
+       "        }\n",
+       "    }\n",
+       "    if (name === 'key_release') {\n",
+       "        this._key = null;\n",
+       "    }\n",
+       "\n",
+       "    var value = '';\n",
+       "    if (event.ctrlKey && event.key !== 'Control') {\n",
+       "        value += 'ctrl+';\n",
+       "    }\n",
+       "    else if (event.altKey && event.key !== 'Alt') {\n",
+       "        value += 'alt+';\n",
+       "    }\n",
+       "    else if (event.shiftKey && event.key !== 'Shift') {\n",
+       "        value += 'shift+';\n",
+       "    }\n",
+       "\n",
+       "    value += 'k' + event.key;\n",
+       "\n",
+       "    this._key_event_extra(event, name);\n",
+       "\n",
+       "    this.send_message(name, { key: value, guiEvent: simpleKeys(event) });\n",
+       "    return false;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onclick = function (name) {\n",
+       "    if (name === 'download') {\n",
+       "        this.handle_save(this, null);\n",
+       "    } else {\n",
+       "        this.send_message('toolbar_button', { name: name });\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onmouseover = function (tooltip) {\n",
+       "    this.message.textContent = tooltip;\n",
+       "};\n",
+       "\n",
+       "///////////////// REMAINING CONTENT GENERATED BY embed_js.py /////////////////\n",
+       "// prettier-ignore\n",
+       "var _JSXTOOLS_RESIZE_OBSERVER=function(A){var t,i=new WeakMap,n=new WeakMap,a=new WeakMap,r=new WeakMap,o=new Set;function s(e){if(!(this instanceof s))throw new TypeError(\"Constructor requires 'new' operator\");i.set(this,e)}function h(){throw new TypeError(\"Function is not a constructor\")}function c(e,t,i,n){e=0 in arguments?Number(arguments[0]):0,t=1 in arguments?Number(arguments[1]):0,i=2 in arguments?Number(arguments[2]):0,n=3 in arguments?Number(arguments[3]):0,this.right=(this.x=this.left=e)+(this.width=i),this.bottom=(this.y=this.top=t)+(this.height=n),Object.freeze(this)}function d(){t=requestAnimationFrame(d);var s=new WeakMap,p=new Set;o.forEach((function(t){r.get(t).forEach((function(i){var r=t instanceof window.SVGElement,o=a.get(t),d=r?0:parseFloat(o.paddingTop),f=r?0:parseFloat(o.paddingRight),l=r?0:parseFloat(o.paddingBottom),u=r?0:parseFloat(o.paddingLeft),g=r?0:parseFloat(o.borderTopWidth),m=r?0:parseFloat(o.borderRightWidth),w=r?0:parseFloat(o.borderBottomWidth),b=u+f,F=d+l,v=(r?0:parseFloat(o.borderLeftWidth))+m,W=g+w,y=r?0:t.offsetHeight-W-t.clientHeight,E=r?0:t.offsetWidth-v-t.clientWidth,R=b+v,z=F+W,M=r?t.width:parseFloat(o.width)-R-E,O=r?t.height:parseFloat(o.height)-z-y;if(n.has(t)){var k=n.get(t);if(k[0]===M&&k[1]===O)return}n.set(t,[M,O]);var S=Object.create(h.prototype);S.target=t,S.contentRect=new c(u,d,M,O),s.has(i)||(s.set(i,[]),p.add(i)),s.get(i).push(S)}))})),p.forEach((function(e){i.get(e).call(e,s.get(e),e)}))}return s.prototype.observe=function(i){if(i instanceof window.Element){r.has(i)||(r.set(i,new Set),o.add(i),a.set(i,window.getComputedStyle(i)));var n=r.get(i);n.has(this)||n.add(this),cancelAnimationFrame(t),t=requestAnimationFrame(d)}},s.prototype.unobserve=function(i){if(i instanceof window.Element&&r.has(i)){var n=r.get(i);n.has(this)&&(n.delete(this),n.size||(r.delete(i),o.delete(i))),n.size||r.delete(i),o.size||cancelAnimationFrame(t)}},A.DOMRectReadOnly=c,A.ResizeObserver=s,A.ResizeObserverEntry=h,A}; // eslint-disable-line\n",
+       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Left button pans, Right button zooms\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\\nx/y fixes axis\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
+       "\n",
+       "mpl.extensions = [\"eps\", \"jpeg\", \"pgf\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
+       "\n",
+       "mpl.default_extension = \"png\";/* global mpl */\n",
+       "\n",
+       "var comm_websocket_adapter = function (comm) {\n",
+       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
+       "    // object with the appropriate methods. Currently this is a non binary\n",
+       "    // socket, so there is still some room for performance tuning.\n",
+       "    var ws = {};\n",
+       "\n",
+       "    ws.binaryType = comm.kernel.ws.binaryType;\n",
+       "    ws.readyState = comm.kernel.ws.readyState;\n",
+       "    function updateReadyState(_event) {\n",
+       "        if (comm.kernel.ws) {\n",
+       "            ws.readyState = comm.kernel.ws.readyState;\n",
+       "        } else {\n",
+       "            ws.readyState = 3; // Closed state.\n",
+       "        }\n",
+       "    }\n",
+       "    comm.kernel.ws.addEventListener('open', updateReadyState);\n",
+       "    comm.kernel.ws.addEventListener('close', updateReadyState);\n",
+       "    comm.kernel.ws.addEventListener('error', updateReadyState);\n",
+       "\n",
+       "    ws.close = function () {\n",
+       "        comm.close();\n",
+       "    };\n",
+       "    ws.send = function (m) {\n",
+       "        //console.log('sending', m);\n",
+       "        comm.send(m);\n",
+       "    };\n",
+       "    // Register the callback with on_msg.\n",
+       "    comm.on_msg(function (msg) {\n",
+       "        //console.log('receiving', msg['content']['data'], msg);\n",
+       "        var data = msg['content']['data'];\n",
+       "        if (data['blob'] !== undefined) {\n",
+       "            data = {\n",
+       "                data: new Blob(msg['buffers'], { type: data['blob'] }),\n",
+       "            };\n",
+       "        }\n",
+       "        // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
+       "        ws.onmessage(data);\n",
+       "    });\n",
+       "    return ws;\n",
+       "};\n",
+       "\n",
+       "mpl.mpl_figure_comm = function (comm, msg) {\n",
+       "    // This is the function which gets called when the mpl process\n",
+       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
+       "\n",
+       "    var id = msg.content.data.id;\n",
+       "    // Get hold of the div created by the display call when the Comm\n",
+       "    // socket was opened in Python.\n",
+       "    var element = document.getElementById(id);\n",
+       "    var ws_proxy = comm_websocket_adapter(comm);\n",
+       "\n",
+       "    function ondownload(figure, _format) {\n",
+       "        window.open(figure.canvas.toDataURL());\n",
+       "    }\n",
+       "\n",
+       "    var fig = new mpl.figure(id, ws_proxy, ondownload, element);\n",
+       "\n",
+       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
+       "    // web socket which is closed, not our websocket->open comm proxy.\n",
+       "    ws_proxy.onopen();\n",
+       "\n",
+       "    fig.parent_element = element;\n",
+       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
+       "    if (!fig.cell_info) {\n",
+       "        console.error('Failed to find cell for figure', id, fig);\n",
+       "        return;\n",
+       "    }\n",
+       "    fig.cell_info[0].output_area.element.on(\n",
+       "        'cleared',\n",
+       "        { fig: fig },\n",
+       "        fig._remove_fig_handler\n",
+       "    );\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_close = function (fig, msg) {\n",
+       "    var width = fig.canvas.width / fig.ratio;\n",
+       "    fig.cell_info[0].output_area.element.off(\n",
+       "        'cleared',\n",
+       "        fig._remove_fig_handler\n",
+       "    );\n",
+       "    fig.resizeObserverInstance.unobserve(fig.canvas_div);\n",
+       "\n",
+       "    // Update the output cell to use the data from the current canvas.\n",
+       "    fig.push_to_output();\n",
+       "    var dataURL = fig.canvas.toDataURL();\n",
+       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
+       "    // the notebook keyboard shortcuts fail.\n",
+       "    IPython.keyboard_manager.enable();\n",
+       "    fig.parent_element.innerHTML =\n",
+       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
+       "    fig.close_ws(fig, msg);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.close_ws = function (fig, msg) {\n",
+       "    fig.send_message('closing', msg);\n",
+       "    // fig.ws.close()\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.push_to_output = function (_remove_interactive) {\n",
+       "    // Turn the data on the canvas into data in the output cell.\n",
+       "    var width = this.canvas.width / this.ratio;\n",
+       "    var dataURL = this.canvas.toDataURL();\n",
+       "    this.cell_info[1]['text/html'] =\n",
+       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function () {\n",
+       "    // Tell IPython that the notebook contents must change.\n",
+       "    IPython.notebook.set_dirty(true);\n",
+       "    this.send_message('ack', {});\n",
+       "    var fig = this;\n",
+       "    // Wait a second, then push the new image to the DOM so\n",
+       "    // that it is saved nicely (might be nice to debounce this).\n",
+       "    setTimeout(function () {\n",
+       "        fig.push_to_output();\n",
+       "    }, 1000);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var toolbar = document.createElement('div');\n",
+       "    toolbar.classList = 'btn-toolbar';\n",
+       "    this.root.appendChild(toolbar);\n",
+       "\n",
+       "    function on_click_closure(name) {\n",
+       "        return function (_event) {\n",
+       "            return fig.toolbar_button_onclick(name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    function on_mouseover_closure(tooltip) {\n",
+       "        return function (event) {\n",
+       "            if (!event.currentTarget.disabled) {\n",
+       "                return fig.toolbar_button_onmouseover(tooltip);\n",
+       "            }\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    fig.buttons = {};\n",
+       "    var buttonGroup = document.createElement('div');\n",
+       "    buttonGroup.classList = 'btn-group';\n",
+       "    var button;\n",
+       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) {\n",
+       "            /* Instead of a spacer, we start a new button group. */\n",
+       "            if (buttonGroup.hasChildNodes()) {\n",
+       "                toolbar.appendChild(buttonGroup);\n",
+       "            }\n",
+       "            buttonGroup = document.createElement('div');\n",
+       "            buttonGroup.classList = 'btn-group';\n",
+       "            continue;\n",
+       "        }\n",
+       "\n",
+       "        button = fig.buttons[name] = document.createElement('button');\n",
+       "        button.classList = 'btn btn-default';\n",
+       "        button.href = '#';\n",
+       "        button.title = name;\n",
+       "        button.innerHTML = '<i class=\"fa ' + image + ' fa-lg\"></i>';\n",
+       "        button.addEventListener('click', on_click_closure(method_name));\n",
+       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
+       "        buttonGroup.appendChild(button);\n",
+       "    }\n",
+       "\n",
+       "    if (buttonGroup.hasChildNodes()) {\n",
+       "        toolbar.appendChild(buttonGroup);\n",
+       "    }\n",
+       "\n",
+       "    // Add the status bar.\n",
+       "    var status_bar = document.createElement('span');\n",
+       "    status_bar.classList = 'mpl-message pull-right';\n",
+       "    toolbar.appendChild(status_bar);\n",
+       "    this.message = status_bar;\n",
+       "\n",
+       "    // Add the close button to the window.\n",
+       "    var buttongrp = document.createElement('div');\n",
+       "    buttongrp.classList = 'btn-group inline pull-right';\n",
+       "    button = document.createElement('button');\n",
+       "    button.classList = 'btn btn-mini btn-primary';\n",
+       "    button.href = '#';\n",
+       "    button.title = 'Stop Interaction';\n",
+       "    button.innerHTML = '<i class=\"fa fa-power-off icon-remove icon-large\"></i>';\n",
+       "    button.addEventListener('click', function (_evt) {\n",
+       "        fig.handle_close(fig, {});\n",
+       "    });\n",
+       "    button.addEventListener(\n",
+       "        'mouseover',\n",
+       "        on_mouseover_closure('Stop Interaction')\n",
+       "    );\n",
+       "    buttongrp.appendChild(button);\n",
+       "    var titlebar = this.root.querySelector('.ui-dialog-titlebar');\n",
+       "    titlebar.insertBefore(buttongrp, titlebar.firstChild);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._remove_fig_handler = function (event) {\n",
+       "    var fig = event.data.fig;\n",
+       "    if (event.target !== this) {\n",
+       "        // Ignore bubbled events from children.\n",
+       "        return;\n",
+       "    }\n",
+       "    fig.close_ws(fig, {});\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function (el) {\n",
+       "    el.style.boxSizing = 'content-box'; // override notebook setting of border-box.\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function (el) {\n",
+       "    // this is important to make the div 'focusable\n",
+       "    el.setAttribute('tabindex', 0);\n",
+       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
+       "    // off when our div gets focus\n",
+       "\n",
+       "    // location in version 3\n",
+       "    if (IPython.notebook.keyboard_manager) {\n",
+       "        IPython.notebook.keyboard_manager.register_events(el);\n",
+       "    } else {\n",
+       "        // location in version 2\n",
+       "        IPython.keyboard_manager.register_events(el);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function (event, _name) {\n",
+       "    // Check for shift+enter\n",
+       "    if (event.shiftKey && event.which === 13) {\n",
+       "        this.canvas_div.blur();\n",
+       "        // select the cell after this one\n",
+       "        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
+       "        IPython.notebook.select(index + 1);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
+       "    fig.ondownload(fig, null);\n",
+       "};\n",
+       "\n",
+       "mpl.find_output_cell = function (html_output) {\n",
+       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
+       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
+       "    // IPython event is triggered only after the cells have been serialised, which for\n",
+       "    // our purposes (turning an active figure into a static one), is too late.\n",
+       "    var cells = IPython.notebook.get_cells();\n",
+       "    var ncells = cells.length;\n",
+       "    for (var i = 0; i < ncells; i++) {\n",
+       "        var cell = cells[i];\n",
+       "        if (cell.cell_type === 'code') {\n",
+       "            for (var j = 0; j < cell.output_area.outputs.length; j++) {\n",
+       "                var data = cell.output_area.outputs[j];\n",
+       "                if (data.data) {\n",
+       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
+       "                    data = data.data;\n",
+       "                }\n",
+       "                if (data['text/html'] === html_output) {\n",
