diff --git a/001259/ephys_example_notebook.ipynb b/001259/ephys_example_notebook.ipynb index f7ad8e1..e799906 100644 --- a/001259/ephys_example_notebook.ipynb +++ b/001259/ephys_example_notebook.ipynb @@ -1,19 +1,33 @@ { "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Ephys Example Session" + ] + }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ - "from pynwb import NWBHDF5IO\n", + "from stream_nwbfile import stream_nwbfile\n", "import numpy as np\n", "import matplotlib.pyplot as plt" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This notebook showcases one example session from the 001259 dataset containing operant behavior and concurrent electrophysiology recording." + ] + }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 4, "metadata": {}, "outputs": [ { @@ -55,7 +69,7 @@ " });\n", " });\n", " \n", - "

root (NWBFile)

session_description: Mice performed the auditory guided task while electricophysiological neural activity was recorded in the primary auditory cortex (A1).
identifier: 1fb4f618-1681-43b1-b541-cedcce1466cc
session_start_time2023-10-29 16:56:01-04:00
timestamps_reference_time2023-10-29 16:56:01-04:00
file_create_date
02024-12-18 09:06:51.025092-08:00
experimenter('Zempolich, Grant W.', 'Schneider, David M.')
acquisition
ElectricalSeries
starting_time: 0.0
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resolution: -1.0
comments: no comments
description: Recording of AC neural responses in mice performing this behavioral task utilized dense 128-channel recording probes (Masmanidis Lab). These recording probes span a depth ~1mm, allowing for sampling of all layers of cortex. Electrophysiology data was recorded using OpenEphys Acquisition Board v2.4 and associated OpenEphys GUI software.
conversion: 1.9499999999999999e-07
offset: 0.0
unit: volts
data
starting_time_unit: seconds
electrodes
description: electrode_table_region
table
description: metadata about extracellular electrodes
table\n", + "

root (NWBFile)

session_description: Mice performed the auditory guided task while electricophysiological neural activity was recorded in the primary auditory cortex (A1).
identifier: b661cbac-4f29-4f2d-a115-a681eea4b6b2
session_start_time2023-10-29 16:56:01-04:00
timestamps_reference_time2023-10-29 16:56:01-04:00
file_create_date
02024-12-19 10:42:13.233766-08:00
experimenter('Zempolich, Grant W.', 'Schneider, David M.')
acquisition
ElectricalSeries
starting_time: 0.0
rate: 30000.0
resolution: -1.0
comments: no comments
description: Recording of AC neural responses in mice performing this behavioral task utilized dense 128-channel recording probes (Masmanidis Lab). These recording probes span a depth ~1mm, allowing for sampling of all layers of cortex. Electrophysiology data was recorded using OpenEphys Acquisition Board v2.4 and associated OpenEphys GUI software.
conversion: 1.9499999999999999e-07
offset: 0.0
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table
description: metadata about extracellular electrodes
table\n", " \n", " \n", " \n", @@ -63,8 +77,8 @@ " \n", " \n", " \n", - " \n", " \n", + " \n", " \n", " \n", " \n", @@ -80,14 +94,14 @@ " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", - " \n", " \n", + " \n", " \n", " \n", - "
groupgroup_namechannel_namerel_yrel_xrel_y
id
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video_camera_1
resolution: -1.0
comments: no comments
description: Two IR video cameras (AAK CA20 600TVL 2.8MM) were used to monitor the experiments from different angles of interest, allowing for offline analysis of body movements, pupillometry, and other behavioral data as necessary. Camera 1 is a side angle view of the mouse.
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processing
behavior
description: C57BL/6 mice were first be water restricted, habituated to head fixation in the behavioral set up for two days and classically conditioned to associate a 16 kHz tone with a small water reward given 150 ms after the tone plays (~12 seconds inter-tone-interval). Mice were then be trained for 15 to 20 sessions on an auditory guided task described as follows. Inspired by human performance on stringed instruments, whereby a target note is achieved via modulation of forelimb and hand movements, we have engineered a novel behavioral paradigm that requires mice to skillfully adjust the size of lever presses in response to a dynamic virtual acoustic environment. Mice were trained to press a small 3-D printed lever forward with their forelimb toward a 2 mm wide target zone. Mice heard a 16 Hz tone when the lever enters the zone and a 10 kHz tone if the press exceeds the bounds of the zone. Presses that peak within the zone produce only the entry tone and are rewarded when the lever returns to the starting position. Presses that undershoot (producing no tones) or overshoot (producing both an entry and an exit tone) are unrewarded. Every 30 trials, which we refer to as a block, the target zone was relocated without warning and the mice must use acoustic feedback to adjust their lever presses to peak at the new location.
data_interfaces
behavioral_time_series
time_series
encoder
resolution: -1.0
comments: no comments
description: Sampled values for entire duration of experiment for lever pressing behavior read from a rotary encoder (US Digital). Digital signals for licking and lever movement were collected by a data acquisition card (National Instruments) connected to a computer and logged by custom Matlab software (Mathworks, PsychToolBox) and sampled at 2kHz.
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lick
resolution: -1.0
comments: no comments
description: Samples values for entire duration of experiment for voltage signal readout from a custom infrared/capacitive lickometer sensor (Schneider Lab). Digital signals for licking and lever movement were collected by a data acquisition card (National Instruments) connected to a computer and logged by custom Matlab software (Mathworks, PsychToolBox) and sampled at 2kHz.
conversion: 1.0
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unit: a.u.
data
timestamps
timestamps_unit: seconds
interval: 1
targetOUT
description: Time at which the target zone is overshot during a press.
timestamps
timestamps__unit: seconds
toneIN
description: Time at which target zone is entered and target entry tone is played.
timestamps
timestamps__unit: seconds
toneOUT
description: Time at which target exit tone is played (this is delayed 50ms relative to targetOUT so that entry and exit tones don't bleed into each other.
timestamps
timestamps__unit: seconds
valve
description: Times at which solenoid valve opens to deliver water after a correct trial.
timestamps
timestamps__unit: seconds
valued_events_table
description: Metadata about valued events.
table\n", + "
video_camera_1
resolution: -1.0
comments: no comments
description: Two IR video cameras (AAK CA20 600TVL 2.8MM) were used to monitor the experiments from different angles of interest, allowing for offline analysis of body movements, pupillometry, and other behavioral data as necessary. Camera 1 is a side angle view of the mouse.
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[b'auditory cortex' b'predictive coding' b'optogenetics']
processing
behavior
description: C57BL/6 mice were first be water restricted, habituated to head fixation in the behavioral set up for two days and classically conditioned to associate a 16 kHz tone with a small water reward given 150 ms after the tone plays (~12 seconds inter-tone-interval). Mice were then be trained for 15 to 20 sessions on an auditory guided task described as follows. Inspired by human performance on stringed instruments, whereby a target note is achieved via modulation of forelimb and hand movements, we have engineered a novel behavioral paradigm that requires mice to skillfully adjust the size of lever presses in response to a dynamic virtual acoustic environment. Mice were trained to press a small 3-D printed lever forward with their forelimb toward a 2 mm wide target zone. Mice heard a 16 Hz tone when the lever enters the zone and a 10 kHz tone if the press exceeds the bounds of the zone. Presses that peak within the zone produce only the entry tone and are rewarded when the lever returns to the starting position. Presses that undershoot (producing no tones) or overshoot (producing both an entry and an exit tone) are unrewarded. Every 30 trials, which we refer to as a block, the target zone was relocated without warning and the mice must use acoustic feedback to adjust their lever presses to peak at the new location.
data_interfaces
behavioral_time_series
time_series
encoder
resolution: -1.0
comments: no comments
description: Sampled values for entire duration of experiment for lever pressing behavior read from a rotary encoder (US Digital). Digital signals for licking and lever movement were collected by a data acquisition card (National Instruments) connected to a computer and logged by custom Matlab software (Mathworks, PsychToolBox) and sampled at 2kHz.
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unit: a.u.
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lick
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comments: no comments
description: Samples values for entire duration of experiment for voltage signal readout from a custom infrared/capacitive lickometer sensor (Schneider Lab). Digital signals for licking and lever movement were collected by a data acquisition card (National Instruments) connected to a computer and logged by custom Matlab software (Mathworks, PsychToolBox) and sampled at 2kHz.
conversion: 1.0
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unit: a.u.
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valued_events_table
description: Metadata about valued events.
table\n", " \n", " \n", " \n", @@ -113,7 +127,7 @@ " \n", " \n", " \n", - "
Times at which tuning tones are played to an animal after a behavioral experiment during ephys recording sessions. Integer values correspond to the frequency of the tuning tone played i.e. 2 for 2kHz, 4 for 4kHz, etc.
intrinsic_signal_optical_imaging
description: For precise targeting of auditory cortex, intrinsic optical imaging (IOS) was performed using a 2-photon microscope (Neurolabware). The skull was first bilaterally thinned over a region of interest (ROI) and made translucent. On experiment day, 680nm red light (ThorLabs) is used to image the ROI. Data was collected via MATLAB running custom suites for online and offline analyses.
data_interfaces
images
description: Intrinsic signal optical images.
images
overlaid_image
target_image
epoch_tagsset()
electrodes
description: metadata about extracellular electrodes
table\n", + "
intrinsic_signal_optical_imaging
description: For precise targeting of auditory cortex, intrinsic optical imaging (IOS) was performed using a 2-photon microscope (Neurolabware). The skull was first bilaterally thinned over a region of interest (ROI) and made translucent. On experiment day, 680nm red light (ThorLabs) is used to image the ROI. Data was collected via MATLAB running custom suites for online and offline analyses.
data_interfaces
images
description: Intrinsic signal optical images.
images
overlaid_image
target_image
electrodes
description: metadata about extracellular electrodes
table\n", " \n", " \n", " \n", @@ -121,8 +135,8 @@ " \n", " \n", " \n", - " \n", " \n", + " \n", " \n", " \n", " \n", @@ -138,11 +152,11 @@ " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", - " \n", " \n", + " \n", " \n", " \n", "
groupgroup_namechannel_namerel_yrel_xrel_y
id
0Primary Auditory Cortex (A1)ElectrodeGroup pynwb.ecephys.ElectrodeGroup at 0x5118772528\\nFields:\\n description: ElectrodeGroup for all channels in the recording probe.\\n device: MasmanidisSiliconMicroprobe128AxN pynwb.device.Device at 0x5118623520\\nFields:\\n description: Masmanidis Lab dense 128-channel recording probes (https://masmanidislab.neurobio.ucla.edu/technology.html).\\n manufacturer: Masmanidis Lab\\n\\n location: Primary Auditory Cortex (A1)\\nElectrodeGroup pynwb.ecephys.ElectrodeGroup at 0x4995524336\\nFields:\\n description: ElectrodeGroup for all channels in the recording probe.\\n device: MasmanidisSiliconMicroprobe128AxN pynwb.device.Device at 0x4995525104\\nFields:\\n description: Masmanidis Lab dense 128-channel recording probes (https://masmanidislab.neurobio.ucla.edu/technology.html).\\n manufacturer: Masmanidis Lab\\n\\n location: Primary Auditory Cortex (A1)\\nElectrodeGroupCH16100.0200.0100.0
electrode_groups
ElectrodeGroup
description: ElectrodeGroup for all channels in the recording probe.
location: Primary Auditory Cortex (A1)
device
description: Masmanidis Lab dense 128-channel recording probes (https://masmanidislab.neurobio.ucla.edu/technology.html).
manufacturer: Masmanidis Lab
devices
MasmanidisSiliconMicroprobe128AxN
description: Masmanidis Lab dense 128-channel recording probes (https://masmanidislab.neurobio.ucla.edu/technology.html).
manufacturer: Masmanidis Lab
intrinsic_signal_optical_imaging_laser
description: ThorLabs 700nm fiber coupled LED (M700F3) driven by their basic LED driver (LEDD1B).
manufacturer: ThorLabs
lickometer
description: The lickometer comprised a custom-mounted (3D printed using Formlabs Form2) IR-beam emitter and receiver. IR signal was titrated and pre-processed using a custom printed circuit board (designed by Melissa Caras and Dan Sanes) to generate a binary TTL signal with IR sensitivity controlled by a potentiometer.
manufacturer: Schneider Lab
rotary_encoder
description: H5 BALL BEARING OPTICAL SHAFT ENCODER
manufacturer: US Digital
two_photon_microscope
description: Standard Microscope by Neurolabware.
manufacturer: Neurolabware
intervals
epochs
description: experimental epochs
table\n", @@ -375,17 +389,17 @@ " \n", " \n", " \n", - " \n", - " \n", " \n", - " \n", - " \n", - " \n", + " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", + " \n", " \n", + " \n", + " \n", " \n", " \n", " \n", @@ -409,71 +423,71 @@ " \n", " \n", " \n", - " \n", - " \n", " \n", - " \n", - " \n", - " \n", + " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", + " \n", " \n", + " \n", + " \n", " \n", " \n", " \n", " \n", " \n", - " \n", - " \n", " \n", - " \n", - " \n", - " \n", + " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", + " \n", " \n", + " \n", + " \n", " \n", " \n", " \n", " \n", " \n", - " \n", - " \n", " \n", - " \n", - " \n", - " \n", + " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", + " \n", " \n", + " \n", + " \n", " \n", " \n", " \n", " \n", " \n", - " \n", - " \n", " \n", - " \n", - " \n", - " \n", + " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", + " \n", " \n", + " \n", + " \n", " \n", " \n", "
spike_timesunit_nameshn_spikesampKSLabeloriginal_cluster_idContamPctshAmplitudefrchContamPctqualityAmplitudeKSLabeloriginal_cluster_iddepthn_spikesch
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... and 231 more rows.

