From e638782458518c3659c29c9aa8ef49018d13d06f Mon Sep 17 00:00:00 2001 From: UBurn JHub Date: Mon, 15 Mar 2021 18:43:32 +0000 Subject: [PATCH] Added automatic detection --- Combined_UBurn_WorkBook.ipynb | 276 +++++++----- Initial_Automated_Detection.ipynb | 706 ++++++++++++++++++++++++++++++ utils/calc_era_api.py | 26 ++ utils/call_cophub.py | 141 ++++++ utils/portal_credentials.py | 23 + utils/syscmds.py | 55 +++ 6 files changed, 1121 insertions(+), 106 deletions(-) create mode 100644 Initial_Automated_Detection.ipynb create mode 100644 utils/calc_era_api.py create mode 100644 utils/call_cophub.py create mode 100644 utils/portal_credentials.py create mode 100644 utils/syscmds.py diff --git a/Combined_UBurn_WorkBook.ipynb b/Combined_UBurn_WorkBook.ipynb index 4a8b4f9..d84e0a8 100644 --- a/Combined_UBurn_WorkBook.ipynb +++ b/Combined_UBurn_WorkBook.ipynb @@ -26,8 +26,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "Loaded configuration: {'sharedfolder': 'my_shared_data_folder/my_shared_data_folder'}.\n", - "Datasets in /home/slavender/my_shared_data_folder/my_shared_data_folder/datasets\n" + "Loaded configuration: {'sharedfolder': 'my_shared_data_folder'}.\n", + "Datasets in /home/slavender/my_shared_data_folder/datasets\n" ] } ], @@ -72,7 +72,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 2, "metadata": {}, "outputs": [ { @@ -85,7 +85,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "26b3b4fc2c8c468cbace19566ae74062", + "model_id": "cdb1829a90a4441c96f37860c7be9886", "version_major": 2, "version_minor": 0 }, @@ -106,7 +106,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "dbdcba0a7ad447f4a42025e0da55288a", + "model_id": "895f15463a28486384519bab46deaa70", "version_major": 2, "version_minor": 0 }, @@ -127,7 +127,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "77b5644b08c64006b57407167f18c575", + "model_id": "513693c062084543abb1d61a4b39d506", "version_major": 2, "version_minor": 0 }, @@ -148,7 +148,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "73e9823aad7e4e7a93679eb519ce2f5e", + "model_id": "a88e11aacee8469294f16150c4858bc9", "version_major": 2, "version_minor": 0 }, @@ -158,13 +158,6 @@ }, "metadata": {}, "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "['00001', '00003'] {3: '09/08/2018', 1: '04/07/2018'}\n" - ] } ], "source": [ @@ -261,20 +254,20 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Displaying 2 polygons\n" + "Displaying 39 polygons\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "241a151dfac348f08d16ee7487fb2c28", + "model_id": "d25042151c904b949686c24e82569588", "version_major": 2, "version_minor": 0 }, @@ -321,7 +314,7 @@ }, { "cell_type": "code", - "execution_count": 190, + "execution_count": 5, "metadata": {}, "outputs": [ { @@ -354,59 +347,21 @@ }, { "cell_type": "code", - "execution_count": 177, + "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Input dataset from: /home/slavender/my_shared_data_folder/my_shared_data_folder/datasets\n", - "Downloading: /home/slavender/my_shared_data_folder/my_shared_data_folder/datasets/era-downloaded/Cairngorms_burn_extent_001-download.nc\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "2021-03-15 10:18:41,092 INFO Welcome to the CDS\n", - "2021-03-15 10:18:41,093 INFO Sending request to https://cds.climate.copernicus.eu/api/v2/resources/reanalysis-era5-land\n", - "2021-03-15 10:18:41,307 INFO Request is queued\n", - "2021-03-15 10:18:42,323 INFO Request is running\n" - ] - }, - { - "ename": "KeyboardInterrupt", - "evalue": "", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mKeyboardInterrupt\u001b[0m Traceback (most recent call last)", - "\u001b[0;32m/home/ubuntu/notebooks/Pull-ERA5.ipynb\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[1;32m 14\u001b[0m \u001b[0;34m'area'\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0msitell\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 15\u001b[0m },\n\u001b[0;32m---> 16\u001b[0;31m outnc)\n\u001b[0m\u001b[1;32m 17\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 18\u001b[0m \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"Already downloaded: {} \"\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mformat\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0moutnc\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - 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"\u001b[0;32m/usr/anaconda3/envs/rsgislib_dev/lib/python3.6/site-packages/IPython/core/interactiveshell.py\u001b[0m in \u001b[0;36mraise_error\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 329\u001b[0m \u001b[0;32mraise\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0merror_before_exec\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 330\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0merror_in_exec\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 331\u001b[0;31m \u001b[0;32mraise\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0merror_in_exec\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 