+       "                    return [cell, data, j];\n",
+       "                }\n",
+       "            }\n",
+       "        }\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "// Register the function which deals with the matplotlib target/channel.\n",
+       "// The kernel may be null if the page has been refreshed.\n",
+       "if (IPython.notebook.kernel !== null) {\n",
+       "    IPython.notebook.kernel.comm_manager.register_target(\n",
+       "        'matplotlib',\n",
+       "        mpl.mpl_figure_comm\n",
+       "    );\n",
+       "}\n"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Javascript object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<img 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\" width=\"640\">"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "(-41.0, 41.0)"
+      ]
+     },
+     "execution_count": 92,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "plt.figure()\n",
+    "plt.scatter(x,y,c=transit_time)\n",
+    "plt.xlim(-41,41)\n",
+    "plt.ylim(-41,41)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 94,
+   "id": "7373e740",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "application/javascript": [
+       "/* Put everything inside the global mpl namespace */\n",
+       "/* global mpl */\n",
+       "window.mpl = {};\n",
+       "\n",
+       "mpl.get_websocket_type = function () {\n",
+       "    if (typeof WebSocket !== 'undefined') {\n",
+       "        return WebSocket;\n",
+       "    } else if (typeof MozWebSocket !== 'undefined') {\n",
+       "        return MozWebSocket;\n",
+       "    } else {\n",
+       "        alert(\n",
+       "            'Your browser does not have WebSocket support. ' +\n",
+       "                'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
+       "                'Firefox 4 and 5 are also supported but you ' +\n",
+       "                'have to enable WebSockets in about:config.'\n",
+       "        );\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure = function (figure_id, websocket, ondownload, parent_element) {\n",
+       "    this.id = figure_id;\n",
+       "\n",
+       "    this.ws = websocket;\n",
+       "\n",
+       "    this.supports_binary = this.ws.binaryType !== undefined;\n",
+       "\n",
+       "    if (!this.supports_binary) {\n",
+       "        var warnings = document.getElementById('mpl-warnings');\n",
+       "        if (warnings) {\n",
+       "            warnings.style.display = 'block';\n",
+       "            warnings.textContent =\n",
+       "                'This browser does not support binary websocket messages. ' +\n",
+       "                'Performance may be slow.';\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    this.imageObj = new Image();\n",
+       "\n",
+       "    this.context = undefined;\n",
+       "    this.message = undefined;\n",
+       "    this.canvas = undefined;\n",
+       "    this.rubberband_canvas = undefined;\n",
+       "    this.rubberband_context = undefined;\n",
+       "    this.format_dropdown = undefined;\n",
+       "\n",
+       "    this.image_mode = 'full';\n",
+       "\n",
+       "    this.root = document.createElement('div');\n",
+       "    this.root.setAttribute('style', 'display: inline-block');\n",
+       "    this._root_extra_style(this.root);\n",
+       "\n",
+       "    parent_element.appendChild(this.root);\n",
+       "\n",
+       "    this._init_header(this);\n",
+       "    this._init_canvas(this);\n",
+       "    this._init_toolbar(this);\n",
+       "\n",
+       "    var fig = this;\n",
+       "\n",
+       "    this.waiting = false;\n",
+       "\n",
+       "    this.ws.onopen = function () {\n",
+       "        fig.send_message('supports_binary', { value: fig.supports_binary });\n",
+       "        fig.send_message('send_image_mode', {});\n",
+       "        if (fig.ratio !== 1) {\n",
+       "            fig.send_message('set_device_pixel_ratio', {\n",
+       "                device_pixel_ratio: fig.ratio,\n",
+       "            });\n",
+       "        }\n",
+       "        fig.send_message('refresh', {});\n",
+       "    };\n",
+       "\n",
+       "    this.imageObj.onload = function () {\n",
+       "        if (fig.image_mode === 'full') {\n",
+       "            // Full images could contain transparency (where diff images\n",
+       "            // almost always do), so we need to clear the canvas so that\n",
+       "            // there is no ghosting.\n",
+       "            fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
+       "        }\n",
+       "        fig.context.drawImage(fig.imageObj, 0, 0);\n",
+       "    };\n",
+       "\n",
+       "    this.imageObj.onunload = function () {\n",
+       "        fig.ws.close();\n",
+       "    };\n",
+       "\n",
+       "    this.ws.onmessage = this._make_on_message_function(this);\n",
+       "\n",
+       "    this.ondownload = ondownload;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_header = function () {\n",
+       "    var titlebar = document.createElement('div');\n",
+       "    titlebar.classList =\n",
+       "        'ui-dialog-titlebar ui-widget-header ui-corner-all ui-helper-clearfix';\n",
+       "    var titletext = document.createElement('div');\n",
+       "    titletext.classList = 'ui-dialog-title';\n",
+       "    titletext.setAttribute(\n",
+       "        'style',\n",
+       "        'width: 100%; text-align: center; padding: 3px;'\n",
+       "    );\n",
+       "    titlebar.appendChild(titletext);\n",
+       "    this.root.appendChild(titlebar);\n",
+       "    this.header = titletext;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function (_canvas_div) {};\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function (_canvas_div) {};\n",
+       "\n",
+       "mpl.figure.prototype._init_canvas = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var canvas_div = (this.canvas_div = document.createElement('div'));\n",
+       "    canvas_div.setAttribute(\n",
+       "        'style',\n",
+       "        'border: 1px solid #ddd;' +\n",
+       "            'box-sizing: content-box;' +\n",
+       "            'clear: both;' +\n",
+       "            'min-height: 1px;' +\n",
+       "            'min-width: 1px;' +\n",
+       "            'outline: 0;' +\n",
+       "            'overflow: hidden;' +\n",
+       "            'position: relative;' +\n",
+       "            'resize: both;'\n",
+       "    );\n",
+       "\n",
+       "    function on_keyboard_event_closure(name) {\n",
+       "        return function (event) {\n",
+       "            return fig.key_event(event, name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    canvas_div.addEventListener(\n",
+       "        'keydown',\n",
+       "        on_keyboard_event_closure('key_press')\n",
+       "    );\n",
+       "    canvas_div.addEventListener(\n",
+       "        'keyup',\n",
+       "        on_keyboard_event_closure('key_release')\n",
+       "    );\n",
+       "\n",
+       "    this._canvas_extra_style(canvas_div);\n",
+       "    this.root.appendChild(canvas_div);\n",
+       "\n",
+       "    var canvas = (this.canvas = document.createElement('canvas'));\n",
+       "    canvas.classList.add('mpl-canvas');\n",
+       "    canvas.setAttribute('style', 'box-sizing: content-box;');\n",
+       "\n",
+       "    this.context = canvas.getContext('2d');\n",
+       "\n",
+       "    var backingStore =\n",
+       "        this.context.backingStorePixelRatio ||\n",
+       "        this.context.webkitBackingStorePixelRatio ||\n",
+       "        this.context.mozBackingStorePixelRatio ||\n",
+       "        this.context.msBackingStorePixelRatio ||\n",
+       "        this.context.oBackingStorePixelRatio ||\n",
+       "        this.context.backingStorePixelRatio ||\n",
+       "        1;\n",
+       "\n",
+       "    this.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
+       "\n",
+       "    var rubberband_canvas = (this.rubberband_canvas = document.createElement(\n",
+       "        'canvas'\n",
+       "    ));\n",
+       "    rubberband_canvas.setAttribute(\n",
+       "        'style',\n",
+       "        'box-sizing: content-box; position: absolute; left: 0; top: 0; z-index: 1;'\n",
+       "    );\n",
+       "\n",
+       "    // Apply a ponyfill if ResizeObserver is not implemented by browser.\n",
+       "    if (this.ResizeObserver === undefined) {\n",
+       "        if (window.ResizeObserver !== undefined) {\n",
+       "            this.ResizeObserver = window.ResizeObserver;\n",
+       "        } else {\n",
+       "            var obs = _JSXTOOLS_RESIZE_OBSERVER({});\n",
+       "            this.ResizeObserver = obs.ResizeObserver;\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    this.resizeObserverInstance = new this.ResizeObserver(function (entries) {\n",
+       "        var nentries = entries.length;\n",
+       "        for (var i = 0; i < nentries; i++) {\n",
+       "            var entry = entries[i];\n",
+       "            var width, height;\n",
+       "            if (entry.contentBoxSize) {\n",
+       "                if (entry.contentBoxSize instanceof Array) {\n",
+       "                    // Chrome 84 implements new version of spec.\n",
+       "                    width = entry.contentBoxSize[0].inlineSize;\n",
+       "                    height = entry.contentBoxSize[0].blockSize;\n",
+       "                } else {\n",
+       "                    // Firefox implements old version of spec.\n",
+       "                    width = entry.contentBoxSize.inlineSize;\n",
+       "                    height = entry.contentBoxSize.blockSize;\n",
+       "                }\n",
+       "            } else {\n",
+       "                // Chrome <84 implements even older version of spec.\n",
+       "                width = entry.contentRect.width;\n",
+       "                height = entry.contentRect.height;\n",
+       "            }\n",
+       "\n",
+       "            // Keep the size of the canvas and rubber band canvas in sync with\n",
+       "            // the canvas container.\n",
+       "            if (entry.devicePixelContentBoxSize) {\n",
+       "                // Chrome 84 implements new version of spec.\n",
+       "                canvas.setAttribute(\n",
+       "                    'width',\n",
+       "                    entry.devicePixelContentBoxSize[0].inlineSize\n",
+       "                );\n",
+       "                canvas.setAttribute(\n",
+       "                    'height',\n",
+       "                    entry.devicePixelContentBoxSize[0].blockSize\n",
+       "                );\n",
+       "            } else {\n",
+       "                canvas.setAttribute('width', width * fig.ratio);\n",
+       "                canvas.setAttribute('height', height * fig.ratio);\n",
+       "            }\n",
+       "            canvas.setAttribute(\n",
+       "                'style',\n",
+       "                'width: ' + width + 'px; height: ' + height + 'px;'\n",
+       "            );\n",
+       "\n",
+       "            rubberband_canvas.setAttribute('width', width);\n",
+       "            rubberband_canvas.setAttribute('height', height);\n",
+       "\n",
+       "            // And update the size in Python. We ignore the initial 0/0 size\n",
+       "            // that occurs as the element is placed into the DOM, which should\n",
+       "            // otherwise not happen due to the minimum size styling.\n",
+       "            if (fig.ws.readyState == 1 && width != 0 && height != 0) {\n",
+       "                fig.request_resize(width, height);\n",
+       "            }\n",
+       "        }\n",
+       "    });\n",
+       "    this.resizeObserverInstance.observe(canvas_div);\n",
+       "\n",
+       "    function on_mouse_event_closure(name) {\n",
+       "        return function (event) {\n",
+       "            return fig.mouse_event(event, name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mousedown',\n",
+       "        on_mouse_event_closure('button_press')\n",
+       "    );\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mouseup',\n",
+       "        on_mouse_event_closure('button_release')\n",
+       "    );\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'dblclick',\n",
+       "        on_mouse_event_closure('dblclick')\n",
+       "    );\n",
+       "    // Throttle sequential mouse events to 1 every 20ms.\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mousemove',\n",
+       "        on_mouse_event_closure('motion_notify')\n",
+       "    );\n",
+       "\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mouseenter',\n",
+       "        on_mouse_event_closure('figure_enter')\n",
+       "    );\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mouseleave',\n",
+       "        on_mouse_event_closure('figure_leave')\n",
+       "    );\n",
+       "\n",
+       "    canvas_div.addEventListener('wheel', function (event) {\n",
+       "        if (event.deltaY < 0) {\n",
+       "            event.step = 1;\n",
+       "        } else {\n",
+       "            event.step = -1;\n",
+       "        }\n",
+       "        on_mouse_event_closure('scroll')(event);\n",
+       "    });\n",
+       "\n",
+       "    canvas_div.appendChild(canvas);\n",
+       "    canvas_div.appendChild(rubberband_canvas);\n",
+       "\n",
+       "    this.rubberband_context = rubberband_canvas.getContext('2d');\n",
+       "    this.rubberband_context.strokeStyle = '#000000';\n",
+       "\n",
+       "    this._resize_canvas = function (width, height, forward) {\n",
+       "        if (forward) {\n",
+       "            canvas_div.style.width = width + 'px';\n",
+       "            canvas_div.style.height = height + 'px';\n",
+       "        }\n",
+       "    };\n",
+       "\n",
+       "    // Disable right mouse context menu.\n",
+       "    this.rubberband_canvas.addEventListener('contextmenu', function (_e) {\n",
+       "        event.preventDefault();\n",
+       "        return false;\n",
+       "    });\n",
+       "\n",
+       "    function set_focus() {\n",
+       "        canvas.focus();\n",
+       "        canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    window.setTimeout(set_focus, 100);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var toolbar = document.createElement('div');\n",
+       "    toolbar.classList = 'mpl-toolbar';\n",
+       "    this.root.appendChild(toolbar);\n",
+       "\n",
+       "    function on_click_closure(name) {\n",
+       "        return function (_event) {\n",
+       "            return fig.toolbar_button_onclick(name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    function on_mouseover_closure(tooltip) {\n",
+       "        return function (event) {\n",
+       "            if (!event.currentTarget.disabled) {\n",
+       "                return fig.toolbar_button_onmouseover(tooltip);\n",
+       "            }\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    fig.buttons = {};\n",