experiment_description: Identifying mistakes is important for improving performance during acoustic behaviors like speech and musicianship. Although hearing is instrumental for monitoring and adapting these behaviors, the neural circuits that integrate motor, acoustic, and goal-related signals to detect errors and guide ongoing sensorimotor adaptation in mammals remain unidentified. Here, we develop a novel closed-loop, sound-guided behavior that requires mice to use real-time acoustic feedback to guide skilled ongoing forelimb movements. Large scale electrophysiology recordings reveal that the mouse auditory cortex integrates information about sound and movement, as well as encodes error- and learning-related signals during this sound-generating behavior. Distinct groups of auditory cortex neurons signal different error types, and the activity of these neurons predicts both within-trial and across-trial behavioral adaptations. Brief, behavior-triggered optogenetic suppression of auditory cortex during error signaling hinders behavioral corrections on both rapid and long time scales, indicating that cortical error signals are necessary for skilled acoustic behaviors. Together, these experiments identify a cortical role for detecting errors and learning from mistakes and suggest that the auditory cortex plays a critical role in skilled, sound-generating behavior in mammals.
session_id: 231029
lab: Schneider
institution: New York University
source_script: Created using NeuroConv v0.6.5
source_script_file_name: /opt/anaconda3/envs/schneider_lab_to_nwb_env/lib/python3.12/site-packages/neuroconv/basedatainterface.py
" ], "text/plain": [ - "root pynwb.file.NWBFile at 0x4945540784\n", + "root pynwb.file.NWBFile at 0x4987780608\n", "Fields:\n", " acquisition: {\n", " ElectricalSeries ,\n", @@ -494,8 +508,8 @@ " epochs: epochs \n", " experiment_description: Identifying mistakes is important for improving performance during acoustic behaviors like speech and musicianship. Although hearing is instrumental for monitoring and adapting these behaviors, the neural circuits that integrate motor, acoustic, and goal-related signals to detect errors and guide ongoing sensorimotor adaptation in mammals remain unidentified. Here, we develop a novel closed-loop, sound-guided behavior that requires mice to use real-time acoustic feedback to guide skilled ongoing forelimb movements. Large scale electrophysiology recordings reveal that the mouse auditory cortex integrates information about sound and movement, as well as encodes error- and learning-related signals during this sound-generating behavior. Distinct groups of auditory cortex neurons signal different error types, and the activity of these neurons predicts both within-trial and across-trial behavioral adaptations. Brief, behavior-triggered optogenetic suppression of auditory cortex during error signaling hinders behavioral corrections on both rapid and long time scales, indicating that cortical error signals are necessary for skilled acoustic behaviors. Together, these experiments identify a cortical role for detecting errors and learning from mistakes and suggest that the auditory cortex plays a critical role in skilled, sound-generating behavior in mammals.\n", " experimenter: ['Zempolich, Grant W.' 'Schneider, David M.']\n", - " file_create_date: [datetime.datetime(2024, 12, 18, 9, 6, 51, 25092, tzinfo=tzoffset(None, -28800))]\n", - " identifier: 1fb4f618-1681-43b1-b541-cedcce1466cc\n", + " file_create_date: [datetime.datetime(2024, 12, 19, 10, 42, 13, 233766, tzinfo=tzoffset(None, -28800))]\n", + " identifier: b661cbac-4f29-4f2d-a115-a681eea4b6b2\n", " institution: New York University\n", " intervals: {\n", " epochs ,\n", @@ -512,7 +526,7 @@ " session_start_time: 2023-10-29 16:56:01-04:00\n", " source_script: Created using NeuroConv v0.6.5\n", " source_script_file_name: /opt/anaconda3/envs/schneider_lab_to_nwb_env/lib/python3.12/site-packages/neuroconv/basedatainterface.py\n", - " subject: subject pynwb.file.Subject at 0x4946217632\n", + " subject: subject pynwb.file.Subject at 0x4993512896\n", "Fields:\n", " age: P12W/\n", " age__reference: birth\n", @@ -533,9 +547,9 @@ } ], "source": [ - "nwbfile_path = '/Volumes/T7/CatalystNeuro/Schneider/conversion_nwb/sub-m53_ses-231029.nwb'\n", - "io = NWBHDF5IO(nwbfile_path, 'r')\n", - "nwbfile = io.read()\n", + "DANDISET_ID = '001259'\n", + "file_path = 'sub-m53/sub-m53_ses-231029_behavior+ecephys+image.nwb'\n", + "nwbfile, io = stream_nwbfile(DANDISET_ID, file_path)\n", "display(nwbfile)" ] }, @@ -548,7 +562,7 @@ }, { "cell_type": "code", - "execution_count": 71, + "execution_count": 5, "metadata": {}, "outputs": [], "source": [ @@ -590,22 +604,22 @@ }, { "cell_type": "code", - "execution_count": 89, + "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "/opt/anaconda3/envs/schneider_lab_to_nwb_env/lib/python3.12/site-packages/matplotlib/cbook.py:1762: ComplexWarning: Casting complex values to real discards the imaginary part\n", + "/opt/anaconda3/envs/schneider_notebook_env/lib/python3.12/site-packages/matplotlib/cbook.py:1709: ComplexWarning: Casting complex values to real discards the imaginary part\n", " return math.isfinite(val)\n", - "/opt/anaconda3/envs/schneider_lab_to_nwb_env/lib/python3.12/site-packages/matplotlib/cbook.py:1398: ComplexWarning: Casting complex values to real discards the imaginary part\n", + "/opt/anaconda3/envs/schneider_notebook_env/lib/python3.12/site-packages/matplotlib/cbook.py:1345: ComplexWarning: Casting complex values to real discards the imaginary part\n", " return np.asarray(x, float)\n" ] }, { "data": { - "image/png": 