332\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 333\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0m__repr__\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - " \u001b[0;31m[... skipping hidden 1 frame]\u001b[0m\n", - "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[1;32m 14\u001b[0m \u001b[0;34m'area'\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0msitell\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 15\u001b[0m },\n\u001b[0;32m---> 16\u001b[0;31m outnc)\n\u001b[0m\u001b[1;32m 17\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 18\u001b[0m \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"Already downloaded: {} \"\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mformat\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0moutnc\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m/usr/anaconda3/envs/rsgislib_dev/lib/python3.6/site-packages/cdsapi/api.py\u001b[0m in \u001b[0;36mretrieve\u001b[0;34m(self, name, request, target)\u001b[0m\n\u001b[1;32m 346\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 347\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mretrieve\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mname\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mrequest\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtarget\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 348\u001b[0;31m \u001b[0mresult\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_api\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"%s/resources/%s\"\u001b[0m \u001b[0;34m%\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0murl\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mname\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mrequest\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\"POST\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 349\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mtarget\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 350\u001b[0m \u001b[0mresult\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdownload\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtarget\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m/usr/anaconda3/envs/rsgislib_dev/lib/python3.6/site-packages/cdsapi/api.py\u001b[0m in \u001b[0;36m_api\u001b[0;34m(self, url, request, method)\u001b[0m\n\u001b[1;32m 476\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 477\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdebug\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"Request ID is %s, sleep %s\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mrid\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msleep\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 478\u001b[0;31m \u001b[0mtime\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msleep\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msleep\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 479\u001b[0m \u001b[0msleep\u001b[0m \u001b[0;34m*=\u001b[0m \u001b[0;36m1.5\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 480\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0msleep\u001b[0m \u001b[0;34m>\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msleep_max\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;31mKeyboardInterrupt\u001b[0m: " + "Input dataset from: /home/slavender/my_shared_data_folder/datasets\n", + "Already downloaded: /home/slavender/my_shared_data_folder/datasets/era-downloaded/Skye_burn_extent_006-01-download.nc \n", + "Loading: odict_keys(['longitude', 'latitude', 'time', 'u10', 'v10', 'lai_hv', 'lai_lv', 'snowc', 'sp', 'sro', 'ssrd', 'tp']) \n", + "Extracted data shape: (730, 9)\n", + "Input dataset from: /home/slavender/my_shared_data_folder/datasets\n", + "Already downloaded: /home/slavender/my_shared_data_folder/datasets/era-downloaded/Skye_baseline_extent_006-download.nc \n", + "Loading: odict_keys(['longitude', 'latitude', 'time', 'u10', 'v10', 'lai_hv', 'lai_lv', 'snowc', 'sp', 'sro', 'ssrd', 'tp']) \n", + "Extracted data shape: (730, 9)\n" ] } ], @@ -423,19 +378,16 @@ }, { "cell_type": "code", - "execution_count": 192, + "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Loaded configuration: {'sharedfolder': 'my_shared_data_folder/my_shared_data_folder'}.\n", - "Could not find any files in /home/slavender/my_shared_data_folder/my_shared_data_folder/skye/coherence_tiffs2\n", - "No v2 data, switching to v1\n", - "Loaded configuration: {'sharedfolder': 'my_shared_data_folder/my_shared_data_folder'}.\n", - "Loading baselines from /home/slavender/my_shared_data_folder/my_shared_data_folder/datasets/baselines/baselines_skye.p\n", - "Found 18 potential files and 230 baselines for v2\n" + "Loaded configuration: {'sharedfolder': 'my_shared_data_folder'}.\n", + "Loaded configuration: {'sharedfolder': 'my_shared_data_folder'}.