+       "    var buttonGroup = document.createElement('div');\n",
+       "    buttonGroup.classList = 'mpl-button-group';\n",
+       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) {\n",
+       "            /* Instead of a spacer, we start a new button group. */\n",
+       "            if (buttonGroup.hasChildNodes()) {\n",
+       "                toolbar.appendChild(buttonGroup);\n",
+       "            }\n",
+       "            buttonGroup = document.createElement('div');\n",
+       "            buttonGroup.classList = 'mpl-button-group';\n",
+       "            continue;\n",
+       "        }\n",
+       "\n",
+       "        var button = (fig.buttons[name] = document.createElement('button'));\n",
+       "        button.classList = 'mpl-widget';\n",
+       "        button.setAttribute('role', 'button');\n",
+       "        button.setAttribute('aria-disabled', 'false');\n",
+       "        button.addEventListener('click', on_click_closure(method_name));\n",
+       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
+       "\n",
+       "        var icon_img = document.createElement('img');\n",
+       "        icon_img.src = '_images/' + image + '.png';\n",
+       "        icon_img.srcset = '_images/' + image + '_large.png 2x';\n",
+       "        icon_img.alt = tooltip;\n",
+       "        button.appendChild(icon_img);\n",
+       "\n",
+       "        buttonGroup.appendChild(button);\n",
+       "    }\n",
+       "\n",
+       "    if (buttonGroup.hasChildNodes()) {\n",
+       "        toolbar.appendChild(buttonGroup);\n",
+       "    }\n",
+       "\n",
+       "    var fmt_picker = document.createElement('select');\n",
+       "    fmt_picker.classList = 'mpl-widget';\n",
+       "    toolbar.appendChild(fmt_picker);\n",
+       "    this.format_dropdown = fmt_picker;\n",
+       "\n",
+       "    for (var ind in mpl.extensions) {\n",
+       "        var fmt = mpl.extensions[ind];\n",
+       "        var option = document.createElement('option');\n",
+       "        option.selected = fmt === mpl.default_extension;\n",
+       "        option.innerHTML = fmt;\n",
+       "        fmt_picker.appendChild(option);\n",
+       "    }\n",
+       "\n",
+       "    var status_bar = document.createElement('span');\n",
+       "    status_bar.classList = 'mpl-message';\n",
+       "    toolbar.appendChild(status_bar);\n",
+       "    this.message = status_bar;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.request_resize = function (x_pixels, y_pixels) {\n",
+       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
+       "    // which will in turn request a refresh of the image.\n",
+       "    this.send_message('resize', { width: x_pixels, height: y_pixels });\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.send_message = function (type, properties) {\n",
+       "    properties['type'] = type;\n",
+       "    properties['figure_id'] = this.id;\n",
+       "    this.ws.send(JSON.stringify(properties));\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.send_draw_message = function () {\n",
+       "    if (!this.waiting) {\n",
+       "        this.waiting = true;\n",
+       "        this.ws.send(JSON.stringify({ type: 'draw', figure_id: this.id }));\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
+       "    var format_dropdown = fig.format_dropdown;\n",
+       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
+       "    fig.ondownload(fig, format);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_resize = function (fig, msg) {\n",
+       "    var size = msg['size'];\n",
+       "    if (size[0] !== fig.canvas.width || size[1] !== fig.canvas.height) {\n",
+       "        fig._resize_canvas(size[0], size[1], msg['forward']);\n",
+       "        fig.send_message('refresh', {});\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_rubberband = function (fig, msg) {\n",
+       "    var x0 = msg['x0'] / fig.ratio;\n",
+       "    var y0 = (fig.canvas.height - msg['y0']) / fig.ratio;\n",
+       "    var x1 = msg['x1'] / fig.ratio;\n",
+       "    var y1 = (fig.canvas.height - msg['y1']) / fig.ratio;\n",
+       "    x0 = Math.floor(x0) + 0.5;\n",
+       "    y0 = Math.floor(y0) + 0.5;\n",
+       "    x1 = Math.floor(x1) + 0.5;\n",
+       "    y1 = Math.floor(y1) + 0.5;\n",
+       "    var min_x = Math.min(x0, x1);\n",
+       "    var min_y = Math.min(y0, y1);\n",
+       "    var width = Math.abs(x1 - x0);\n",
+       "    var height = Math.abs(y1 - y0);\n",
+       "\n",
+       "    fig.rubberband_context.clearRect(\n",
+       "        0,\n",
+       "        0,\n",
+       "        fig.canvas.width / fig.ratio,\n",
+       "        fig.canvas.height / fig.ratio\n",
+       "    );\n",
+       "\n",
+       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_figure_label = function (fig, msg) {\n",
+       "    // Updates the figure title.\n",
+       "    fig.header.textContent = msg['label'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_cursor = function (fig, msg) {\n",
+       "    fig.rubberband_canvas.style.cursor = msg['cursor'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_message = function (fig, msg) {\n",
+       "    fig.message.textContent = msg['message'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_draw = function (fig, _msg) {\n",
+       "    // Request the server to send over a new figure.\n",
+       "    fig.send_draw_message();\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_image_mode = function (fig, msg) {\n",
+       "    fig.image_mode = msg['mode'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_history_buttons = function (fig, msg) {\n",
+       "    for (var key in msg) {\n",
+       "        if (!(key in fig.buttons)) {\n",
+       "            continue;\n",
+       "        }\n",
+       "        fig.buttons[key].disabled = !msg[key];\n",
+       "        fig.buttons[key].setAttribute('aria-disabled', !msg[key]);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_navigate_mode = function (fig, msg) {\n",
+       "    if (msg['mode'] === 'PAN') {\n",
+       "        fig.buttons['Pan'].classList.add('active');\n",
+       "        fig.buttons['Zoom'].classList.remove('active');\n",
+       "    } else if (msg['mode'] === 'ZOOM') {\n",
+       "        fig.buttons['Pan'].classList.remove('active');\n",
+       "        fig.buttons['Zoom'].classList.add('active');\n",
+       "    } else {\n",
+       "        fig.buttons['Pan'].classList.remove('active');\n",
+       "        fig.buttons['Zoom'].classList.remove('active');\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function () {\n",
+       "    // Called whenever the canvas gets updated.\n",
+       "    this.send_message('ack', {});\n",
+       "};\n",
+       "\n",
+       "// A function to construct a web socket function for onmessage handling.\n",
+       "// Called in the figure constructor.\n",
+       "mpl.figure.prototype._make_on_message_function = function (fig) {\n",
+       "    return function socket_on_message(evt) {\n",
+       "        if (evt.data instanceof Blob) {\n",
+       "            var img = evt.data;\n",
+       "            if (img.type !== 'image/png') {\n",
+       "                /* FIXME: We get \"Resource interpreted as Image but\n",
+       "                 * transferred with MIME type text/plain:\" errors on\n",
+       "                 * Chrome.  But how to set the MIME type?  It doesn't seem\n",
+       "                 * to be part of the websocket stream */\n",
+       "                img.type = 'image/png';\n",
+       "            }\n",
+       "\n",
+       "            /* Free the memory for the previous frames */\n",
+       "            if (fig.imageObj.src) {\n",
+       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
+       "                    fig.imageObj.src\n",
+       "                );\n",
+       "            }\n",
+       "\n",
+       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
+       "                img\n",
+       "            );\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        } else if (\n",
+       "            typeof evt.data === 'string' &&\n",
+       "            evt.data.slice(0, 21) === 'data:image/png;base64'\n",
+       "        ) {\n",
+       "            fig.imageObj.src = evt.data;\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        var msg = JSON.parse(evt.data);\n",
+       "        var msg_type = msg['type'];\n",
+       "\n",
+       "        // Call the  \"handle_{type}\" callback, which takes\n",
+       "        // the figure and JSON message as its only arguments.\n",
+       "        try {\n",
+       "            var callback = fig['handle_' + msg_type];\n",
+       "        } catch (e) {\n",
+       "            console.log(\n",
+       "                \"No handler for the '\" + msg_type + \"' message type: \",\n",
+       "                msg\n",
+       "            );\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        if (callback) {\n",
+       "            try {\n",
+       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
+       "                callback(fig, msg);\n",
+       "            } catch (e) {\n",
+       "                console.log(\n",
+       "                    \"Exception inside the 'handler_\" + msg_type + \"' callback:\",\n",
+       "                    e,\n",
+       "                    e.stack,\n",
+       "                    msg\n",
+       "                );\n",
+       "            }\n",
+       "        }\n",
+       "    };\n",
+       "};\n",
+       "\n",
+       "// from https://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
+       "mpl.findpos = function (e) {\n",
+       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
+       "    var targ;\n",
+       "    if (!e) {\n",
+       "        e = window.event;\n",
+       "    }\n",
+       "    if (e.target) {\n",
+       "        targ = e.target;\n",
+       "    } else if (e.srcElement) {\n",
+       "        targ = e.srcElement;\n",
+       "    }\n",
+       "    if (targ.nodeType === 3) {\n",
+       "        // defeat Safari bug\n",
+       "        targ = targ.parentNode;\n",
+       "    }\n",
+       "\n",
+       "    // pageX,Y are the mouse positions relative to the document\n",
+       "    var boundingRect = targ.getBoundingClientRect();\n",
+       "    var x = e.pageX - (boundingRect.left + document.body.scrollLeft);\n",
+       "    var y = e.pageY - (boundingRect.top + document.body.scrollTop);\n",
+       "\n",
+       "    return { x: x, y: y };\n",
+       "};\n",
+       "\n",
+       "/*\n",
+       " * return a copy of an object with only non-object keys\n",
+       " * we need this to avoid circular references\n",
+       " * https://stackoverflow.com/a/24161582/3208463\n",
+       " */\n",
+       "function simpleKeys(original) {\n",
+       "    return Object.keys(original).reduce(function (obj, key) {\n",
+       "        if (typeof original[key] !== 'object') {\n",
+       "            obj[key] = original[key];\n",
+       "        }\n",
+       "        return obj;\n",
+       "    }, {});\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.mouse_event = function (event, name) {\n",
+       "    var canvas_pos = mpl.findpos(event);\n",
+       "\n",
+       "    if (name === 'button_press') {\n",
+       "        this.canvas.focus();\n",
+       "        this.canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    var x = canvas_pos.x * this.ratio;\n",
+       "    var y = canvas_pos.y * this.ratio;\n",
+       "\n",
+       "    this.send_message(name, {\n",
+       "        x: x,\n",
+       "        y: y,\n",
+       "        button: event.button,\n",
+       "        step: event.step,\n",
+       "        guiEvent: simpleKeys(event),\n",
+       "    });\n",
+       "\n",
+       "    /* This prevents the web browser from automatically changing to\n",
+       "     * the text insertion cursor when the button is pressed.  We want\n",
+       "     * to control all of the cursor setting manually through the\n",
+       "     * 'cursor' event from matplotlib */\n",
+       "    event.preventDefault();\n",
+       "    return false;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function (_event, _name) {\n",
+       "    // Handle any extra behaviour associated with a key event\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.key_event = function (event, name) {\n",
+       "    // Prevent repeat events\n",
+       "    if (name === 'key_press') {\n",
+       "        if (event.key === this._key) {\n",
+       "            return;\n",
+       "        } else {\n",
+       "            this._key = event.key;\n",
+       "        }\n",
+       "    }\n",
+       "    if (name === 'key_release') {\n",
+       "        this._key = null;\n",
+       "    }\n",
+       "\n",
+       "    var value = '';\n",
+       "    if (event.ctrlKey && event.key !== 'Control') {\n",
+       "        value += 'ctrl+';\n",
+       "    }\n",
+       "    else if (event.altKey && event.key !== 'Alt') {\n",
+       "        value += 'alt+';\n",
+       "    }\n",
+       "    else if (event.shiftKey && event.key !== 'Shift') {\n",
+       "        value += 'shift+';\n",
+       "    }\n",
+       "\n",
+       "    value += 'k' + event.key;\n",
+       "\n",
+       "    this._key_event_extra(event, name);\n",
+       "\n",
+       "    this.send_message(name, { key: value, guiEvent: simpleKeys(event) });\n",
+       "    return false;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onclick = function (name) {\n",
+       "    if (name === 'download') {\n",
+       "        this.handle_save(this, null);\n",
+       "    } else {\n",
+       "        this.send_message('toolbar_button', { name: name });\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onmouseover = function (tooltip) {\n",
+       "    this.message.textContent = tooltip;\n",
+       "};\n",
+       "\n",
+       "///////////////// REMAINING CONTENT GENERATED BY embed_js.py /////////////////\n",
+       "// prettier-ignore\n",
+       "var _JSXTOOLS_RESIZE_OBSERVER=function(A){var t,i=new WeakMap,n=new WeakMap,a=new WeakMap,r=new WeakMap,o=new Set;function s(e){if(!(this instanceof s))throw new TypeError(\"Constructor requires 'new' operator\");i.set(this,e)}function h(){throw new TypeError(\"Function is not a constructor\")}function c(e,t,i,n){e=0 in arguments?Number(arguments[0]):0,t=1 in arguments?Number(arguments[1]):0,i=2 in arguments?Number(arguments[2]):0,n=3 in arguments?Number(arguments[3]):0,this.right=(this.x=this.left=e)+(this.width=i),this.bottom=(this.y=this.top=t)+(this.height=n),Object.freeze(this)}function d(){t=requestAnimationFrame(d);var s=new WeakMap,p=new Set;o.forEach((function(t){r.get(t).forEach((function(i){var r=t instanceof window.SVGElement,o=a.get(t),d=r?0:parseFloat(o.paddingTop),f=r?0:parseFloat(o.paddingRight),l=r?0:parseFloat(o.paddingBottom),u=r?0:parseFloat(o.paddingLeft),g=r?0:parseFloat(o.borderTopWidth),m=r?0:parseFloat(o.borderRightWidth),w=r?0:parseFloat(o.borderBottomWidth),b=u+f,F=d+l,v=(r?0:parseFloat(o.borderLeftWidth))+m,W=g+w,y=r?0:t.offsetHeight-W-t.clientHeight,E=r?0:t.offsetWidth-v-t.clientWidth,R=b+v,z=F+W,M=r?t.width:parseFloat(o.width)-R-E,O=r?t.height:parseFloat(o.height)-z-y;if(n.has(t)){var k=n.get(t);if(k[0]===M&&k[1]===O)return}n.set(t,[M,O]);var S=Object.create(h.prototype);S.target=t,S.contentRect=new c(u,d,M,O),s.has(i)||(s.set(i,[]),p.add(i)),s.get(i).push(S)}))})),p.forEach((function(e){i.get(e).call(e,s.get(e),e)}))}return s.prototype.observe=function(i){if(i instanceof window.Element){r.has(i)||(r.set(i,new Set),o.add(i),a.set(i,window.getComputedStyle(i)));var n=r.get(i);n.has(this)||n.add(this),cancelAnimationFrame(t),t=requestAnimationFrame(d)}},s.prototype.unobserve=function(i){if(i instanceof window.Element&&r.has(i)){var n=r.get(i);n.has(this)&&(n.delete(this),n.size||(r.delete(i),o.delete(i))),n.size||r.delete(i),o.size||cancelAnimationFrame(t)}},A.DOMRectReadOnly=c,A.ResizeObserver=s,A.ResizeObserverEntry=h,A}; // eslint-disable-line\n",