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4+Hh9/fXXuvfee9WqVSs1btxYL7zwgm3ICkm21jajR49Wt27ddObMGdWqVUvdu3enS1iYyrB4ksnwsY0bN3pc1n5AqECQnp6uxMREpaWlKSEhwexwAAAmufTSS/XTTz/p448/1k033WR2OACAIGaxWFS1alUdPnxYy5Ytc+jGAwAAlF6nT59WamqqkpOTHQasBxCY3O2z3uQNTGkp07JlSxmGIYvFIsMwbNOt+SH7aTk5OX6PDwCA/PLfw2BtKcMYMgCAkmYYhq688krNnj1bixcvdjqmmbfzAwAAAGAOU9pppaamateuXUpNTdXnn3+u5ORkvfHGG1q/fr3Wr1+vN954Q3Xr1tXnn39uRngAADjIyspSs2bNFBYWZntYxwUgKQMA8Icrr7xSkvTss886/D/y9lGpUiWPuhQBAAAAUDJMaSlTq1Yt2/O+ffvqtddeU48ePWzTmjdvrho1amjcuHHq2bOnCRECAPCftWvXavPmzQWmX3755XRlCQDwi6uvvlqVKlXSkSNHijWfY8eO6cMPP9Qzzzzjo8gAAAAAeMOUpIy9P/74Q8nJyQWmJycna8uWLSZEBACAI+sdxVdccYU+/vhj2/SkpCSzQgIAhJjKlSvr77//VlpaWpHnMXfuXA0bNkyLFy8mKQMAAACYxPSkTKNGjTRhwgTNmDFDUVFRkqTs7GxNmDBBjRo1Mjk6AAD+S8o0a9ZMlSpVMjkaAECoioqKKtb/oeuvv17Dhg3Tb7/9pn///VcVKlTwYXQAAAAAPGF6UmbatGm69tprVb16dTVv3lyStHHjRhmGoa+//trk6AAA+C8p07BhQ5MjAQCg6KpXr65GjRpp69at+vHHH9WnTx+zQwIAAABCjulJmXbt2mnXrl366KOPbBe9brzxRvXv319xcXEmRwcAKK3mz5+vV155RTk5OcWe19q1ayWRlAEAlH7dunXT1q1b9dBDD+n/tXff0VGVaxuH70lIbxCBhECAGAgQpIQqQZqiFBURBeSodNQjVRQRVBA8GuygIiJKsINdjxRFigXpEKT3DqEnIQETSPb3h2fmY0ghdfZM8rvWmrWYXZ+ZcQuz73ne96233jK7nHzp0aOHRo4caXYZgENkZWVp2LBhOc5n6Ag33nijpkyZIovFYsr5AQAoCyyGYRhmF+FKUlJSFBQUpOTkZCZ3BgAnFhMTo4SEhGI7nre3t44ePcpQLwAAl7Zs2TLdfPPNZpdRIB4eHjp//ry8vLzMLgUocWvXrlWLFi1MrWHv3r26/vrrTa0BKCv+/vtv7d+/XxEREfL29ja7HADXkNc1W5DcwPROGemfv/CnTp2q7du3S5Lq16+vESNGKDIy0uTKAACuyDAM7d69W5I0ffp0Va5cucjHjI6OJpABALi8Dh066Pfff1diYqLZpeTLkCFDlJSUpO3bt6tx48ZmlwOUOGuHTExMjMaPH+/Qc48dO1b79u3Tjh07CGUAAChBpocyP/30k7p166bGjRurdevWkqQVK1Zo5syZ+u9//6tbb73V5AoBAK4mMTFRaWlpcnNz0+DBg+Xp6Wl2SQAAOI2bbrrJ7BLy7Z133tGyZcuUkJBAKIMyYdu2bZL+uU4dPe/Tl19+qX379mn79u3q2rWrQ88NoHRZvny5OnTooHPnzql8+fIOO++cOXM0atQoJSUlFfoYBw4cUEREhDZu3Jjrvz3Men0oPdzMLuCpp57SY489ptWrV+v111/X66+/rtWrV2vUqFEaO3as2eUBAFyQtUumRo0aBDIAALgw682Q4hySFHBm1k6Z6Ohoh5/bOn+idRQTAMiJxWLJ8/Hcc8+ZXaKpMjIyVLFiRU2ZMiXH9c8//7xCQkJ06dKlIp3nueee4wcrLsz0Tpnt27friy++yLZ84MCBmjp1quMLAgC4FMMw9MEHH+jQoUO2ZVu2bJEk1a5d26yyAABAMbDebJg/fz5zehZAjRo1dM899/Dr3RLw1Vdf6a+//iqx469Zs0aSOaFMvXr1JElLly7VhAkTHH5+/L9y5crpgQceYBg5OKXjx4/b/jxv3jxNmDBBO3futC3z9/fXunXrCnzcjIyMUvGjSk9PTz3wwAOKj4/XU089ZbfOMAzNmTNHffv2lYeHh0kV2ist77vLMUxWrVo144svvsi2fN68eUZ4eLgJFeUtOTnZkGQkJyebXQoAwDCMX375xZCU42PkyJFmlwcAAIpgy5Ytuf49zyPvh7e3t9GnTx9j8eLFRmZmptkfZamwf/9+h3x2bm5uxqlTpxz++rjenOtxxx13OPy/ATjexYsXjW3bthkXL160W56amprroyDbXrhwIV/bFlZ8fLwRFBSUbfmyZcsMScYvv/xiNG3a1PDx8TFatWpl7Nixw7bNxIkTjUaNGhmzZs0yatasaVgsFsMwDOPcuXPGoEGDjIoVKxoBAQFGhw4djISEBNt+CQkJRvv27Q1/f38jICDAaNKkibF27Vq7ehYtWmTUrVvX8PPzMzp16mQcO3bMtn9mZqYxadIko2rVqoanp6fRqFEjY+HChbb11v/Xb9y40bZs/vz5Ru3atQ1vb2+jffv2Rnx8vCHJOHfuXI7vy19//WVIMn7//fcc35ft27cbhmEYs2bNMurWrWt4eXkZderUMaZPn263/eHDh4377rvPqFChguHr62s0bdrUWLVqle38Vz7i4+MNwzCMgwcPGt26dTP8/PyMgIAAo2fPnkZiYuI133fkT27XrGEULDcwvVNmyJAheuihh7Rv3z7FxsZK+mdOmZdeekmjR482uToAgLNbtmyZJKlRo0Zq06aNbbmvr69GjBhhVlkAAKAY1K9fXzNmzLAN6YRry8rK0q+//qqtW7fq888/1+eff67q1aurX79+6tevnyIjI80u0WVt3rxZkhQaGlqi873ExsaqYsWKJXb83HC9OYfTp09r7ty5DNtYxvn7++e6rmvXrpo/f77teeXKlXXhwoUct23Xrp2WL19ue16zZk2dPn0623aGYRS+2Dw8/fTTeu2111SpUiU98sgjGjhwoFasWGFbv2fPHn399df65ptv5O7uLknq2bOnfHx8tHDhQgUFBWnmzJm65ZZbtGvXLgUHB+v+++9XTEyMZsyYIXd3dyUkJNh1nVy4cEGvvvqqPv74Y7m5uemBBx7QE088oU8//VSSNG3aNL322muaOXOmYmJiNHv2bHXr1k1bt27NcbSNw4cPq0ePHho6dKgeeughrVu3To8//nier7tBgwZq3ry5Zs+ebTeXX3x8vGJjY1W3bl19+umnmjBhgt5++23FxMRo48aNGjJkiPz8/NSvXz+lpqaqXbt2qlq1qn744QeFhoZqw4YNysrKUu/evbVlyxYtWrRIv/zyiyQpKChIWVlZuuuuu+Tv769ff/1Vly9f1tChQ9W7d2+7/w5yet/hYCUQGBVIVlaW8frrrxtVq1Y1LBaLYbFYjKpVqxpTp041srKyzC4vGzplAMC5tG3b1pBkzJo1y+xSAAAAnEJWVpaxZs0a49///rdRvnx5u1/Stm3b1oiPjzfOnz9vdpku5+WXXzYkGffdd5/ZpaAUO3PmjO16TUlJMbsclLDcfnWvPLqounbtaretr69vrtu2a9fObtuKFSvmuF1h5adTxmr+/PmGJNtrnThxouHh4WGcPHnSts3vv/9uBAYGGn///bfd8SIjI42ZM2cahmEYAQEBxpw5c3KtR5KxZ88e27Lp06cbISEhtudhYWHGCy+8YLdf8+bNjUcffdQwjOydMuPGjTOio6Ptth87dmyenTKGYRjvvvuu4e/vb/v7NiUlxfD19TXef/9922v67LPP7PZ5/vnnjVatWhmGYRgzZ840AgICjDNnzuR4fGvHy5V+/vlnw93d3Th06JBt2datWw1Jxpo1a2z7Xf2+I/+Kq1PGrcRTn2uwWCx67LHHdOTIESUnJys5OVlHjhzRyJEjZbFYzC4PAODE0tPTtXr1akmy65IBAAAoyywWi5o3b6533nlHx48f1+eff67bbrtNFotFv/32mwYMGKAqVapo4MCB+v3330vsF9KlzY4dOyRJdevWNbkSlGbBwcGqXLmypP//bw5lT2pqaq6Pr7/+2m7bkydP5rrtwoUL7bY9cOBAjtuVlIYNG9r+XKVKFVu9VjVq1FClSpVszzdt2qTU1FRdd9118vf3tz3279+vvXv3SpJGjx6twYMHq2PHjpoyZYptuZWvr69dV2iVKlVs50xJSdGxY8fUunVru31at26t7du35/gatm/frpYtW9ota9Wq1TVfe58+fZSZmWmbS33evHlyc3NT7969lZaWpr1792rQoEF2r/M///mP7fUkJCQoJiZGwcHB1zzXlbWGh4crPDzctiw6Olrly5e3e31Xv+9wPNOHL9u/f78uX76s2rVrKyAgwLZ89+7d8vDwUM2aNc0rDgDgEJcuXdKqVauUkZFRoP12796t9PR0VapUSVFRUSVUHQAAgOvy9vbWfffdp/vuu0+HDx/WRx99pDlz5mjPnj2Kj49XfHy8atWqpf79+6tly5b8ODIP1omrCWVQ0qKjo3Xy5El99913SklJKdKx/P391bx5c7m5mf67bBSAn5+f6dsWhyuHFbP+/ZKVlZVrPampqapSpYrdUFtW5cuXlyQ999xz+te//qX58+dr4cKFmjhxoubOnau777472zmt5zXjxweBgYG69957FR8fr4EDByo+Pl69evWSv7+/Tpw4IUmaNWtWtsDHOpyYj49PidXm6P8OkJ3poUz//v01cODAbGP2rV69Wu+//36OFyEAoHQZO3as3njjjULvf9NNN3EDAQAA4BrCw8P19NNPa/z48frjjz8UHx+vL774Qnv27NEzzzxjdnkuo06dOmaXgFKuXr16Wr58uV588UW9+OKLRT7eW2+9pWHDhhVDZUDJatKkiRITE1WuXLk8f6gfFRWlqKgoPfbYY+rTp4/i4+NtoUxeAgMDFRYWphUrVqhdu3a25StWrFCLFi1y3KdevXr64Ycf7JatWrUqX69n0KBBat++vX788Uf9+eefeuWVVyRJISEhCgsL0759+3T//ffnuG/Dhg31/vvv6+zZszl2y3h6eiozMzNbrYcPH9bhw4dt3TLbtm1TUlKSoqOj81UzHMP0UGbjxo3ZWsYk6cYbb+QvDAAoI1auXCnpnxbaK7sm88PHx0ejR48uibIAAABKJYvFojZt2qhNmzZ688039dVXX+nTTz9VYmKi2aU5vZiYGLvheICSMGTIEG3cuLHIw0qdPXtWx44d04oVK7jHBpfQsWNHtWrVSt27d9fLL7+sqKgoHTt2TPPnz9fdd9+t+vXra8yYMbr33nsVERGhI0eOaO3atbrnnnvyfY4xY8Zo4sSJioyMVOPGjRUfH6+EhAR9+umnOW7/yCOP6LXXXtOYMWM0ePBgrV+/XnPmzMnXudq2batatWqpb9++qlu3rmJjY23rJk2apBEjRigoKEidO3dWenq61q1bp3Pnzmn06NHq06ePXnzxRXXv3l1xcXGqUqWKNm7cqLCwMLVq1Uo1a9bU/v37lZCQoGrVqikgIEAdO3ZUgwYNdP/992vq1Km6fPmyHn30UbVr107NmjXL93uEkmd6KGOxWHT+/Plsy5OTk7OlfQCA0mnXrl2SpB9++IEvuQAAAA7k7++v/v37q3///maXAuB/YmJibD9cK4offvhBd911l3bu3FkMVQElz2KxaMGCBXr66ac1YMAAnTp1SqGhoWrbtq1CQkLk7u6uM2fOqG/fvjpx4oQqVqyoHj16aNKkSfk+x4gRI5ScnKzHH39cJ0+eVHR0tH744YdsozhZVa9eXV9//bUee+wxvfXWW2rRooVefPFFDRw4MF+vZ+DAgRo/frzGjRtnt27w4MHy9fXVK6+8ojFjxsjPz08NGjTQqFGjJP3TCfPzzz/r8ccfV9euXXX58mVFR0dr+vTpkqR77rlH33zzjTp06KCkpCTFx8erf//++v777zV8+HC1bdtWbm5u6ty5s9566618vz9wDIth8ox+d955p3x8fPT555/bxszLzMy0TXp09YRUZktJSVFQUJCSk5MVGBhodjkA4PLOnDmjihUrSpLS0tLk6+trckUAAAAA4Pp27typunXrytfXV+fPn2deGSf0999/a//+/YqIiJC3t7fZ5QC4hryu2YLkBqZ3yrz00ktq27at6tSpozZt2kiSfv/9d6WkpGjp0qUmVwcAKE6GYdhN6ifJ9qutqlWrEsgAAAAAQDG5/vrrVa5cOV24cEGHDh2yzTFRWNYfUwMAisb0iDw6Olp//fWXevXqpZMnT+r8+fPq27evduzYoRtuuMHs8gAAxSQtLU316tVTuXLl7B7WecWioqJMrhAAAAAASg8PDw9FRkZKkiIiIrJ9FyvIw8PDo0BDRAEAcmd6p4wkhYWF6cUXXzS7DABACVq1alWeYxl369bNgdUAAAAAQOnXo0cPxcXFFfk4hmHoo48+0sSJE4uhKgAo25wilElKStKaNWt08uTJbMPa9O3b16SqAADFafPmzZKkO+64Qx9++KHdOg8PDwUEBJhRFgAAAACUWi+++KLGjh2rzMzMQh8jKSlJkZGR2rdvn5KTkxUUFFSMFQJA2WN6KPPf//5X999/v1JTUxUYGCiLxWJbZ7FYCGUAoJTYsmWLJCkmJkbBwcEmVwMAAAAAZUNRQ5Tg4GCFh4fr8OHD+uuvv2xzQgMACsf0OWUef/xxDRw4UKmpqUpKStK5c+dsj7Nnz5pdHgCgmFg7ZRo0aGByJQAAAACAgmjcuLEkKSEhwdQ6AKA0ML1T5ujRoxoxYoR8fX3NLgUAUESGYWj8+PH6/fffs63buHGjJEIZAAAAAHA1jRs31n//+19NmTJF8+bNs1tXrVo1zZ49m3t7AJBPpocynTp10rp163T99debXQoAoIh27typKVOm5Lq+cuXKqlWrlgMrAgAAAAAUVdu2bSVJx44d07Fjx7Kt79mzp+655x5HlwUALsn0UOb222/XmDFjtG3bNjVo0EAeHh5267t162ZSZQCAglq4cKEkqUWLFnrqqaeyrW/SpInKlTP9rx4AAAAAQAHccsst+uOPP3Ty5Em75dOnT9eSJUu0a9cukyoDANdj+p2xIUOGSJImT56cbZ3FYlFmZqajSwIAFJI1lLnvvvt09913m1wNAAAAAKA4WCwWtW7dOtvyLVu2EMqg2CxfvlwdOnTQuXPnVL58ebPLKRE1a9bUqFGjNGrUKIee12Kx6Ntvv1X37t0LfYz27durcePGmjp1aq7bmPX6XI2b2QVkZWXl+iCQAQDXkZaWpl9//VWS1KVLF5OrAQAAAACUtKioKEnS7t27Ta4EjtS/f39ZLJZsj86dO5foeZ977rkcz2t9TJo0qUTPn5fc3hPro2bNmqbV5iyGDx+uevXq5bju0KFDcnd31w8//FCkcxw4cEAWi0UJCQlFOk5JM71TBgDg3LZs2aJ58+YpKysrz+2OHDmijIwM1axZU3Xq1HFQdQAAAAAAs1hDmc2bN+vpp5/O9341a9bU4MGDZbFYSqo0lLDOnTsrPj7ebpmXl1eJnvOJJ57QI488km35uHHj9N133+lf//pXiZ4/L9OmTbObY7dKlSqKj4+3BVXu7u6FPvalS5eyTfnhigYNGqS3335bf/75p2JjY+3WzZkzR5UrV1bXrl1Nqi67En3fDZN06dLFSEpKsj2Pi4szzp07Z3t++vRpo169eiZUlrfk5GRDkpGcnGx2KQDgEI0bNzYk5fsxdOhQs0sGAAAAADjA+fPnDQ8PjwJ9Z7Q+li5danb5prt48aKxbds24+LFi/YrUlNzfxRk2wsX8rdtAfXr18+466678txGkjFr1iyje/fuho+Pj1GrVi3j+++/t9tm/vz5Ru3atQ1vb2+jffv2Rnx8vCHJ7h7xtXzyySeGu7u7sWjRIrvl77zzjnH99dcbHh4eRlRUlPHRRx8VuL7NmzcbnTt3Nvz8/IzKlSsbDzzwgHHq1Kl81SXJ+Pbbb7Mtr1GjhvHCCy8YAwYMMPz9/Y3w8HBj5syZtvX79+83JBlz58412rZta3h5eRnx8fGGYRjGrFmzjLp16xpeXl5GnTp1jOnTp9v2S09PN4YOHWqEhoYaXl5eRvXq1Y0XX3yxQK93+fLlRvPmzQ1PT08jNDTUGDt2rHHp0iXb+nbt2hkjR460PT9x4oRxxx13GN7e3kbNmjWNTz75xKhRo4bxxhtv5Pq+NGnSxBg0aJDdsqysLCMiIsIYO3asYRjXft8zMzONl156yYiMjDQ8PT2N8PBw4z//+Y/tdV75aNeunW2fSZMmGVWrVjU8PT2NRo0aGQsXLszX+36lXK9Zo2C5gWmdMj/99JPS09Ntz1988UX16tXLNl7g5cuXtXPnTpOqAwBI/7SPJiQkyM3NTUOHDr3mr5j8/Pw0cuRIB1UHAAAAADCTv7+/5s6daxvKOj9+++03JSQk6Oeff1aHDh1KsDoX5u+f+7quXaX58///eeXK0oULOW/brp20fPn/P69ZUzp9Ovt2hlGYKq9p0qRJevnll/XKK6/orbfe0v3336+DBw8qODhYhw8fVo8ePTR06FA99NBDWrdunR5//PECHX/9+vUaMmSIpkyZok6dOtmWf/vttxo5cqSmTp2qjh076scff9SAAQNUrVo1u//m8qovKSlJN998swYPHqw33nhDFy9e1NixY9WrVy8tXbq0SO/La6+9pueff17jx4/XV199pX//+99q166d3agjTz31lF577TXFxMTI29tbn376qSZMmKC3335bMTEx2rhxo4YMGSI/Pz/169dPb775pn744Qd98cUXql69ug4fPqzDhw/bnTev13v06FF17dpV/fv310cffaQdO3ZoyJAh8vb21nPPPZfj6+jfv7+OHTumZcuWycPDQyNGjNDJkyfzfO2DBg3SU089pWnTpsnPz0/SP3MJ7d+/XwMHDszX+z5u3DjNmjVLb7zxhm666SYdP35cO3bskCStWbNGLVq00C+//KL69evL09NT0j+dTK+99ppmzpypmJgYzZ49W926ddPWrVtVu3btXN/3EnPN2KaEWCwW48SJE7bn/v7+xt69e23PExMTDTc3NzNKyxOdMgDKkhkzZhiSjNjYWLNLAQAAAACUAh999JEhyWjatKnZpZgu11/d/xOT5Pzo2tV+W1/f3Lf9X5eATcWKOW9XQP369TPc3d0NPz8/u8cLL7xwxUuQ8cwzz9iep6amGpJs3Qnjxo0zoqOj7Y47duzYfHfKnDhxwggPDzceeOCBbOtiY2ONIUOG2C3r2bOn0fWK9+5a9T3//PPGbbfdZneMw4cPG5KMnTt3XrM+5dEpc2XNWVlZRuXKlY0ZM2YYhvH/HRtTp0612y8yMtL47LPP7JY9//zzRqtWrQzDMIzhw4cbN998s5GVlZVrPXm93vHjxxt16tSx23/69OmGv7+/kZmZaRiGfafMzp07DUnGmjVrbNtv377dkJRnp8y5c+cMb29vuy6UBx980Ljppptsrymv9z0lJcXw8vIyZs2alePxre/fxo0b7ZaHhYXZ/fdpGIbRvHlz49FHH7Xb7+r3/Wou3ykDAHB+8//365vbb7/d5EoAAAAAAKVBx44dJUkbNmzQmTNndN1115lckRNKTc193dVzk+TVmeDmZv/8wIFCl3S1Dh06aMaMGXbLgoOD7Z43bNjQ9mc/Pz8FBgbaOim2b9+uli1b2m3fqlWrfJ370qVLuvfeexUSEqJZs2ZlW799+3Y99NBDdstat26tadOm5bu+TZs2admyZfLPoWtp7969tvmUCuPK81osFoWGhmbrMGnWrJntz2lpadq7d68GDRqkIUOG2JZfvnxZQUFBkv7pWrn11ltVp04dde7cWXfccYduu+22fL/e7du3q1WrVnYjpLRu3Vqpqak6cuSIqlevbnes7du3q1y5cmratKltWd26dW2jYOWmfPny6tGjh2bPnq3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GYejQoUMKCwvTmjVrVLNmTTPKAgAAAHIlNTXV9jNzyrgWhi9zT4URyliPRacMAAAAXIGHGScdOXKkatasqZMnT+rXX3/V7t27FRsbq/DwcI0cOdKMkgAAAIBcuzGUoVPGtdAp454KM5ShUwYAAACuwJSv8/3www/asWOHypYta1tWrlw5TZs2TW3btjWjJAAAACDXrMOXWSwWhuF1MXTKuKfCHL6MThkAAAC4AlM6ZXx9fXXp0qVMyy9fviwfHx8TKgIAAAByz9opw9BlrsfaKZOQkCDDMEyuBo6yBp10ygAAAKCoMiWU6dmzpx599FH99NNPMgxDhmFox44dioqKUq9evcwoCQAAAMg1ayjD0GWuxxrKpKWl6dq1ayZXA0dZu1kKMuikUwYAAACuxJRQZvbs2apZs6Zat24tPz8/+fn5qW3btqpVq5beeustM0oCAAAAco1QxnUFBATIYrFIYggzd8KcMgAAACjqTAllSpcurS+++EKHDh3SZ599pv/97386ePCgVq1aZftGmyM2b96su+66S5UqVZLFYtHnn39+031++OEHRUREyM/PTzVq1NC8efPy8UgAAABQnFmHWmL4Mtfj4eHBvDJuiDllAAAAUNSZEspY1apVS3fddZfuvPNOXb58WRcuXMjV/leuXFHTpk31zjvvOLT9sWPH1KNHD7Vr1067d+/WuHHjNHLkSK1YsSIv5QMAAKCYo1PGtVlDmcTERJMrgaPolAEAAEBRZ8pX+kaNGqXGjRtr6NChSk9PV4cOHbRt2zaVKFFCq1evVseOHR06TmRkpCIjIx0+77x581S1alXNmjVLklS/fn3t3LlTM2bMUL9+/fLwSAAAAFAUZGRk5OkDW+tcJYQyrikoKEgnT57U33//betqyg1PT0/bEGjImWEYBdKJYn2d6JQBAABAUWVKKPPZZ5/p4YcfliR99dVX+uOPP3TgwAEtXrxY48eP19atWwvlvNu3b1fXrl3tlnXr1k0LFixQampqtm+mk5OTlZycbLvPN+0AAACKjsOHD6tt27b666+/8nwMQhnXZB0auXv37nnav2vXrlq3bh3BzE0kJyerZcuW+v333wvsmIXRKdO9e3edP3+e1xMAAACmMmX4snPnzik0NFSStHbtWvXv31916tTR0KFDtXfv3kI7b3x8vEJCQuyWhYSEKC0tTefOnct2v6lTpyooKMh2CwsLK7QaAQAA4Fw7duzIVyAjSZ06dSqgalCQ7rjjjnztv379ersvZyFrx44dK9BApmLFiqpbt26BHa9Vq1aSpAsXLujq1asFdlwAAAAgL0zplAkJCdH+/ftVsWJFrVu3TnPmzJEkJSUlFeg3orLyz29FGYaR5fIbjR07VqNHj7bdT0xMJJgBAAAoIqxDGnXu3Fn/+9//cr2/xWJR6dKlC7gqFISJEyfqqaeeyvWwVUlJSapSpYok5WnYs+ImJSVFkhQcHKwDBw7k+3glS5Ys0O6zBQsW6NNPP5XEEGYAAAAwnymhzJAhQ9S/f39VrFhRFovF9g22n376SfXq1Su084aGhio+Pt5u2dmzZ+Xl5aVy5cplu5+vr698fX0LrS4AAACYxzqXjJ+fn8qUKWNyNShogYGBud6nRIkStp8JZW7OGsq46jXk5fV/b3t5PQEAAGA2U0KZSZMmqVGjRjp58qTuvfdeW+Dh6emp559/vtDO27p1a3311Vd2y9avX6+WLVsyDjgAAEAxZf3mvHUycIAP8XPHGsr4+PiYXEnWbhyNgU4ZAAAAmM2UUEaS7rnnnkzLBg0alKtjXL58WUeOHLHdP3bsmKKjo1W2bFlVrVpVY8eO1alTp7R48WJJUlRUlN555x2NHj1aw4cP1/bt2+1a2QEAAFD8WDtlCnsYXbiPGwM6Qpmbs4YyrvpFNw8PD1ksFhmGwesJAAAA05kWynz33Xf67rvvdPbsWdsbYasPP/zQoWPs3LnTblJV67wvgwYN0qJFixQXF6fY2Fjb+vDwcK1du1ZPPfWU3n33XVWqVEmzZ89Wv379CuARAQAAwB1ZvzlPKAMri8Uib29vpaam8iG+A1y9U0a63v2UmppKpwwAAABMZ0ooM3nyZE2ZMkUtW7a0zSuTFx07dpRhGNmuX7RoUaZlHTp00K+//pqn8wEAAKDosX5BiOHLcCPrh/iEMjeXmpoqybVDGU9PT15PAAAAuARTQpl58+Zp0aJFGjBggBmnBwAAAGzolEFWrPPK8CH+zblLp4zEnDIAAAAwnylfB0xJSVGbNm3MODUAAABgh04ZZIVQxnHuEMpYQ1deTwAAAJjNlHeew4YN0yeffGLGqQEAAAA7dMogK4QyjrOGMt7e3iZXkj1eTwAAALgKU4Yvu3btmubPn69vv/1WTZo0yfTH+8yZM80oCwAAAMUQnTLICh/iO84dOmUYvgwAAACuwpRQZs+ePWrWrJkk6ffff7dbZ7FYTKgIAAAAxRWdMsgKoYzj3CGUYfgyAAAAuApTQpmNGzeacVoAAAAgE2soQ6cMbkQo47jU1FRJrh3K0CkDAAAAV2HqO88jR47om2++0dWrVyVJhmGYWQ4AAACKIevwZXTK4EbWD/GtgQOyR6cMAAAA4DhTQpnz58+rc+fOqlOnjnr06KG4uDhJ0rBhw/T000+bURIAAACKKYYvQ1bolHGcNZT551yhroROGQAAALgKU0KZp556St7e3oqNjVWJEiVsy++77z6tW7fOjJIAAABQTFk7ZRi+DDcilHEcnTIAAACA40yZU2b9+vX65ptvVKVKFbvltWvX1okTJ8woCQAAAMUUnTLIirXrgw/xb84dQhlCNgAAALgKU74OeOXKFbsOGatz587J19fXhIoAAABQXNEpg6zwIb7jrPPuuHIoYw1dGb4MAAAAZjPlnWf79u21ePFi232LxaKMjAy9/vrr6tSpkxklAQAAoJiiUwZZIZRxHJ0yAAAAgONMGb7s9ddfV8eOHbVz506lpKTo2Wef1b59+/T3339r69atZpQEAACAYopOGWSFD/EdZw1lrEO+uSLr60mnDAAAAMxmyjvPBg0aaM+ePbrlllt0xx136MqVK+rbt692796tmjVrmlESAAAAiik6ZZAVQhnHuUOnjPX65vUEAACA2UzplJGk0NBQTZ482azTAwAAAJLolEHWCGUc5w6hDJ0yAAAAcBVOfef5999/688//7Rbtm/fPg0ZMkT9+/fXJ5984sxyAAAAADplkCVCGce5QyhDpwwAAABchVNDmREjRmjmzJm2+2fPnlW7du30yy+/KDk5WYMHD9aSJUucWRIAAACKOUIZZIVQxnGpqamSXDuU4fUEAACAq3BqKLNjxw716tXLdn/x4sUqW7asoqOj9cUXX+jVV1/Vu+++68ySAAAAUMwxfBmywof4jnOnThmGLwMAAIDZnPrOMz4+XuHh4bb733//vfr06WN7w9OrVy8dPnzYmSUBAACgmKNTBlkhlHGcNZTx9vY2uZLs8XoCAADAVTg1lAkMDNTFixdt93/++WfdeuuttvsWi0XJycnOLAkAAADFHJ0yyIr1Q3zr0FzInjt0ylhfTzplAAAAYDanvvO85ZZbNHv2bGVkZOizzz7TpUuXdPvtt9vWHzp0SGFhYc4sCQAAAMUcnTLIirXrg86Km3OHUMZ6ffN6AgAAwGxezjzZSy+9pC5dumjp0qVKS0vTuHHjVKZMGdv6ZcuWqUOHDs4sCQAAAMUcnTLICsNdOc7aTeTKoQydMgAAAHAVTg1lmjVrppiYGG3btk2hoaFq1aqV3fr7779fDRo0cGZJAAAAKObolEFWCGUcR6cMAAAA4DinhjKSVKFCBd19991ZrrvzzjudXA0AAACKO2unDKEMbkQo4zhrKGMd8s0V8XoCAADAVTBGAwAAAIo1a6cMw5fhRnyI7zh36pRh+DIAAACYjXeeAAAAKNbolEFWCGUc5w6hDK8nAAAAXAWhDAAAAIo1OmWQFT7Ed5w7hDJ0ygAAAMBVuNw7z6tXr+Z6nzlz5ig8PFx+fn6KiIjQli1bst1206ZNslgsmW4HDhzIT9kAAABwU9YPaemUwY0IZRyXmpoqybVDGV5PAAAAuApTQpkRI0ZkufzKlSuKjIzM1bGWL1+uUaNGafz48dq9e7fatWunyMhIxcbG5rjfwYMHFRcXZ7vVrl07V+cFAABA0WAdvoxOGdyID/EdZ+2U8fb2NrmS7FlfTzplAAAAYDZT3nmuX79eL7zwgt2yK1euqHv37rn+I3nmzJkaOnSohg0bpvr162vWrFkKCwvT3Llzc9wvODhYoaGhthvfjAQAACie6JRBVghlHOdOw5fxegIAAMBspoUyCxcu1JtvvilJunTpku644w5ZLBatW7fO4eOkpKRo165d6tq1q93yrl27atu2bTnu27x5c1WsWFGdO3fWxo0bc9w2OTlZiYmJdjcAAAAUDXTKICuEMo4xDIPhywAAAIBc8DLjpOHh4frmm2/UsWNHeXh4aNmyZfL19dWaNWsUEBDg8HHOnTun9PR0hYSE2C0PCQlRfHx8lvtUrFhR8+fPV0REhJKTk7VkyRJ17txZmzZtUvv27bPcZ+rUqZo8ebLjDxAAAABug04ZZMU6FBcf4ufMGshIrh3KWK9vhi8DAACA2UwJZSSpUaNGWr16tbp06aJWrVpp9erV8vf3z9OxLBaL3X3DMDIts6pbt67q1q1ru9+6dWudPHlSM2bMyDaUGTt2rEaPHm27n5iYqLCwsDzVCgAAANdi7ZQhlMGNrJ0VN4YOyMw6dJnk2qEMnTIAAABwFU4LZZo3b55lUOLr66vTp0+rbdu2tmW//vqrQ8csX768PD09M3XFnD17NlP3TE5uvfVWLV26NNv1vr6+8vX1dfh4AAAAcB/Wb84zfBluxIf4jrkxtLJ2F7kiOmUAAADgKpwWyvTu3bvAj+nj46OIiAht2LBBffr0sS3fsGGD7r77boePs3v3blWsWLHA6wMAAIDro1MGWSG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" ] @@ -688,9 +702,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 7, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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YWP36669asmSJfvzxR7377rvq0qVLtp6raNGimjZtmh577DGVKVNGw4YN05gxYyRJ165dU6lSpTR16lQ9+eSTTi/T8uaeOWP/zQ0MlEJC/rufWUmAgAApNDR7bRMSJEcfn8EghYVlr21iopSa6jgO64MpV9omJUkpKe5pGxaWFrckXbsm3bjhnrahoWnvsyQlJ0vXr7unbUhI2nrhatvr19PaOxIcLAUFud72xo2098KRggWlAgVcb5uSkvbZOVKgQFp7V9umpqata+5oGxSU9l5Iad+JhAT3tHXle882wn5bthGut2UbkXabbUT22rKNSLvNNsL1tmwj0m7n8W3E9evXde7CBZms2hr+P4avvvpKz40dq/IxMdqzZ4+CgoLYRlhjG5GGbYTrbf//e1+/fn3t2rVL0yZO1AMPPKACBQqoVKlSMpjXFau2ktiPYBuRhm1EGj/YRkjK8/sRkthGZLct24g0frqNiIuLU1SZMll35jB5ycqVK01t27Y1BQQEmAoVKmSqWrWqqVatWqayZcuaAgMDTdHR0aaxY8eazp8/n63l37hxw/TJJ5+YChYsaPrzzz9Nhw8fNkky7dixw6Zd165dTY888kimy0pKSjLFxsZa/k6ePGmSZIpN22Rk/OvY0XYBYWH220kmU4sWtm2LF3fctlEj27YVKjhuW6OGbdsaNRy3rVDBtm2jRo7bFi9u27ZFC8dtw8Js23bs6Lht+lXx/vszbxsf/1/bRx/NvO2FC/+1HTQo87ZHj/7XdtSozNvu3ftf2wkTMm/7++//tX399czbrlv3X9vZszNv+803/7VdtCjztp999l/bzz7LvO2iRf+1/eabzNvOnv1f23XrMm/7+uv/tf3998zbTpjwX9u9ezNvO2rUf22PHs287aBB/7W9cCHzto8++l/b+PjM295/v8lGZm3ZRqT9sY34749tRNof24i0P7YRaX9sI/77YxuR9sc2Iu3PhW3EOskkq78LmS2XbcR/f2wj0v7YRqT9ZWMb8b///c9UPLN2Up7YRrAfYfVnjW1EGrYRafx4P4JthNWfNbYRadhGpEm3jYhV2n53bGysKTNBjtM1uatz587q3LmzLl68qI0bN+rYsWNKTExU8eLFVb9+fdWvX18B5oyeC/bs2aOmTZsqKSlJERER+vLLL1WjRg399ttvktJqGVsrVaqUjh8/nukyp0yZ4tF6ywAAAADgDiHWV8NmdsUfALd5+OGHtWzePGnfPm+HAgAA8iCvlC/LTcnJyTpx4oSuXLmiZcuW6Z133tH69et15coVNW/eXGfOnFHp0qUt7QcMGKCTJ0/q+++/d7jMa9eu6ZpVV6i4uDjFxMRQvszVtnQFdL0tXQHTbtNdOHtt2Uak3WYb4XpbthFpt9lGZK8t24i022wjXG/LNuK/+zncRnTu3Fnrfv5ZI0aO1MvTpzu3XLYR/2EbkYZthOtt7XzvTSaTmjZtqj1792rciy/queeec9jWIfYj/sM2wvW2bCPS5NFthFvaso34D9sI19uyjUjj4fJlPpeUSe/uu+9WlSpVNGbMGFWpUkU7duxQ/fr1LfPvueceFS5cWO+//77Ty3R2wB4AAAAAyC3z5s3T1KlTlZLuxMDJkycVEBCgI0eOqEKFCl6KDoDZ0qVL1atXLxUsWFBly5bVyy+/rD59+ng7LAAA4GbO5g1crw+Wz5hMJl27dk2VKlVSdHS01qxZY5mXnJys9evXq1mzZl6MEAAAAABck5CQoLFjx+rYsWM6efKkzZ8k9ezZk4QMkEfcf//9qlmzppKTk3X06FGNHTs2QzIVAAD4D6+NKZMbnn/+eXXo0EExMTG6evWqli5dqp9//lnff/+9DAaDhg0bpsmTJ+umm27STTfdpMmTJyssLEy9e/f2dugAAAAA4LRPP/1UV65cUcWKFfX555/bzAsMDFStWrW8FBmA9IKCgrR582bt27dP7du318mTJ7V27Vq1bdvW26EBAAAv8KmkzPnz5/Xwww/r7NmzioqKUp06dfT999+rTZs2kqRnn31WiYmJGjRokC5fvqxbb71Vq1evVqFChbwcOQAAAABkdOTIEU2ePFmJ6WrUb9y4UZL05JNPqlGjRt4IDYALIiIi1KRJE/Xu3Vtvv/22hg0bpnvuuUeTJk1SAXO9ewAA4Be8OqbM9evXdfPNN+ubb75RjRo1vBWGyxhTBgAAAIAn3HfffVq+fLndecHBwTp+/LhKlSrl4agAZNfOnTvVoEEDy/05c+Zo4MCBXowIAAC4i7N5A6/2lClQoICuXbsmg8HgzTAAAAAAIM85ffq0VqxYIUmaNGmSIiIibObfeuutJGSAfKZ+/fr69ttv9fnnn2vRokV67bXX1L9/fxUsWNDboQEAAA/xak8ZSXrttdd04MABvfPOOwoKyh/V1OgpAwAA8H/s3Xd4FNXbxvF70wshlBBCCRB674iANKUrxYKgiDRFEEWKiEhHBQRBQREVISAWUIGfCBpFpAgoAoKgQZpAKImRloSSPu8fvFlZU0jdSTbfz3XtZXbm7Myz68lhs/eeMwBy25EjR7Rlyxbr/W3btmnVqlVq3bq1tm/fbmJlAHLbjRs3VLlyZUVERGjEiBGqW7euSpcurV69evHFVQAACqgCMVNGknbv3q3Nmzfru+++U7169eTt7W2zP72p+gAAAADgKOLj49W+fXuFh4en2jds2DATKgKQlzw9PTVu3DiNHTtWixYtsm7/4osv9OCDD5pYGQAAyGumhzLFihXjDQcAAACAQm3dunUKDw9X8eLF1a5dO+v2oKAg9e7d27zCAOSZp59+WqdOndLZs2d1+vRp/frrr3r33Xf5jAQAAAdn+vJlBRHLlwEAAADIjuTkZB0/flwJCQk224cNG6YdO3ZoypQpmj59uknVATDL6dOnFRQUJMMw9NVXX6lz585ydXU1uywAAJAFmc0N8kUok5iYqK1bt+rEiRN69NFH5ePjo/Pnz6to0aKpLmaZHxDKAAAAAMiO8ePHa86cOWnuc3Jy0qlTpxQYGGjnqgDkB127dlVISIj156+//trkigAAQFYUmGvKnD59Wl26dFFYWJji4uLUsWNH+fj4aM6cOYqNjdW7775rdokAAAAAkGNXr17V4sWLJUklS5aUk5OTdZ/FYtGgQYMIZIBCbPLkyTp48KDOnz+vb775RgcOHFDDhg3NLgsAAOQyp9s3yVvPPfecmjZtqsuXL8vT09O6/f7779fmzZtNrAwAAAAAcs+nn36qmJgYVatWTZGRkTa3v//+W7Nnzza7RAAmatmypc6dO6c+ffpIkhYsWGByRQAAIC+YPlNmx44d2rlzp9zc3Gy2V6xYUefOnTOpKgAAAABIX1xcnHr16qXdu3dn+jFXr16VdPP6MbfOkgGAWz333HNavXq1li9fru+//15fffUVM2YAAHAgpocyycnJSkpKSrX97Nmz8vHxMaEiAAAAAMjYCy+8YL32Q1b4+flpwIABeVARAEdx5513qn379tqyZYvOnj2r+fPn68MPPzS7LAAAkEsshmEYZhbQp08f+fr66v3335ePj48OHjyoUqVKqWfPnqpQoYKCg4PNLC9NKRfsOX/+fJoX7HF2dpaHh4f1/rVr19I9lpOTk82ybVlpe/36daX3v89iscjLyytbbW/cuKHk5OR06/D29s5W29jY2DQDuOy09fLyksVikXTzW4qJiYm50tbT09P6rcX4+HglJCTkSlsPDw85OztnuW1CQoLi4+PTbevu7i4XF5cst01MTFRcXFy6bd3c3OTq6prltklJSYqNjU23raurq3VWXFbaJicn68aNG7nS1sXFRe7u7pIkwzB0/fr1XGmbld97xoi02zJGMEYwRmS9LWNE9toyRtzEGJH1tim/9+vXr1fPnj0lSUuXLlWjRo3SbJtyXMMwrMctU6ZMqi+fMUb8izEi620ZI27KT2OElPP3EQkJCfrss8/01FNPydPTU5GRkSpSpIgkxojstGWMYIxwtDHiVryP+BdjRNbbMkbclFtjRHR0tMqWLauoqKg0cwMrw2Tnzp0zqlevbtSqVctwcXEx7rzzTqNkyZJGjRo1jL///tvs8tIUFRVlSEr31q1bN5v2Xl5e6bZt27atTVs/P7902zZt2tSmbcWKFdNtW7t2bZu2tWvXTrdtxYoVbdo2bdo03bZ+fn42bdu2bZtuWy8vL5u23bp1y/B1u9VDDz2UYdurV69a2w4YMCDDtpGRkda2Tz/9dIZtT548aW37/PPPZ9j2999/t7adOnVqhm1/+eUXa9s5c+Zk2HbLli3Wtm+//XaGbTds2GBtGxwcnGHbzz77zNr2s88+y7BtcHCwte2GDRsybPv2229b227ZsiXDtnPmzLG2/eWXXzJsO3XqVGvb33//PcO2zz//vLXtyZMnM2z79NNPW9tGRkZm2HbAgAHWtlevXs2w7UMPPWTThzNqyxhx88YY8e+NMeLmjTHi5o0x4uaNMeLfW0EbIxo2bGj06NHD6NGjh9G8efMM29arV8/atmXLlhm2rV27trVt69atM2xbvXp1a9t27dpl2LZKlSrWth06dMiwbaVKlYwePXoYxYoVy7CdxBiRcmOM+PfGGHHzxvuIm7esjBGSjFatWhm9evW67WvGGHHzxhjx740x4ubNkccI3kfcvDFG/HtjjLh5M3OMiIqKMjJi+vJlZcuW1YEDB/Tpp5/q119/VXJysoYMGaJ+/frZJKwAAAAA8r8DBw7owIEDmWp76NAhHTp0KFNtQ0NDFRoamqm2R48e1dGjRzPV9sSJEzpx4kSm2p46dUqnTp2SJNWvX18HDx7M1OMAIKd27twpSdq0aZPJlQAAgJwyffmygojly5gKmNW2TAW8ienCWW/LGJG9towRNzFGZL0tY8RNjBHZa1tYx4guXbpox44d6tOnj1q3bi1nZ2dr26SkpAxfs1vbJicnZ/jc8kNbJycnubq6ysXFRffee69N3/8vxoi02zJGFL4x4r94H5G1tvHx8dqwYYPi4uIUHBysXbt2qUWLFgoJCbH+v7wVY0TabRkjGCMcdYyQeB9xK8aIrLdljLjJ3suXmRLKrF+/PtNte/TokYeVZE9KKHPbteEAAACAAiwpKUkffvihLl68mOb+2NhYTZ48WRaLRadPn1ZgYKCdKwSAwuPUqVOqV6+erl69qkGDBql27dqqUKGCevfubf1QDwAAmCezuYEpy5f16tXL5r7FYkmViKa8ocgoeQQAAACQd5YsWaLhw4fftl2nTp0IZAAgj1WqVEkLFizQkCFDFBwcbN1+/fp1DRw40LzCAABAlpgSytw6dez777/X+PHjNXPmTLVo0UIWi0W7du3SpEmTNHPmTDPKAwAAAAo9wzC0cOFCSVL79u3TDV3c3d01duxYe5YGAIXWoEGDdOnSJR06dEgRERH67rvvNHLkSLVv314VK1Y0uzwAAJAJpl9Tpm7dunr33Xd111132Wz/8ccfNXToUB0+fNikytLH8mUAAAAo6K5evao//vgj3f2///67nnjiCRUpUkTnzp3jfS8