\n", + "Found 111 potential files and 0 baselines for v2\n" ] } ], @@ -478,16 +430,16 @@ }, { "cell_type": "code", - "execution_count": 193, + "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Found 9 input files for v2\n", - "Polygon being extracted 2905 3617 2625 3165\n", - "Removed 0 of 9 files that don't have data for this polygon\n" + "Found 111 input files for v2\n", + "Polygon being extracted 2906 3618 2276 2816\n", + "Removed 3 of 111 files that don't have data for this polygon\n" ] } ], @@ -553,18 +505,18 @@ }, { "cell_type": "code", - "execution_count": 194, + "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "9606ac56c6bc40e9a53636f5e6881d1b", + "model_id": "0041eabeeb7e413eb7d9dab1df339ddb", "version_major": 2, "version_minor": 0 }, "text/plain": [ - "interactive(children=(DatePicker(value=Timestamp('2018-02-01 00:00:00'), description='start_date'), DatePicker…" + "interactive(children=(DatePicker(value=Timestamp('2018-01-02 00:00:00'), description='start_date'), DatePicker…" ] }, "metadata": {}, @@ -576,7 +528,7 @@ "" ] }, - "execution_count": 194, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" } @@ -622,7 +574,7 @@ }, { "cell_type": "code", - "execution_count": 195, + "execution_count": 10, "metadata": {}, "outputs": [], "source": [ @@ -647,13 +599,13 @@ }, { "cell_type": "code", - "execution_count": 196, + "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "73f03bc2bc3840c781b5cc65056d868b", + "model_id": "ab33922f0fd14646824b3b55fb1574f7", "version_major": 2, "version_minor": 0 }, @@ -667,7 +619,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "d83a2c18731f4b92b22ec8bb50740e7e", + "model_id": "461d3c286b524d4ea4a6c1ad0b3cf2d9", "version_major": 2, "version_minor": 0 }, @@ -681,7 +633,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "03fafef2ab86453d80c61d1ed4c07bca", + "model_id": "39e960bcaf6d434fb2ea7d57fdc783ca", "version_major": 2, "version_minor": 0 }, @@ -695,7 +647,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "9bd497d213874a61abea3081fe248739", + "model_id": "b9e322ff52984f4b87521893bd0341b9", "version_major": 2, "version_minor": 0 }, @@ -707,15 +659,60 @@ "output_type": "display_data" }, { - "ename": "TypeError", - "evalue": "object of type 'NoneType' has no len()", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mTypeError\u001b[0m Traceback (most recent call last)", - "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[1;32m 146\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 147\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 148\u001b[0;31m \u001b[0;34m@\u001b[0m\u001b[0minteract\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mimg_num_non_burn\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnon_burn_subarray\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mpolarisation_non_burn\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'VV'\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m'VH'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 149\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mplot_polygons2\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mpolarisation_non_burn\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'VV'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mimg_num_non_burn\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 150\u001b[0m \u001b[0mmax_val\u001b[0m\u001b[0;34m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmax\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mburn_subarray\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;31mTypeError\u001b[0m: object of type 'NoneType' has no len()" - ] + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "2a7a8d3a474a46d9aff69a1aba368634", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "interactive(children=(Dropdown(description='polarisation_non_burn', options=('VV', 'VH'), value='VV'), IntSlid…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "83074dfb2e1343629d6e72cc7391b07b", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "interactive(children=(Button(description='Save', style=ButtonStyle()), Output()), _dom_classes=('widget-intera…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "a9676c85b99f4b60975c313ebeba174e", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "interactive(children=(Button(description='Save all non-burn geotiffs', style=ButtonStyle()), Output()), _dom_c…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "e072e92a32f34e619683f6f25110c21a", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "interactive(children=(Button(description='Save non burn array', style=ButtonStyle()), Output()), _dom_classes=…" + ] + }, + "metadata": {}, + "output_type": "display_data" } ], "source": [ @@ -971,9 +968,33 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 12, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Extracted 3 polygons\n", + "Choose skye land cover type: \n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "4855c7d6593441a0a571354981c74e1f", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "Dropdown(description='Landcover types:', options=('All', 'Peat bogs', 'Transitional woodland-shrub', 'Conifero…" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "current_burn = chosen_burn \n", "burn_df = time_filtered_df\n", @@ -1025,9 +1046,25 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 13, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "108 S1 dates: [Timestamp('2018-01-02 00:00:00'), Timestamp('2018-01-05 00:00:00'), Timestamp('2018-01-08 00:00:00'), Timestamp('2018-01-11 00:00:00'), Timestamp('2018-01-14 00:00:00')] ...