+       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Left button pans, Right button zooms\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\\nx/y fixes axis\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
+       "\n",
+       "mpl.extensions = [\"eps\", \"jpeg\", \"pgf\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
+       "\n",
+       "mpl.default_extension = \"png\";/* global mpl */\n",
+       "\n",
+       "var comm_websocket_adapter = function (comm) {\n",
+       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
+       "    // object with the appropriate methods. Currently this is a non binary\n",
+       "    // socket, so there is still some room for performance tuning.\n",
+       "    var ws = {};\n",
+       "\n",
+       "    ws.binaryType = comm.kernel.ws.binaryType;\n",
+       "    ws.readyState = comm.kernel.ws.readyState;\n",
+       "    function updateReadyState(_event) {\n",
+       "        if (comm.kernel.ws) {\n",
+       "            ws.readyState = comm.kernel.ws.readyState;\n",
+       "        } else {\n",
+       "            ws.readyState = 3; // Closed state.\n",
+       "        }\n",
+       "    }\n",
+       "    comm.kernel.ws.addEventListener('open', updateReadyState);\n",
+       "    comm.kernel.ws.addEventListener('close', updateReadyState);\n",
+       "    comm.kernel.ws.addEventListener('error', updateReadyState);\n",
+       "\n",
+       "    ws.close = function () {\n",
+       "        comm.close();\n",
+       "    };\n",
+       "    ws.send = function (m) {\n",
+       "        //console.log('sending', m);\n",
+       "        comm.send(m);\n",
+       "    };\n",
+       "    // Register the callback with on_msg.\n",
+       "    comm.on_msg(function (msg) {\n",
+       "        //console.log('receiving', msg['content']['data'], msg);\n",
+       "        var data = msg['content']['data'];\n",
+       "        if (data['blob'] !== undefined) {\n",
+       "            data = {\n",
+       "                data: new Blob(msg['buffers'], { type: data['blob'] }),\n",
+       "            };\n",
+       "        }\n",
+       "        // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
+       "        ws.onmessage(data);\n",
+       "    });\n",
+       "    return ws;\n",
+       "};\n",
+       "\n",
+       "mpl.mpl_figure_comm = function (comm, msg) {\n",
+       "    // This is the function which gets called when the mpl process\n",
+       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
+       "\n",
+       "    var id = msg.content.data.id;\n",
+       "    // Get hold of the div created by the display call when the Comm\n",
+       "    // socket was opened in Python.\n",
+       "    var element = document.getElementById(id);\n",
+       "    var ws_proxy = comm_websocket_adapter(comm);\n",
+       "\n",
+       "    function ondownload(figure, _format) {\n",
+       "        window.open(figure.canvas.toDataURL());\n",
+       "    }\n",
+       "\n",
+       "    var fig = new mpl.figure(id, ws_proxy, ondownload, element);\n",
+       "\n",
+       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
+       "    // web socket which is closed, not our websocket->open comm proxy.\n",
+       "    ws_proxy.onopen();\n",
+       "\n",
+       "    fig.parent_element = element;\n",
+       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
+       "    if (!fig.cell_info) {\n",
+       "        console.error('Failed to find cell for figure', id, fig);\n",
+       "        return;\n",
+       "    }\n",
+       "    fig.cell_info[0].output_area.element.on(\n",
+       "        'cleared',\n",
+       "        { fig: fig },\n",
+       "        fig._remove_fig_handler\n",
+       "    );\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_close = function (fig, msg) {\n",
+       "    var width = fig.canvas.width / fig.ratio;\n",
+       "    fig.cell_info[0].output_area.element.off(\n",
+       "        'cleared',\n",
+       "        fig._remove_fig_handler\n",
+       "    );\n",
+       "    fig.resizeObserverInstance.unobserve(fig.canvas_div);\n",
+       "\n",
+       "    // Update the output cell to use the data from the current canvas.\n",
+       "    fig.push_to_output();\n",
+       "    var dataURL = fig.canvas.toDataURL();\n",
+       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
+       "    // the notebook keyboard shortcuts fail.\n",
+       "    IPython.keyboard_manager.enable();\n",
+       "    fig.parent_element.innerHTML =\n",
+       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
+       "    fig.close_ws(fig, msg);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.close_ws = function (fig, msg) {\n",
+       "    fig.send_message('closing', msg);\n",
+       "    // fig.ws.close()\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.push_to_output = function (_remove_interactive) {\n",
+       "    // Turn the data on the canvas into data in the output cell.\n",
+       "    var width = this.canvas.width / this.ratio;\n",
+       "    var dataURL = this.canvas.toDataURL();\n",
+       "    this.cell_info[1]['text/html'] =\n",
+       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function () {\n",
+       "    // Tell IPython that the notebook contents must change.\n",
+       "    IPython.notebook.set_dirty(true);\n",
+       "    this.send_message('ack', {});\n",
+       "    var fig = this;\n",
+       "    // Wait a second, then push the new image to the DOM so\n",
+       "    // that it is saved nicely (might be nice to debounce this).\n",
+       "    setTimeout(function () {\n",
+       "        fig.push_to_output();\n",
+       "    }, 1000);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var toolbar = document.createElement('div');\n",
+       "    toolbar.classList = 'btn-toolbar';\n",
+       "    this.root.appendChild(toolbar);\n",
+       "\n",
+       "    function on_click_closure(name) {\n",
+       "        return function (_event) {\n",
+       "            return fig.toolbar_button_onclick(name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    function on_mouseover_closure(tooltip) {\n",
+       "        return function (event) {\n",
+       "            if (!event.currentTarget.disabled) {\n",
+       "                return fig.toolbar_button_onmouseover(tooltip);\n",
+       "            }\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    fig.buttons = {};\n",
+       "    var buttonGroup = document.createElement('div');\n",
+       "    buttonGroup.classList = 'btn-group';\n",
+       "    var button;\n",
+       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) {\n",
+       "            /* Instead of a spacer, we start a new button group. */\n",
+       "            if (buttonGroup.hasChildNodes()) {\n",
+       "                toolbar.appendChild(buttonGroup);\n",
+       "            }\n",
+       "            buttonGroup = document.createElement('div');\n",
+       "            buttonGroup.classList = 'btn-group';\n",
+       "            continue;\n",
+       "        }\n",
+       "\n",
+       "        button = fig.buttons[name] = document.createElement('button');\n",
+       "        button.classList = 'btn btn-default';\n",
+       "        button.href = '#';\n",
+       "        button.title = name;\n",
+       "        button.innerHTML = '<i class=\"fa ' + image + ' fa-lg\"></i>';\n",
+       "        button.addEventListener('click', on_click_closure(method_name));\n",
+       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
+       "        buttonGroup.appendChild(button);\n",
+       "    }\n",
+       "\n",
+       "    if (buttonGroup.hasChildNodes()) {\n",
+       "        toolbar.appendChild(buttonGroup);\n",
+       "    }\n",
+       "\n",
+       "    // Add the status bar.\n",
+       "    var status_bar = document.createElement('span');\n",
+       "    status_bar.classList = 'mpl-message pull-right';\n",
+       "    toolbar.appendChild(status_bar);\n",
+       "    this.message = status_bar;\n",
+       "\n",
+       "    // Add the close button to the window.\n",
+       "    var buttongrp = document.createElement('div');\n",
+       "    buttongrp.classList = 'btn-group inline pull-right';\n",
+       "    button = document.createElement('button');\n",
+       "    button.classList = 'btn btn-mini btn-primary';\n",
+       "    button.href = '#';\n",
+       "    button.title = 'Stop Interaction';\n",
+       "    button.innerHTML = '<i class=\"fa fa-power-off icon-remove icon-large\"></i>';\n",
+       "    button.addEventListener('click', function (_evt) {\n",
+       "        fig.handle_close(fig, {});\n",
+       "    });\n",
+       "    button.addEventListener(\n",
+       "        'mouseover',\n",
+       "        on_mouseover_closure('Stop Interaction')\n",
+       "    );\n",
+       "    buttongrp.appendChild(button);\n",
+       "    var titlebar = this.root.querySelector('.ui-dialog-titlebar');\n",
+       "    titlebar.insertBefore(buttongrp, titlebar.firstChild);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._remove_fig_handler = function (event) {\n",
+       "    var fig = event.data.fig;\n",
+       "    if (event.target !== this) {\n",
+       "        // Ignore bubbled events from children.\n",
+       "        return;\n",
+       "    }\n",
+       "    fig.close_ws(fig, {});\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function (el) {\n",
+       "    el.style.boxSizing = 'content-box'; // override notebook setting of border-box.\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function (el) {\n",
+       "    // this is important to make the div 'focusable\n",
+       "    el.setAttribute('tabindex', 0);\n",
+       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
+       "    // off when our div gets focus\n",
+       "\n",
+       "    // location in version 3\n",
+       "    if (IPython.notebook.keyboard_manager) {\n",
+       "        IPython.notebook.keyboard_manager.register_events(el);\n",
+       "    } else {\n",
+       "        // location in version 2\n",
+       "        IPython.keyboard_manager.register_events(el);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function (event, _name) {\n",
+       "    // Check for shift+enter\n",
+       "    if (event.shiftKey && event.which === 13) {\n",
+       "        this.canvas_div.blur();\n",
+       "        // select the cell after this one\n",
+       "        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
+       "        IPython.notebook.select(index + 1);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
+       "    fig.ondownload(fig, null);\n",
+       "};\n",
+       "\n",
+       "mpl.find_output_cell = function (html_output) {\n",
+       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
+       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
+       "    // IPython event is triggered only after the cells have been serialised, which for\n",
+       "    // our purposes (turning an active figure into a static one), is too late.\n",
+       "    var cells = IPython.notebook.get_cells();\n",
+       "    var ncells = cells.length;\n",
+       "    for (var i = 0; i < ncells; i++) {\n",
+       "        var cell = cells[i];\n",
+       "        if (cell.cell_type === 'code') {\n",
+       "            for (var j = 0; j < cell.output_area.outputs.length; j++) {\n",
+       "                var data = cell.output_area.outputs[j];\n",
+       "                if (data.data) {\n",
+       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
+       "                    data = data.data;\n",
+       "                }\n",
+       "                if (data['text/html'] === html_output) {\n",
+       "                    return [cell, data, j];\n",
+       "                }\n",
+       "            }\n",
+       "        }\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "// Register the function which deals with the matplotlib target/channel.\n",
+       "// The kernel may be null if the page has been refreshed.\n",
+       "if (IPython.notebook.kernel !== null) {\n",
+       "    IPython.notebook.kernel.comm_manager.register_target(\n",
+       "        'matplotlib',\n",
+       "        mpl.mpl_figure_comm\n",
+       "    );\n",
+       "}\n"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Javascript object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<img 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\" width=\"640\">"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "(-41.0, 41.0)"
+      ]
+     },
+     "execution_count": 94,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "plt.figure()\n",
+    "plt.scatter(x,y,c=TTS)\n",
+    "plt.xlim(-41,41)\n",
+    "plt.ylim(-41,41)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "e1730f6c",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "89bb1a63",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.7.6"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/documentation/notebooks/scans_matching/original/Gain_PE_460.dat b/documentation/notebooks/scans_matching/original/Gain_PE_460.dat
new file mode 100755
index 000000000..5d0bba1cb
--- /dev/null
+++ b/documentation/notebooks/scans_matching/original/Gain_PE_460.dat
@@ -0,0 +1,3305 @@
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+-40.0	5.0	0.8502482506769742
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+-38.75	-6.25	0.5987421451857786
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+-38.75	11.25	0.8290301104957514
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+-37.5	-12.5	0.45178739427910297
+-37.5	-13.75	0.3662314569093747
+-37.5	-15.0	0.91323108553504
+-36.25	-17.5	1.082274727103442
+-36.25	-16.25	0.3614865162185889
+-36.25	-15.0	0.5533526686173238
+-36.25	-13.75	0.7516187075692751
+-36.25	-12.5	0.8344345879945209
+-36.25	-11.25	0.8609663181113912
+-36.25	-10.0	0.8809031371342352
+-36.25	-8.75	0.909905412920421
+-36.25	-7.5	0.9297940464700036
+-36.25	-6.25	0.923014919200143
+-36.25	-5.0	0.9180085207222144
+-36.25	-3.75	0.9157016514274621
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+-35.0	20.0	0.8990914338498555