A5DNJSUlq06aNdu3apXbt2mn27NlycXFR/fr1rWvoAwAA+8nXy5fd6sSJE/L19U213dfXV6dOnbJ/QQAAAICDMwxD7dq10759+27bduDAgQQyAJAPOTs768MPP1SDBg20detW3XnnnZKk3r17a/Xq1VxnBgCAfMr0mTJt2rSRq6urPvroI5UpU0aSFBERof79+ys+Pl7btm0zs7w0MVMGAAAABdmOHTvUunVrubi4ZHgtGD8/P61Zs4brxQBAPrZq1SpNnTpVCQkJCgsLU1JSkhYvXqxhw4aZXRoAAIVKZnMD00OZ48eP6/7779eRI0dUoUIFSVJYWJiqV6+u//3vf6pataqZ5aWJUAYAAAAF2eOPP66VK1dqyJAh+uCDD8wuBwCQS+bNm6fnn39eHh4e+uWXX1SvXj2zSwIAoNDIbG7gZMea0lS1alUdPHhQGzZs0MiRI/Xss89q48aNOnToUJYDmVmzZqlZs2by8fGRv7+/evXqpSNHjti0MQxD06ZNU9myZeXp6al27dpluJY2AAAAkF+NHDlSbm5ucnV1zdJt5cqVkqQnn3zS5GcAAMhNo0ePVpcuXRQbG6sGDRrI1dVVlSpV0vHjx80uDQAA/D/TZ8rkpi5duqhv375q1qyZEhMTNXHiRB06dEihoaHy9vaWJL322mt69dVXtXz5clWvXl2vvPKKtm/friNHjsjHxydT52GmDAAAAMx2/vx5BQYGKjk5OVuPb9u2rbZs2cI1BwDAwURGRqpZs2YKCwuzbmvatKl27twpNzc3EysDAMCxFZjlyyRp27Ztev3113X48GFZLBbVqlVL48aNU+vWrXN03H/++Uf+/v7atm2b2rRpI8MwVLZsWY0aNUrjx4+XJMXFxal06dJ67bXX9NRTT2XquIQyAAAAMNvs2bM1YcIEtWjRQp9//nmWH1+mTBk5OZk+cR4AkAfi4uJ04cIFXbx4Ue3bt9elS5f0/PPPa+7cuWaXBgCAw8psbuBix5rS9NFHH2nQoEF64IEHNHLkSBmGoV27dumee+7R8uXL9eijj2b72FFRUZKkEiVKSJJOnjypiIgIderUydrG3d1dbdu21a5du9INZeLi4hQXF2e9Hx0dne2aAAAAkL8ZhqEpU6Zo586dZpeSod9++03SzSXIypUrZ3I1AID8xN3dXeXKlVO5cuW0bNky9erVS6+//rr27NkjJycn1atXT/Pnz5ezs7PZpQIAUOiYPlOmVq1aGjp0qEaPHm2zff78+VqyZIkOHz6creMahqGePXvq8uXL+vHHHyVJu3btUqtWrXTu3DmVLVvW2nbo0KE6ffq0vv322zSPNW3aNE2fPj3VdmbKAAAAOJ69e/eqWbNmZpeRKcWLF1dYWJiKFClidikAgHzsmWee0aJFi2y2vfrqq3rppZdMqggAAMdTYGbK/PXXX+revXuq7T169MjRm4NnnnlGBw8e1I4dO1Lt+++62YZhZLiW9oQJEzRmzBjr/ejoaAUGBma7NgAAAORfy5YtkyR16NBBQ4YMMbmajDVp0oRABgBwW2+++aY6deqk69evKzQ0VC+//LKmTp2qDh066I477jC7PAAAChXTQ5nAwEBt3rxZVatWtdm+efPmbAcfzz77rNavX6/t27erfPny1u0BAQGSpIiICJUpU8a6PTIyUqVLl073eO7u7nJ3d89WLQAAAMiesLAwffjhh0pISLDreT/55BNJ0vjx49WhQwe7nhsAgLzg4uKiHj16SLr5xdSjR49q9erV6tevn/bv30/ADwCAHZkeyowdO1YjR47UgQMH1LJlS1ksFu3YsUPLly/XggULsnQswzD07LPPat26ddq6dauCgoJs9gcFBSkgIECbNm1So0aNJEnx8fHatm2bXnvttVx7TgAAAMi5p556SiEhIaacu1KlSrr77rtNOTcAAHnJYrFo8eLF2rVrl44fP67Ro0dryZIlZpcFAEChYXooM3z4cAUEBGjevHn67LPPJN28zszq1avVs2fPLB1rxIgR+uSTT/Tll1/Kx8dHERERkiRfX195enrKYrFo1KhRmjlzpqpVq6Zq1app5syZ8vLy0qOPPprrzw0AAADZc+bMGev1/p566im5uNjvbauTk5P69esnJycnu50TAAB7Kl68uD788EPdfffd+uCDD9S1a1c98MADZpcFAEChYDEMwzC7iNyS3nVhgoODNXDgQEk3Z9NMnz5d7733ni5fvqzmzZtr0aJFqlu3bqbPk9kL9gAAADi65ORk/fLLL7p69WquHnft2rVavHix2rVrpy1btuTqsQEAwE0TJkzQ7NmzVaJECX344Ydyd3eXp6enWrRowZcTAADIoszmBqaHMnv27FFycrKaN29us3337t1ydnZW06ZNTaosfYQyAAAAN7399tt69tln8+z4H374ofr3759nxwcAoDCLj49Xy5YttW/fPpvtXbt21fr16+06UxUAgIIus7mB6f+6jhgxQi+88EKqUObcuXN67bXXtHv3bpMqAwAAQEYMw9CiRYskSZUrV871iwRXq1ZNvXv3ztVjAgCAf7m5uWnVqlUaPHiwoqKiJElHjhzRN998o9GjR+utt94yuUIAAByP6TNlihQpooMHD6py5co220+ePKn69esrJibGpMrSx0wZAABQ0CUmJiopKSlHx/jll1/Upk0beXl5KTw8nPdFAAA4gLVr1+rBBx+UJC1YsEBPPfWUpJsBTnrLxgMAgMznBqYvEOru7q6///471fbw8HCmyQIAAOSBLVu2qGjRovLw8MjRrU2bNpKk3r17E8gAAOAgHnjgAc2ePVuS9Nxzz1n/3W/btq2uXLlibnEAADgA00OZjh07asKECdZpspJ05coVvfTSS+rYsaOJlQEAADimN954Qzdu3MiVY3l5eem5557LlWMBAID84YUXXtCoUaNsZsb8+OOP6tmzp2JjY02sDACAgs/05cvOnTunNm3a6OLFi2rUqJEk6cCBAypdurQ2bdqkwMBAM8tLE8uXAQCAguqff/5R2bJllZiYqL1796patWo5Op6Hh4fc3NxyqToAAJCfXLt2TUlJSTp69KjuueceRUdH66GHHtLq1avl5GT693wBAMhXMpsbmB7KSDf/kf/444/122+/ydPTU/Xr19cjjzwiV1dXs0tLE6EMAACwt3/++UeDBw9Oc9nXrIiKitLRo0fVpEkT7d27N5eqAwAAjm7Lli3q3LmzEhISVKtWLRUpUkSVKlXSggULVKZMGbPLAwDAdAUqlCloCGUAAIA9GYah+++/X19++WWuHXPx4sUaNmxYrh0PAAA4vlWrVunRRx/VrR8l3XHHHdq2bZs8PDxMrAwAAPMVqFDm6NGj2rp1qyIjI5WcnGyzb8qUKSZVlT5CGQAAYE8rVqzQwIED5erqqmXLlql48eI5Op6Pj4/uuusulh0xSVJSkhISEswuA0AG3NzcGCOBdBw7dkxHjx7VjRs3NHToUF2+fFn9+/fXihUrbK5BAwBAYZPZ3MDFjjWlacmSJRo+fLj8/PwUEBBg8w+4xWLJl6EMAABAZu3atUtr165Vdr8HYxiGli5dKkmaMWOGHnvssdwsD3ZkGIYiIiJ05coVs0sBcBtOTk4KCgrimllAGqpVq2a9Jl2JEiXUqVMnrVy5UvXq1dO4ceNMrg4AgPzP9JkyFStW1NNPP63x48ebWUaWMFMGAABkxo4dO3T33XfnyqyIli1bavv27XJ2ds6FymCG8PBwXblyRf7+/vLy8uLbxEA+lZycrPPnz8vV1VUVKlTgdxW4jUWLFumZZ56Rk5OTtmzZojZt2phdEgAApigwM2UuX76s3r17m10GAABArjp9+rQeeOABJSQkqF27dmrevHm2j+Xu7q5hw4YRyBRgSUlJ1kCmZMmSZpcD4DZKlSql8+fPKzExUa6urmaXA+RrTz/9tPbs2aMVK1bokUce0YEDB1SqVCmzywIAIN8yPZTp3bu3vvvuOy40CwAA8pUzZ85o79692XqsYRiaPn26/vnnHzVs2FAbNmyQt7d3LleIgiRltpSXl5fJlQDIjJRly5KSkghlgNuwWCx6++23tXv3bv3555/q16+fhg8fLovFolatWhHQAADwH6aHMlWrVtXkyZP1888/q169eqne8I4cOdKkygAAQGEVERGhpk2bKjIyMkfHKV26tL788ksCGVixDBJQMPC7CmRNkSJFtHr1ajVv3lybNm3Spk2bJEk1atTQvn37eC8EAMAtTL+mTFBQULr7LBaL/vrrLztWkzlcUwYAAMdlGIa6deumkJAQBQQEqHLlytk6TrFixfTyyy+rcePGuVwhCqLY2FidPHlSQUFB8vDwMLscALfB7yyQPV9//bVef/11xcXF6fDhw7p8+bKefPJJvf/++2aXBgBAnisw15Q5efKk2SUAAIBCxjAMXbx4Mc19H374oUJCQuTh4aHvv/9ederUsXN1AG7n1KlTCgoK0v79+9WwYUOzywEA/L9u3bqpW7dukqQffvhBHTp00JIlS9S5c2c9+OCDJlcHAED+4GR2AQAAAPZkGIY6d+6sUqVKpXkbO3asJGnu3LkEMoCkgQMHymKxpLp16dLF7NIAAPnY3XffrfHjx0uSnnzySZ05c8bkigAAyB9MC2Vq166tS5cuWe8PHTpU//zzj/V+ZGQkF0IFAAC57scff7Suc56ePn36aMSIEXaqCMj/unTpovDwcJvbp59+anZZORIfH292CQDg8GbMmKFmzZrp8uXL6t+/v5KSkswuCQAA05kWyvz5559KTEy03l+1apViYmKs9w3DUGxsrBmlAQAAB/bGG29IuvmNzaSkpDRvq1at4iLPwC3c3d0VEBBgcytevLikm9eB/OCDD3T//ffLy8tL1apV0/r1620e/8cff+jee+9V0aJF5ePjo9atW+vEiROSpOTkZM2YMUPly5eXu7u7GjZsqJCQEJvH//LLL2rUqJE8PDzUtGlT7d+/P1WNoaGh6tatm4oUKaLSpUurf//+unDhgnV/u3bt9Mwzz2jMmDHy8/NTx44dc/tlAgD8h6urqz755BN5e3tr27Zteu2118wuCQAA0+Wb5csMw0i1jQ9DAABAdixatEh16tRRrVq1Ut2+/PJLSdLo0aPl5OSU5g3Ia4Zh6Nq1a6bc0nrfnVPTp0/Xww8/rIMHD6pbt27q16+fdVb8uXPn1KZNG3l4eOiHH37Qvn37NHjwYOsXtBYsWKB58+bp9ddf18GDB9W5c2f16NFDx44dkyRdu3ZN9913n2rUqKF9+/Zp2rRpev75523OHx4errZt26phw4bau3evQkJC9Pfff+vhhx+2abdixQq5uLho586deu+993L9dQAApFa1alUtWrRIkjRlyhTre7KJEyeaXBkAAOZwMbsAAACA3BQZGannn38+wxm3999/v2rVqmXHqgBb169fV5EiRUw599WrV+Xt7Z2lx2zYsCFVvePHj9fkyZMl3bzuzCOPPCJJmjlzpt566y398ssv6tKlixYtWiRfX1+tWrVKrq6ukqTq1atbj/P6669r/Pjx6tu3ryTptdde05YtW/Tmm29q0aJF+vjjj5WUlKRly5bJy8tLderU0dmzZzV8+HDrMRYvXqzGjRtr5syZ1m3Lli1TYGCgjh49aj1f1apVNWfOnCw9dwBAzj3++OP67rvv9Mknn+jPP/+UdPPfizvvvFPdu3c3uToAAOzLtFAm5QKh/90GAACQE2+++aZiY2PVtGlTzZs3L9V+Z2dnNW7c2ITKgIKrffv2Wrx4sc22EiVKWH+uX7++9Wdvb2/5+PgoMjJSknTgwAG1bt3aGsjcKjo6WufPn1erVq1strdq1Uq//fabJOnw4cNq0KCBzfUmW7RoYdN+37592rJlS5pB14kTJ6yhTNOmTTP1fAEAuctisWj58uV65plnlJCQoE8//VTvvvuuhg0bptatW6tYsWJmlwgAgN2YFsoYhqF77rlHLi43S7hx44a6d+8uNzc3SbK53gwAAMiZjRs3WpftcnSrV6+WJE2aNElt2rQxuRogbV5eXrp69app584qb29vVa1aNd39/w1cLBaLkpOTJUmenp63Pf5/v5xlGIZ1W2aWW0tOTlb37t3TvFZBmTJlrD9ndYYQACD3uLq6WkP1Zs2aafPmzTp27JjuvfdetWjRQhMnTrRerwwAAEdmWigzdepUm/s9e/ZM1ebBBx/M8nG3b9+uuXPnat++fQoPD9e6devUq1cv637DMDR9+nS9//77unz5spo3b25ddx4AAEcUEhKi7t2758l1JPKrOnXqsBQG8jWLxVJoAoL69etrxYoVSkhISBXeFC1aVGXLltWOHTtsQtRdu3bpjjvukCTVrl1bK1eu1I0bN6wBz88//2xznMaNG2vNmjWqVKmS9UtfAID8y9PTU8uWLVObNm20a9cu7dq1S05OTiwxCQAoFPJNKJNbrl27pgYNGmjQoEFphjpz5szR/PnztXz5clWvXl2vvPKKOnbsqCNHjsjHxydPagIAwCxhYWHq16+fDMNQjx49rB9yOjJnZ2c9+OCDcnJyMrsUwGHExcUpIiLCZpuLi4v8/Pxu+9hnnnlGb731lvr27asJEybI19dXP//8s+644w7VqFFD48aN09