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diff --git a/documentation/notebooks/scans_matching/original/Gain_PE_480.dat b/documentation/notebooks/scans_matching/original/Gain_PE_480.dat
new file mode 100755
index 000000000..e2ad11cc3
--- /dev/null
+++ b/documentation/notebooks/scans_matching/original/Gain_PE_480.dat
@@ -0,0 +1,3305 @@
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diff --git a/documentation/notebooks/scans_matching/original/Gain_PE_500.dat b/documentation/notebooks/scans_matching/original/Gain_PE_500.dat
new file mode 100755
index 000000000..3f32a8fb0
--- /dev/null
+++ b/documentation/notebooks/scans_matching/original/Gain_PE_500.dat
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diff --git a/documentation/notebooks/scans_matching/original/Gain_PE_520.dat b/documentation/notebooks/scans_matching/original/Gain_PE_520.dat
new file mode 100755
index 000000000..667725348
--- /dev/null
+++ b/documentation/notebooks/scans_matching/original/Gain_PE_520.dat
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diff --git a/documentation/notebooks/scans_matching/original/Gain_PE_540.dat b/documentation/notebooks/scans_matching/original/Gain_PE_540.dat
new file mode 100755
index 000000000..f06405fa8
--- /dev/null
+++ b/documentation/notebooks/scans_matching/original/Gain_PE_540.dat
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diff --git a/documentation/notebooks/scans_matching/original/Gain_PE_560.dat b/documentation/notebooks/scans_matching/original/Gain_PE_560.dat
new file mode 100755
index 000000000..f53f26c42
--- /dev/null
+++ b/documentation/notebooks/scans_matching/original/Gain_PE_560.dat
@@ -0,0 +1,3305 @@
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diff --git a/documentation/notebooks/scans_matching/original/Gain_PE_580.dat b/documentation/notebooks/scans_matching/original/Gain_PE_580.dat
new file mode 100755
index 000000000..59f717370
--- /dev/null
+++ b/documentation/notebooks/scans_matching/original/Gain_PE_580.dat
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diff --git a/documentation/notebooks/scans_matching/original/Gain_PE_600.dat b/documentation/notebooks/scans_matching/original/Gain_PE_600.dat
new file mode 100755
index 000000000..070ba2cb5
--- /dev/null
+++ b/documentation/notebooks/scans_matching/original/Gain_PE_600.dat
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diff --git a/documentation/notebooks/scans_matching/original/Gain_PE_620.dat b/documentation/notebooks/scans_matching/original/Gain_PE_620.dat
new file mode 100755
index 000000000..d988e87fc
--- /dev/null
+++ b/documentation/notebooks/scans_matching/original/Gain_PE_620.dat
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diff --git a/documentation/notebooks/scans_matching/original/Gain_PE_640.dat b/documentation/notebooks/scans_matching/original/Gain_PE_640.dat
new file mode 100755
index 000000000..173434372
--- /dev/null
+++ b/documentation/notebooks/scans_matching/original/Gain_PE_640.dat
@@ -0,0 +1,3305 @@
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diff --git a/documentation/notebooks/scans_matching/original/SPEresolution_460.dat b/documentation/notebooks/scans_matching/original/SPEresolution_460.dat
new file mode 100755
index 000000000..bc6269902
--- /dev/null
+++ b/documentation/notebooks/scans_matching/original/SPEresolution_460.dat
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diff --git a/documentation/notebooks/scans_matching/original/SPEresolution_480.dat b/documentation/notebooks/scans_matching/original/SPEresolution_480.dat
new file mode 100755
index 000000000..b73786051
--- /dev/null
+++ b/documentation/notebooks/scans_matching/original/SPEresolution_480.dat
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diff --git a/documentation/notebooks/scans_matching/original/SPEresolution_500.dat b/documentation/notebooks/scans_matching/original/SPEresolution_500.dat
new file mode 100755
index 000000000..76928a8dd
--- /dev/null
+++ b/documentation/notebooks/scans_matching/original/SPEresolution_500.dat
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diff --git a/documentation/notebooks/scans_matching/original/SPEresolution_520.dat b/documentation/notebooks/scans_matching/original/SPEresolution_520.dat
new file mode 100755
index 000000000..a11cfdb0a
--- /dev/null
+++ b/documentation/notebooks/scans_matching/original/SPEresolution_520.dat
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diff --git a/documentation/notebooks/scans_matching/original/SPEresolution_540.dat b/documentation/notebooks/scans_matching/original/SPEresolution_540.dat
new file mode 100755
index 000000000..c3841600e
--- /dev/null
+++ b/documentation/notebooks/scans_matching/original/SPEresolution_540.dat
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diff --git a/documentation/notebooks/scans_matching/original/SPEresolution_560.dat b/documentation/notebooks/scans_matching/original/SPEresolution_560.dat
new file mode 100755
index 000000000..3fad1dc54
--- /dev/null
+++ b/documentation/notebooks/scans_matching/original/SPEresolution_560.dat
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diff --git a/documentation/notebooks/scans_matching/original/SPEresolution_580.dat b/documentation/notebooks/scans_matching/original/SPEresolution_580.dat
new file mode 100755
index 000000000..a0f6050e6
--- /dev/null
+++ b/documentation/notebooks/scans_matching/original/SPEresolution_580.dat
@@ -0,0 +1,3305 @@
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diff --git a/documentation/notebooks/scans_matching/original/SPEresolution_600.dat b/documentation/notebooks/scans_matching/original/SPEresolution_600.dat
new file mode 100755
index 000000000..16c01fd94
--- /dev/null
+++ b/documentation/notebooks/scans_matching/original/SPEresolution_600.dat
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diff --git a/documentation/notebooks/scans_matching/original/SPEresolution_620.dat b/documentation/notebooks/scans_matching/original/SPEresolution_620.dat
new file mode 100755
index 000000000..378296abc
--- /dev/null
+++ b/documentation/notebooks/scans_matching/original/SPEresolution_620.dat
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diff --git a/documentation/notebooks/scans_matching/original/SPEresolution_640.dat b/documentation/notebooks/scans_matching/original/SPEresolution_640.dat
new file mode 100755
index 000000000..89185e5f5
--- /dev/null
+++ b/documentation/notebooks/scans_matching/original/SPEresolution_640.dat
@@ -0,0 +1,3305 @@
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diff --git a/documentation/notebooks/scans_matching/original/TransitTimeSpread_460.dat b/documentation/notebooks/scans_matching/original/TransitTimeSpread_460.dat
new file mode 100755
index 000000000..be8870baf
--- /dev/null
+++ b/documentation/notebooks/scans_matching/original/TransitTimeSpread_460.dat
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diff --git a/documentation/notebooks/scans_matching/original/TransitTimeSpread_480.dat b/documentation/notebooks/scans_matching/original/TransitTimeSpread_480.dat
new file mode 100755
index 000000000..4d30fcff4
--- /dev/null
+++ b/documentation/notebooks/scans_matching/original/TransitTimeSpread_480.dat
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diff --git a/documentation/notebooks/scans_matching/original/TransitTimeSpread_500.dat b/documentation/notebooks/scans_matching/original/TransitTimeSpread_500.dat
new file mode 100755
index 000000000..57cb2936d
--- /dev/null
+++ b/documentation/notebooks/scans_matching/original/TransitTimeSpread_500.dat
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diff --git a/documentation/notebooks/scans_matching/original/TransitTimeSpread_520.dat b/documentation/notebooks/scans_matching/original/TransitTimeSpread_520.dat
new file mode 100755
index 000000000..3eb22f237
--- /dev/null
+++ b/documentation/notebooks/scans_matching/original/TransitTimeSpread_520.dat
@@ -0,0 +1,3305 @@
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diff --git a/documentation/notebooks/scans_matching/original/TransitTimeSpread_540.dat b/documentation/notebooks/scans_matching/original/TransitTimeSpread_540.dat
new file mode 100755
index 000000000..f1c3b65e1
--- /dev/null
+++ b/documentation/notebooks/scans_matching/original/TransitTimeSpread_540.dat
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diff --git a/documentation/notebooks/scans_matching/original/TransitTimeSpread_560.dat b/documentation/notebooks/scans_matching/original/TransitTimeSpread_560.dat
new file mode 100755
index 000000000..59951cfdc
--- /dev/null
+++ b/documentation/notebooks/scans_matching/original/TransitTimeSpread_560.dat
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diff --git a/documentation/notebooks/scans_matching/original/TransitTimeSpread_580.dat b/documentation/notebooks/scans_matching/original/TransitTimeSpread_580.dat
new file mode 100755
index 000000000..5cc8f98c9
--- /dev/null
+++ b/documentation/notebooks/scans_matching/original/TransitTimeSpread_580.dat
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diff --git a/documentation/notebooks/scans_matching/original/TransitTimeSpread_600.dat b/documentation/notebooks/scans_matching/original/TransitTimeSpread_600.dat
new file mode 100755
index 000000000..9664ca020
--- /dev/null
+++ b/documentation/notebooks/scans_matching/original/TransitTimeSpread_600.dat
@@ -0,0 +1,3305 @@
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diff --git a/documentation/notebooks/scans_matching/original/TransitTimeSpread_620.dat b/documentation/notebooks/scans_matching/original/TransitTimeSpread_620.dat
new file mode 100755
index 000000000..1161e521f
--- /dev/null
+++ b/documentation/notebooks/scans_matching/original/TransitTimeSpread_620.dat
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diff --git a/documentation/notebooks/scans_matching/original/TransitTimeSpread_640.dat b/documentation/notebooks/scans_matching/original/TransitTimeSpread_640.dat
new file mode 100755
index 000000000..487455435
--- /dev/null
+++ b/documentation/notebooks/scans_matching/original/TransitTimeSpread_640.dat
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diff --git a/documentation/notebooks/scans_matching/original/TransitTime_460.dat b/documentation/notebooks/scans_matching/original/TransitTime_460.dat
new file mode 100755
index 000000000..4671344c7
--- /dev/null
+++ b/documentation/notebooks/scans_matching/original/TransitTime_460.dat
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diff --git a/documentation/notebooks/scans_matching/original/TransitTime_480.dat b/documentation/notebooks/scans_matching/original/TransitTime_480.dat
new file mode 100755
index 000000000..93457bfd7
--- /dev/null
+++ b/documentation/notebooks/scans_matching/original/TransitTime_480.dat
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diff --git a/documentation/notebooks/scans_matching/original/TransitTime_500.dat b/documentation/notebooks/scans_matching/original/TransitTime_500.dat
new file mode 100755
index 000000000..7c0e8fc9d
--- /dev/null
+++ b/documentation/notebooks/scans_matching/original/TransitTime_500.dat
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diff --git a/documentation/notebooks/scans_matching/original/TransitTime_520.dat b/documentation/notebooks/scans_matching/original/TransitTime_520.dat
new file mode 100755
index 000000000..013ecc701
--- /dev/null
+++ b/documentation/notebooks/scans_matching/original/TransitTime_520.dat
@@ -0,0 +1,3305 @@
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diff --git a/documentation/notebooks/scans_matching/original/TransitTime_540.dat b/documentation/notebooks/scans_matching/original/TransitTime_540.dat
new file mode 100755
index 000000000..46cb8b399
--- /dev/null
+++ b/documentation/notebooks/scans_matching/original/TransitTime_540.dat
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diff --git a/documentation/notebooks/scans_matching/original/TransitTime_560.dat b/documentation/notebooks/scans_matching/original/TransitTime_560.dat
new file mode 100755
index 000000000..004c48e7a
--- /dev/null
+++ b/documentation/notebooks/scans_matching/original/TransitTime_560.dat
@@ -0,0 +1,3305 @@
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diff --git a/documentation/notebooks/scans_matching/original/TransitTime_580.dat b/documentation/notebooks/scans_matching/original/TransitTime_580.dat
new file mode 100755
index 000000000..fda769c83
--- /dev/null
+++ b/documentation/notebooks/scans_matching/original/TransitTime_580.dat
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diff --git a/documentation/notebooks/scans_matching/original/TransitTime_600.dat b/documentation/notebooks/scans_matching/original/TransitTime_600.dat
new file mode 100755
index 000000000..b313b1001
--- /dev/null
+++ b/documentation/notebooks/scans_matching/original/TransitTime_600.dat
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diff --git a/documentation/notebooks/scans_matching/original/TransitTime_620.dat b/documentation/notebooks/scans_matching/original/TransitTime_620.dat
new file mode 100755
index 000000000..e26d7b3d2
--- /dev/null
+++ b/documentation/notebooks/scans_matching/original/TransitTime_620.dat
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diff --git a/documentation/notebooks/scans_matching/original/TransitTime_640.dat b/documentation/notebooks/scans_matching/original/TransitTime_640.dat
new file mode 100755
index 000000000..778dd713f
--- /dev/null
+++ b/documentation/notebooks/scans_matching/original/TransitTime_640.dat
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+38.75	6.25	6.541895261568129
+38.75	5.0	6.2650191813923755
+38.75	3.75	6.045093531154407
+38.75	2.5	5.746538498548887
+38.75	1.25	5.52958587018108
+38.75	-0.0	5.351744517907392
+38.75	-1.25	5.1893202472191575
+38.75	-2.5	5.011793038012243
+38.75	-3.75	4.899650309540036
+38.75	-5.0	4.834185521003917
+38.75	-6.25	4.718353472325134
+38.75	-7.5	4.581570639585365
+38.75	-8.75	4.379523094830375
+38.75	-10.0	3.9055902752683096
+38.75	-11.25	3.383369433495645
+40.0	-6.25	3.4904995485555617
+40.0	-5.0	3.571011395926817
+40.0	-3.75	5.321508241298702
+40.0	-2.5	5.615369012486795
+40.0	-1.25	5.903796865863626
+40.0	0.0	6.270152596845435
+40.0	1.25	6.2725987948627875
+40.0	2.5	6.251227870235439
+40.0	3.75	4.826326546017114
+40.0	5.0	1.8803706449251791
+40.0	6.25	1.4935227876736263
diff --git a/simulations/CMakeLists.txt b/simulations/CMakeLists.txt
index b9ddcbe49..c6c29387e 100755
--- a/simulations/CMakeLists.txt
+++ b/simulations/CMakeLists.txt
@@ -1,4 +1,4 @@
-add_subdirectory(effective_area)
+#add_subdirectory(effective_area)
 #add_subdirectory(radioactive_decays)
 #add_subdirectory(supernova)
-#add_subdirectory(efficiency_calibration)
+add_subdirectory(efficiency_calibration)
diff --git a/simulations/efficiency_calibration/OMSim_efficiency_calibration.cc b/simulations/efficiency_calibration/OMSim_efficiency_calibration.cc
index b78a6d409..29d0774ff 100755
--- a/simulations/efficiency_calibration/OMSim_efficiency_calibration.cc
+++ b/simulations/efficiency_calibration/OMSim_efficiency_calibration.cc
@@ -56,17 +56,72 @@ void runXYZfrontalScan()
 		}
 	}
 
-	// x = Tools::arange(-7, 7, 0.3);
-
-	// for (const auto &x : x)
-	// {
-	// 	for (const auto &y : x)
-	// 	{
-	// 		scanner->runBeamPicoQuantSetup(x, y);
-	// 		analysisManager.writeHitPositionHistogram(x, y);
-	// 		hitManager.reset();
-	// 	}
-	// }
+	grid = Tools::arange(-7, 7, 0.3); // so more data at centre
+
+	for (const auto &x : grid)
+	{
+		for (const auto &y : grid)
+		{
+			scanner->runBeamPicoQuantSetup(x, y);
+			analysisManager.writeHitPositionHistogram(x, y);
+			hitManager.reset();
+		}
+	}
+}
+
+
+void runfrontalXYScannNKT()
+{
+	OMSimEffiCaliAnalyisis analysisManager;
+	OMSimCommandArgsTable &args = OMSimCommandArgsTable::getInstance();
+	OMSimHitManager &hitManager = OMSimHitManager::getInstance();
+
+	Beam *scanner = new Beam(0.3, args.get<G4double>("distance"));
+	scanner->configureZCorrection_PicoQuant();
+	analysisManager.m_outputFileName = args.get<std::string>("output_file") + ".dat";
+	double wavelength = 459;
+	scanner->setWavelength(wavelength);
+
+	std::vector<double> grid = Tools::arange(-41, 42, 1);
+
+	double rLim = 42;
+
+	for (const auto &x : grid)
+	{
+		for (const auto &y : grid)
+		{
+			if (std::sqrt(x * x + y * y) < rLim)
+			{
+				scanner->runBeamNKTSetup(x, y);
+				analysisManager.writePositionPulseStatistics(x, y, wavelength);
+				hitManager.reset();
+			}
+		}
+	}
+}
+
+void runfrontalProfileScannNKT()
+{
+	OMSimEffiCaliAnalyisis analysisManager;
+	OMSimCommandArgsTable &args = OMSimCommandArgsTable::getInstance();
+	OMSimHitManager &hitManager = OMSimHitManager::getInstance();
+
+	Beam *scanner = new Beam(0.3, args.get<G4double>("distance"));
+	scanner->configureZCorrection_PicoQuant();
+	analysisManager.m_outputFileName = args.get<std::string>("output_file") + ".dat";
+	double wavelength = 459;
+	scanner->setWavelength(wavelength);
+
+	std::vector<double> profile = Tools::arange(0, 42, 0.05);
+
+	double rLim = 42;
+
+	for (const auto &x : profile)
+	{
+		scanner->runBeamNKTSetup(x, 0);
+		analysisManager.writePositionStatistics(x, wavelength);
+		hitManager.reset();
+	}
 }
 