SpU1WlShU1bNhQwcHBOnDggD7++GNJ0qOPPqqJEydqyJAhmjRpkk6dOqXXX3/d5hwjRozQkiVL9Mgjj2jcuHHy8/PT8ePHtWrVKi1ZskTOzs6592IAAHLFXXfdpQ0bNujLL7/U+++/r48++kgzZ84kXAcAODyH+5eua9eu6tq1a5r7DMPQm2++qYkTJ+qBBx6QJK1YsUKlS5fWJ598oqeeesqepQIACqktW7bo7NmzdjnXW2+9pUuXLqlp06b67LPP5O7ubpfzAnAsISEhNsuASVKNGjWsF2vOSMmSJfXDDz9o3Lhxatu2rZydndWwYUPrdWRGjhyp6OhojR07VpGRkapdu7bWr1+vatWqSZKKFCmir776SsOGDVOjRo1Uu3ZtvfbaazZfwCpbtqx27typ8ePHq3PnzoqLi1PFihXVpUsXAloAyMe6deumDh06aM2aNQoPD9f333+vLl26mF0WAAB5ymI48FomFovFZvmyv/76S1WqVNGvv/6qRo0aWdv17NlTxYoV04oVK9I8TlxcnOLi4qz3o6OjFRgYqKioKBUtWjRPnwMAwLH88MMPuueee+x6zmLFiunXX39VUFCQXc8L4F+xsbE6efKkgoKC5OHhYXY5AG6D31nAvkaOHKm33npLvXv31meffWZ2OQAAZEt0dLR8fX1vmxs43EyZjKQsuVC6dGmb7aVLl9bp06fTfdysWbM0ffr0PK0NAFA4vPXWW5KkmjVrqmLFinl+Pk9PT73wwgsEMgAAAMi3hgwZorfeekvr1q1TRESEAgICzC4JAIA8U6hCmRQWi8XmvmEYqbbdasKECRozZoz1fspMGQAAYmNjU11nIT0XLlzQ+vXrJUlr165VrVq18rI0AAAAoEBo0KCBWrRooZ9++kkLFy7U0KFDc3xMZ2dnlS9fPsPPewAAMIPpoUzKlHB7SPmmRUREhM2a2JGRkalmz9zK3d2dNfgBAKlcvXpVNWvW1Llz57L0uHbt2hHIAAAAALcYPny4fvrpJ82aNUuzZs3KlWPWqFFDw4YN04ABA1S8ePFcOSYAADll+lUvq1atqvbt2+ujjz5SbGxsnp4rKChIAQEB2rRpk3VbfHy8tm3bppYtW+bpuQEAjufzzz/XuXPn5OTkJC8vr0zdSpUqpSlTpphdOgAAAJCv9O7dW61atcr0++rb3VxcXHTkyBGNHj1a5cqV0+DBg7Vnzx6znyYAAOaHMr/99psaNWqksWPHKiAgQE899ZR++eWXbB/v6tWrOnDggA4cOCDp5kycAwcOKCwsTBaLRaNGjdLMmTO1bt06/f777xo4cKC8vLz06KOP5tIzAgAUFsHBwZKkV199VdeuXcvULTIyUu3btze5cgAAACB/8fDw0I4dOzL9vvp2t0uXLmnx4sWqX7++bty4oeDgYN1xxx1q2rSpli5dqmvXrpn9lAEAhZTFMAzD7CIkKTExUV999ZWWL1+ub775RtWqVdOQIUPUv39/lSpVKtPH2bp1a5ofdg0YMEDLly+XYRiaPn263nvvPV2+fFnNmzfXokWLVLdu3UyfIzo6Wr6+voqKilLRokUz/TgAgP1FRkaqR48eWV5iLDPOnj0rJycnnTlzRmXLls314wNwHLGxsdZlez08PMwuB8Bt8DsLOA7DMPTTTz9p8eLF+uyzzxQfHy9J8vb2VvHixVWrVi19+eWX8vT0NLlSAEBBl9ncIN+EMini4uL0zjvvaMKECYqPj5erq6v69Omj1157zeY6MGYilAGAgmPChAmaPXt2nh3/oYce0ueff55nxwfgGPiAFyhY+J0FHNOFCxcUHBysd999V3/99Zd1e3BwsAYOHGheYQAAh1DgQpm9e/dq2bJlWrVqlby9vTVgwAANGTJE58+f15QpUxQTE5OjZc1yE6EMABQMV69eVWBgoK5cuaJ33nlHzZs3z9XjOzk5qXbt2nJzc8vV4wJwPHzACxQs/M4Cji05OVmhoaFasWKFXn/9dbVs2VI7d+40uywAQAFXYEKZ+fPnKzg4WEeOHFG3bt30xBNPqFu3bnJy+vdyN8ePH1fNmjWVmJhoYqX/IpQBgNz3999/a/LkyYqJicm1Y54/f17bt29XtWrV9Oeff9r82wIA9sQHvEDBwu8sUDiEh4crMDBQSUlJ6tu3r5599lm1bNnS7LIAAAVUZnMDFzvWlKbFixdr8ODBGjRokAICAtJsU6FCBS1dutTOlQEA7Omll17SsmXL8uTYzz//PIEMAOSBU6dOKSgoSPv371fDhg3tdt6U60hevnxZxYoVy/ZxLBaL1q1bp169eqW536znBwCwjzJlyqhXr15as2aNVq1apb179+rPP/+Us7Oz2aUBAByYqaFMYmKi+vXrp8ceeyzdQEaS3NzcNGDAADtWBgCwp3PnzmnlypWSpClTpqhEiRK5duySJUvq0UcfzbXjAUBhYbFYMtw/YMAATZs2zT7F5FP16tVT8+bN9cEHH6Ta9+mnn+rxxx/X2bNnVbp06WyfY/ny5Ro1apSuXLmSg0oBAOlZvHix7rnnHk2cOFHHjx/X+vXrdf/995tdFgDAgZkayri4uGjevHlcTA0A8qmEhAStXr1a0dHReXqezZs3KyEhQa1bt9b06dPz9FwAgMwJDw+3/rx69WpNmTJFR44csW7z9PTU5cuXs3zcpKQkWSwWh5jBOGTIEE2ZMkULFy6Ul5eXzb5ly5bpvvvuy1Egk5sc6XUHgNxUqlQpDR8+XOfOndOrr76q6dOn6+LFi3rooYdyNBsTAIB0GSbr2bOnERwcbHYZWRIVFWVIMqKioswuBQDy1Ny5cw1Jdrtt2LDB7KcMAHnixo0bRmhoqHHjxg2zS8mW4OBgw9fXN9X2kydPGpKMNWvWGO3atTM8PT2N+vXrG7t27Ur12K+++sqoVauW4ezsbPz1119GXFycMW7cOKNs2bKGl5eXcccddxhbtmyxPu7UqVPGfffdZxQrVszw8vIyateubWzcuNEwDMPYsmWLIcn4/vvvjSZNmhienp5GixYtjD///NOmvnfeeceoXLmy4erqalSvXt348MMPbfZLMtatW2e9v3v3bqNhw4aGu7u70aRJE2Pt2rWGJGP//v1pvi4XLlww3NzcjOXLl9tsP336tOHk5GR89dVXhmEYxvr1643GjRsb7u7uRlBQkDFt2jQjISHB2v7y5cvGk08+afj7+xvu7u5GnTp1jK+++sr6PG+9TZ061TAMw7h06ZLRv39/o1ixYoanp6fRpUsX4+jRo7d93ZE5Bf13FkDWRUREGG5ubtbx9pFHHjG7JABAAZPZ3MD0a8p07dpVEyZM0O+//64mTZrI29vbZn+PHj1MqgwACrfExES99dZbkqS2bdvKz88vT89Xr149devWLU/PAQD5zbVr19Ld5+zsbHOB8YzaOjk5ydPT87Zt//teO7dMnDhRr7/+uqpVq6aJEyfqkUce0fHjx+XicvPPjevXr2vWrFn64IMPVLJkSfn7+2vQoEE6deqUVq1apbJly2rdunXq0qWLDh06pGrVqmnEiBGKj4/X9u3b5e3trdDQUBUpUiTVeefNm6dSpUpp2LBhGjx4sHbu3ClJWrdunZ577jm9+eab6tChgzZs2KBBgwapfPnyat++farncO3aNd133326++679dFHH+nkyZN67rnnMnzeJUuWVM+ePRUcHGyz3HJwcLBKly6trl276ttvv9Vjjz2mhQsXqnXr1jpx4oSGDh0qSZo6daqSk5PVtWtXxcTE6KOPPlKVKlUUGhoqZ2dntWzZUm+++abNLKWU12DgwIE6duyY1q9fr6JFi2r8+PHq1q2bQkND5erqmu7rDgBIW+nSpbV8+XJ9/vnnWrdunVavXq2XX35ZVapUMbs0AICDMT2UGT58uCRp/vz5qfZZLBYlJSXZuyQAME18fLyOHj0qwzDMLkU7d+5UWFiY/Pz8FBISYvPBIAAgd/w3ZLhVt27dtHHjRut9f39/Xb9+Pc22bdu21datW633K1WqpAsXLqRql1f/vjz//PO69957JUnTp09XnTp1dPz4cdWsWVPSzeUw33nnHTVo0ECSdOLECX366ac6e/asypYtaz1GSEiIgoODNXPmTIWFhenBBx9UvXr1JEmVK1dOdd5XX31Vbdu2lSS9+OKLuvfeexUbGysPDw+9/vrrGjhwoJ5++mlJ0pgxY/Tzzz/r9ddfTzOU+fjjj5WUlKRly5bJy8tLderU0dmzZ61/r6Rn8ODB6tatm/766y9VrlxZhmFo+fLlGjhwoJydnfXqq6/qxRdftIY2lStX1ssvv6wXXnhBU6dO1ffff69ffvlFhw8fVvXq1VM9V19fX1ksFptrcKaEMTt37lTLli2t9QcGBup///ufevfunebrDgDI2COPPKJHHnlEXbt2VUhIiObPn69FixaZXRYAwMGYHsokJyebXQIA5Bs9e/ZUSEiI2WXYePLJJwlkAAAZql+/vvXnMmXKSJIiIyOtoYybm5tNm19//VWGYVhDiBRxcXEqWbKkJGnkyJEaPny4vvvuO3Xo0EEPPvigzTEyOm+FChV0+PBh64yUFK1atdKCBQvSfA6HDx9WgwYNbK4N06JFi9s+906dOql8+fIKDg7Wyy+/rB9++EGnTp3SoEGDJEn79u3Tnj179Oqrr1ofk5SUpNjYWF2/fl0HDhxQ+fLlU70WGTl8+LBcXFzUvHlz67aSJUuqRo0aOnz4sHXbf193AEDmvPDCCwoJCdGyZcs0depUZhoCAHKV6aEMAOCmI0eOKCQkRBaLJd+86S9btqxGjhxpdhkA4LCuXr2a7j5nZ2eb+5GRkem2/e/F20+dOpWjurIqZbks6eZsd8n2y1eenp7W7Sn7nJ2dtW/fvlTPM2X20BNPPKHOnTtr48aN+u677zRr1izNmzdPzz77bKbPe+s5pZszhf677dZ92eHk5KSBAwdq+fLlmj59uoKDg9WmTRtVq1bNWs/06dP1wAMPpHqsh4eHzbJzmZVerf99fv993QEAmdOuXTs1a9ZMe/bs0VtvvaWXX37Z7JIAAA4kX4Qy165d07Zt2xQWFqb4+HibfXwYCKCwCA4OlnRzuZoNGzaYXA0AwB6yco2XvGprhkaNGikpKUmRkZFq3bp1uu0CAwM1bNgwDRs2TBMmTNCSJUtsQpmM1KpVSzt27NDjjz9u3bZr1y7VqlUrzfa1a9fWypUrdePGDWtQ8vPPP2fqXIMGDdIrr7yitWvXau3atXr33Xet+xo3bqwjR46oatWqaT62fv36Onv2rI4ePZrmbBk3N7dUSzrXrl1biYmJ2r17t3X5sosXL+ro0aPpPj8AQOZZLBaNHz9eDz30kBYtWqTx48dnuOQoAABZYXoos3//fnXr1k3Xr1/XtWvXVKJECV24cEFeXl7y9/cnlAGQr+zevVsPPfSQYmJicv3YKd+WHjx4cK4fGwCA/KR69erq16+fHn/8cc2bN0+NGjXShQsX9MMPP6hevXrq1q2bRo0apa5du6p69eq6fPmyfvjhhywFDuPGjdPDDz+sxo0b65577tFXX32ltWvX6vvvv0+z/aOPPqqJEydqyJAhmjRpkk6dOqXXX389U+cKCgrS3XffraFDh8rV1VUPPfSQdd+UKVN03333KTAwUL1795aTk5MOHjyoQ4cO6ZVXXlHbtm3Vpk0bPfjgg5o/f76qVq2qP//8UxaLRV26dFGlSpV09epVbd682bq8WrVq1dSzZ089+eSTeu+99+Tj46MXX3xR5cqVU8+ePTP9GgEA0terVy9Vq1ZNx44dU5kyZdS3b18tWbLE7LIAAA7A6fZN8tbo0aPVvXt3Xbp0SZ6envr55591+vRpNWnSJNN/BAGAvbz66qs6e/asoqKicv2WlJSkypUr67777jP7aQIAkOeCg4P1+OOPa+zYsapRo4Z69Oih3bt3KzAwUNLN666MGDFCtWrVUpcuXVSjRg298847mT5+r169tGDBAs2dO1d16tTRe++9p+DgYLVr1y7N9kWKFNFXX32l0NBQNWrUSBMnTtRrr72W6fMNGTJEly9fVt++fW2uS9O5c2dt2LBBmzZtUrNmzXTnnXdq/vz5qlixorXNmjVr1KxZMz3yyCOqXbu2XnjhBevsmJYtW2rYsGHq06ePSpUqpTlz5lhfvyZNmui+++5TixYtZBiGvv76a5sl3QAA2efs7Kxp06ZJuvkFug8++EDbt283tygAgEOwGNldPDmXFCtWTLt371aNGjVUrFgx/fTTT6pVq5Z2796tAQMG6M8//zSzvDRFR0fL19dXUVFRKlq0qNnlALCTs2fPqmLFikpOTtYPP/yg8uXL5/o5AgMD5eHhkevHBQCYKzY2VidPnlRQUBDjPFAA8DsLIEV4eLgmTZqkZcuWqXXr1tq2bRvX6wIApCmzuYHpy5e5urpa/zErXbq0wsLCVKtWLfn6+iosLMzk6gDklT///FNTpkzRjRs3zC4l086dO6fk5GS1adNG7du3N7scAAAAAEAeK1OmjGbMmKGPP/5YP/74ozp37qyqVatqxowZ8vPzM7u8fO2bb77Ru+++q+TkZLNLSZevr6/mzZun0qVLm10KgELE9FCmUaNG2rt3r6pXr6727dtrypQpunDhglauXKl69eqZXR6APDJ27Fh9/fXXZpeRLcOHDze7BAAAAACAnZQrV04jRozQ/PnztWnTJm3atEnHjh1TSEiInJ2dzS4vX0pKStKTTz6pc+fOmV3KbQUEBHAJBQB2ZfryZXv37lVMTIzat2+vf/75RwMGDNCOHTtUtWpVLVu2TA0bNjSzvDSxfBmQM0eOHFHNmjVlsVi0cOFCm3XX8zs/Pz91796d6eoAgCxhKSSgYOF3FsB/xcXFad26dbp06ZLGjRun69ev6+WXX9akSZPMLi1fCgkJUdeuXVWiRAnNnTvX7HLSdOzYMc2ePVulS5fWmTNnuC4bgBwrMMuXNW3a1PpzqVKlCuw35wF7iYmJ0YoVK3T9+nWzS8m2zZs3S5K6d++uZ555xuRqAAAAAADImLu7u/r27StJKlKkiAYMGKCpU6cqLi5OPj4+atSokTp27GhylXkrPj5ey5cv15UrV27b9ssvv5Qk9evXT4MHD87jyrInISFBy5Yt099//63Ro0erQoUKt31MnTp1dO+999qhOgCOzPRQ5u6779batWtVrFgxm+3R0dHq1auXfvjhB3MKA/KpadOmaf78+WaXkSuee+45s0sAAAAAACBLHn/8cW3dulXBwcF65ZVXJElOTk46ePCg6tSpY3J1eeftt9/W2LFjs/SYQYMG5VE1Oefq6qrHHntM8+fP16JFizL9uP379+fLlX0AFBymhzJbt25VfHx8qu2xsbH68ccfTagIyL/i4+P14YcfSpJ69OihEiVKmFxR9tWrV0/t27c3uwwAAAAAALLs7bffVuXKlXXixAn9+uuvOnjwoKZMmaI1a9aYXVqeMAxD77//viSpY8eOKleu3G0f07RpUzVq1CivS8uRl156SYmJiYqOjr5t23379unQoUNatGiRlixZYofqADgq00KZgwcPWn8ODQ1VRESE9X5SUpJCQkIyNcAD9vbPP//o+PHjppx7z549unDhgkqXLq01a9bIxcX0XBUAAAAAgELHy8vLej2Z0NBQ1a1bV2vXrtVnn32mZs2aKSgoyOQKsyc2Nla//fabkpOTbbYfO3ZMR44ckbe3t9asWSMfHx+TKsxdJUuW1IIFCzLV9scff1SbNm308ccfq1+/fnJ3d7fZ7+zsrAYNGqTaDgD/Zdonug0bNpTFYpHFYtHdd9+dar+np6feeuutPDv/O++8o7lz5yo8PFx16tTRm2++qdatW+fZ+eAYYmJiVKdOHf3zzz+m1tG/f38CGQAAAAAA8oHatWvrscce08qVK9WnTx85Oztr9+7datKkidmlZVnfvn2t14NJy8MPP+wwgUxW3XXXXapXr54OHTqU7sofPXv21P/+9z/7FgagwDHtU92TJ0/KMAxVrlxZv/zyi0qVKmXd5+bmJn9/fzk7O+fJuVevXq1Ro0bpnXfeUatWrfTee++pa9euCg0NzdRFvVB4ff755/rnn3/k5eWlMmXKmFKDn5+fRo4cacq5AQAAAABAaq+++qqOHTumY8eO6eLFi5o5c2aBW8osLCxM69evlyRVqVIl1X5fX1+NHz/e3mXlGxaLRXPnztWYMWMUFxeXav+pU6f05Zdf6rvvvlOnTp1MqBBAQWExDMMwuwh7a968uRo3bqzFixdbt9WqVUu9evXSrFmzbvv46Oho+fr6KioqSkWLFs3LUpHPtGnTRj/++KNmzZqlF1980exyAABAAREbG6uTJ08qKChIHh4eZpdjuq1bt6p9+/a6fPmyihUrZnY5eaJdu3Zq2LCh3nzzTbuet1KlSho1apRGjRqV7WMMHDhQV65cyfCbvmY9P3vhdxZAdv3xxx+qW7euLBaLDh8+rBo1aphdUqa98sormjx5stq1a6ctW7aYXU6BM3r0aL355puqU6eODhw4wAonQCGU2dzAyY41pevEiRN69tln1aFDB3Xs2FEjR47UiRMn8uRc8fHx2rdvX6rEulOnTtq1a1eaj4mLi1N0dLTNDelzdnZ22NuPP/4oJycn9e/f3+yXGQAAIM8NHDjQuuTwrbcuXbrk6XmnTZuW5nlTbtOnT8/T82ckvdfk1lthN2/ePPn6+ur69eup9sXGxqpYsWKaP39+js9jsVhYIgZAvlOnTh11795dhmGoZs2acnZ2VtmyZfPsc66smDp1qtzc3NL9zGPy5MmSpEGDBplcacE0ZcoUlShRQn/88UeGr/Ottw4dOthcZxtA4WB6KPPtt9+qdu3a+uWXX1S/fn3VrVtXu3fvVp06dbRp06ZcP9+FCxeUlJSk0qVL22wvXbp0uoPgrFmz5Ovra70FBgbmel2OJDk52WFvkvTII4+oXLlyJr/KAAAA9tGlSxeFh4fb3D799NM8Pefzzz+f6pzh4eEaOHCgihUrpkcffTRPz5+RBQsW2NQkScHBwam2ZUdCQkJulWmqxx9/XDdu3Ehz2Z41a9bo+vXr+epLTo7yugPIP6ZMmWK92HtycrLCw8P19ttvm1pTdHS05s6dq4SEhAw/86hYsaIefPBBU2stqIoXL645c+ZIkgzDyNTnTJs3b9Ydd9yhgwcPmlw9AHsyPZR58cUXNXr0aO3evVvz58/XG2+8od27d2vUqFF5uk7lf7/BZhhGut9qmzBhgqKioqy3M2fO5FldjuD8+fMOe4uIiNDKlSvNfokBAICjuHYt/VtsbObb3riRubbZ4O7uroCAAJtb8eLFrfstFos++OAD3X///fLy8lK1atWs69Gn+Prrr1W9enV5enqqffv2OnXqVIbnLFKkSKpzbt68WStXrtSqVatUrVo1a9vFixerSpUqcnNzU40aNVK9V8tMfaGhoerWrZuKFCmi0qVLq3///rpw4UKatfn6+trUJUnFihVLtU26+UHcCy+8oBIlSiggIEDTpk1LVdu7776rnj17ytvbW6+88ook6auvvlKTJk3k4eGhypUra/r06UpMTLQ+btq0aapQoYLc3d1VtmzZVNcbvH79ugYPHiwfHx9VqFBB77//vs3+Q4cO6e6775anp6dKliypoUOH6urVq+n+/7h27Zoef/xxFSlSRGXKlNG8efPSbStJpUqVUvfu3bVs2bJU+5YtW6YePXqoVKlSOnfunPr06aPixYurZMmS6tmzZ6q+sWzZMtWpU0fu7u4qU6aMnnnmGUk3l2mTpPvvv18Wi8V6X8pcn0jrdQeA3NK0aVNduHBB58+ft36RYeXKlWleh8ReVq9erRs3bqhmzZoZfu5x7NgxeXt7m1ZnQTdkyBBdunQpU58x/frrr6pevbrOnDmjli1b6quvvjK7fAB2YvrihocPH9Znn32WavvgwYPzZH1iPz8/OTs7p5oVExkZmWr2TAp3d3frNxxwe2XKlDG7BAAAgIKhSJH093XrJm3c+O99f38pjeWgJElt20pbt/57v1IlKa1QIY8uJzl9+nTNmTNHc+fO1VtvvaV+/frp9OnTKlGihM6cOaMHHnhAw4YN0/Dhw7V3716NHTs2S8fft2+fnnzySc2ePVudO3e2bl+3bp2ee+45vfnmm+rQoYM2bNigQYMGqXz58mrfvn2m6gsPD1fbtm315JNPav78+bpx44bGjx+vhx9+WD/88EOOXpcVK1ZozJgx2r17t3766ScNHDhQrVq1UseOHa1tpk6dqlmzZumNN96Qs7Ozvv32Wz322GNauHChWrdurRMnTmjo0KHWtl988YXeeOMNrVq1SnXq1FFERIR+++03m/POmzdPL7/8sl566SV98cUXGj58uNq0aaOaNWvq+vXr6tKli+68807t2bNHkZGReuKJJ/TMM89o+fLlaT6PcePGacuWLVq3bp0CAgL00ksvad++fWrYsGG6z33IkCG67777rNdlkW5eAHnLli3auHGjrl+/rvbt26t169bavn27XFxc9Morr6hLly46ePCg3NzctHjxYo0ZM0azZ89W165dFRUVpZ07d0qS9uzZI39/fwUHB6tLly5ydnaWlPk+8d/XHQByW5EiRVSkSBE99NBDev7553Xu3Dl9+eWXevjhh+1Ww9GjRzVmzBhdvXpVhw8flnTz8zY+t8lbt355JSNlypTRzz//rIceekg//PCDevbsqVatWln/XXJ3d9f06dN155135mW5VtHR0XrqqadyNOsXjm3NmjUqWbKk2WU4BsNk5cuXNz777LNU21evXm0EBgbmyTnvuOMOY/jw4TbbatWqZbz44ouZenxUVJQhyYiKisqL8gAAAOBgbty4YYSGhho3btyw3XEzJkn71q2bbVsvr/Tbtm1r29bPL+12WTRgwADD2dnZ8Pb2trnNmDHjlqcgY9KkSdb7V69eNSwWi/HNN98YhmEYEyZMMGrVqmUkJydb24wfP96QZFy+fPm2Nfz9999GYGCg0a9fv1T7WrZsaTz55JM223r37m10u+W1u119kydPNjp16mRzjDNnzhiSjCNHjty2PknGunXrUm1v27atcdddd9lsa9asmTF+/Hibx44aNcqmTevWrY2ZM2fabFu5cqVRpkwZwzAMY968eUb16tWN+Pj4NOupWLGi8dhjj1nvJycnG/7+/sbixYsNwzCM999/3yhevLhx9epVa5uNGzcaTk5ORkREhGEYN/+/9+zZ0zAMw4iJiTHc3NyMVatWWdtfvHjR8PT0NJ577rk0azAMw0hMTDTKlStnTJkyxbptypQpRrly5YzExERj6dKlRo0aNWz6RVxcnOHp6Wl8++23hmEYRtmyZY2JEyeme460XvvM9on/vu7/le7vLABkw6RJkwxJRseOHe163kcffdSQZL15enoa4eHhdq0BtxcfH28MHTrU5v9Vyq1169Z2q2POnDlp1sCNW8rt/PnzduuPBVVmcwPTZ8o8+eSTGjp0qP766y+1bNlSFotFO3bs0GuvvZblb9Bl1pgxY9S/f381bdpULVq00Pvvv6+wsDANGzYsT84HAAAApCmDJaP032/vR0am39bpP6sS32Z5sKxo3769Fi9ebLOtRIkSNvfr169v/dnb21s+Pj6K/P96Dx8+rDvvvNNmqeAWLVpk6twJCQl66KGHVLp0aX3wwQep9h8+fNg6iyRFq1attGDBgkzXt2/fPm3ZskVF0pi1dOLECVWvXj1Ttabl1vNKN78RG/mf/49Nmza1ub9v3z7t2bNHr776qnVbUlKSYmNjdf36dfXu3VtvvvmmKleurC5duqhbt27q3r27XFz+/dPu1vNaLBYFBATY/P9o0KCBzdI0rVq1UnJyso4cOZJq9YATJ04oPj7e5v9ZiRIlVKNGjQyfu7OzswYMGKDly5dr6tSpslgsWrFihQYOHChnZ2ft27dPx48fl4+Pj83jYmNjdeLECUVGRur8+fO65557MjzPf2W2T/z3dQeAvDRo0CC98sor+v7773Xq1CmbJRfzyuXLl63X9lqwYIECAgJUp04dm2U2kT+4urrq3Xff1eOPP65z585Juvnv4aBBg/Tjjz/q2LFjNku35gXDMLR06VJJ0ujRo+02OwcFS7FixcwuwWGYHspMnjxZPj4+mjdvniZMmCBJKlu2rKZNm5ZqbeTc0qdPH128eFEzZsxQeHi46tatq6+//loVK1bMk/MBAAAAacrKmu151fa2h/JW1apVM2zj6upqc99isVgvGGzkYMm0kSNH6ujRo9q7d688PDzSbJOZa0VmVF9ycrK6d++u1157LdWxc7q8S0bnTfHfdfuTk5M1ffp0PfDAA6mO5+HhocDAQB05ckSbNm3S999/r6efflpz587Vtm3brOe73f+P9K6lmdb2nPz/Gzx4sGbNmmVdBi4sLEyDBg2yPs8mTZro448/TvW4UqVKyem/QWMWZKZPcL0EAPZUuXJl3XPPPdq8ebOaNWumJUuWqFevXnlyrsTERK1cuVJff/214uLiVK9ePT377LPpjv3IHywWi1q1amWzbdWqVfrmm2/07LPPqlmzZqke4+7urieeeOK2QVtCQoIWLVqkixcvptvm8uXLOnLkiLy9vTV9+vRUX5oAkLtMD2UsFotGjx6t0aNHKyYmRpKsv/jnzp1TuXLl8uS8Tz/9tJ5++uk8OTYAAACAm2rXrq3//e9/Ntt+/vnn2z7u/fff17Jly7RlyxaVL18+zTa1atXSjh079Pjjj1u37dq1S7Vq1cp0fY0bN9aaNWtUqVIlm9kmZmncuLGOHDmSYRDm6em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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "example_trial = example_unrewarded_trial\n", "\n", @@ -755,6 +780,13 @@ "axs[3].set_ylabel(\"Lick Sensor (a.u.)\")\n", "_ = axs[3].set_xlabel(\"Time Since Trial Start (s)\")" ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": { @@ -773,7 +805,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.12.0" + "version": "3.12.8" } }, "nbformat": 4,