 /**
@@ -119,8 +174,17 @@ int main(int p_argumentCount, char *p_argumentVector[])
 		runXYZfrontalScan();
 		break;
 	}
+	case 4:
+	{
+		runfrontalProfileScannNKT();
+		break;
+	}
+	case 5:
+	{
+		runfrontalXYScannNKT();
+		break;
+	}
 	}
-
 	if (OMSimCommandArgsTable::getInstance().get<bool>("visual"))
 		simulation.startVisualisation();
 	return 0;
diff --git a/simulations/efficiency_calibration/include/OMSimBeam.hh b/simulations/efficiency_calibration/include/OMSimBeam.hh
index c52deffb0..97b0e28ff 100644
--- a/simulations/efficiency_calibration/include/OMSimBeam.hh
+++ b/simulations/efficiency_calibration/include/OMSimBeam.hh
@@ -16,6 +16,7 @@ public:
 
   void runErlangenQEBeam();
   void runBeamPicoQuantSetup(double pX, double pY);
+  void runBeamNKTSetup(G4double p_x, G4double p_y);
   void setWavelength(double pWavelength);
   void configureZCorrection_PicoQuant();
 private:
diff --git a/simulations/efficiency_calibration/include/OMSimEffiCaliAnalyisis.hh b/simulations/efficiency_calibration/include/OMSimEffiCaliAnalyisis.hh
index ee894afec..e109e7626 100644
--- a/simulations/efficiency_calibration/include/OMSimEffiCaliAnalyisis.hh
+++ b/simulations/efficiency_calibration/include/OMSimEffiCaliAnalyisis.hh
@@ -16,6 +16,8 @@ public:
 
     void writeHits(double pWavelength);
     void writeHitPositionHistogram(double x, double y);
+    void writePositionStatistics(double x, double wavelength);
+    void writePositionPulseStatistics(double x, double y, double wavelength);
     G4String m_outputFileName;
 };
 
diff --git a/simulations/efficiency_calibration/src/OMSimBeam.cc b/simulations/efficiency_calibration/src/OMSimBeam.cc
index 9b0a76ae6..f168615ab 100644
--- a/simulations/efficiency_calibration/src/OMSimBeam.cc
+++ b/simulations/efficiency_calibration/src/OMSimBeam.cc
@@ -40,6 +40,18 @@ void Beam::configureXYZScan_NKTLaser()
 
 }
 
+void Beam::runBeamNKTSetup(G4double p_x, G4double p_y)
+{
+    double z = m_zCorrection->Eval(std::sqrt(p_x*p_x+p_y*p_y));
+    if (z<4.8) { z = 4.8;}
+    configureXYZScan_NKTLaser();
+
+    OMSimUIinterface &ui = OMSimUIinterface::getInstance();
+    ui.applyCommand("/gps/pos/centre", p_x, p_y, z, "mm");
+    ui.runBeamOn();
+}
+
+
 
 /* For Erlangens QE measurement setup*/
 
@@ -112,7 +124,6 @@ void Beam::runBeamPicoQuantSetup(G4double p_x, G4double p_y)
 {
     double z = m_zCorrection->Eval(std::sqrt(p_x*p_x+p_y*p_y));
     if (z<4.8) { z = 4.8;}
-    G4cout << std::sqrt(p_x*p_x+p_y*p_y) <<" " << z << G4endl;
     configureXYZScan_PicoQuantSetup();
 
     OMSimUIinterface &ui = OMSimUIinterface::getInstance();
diff --git a/simulations/efficiency_calibration/src/OMSimEffiCaliAnalyisis.cc b/simulations/efficiency_calibration/src/OMSimEffiCaliAnalyisis.cc
index 36e49f9b2..17908150b 100644
--- a/simulations/efficiency_calibration/src/OMSimEffiCaliAnalyisis.cc
+++ b/simulations/efficiency_calibration/src/OMSimEffiCaliAnalyisis.cc
@@ -7,56 +7,122 @@
 void OMSimEffiCaliAnalyisis::writeHitPositionHistogram(double x, double y)
 {
 	log_trace("Writing histogram");
-	OMSimHitManager &lHitManager = OMSimHitManager::getInstance();
-	HitStats lHits = lHitManager.getMergedHitsOfModule();
+	OMSimHitManager &hitManager = OMSimHitManager::getInstance();
+	HitStats hits = hitManager.getMergedHitsOfModule();
 
-	std::vector<double> lR;
-	std::vector<double> lDetectionProbability;
+	std::vector<double> r;
+	std::vector<double> detectionProbability;
 
-	for (int i = 0; i < (int)lHits.eventId.size(); i++)
+	for (int i = 0; i < (int)hits.eventId.size(); i++)
 	{
-		double lX = lHits.localPosition.at(i).x() / mm;
-		double lY = lHits.localPosition.at(i).y() / mm;
-		lR.push_back(std::sqrt(lX * lX + lY * lY));
-		lDetectionProbability.push_back(lHits.PMTresponse.at(i).detectionProbability);
+		double X = hits.localPosition.at(i).x() / mm;
+		double Y = hits.localPosition.at(i).y() / mm;
+		r.push_back(std::sqrt(X * X + Y * Y));
+		detectionProbability.push_back(hits.PMTresponse.at(i).detectionProbability);
 	}
 
 	auto lRange = Tools::arange(0, 41.25, 0.25);
-	auto [lCounts, lEdges] = Tools::histogram(lR, lRange);
-	auto [lCountsWeighted, lEdgesWeighted] = Tools::histogram(lR, lRange, std::nullopt, lDetectionProbability);
+	auto [lCounts, lEdges] = Tools::histogram(r, lRange);
+	auto [lCountsWeighted, lEdgesWeighted] = Tools::histogram(r, lRange, std::nullopt, detectionProbability);
 
-	std::fstream lDatafile;
-	lDatafile.open(m_outputFileName.c_str(), std::ios::out | std::ios::app);
+	std::fstream dataFile;
+	dataFile.open(m_outputFileName.c_str(), std::ios::out | std::ios::app);
 
-	lDatafile << x << "\t" << y << "\t";
+	dataFile << x << "\t" << y << "\t";
 	for (const auto &count : lCounts)
 	{ 
-		lDatafile << count << "\t";
+		dataFile << count << "\t";
 	}
 	for (const auto &count : lCountsWeighted)
 	{ 
-		lDatafile << count << "\t";
+		dataFile << count << "\t";
 	}
-	lDatafile << "\n";
-	lDatafile.close();
+	dataFile << "\n";
+	dataFile.close();
 	log_trace("Finished writing histogram");
 }
 
 
-void OMSimEffiCaliAnalyisis::writeHits(double pWavelength)
+
+void OMSimEffiCaliAnalyisis::writePositionStatistics(double x, double wavelength)
+{
+	OMSimHitManager &hitManager = OMSimHitManager::getInstance();
+	HitStats hits = hitManager.getMergedHitsOfModule();
+
+	std::vector<double> r;
+
+	for (int i = 0; i < (int)hits.eventId.size(); i++)
+	{
+		double X = hits.localPosition.at(i).x() / mm;
+		double Y = hits.localPosition.at(i).y() / mm;
+		r.push_back(std::sqrt(X * X + Y * Y));
+	}
+
+	std::fstream dataFile;
+	dataFile.open(m_outputFileName.c_str(), std::ios::out | std::ios::app);
+
+	dataFile << x << "\t" << wavelength << "\t";
+	if (r.size()>2){
+		dataFile << Tools::mean(r) << "\t";
+		dataFile << Tools::median(r) << "\t";
+		dataFile << Tools::std(r) << "\t";
+		dataFile << r.size()<< "\t";
+	}
+	else{
+		dataFile << "0\t0\t0\t0\t";
+	}
+	dataFile << "\n";
+	dataFile.close();
+}
+
+
+void OMSimEffiCaliAnalyisis::writePositionPulseStatistics(double x, double y, double wavelength)
+{
+	OMSimHitManager &hitManager = OMSimHitManager::getInstance();
+	HitStats hits = hitManager.getMergedHitsOfModule();
+
+	std::vector<double> gain, transit_time, weigth;
+
+	for (int i = 0; i < (int)hits.eventId.size(); i++)
+	{
+		gain.push_back(hits.PMTresponse.at(i).PE);
+		weigth.push_back(1/(hits.PMTresponse.at(i).detectionProbability*hits.PMTresponse.at(i).detectionProbability));
+		transit_time.push_back(hits.PMTresponse.at(i).transitTime);
+	}
+
+	std::fstream dataFile;
+	dataFile.open(m_outputFileName.c_str(), std::ios::out | std::ios::app);
+
+	dataFile << x << "\t" << y << "\t" <<  wavelength << "\t";
+	if (transit_time.size()>2){
+		dataFile << Tools::mean(gain, weigth) << "\t";
+		dataFile << Tools::std(gain, weigth) << "\t";
+		dataFile << Tools::mean(transit_time, weigth)  << "\t";
+		dataFile << Tools::std(transit_time, weigth)  << "\t";
+		dataFile << transit_time.size()<< "\t";
+	}
+	else{
+		dataFile << "0\t0\t0\t0\t0\t";
+	}
+	dataFile << "\n";
+	dataFile.close();
+}
+
+
+void OMSimEffiCaliAnalyisis::writeHits(double p_wavelength)
 {
-    std::vector<double> lHits = OMSimHitManager::getInstance().countMergedHits();
+    std::vector<double> hits = OMSimHitManager::getInstance().countMergedHits();
 
-    std::fstream lDataFile;
-    lDataFile.open(m_outputFileName.c_str(), std::ios::out | std::ios::app);
+    std::fstream dataFile;
+    dataFile.open(m_outputFileName.c_str(), std::ios::out | std::ios::app);
 
-    lDataFile << pWavelength << "\t";
-    lDataFile << lHits.at(0) << "\t";
+    dataFile << p_wavelength << "\t";
+    dataFile << hits.at(0) << "\t";
 
 	//weighted
-    lHits = OMSimHitManager::getInstance().countMergedHits(0, true); 
-	lDataFile << lHits.at(0) << "\t";
+    hits = OMSimHitManager::getInstance().countMergedHits(0, true); 
+	dataFile << hits.at(0) << "\t";
 
-    lDataFile << G4endl;
-    lDataFile.close();
+    dataFile << G4endl;
+    dataFile.close();
 }
\ No newline at end of file