\n", + "S1 Backscatter array (3, 6, 108)\n", + " Burn Peat bogs max VV -8.884 max VH -16.842 VHrVV 2.230 RFDI -0.195 NVHI 0.674 NVVI 0.402\n", + " Non-burn Peat bogs max VV -8.946 max VH -16.655 VHrVV 1.704 RFDI -0.191 NVHI 0.675 NVVI 0.404\n", + " Burn Transitional woodland-shrub max VV -6.597 max VH -14.389 VHrVV 2.521 RFDI -0.213 NVHI 0.699 NVVI 0.393\n", + " Non-burn Transitional woodland-shrub max VV -9.657 max VH -15.838 VHrVV 1.955 RFDI -0.181 NVHI 0.658 NVVI 0.409\n", + " Burn Coniferous forest max VV -6.786 max VH -15.998 VHrVV 2.726 RFDI -0.185 NVHI 0.718 NVVI 0.408\n", + " Non-burn Coniferous forest max VV -9.363 max VH -15.785 VHrVV 1.955 RFDI -0.180 NVHI 0.658 NVVI 0.410\n", + "ERA5 Precip: 108 values from 20180102 to 20190614 max 0.055\n" + ] + } + ], "source": [ "subpolygons = {}\n", "if c_widget.value == \"Whole-Polygon\":\n", @@ -1064,12 +1101,24 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 15, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Filtering: between 20180102 and 20190614 for rorbit and direction \n", + "Running for 3 features with 6 products\n", + "Generated: /home/slavender/notebooks/output_folder/plot-Backscatter-era-non-burn.png\n", + "Running for 3 features with 6 products\n", + "Generated: /home/slavender/notebooks/output_folder/plot-Backscatter-era-burn.png\n" + ] + } + ], "source": [ "burn_start = current_burn.split(\" (\")[1][:-1]\n", - "burn_start = datetime.datetime.strptime(burn_start, '%d/%m/%Y')\n", + "burn_start = datetime.strptime(burn_start, '%d/%m/%Y')\n", "# Create plots for ERA5 data in comparison to Sentinel-1 ARD dates for each CORINE polygon\n", "import utils.plot_data as plotd\n", "plt.set_loglevel(\"critical\")\n", @@ -1090,9 +1139,24 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 16, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "1175bb236b764cf1b276feaa950f32ac", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "VBox(children=(HBox(children=(Text(value='Non-burn Backscatter polygon'), Text(value='Plotting for rorbit and…" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# Display plots side by side if have both non-burn and burn data extracted\n", "\n", @@ -1152,9 +1216,9 @@ "formats": "ipynb,md" }, "kernelspec": { - "display_name": "Python [conda env:rsgislib_dev]", + "display_name": "Python [conda env:uburn_env]", "language": "python", - "name": "conda-env-rsgislib_dev-py" + "name": "conda-env-uburn_env-py" }, "language_info": { "codemirror_mode": { diff --git a/Initial_Automated_Detection.ipynb b/Initial_Automated_Detection.ipynb new file mode 100644 index 0000000..93b957e --- /dev/null +++ b/Initial_Automated_Detection.ipynb @@ -0,0 +1,706 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Initial Automatic Detection\n", + "This notebook uses the same data as the Combined_UBurn_WorkBook but runs an analysis to detect burn scars.\n", + "\n", + "Similarly to the main notebook, the first couple of cells will set the initial configuration and allow you to choose the case study/dataset of interest. After these have been selected, the following cells will load and show an interactive data frame that allows you to filter out the data you want to investigate.\n", + "**Note:** If the notebook is run with one set of options and then changed, e.g. swapping from coherence to backscatter, then there may be errors. So try shutting done the notebook and running again if this happens." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The autoreload extension is already loaded. To reload it, use:\n", + " %reload_ext autoreload\n" + ] + } + ], + "source": [ + "#Reload modules without shutting notebook\n", + "%load_ext autoreload\n", + "%autoreload 2\n", + "\n", + "import os\n", + "import glob\n", + "import numpy as np\n", + "import rasterio\n", + "from rasterio.windows import Window\n", + "import datetime\n", + "import pandas as pd\n", + "import geojson as gj\n", + "from scipy.ndimage import gaussian_filter\n", + "import matplotlib.pyplot as plt \n", + "from ipywidgets import Dropdown, interact, interactive, fixed, interact_manual\n", + "import ipywidgets as widgets\n", + "\n", + "# Upland burn utils\n", + "from utils.array_creation import generate_array, generate_array_backscatter, get_window\n", + "from utils.get_configuration import get_configuration, get_config\n", + "from utils.functions import order_files_by_date, get_data_dict, get_aoi_date_dict, get_polygon_list\n", + "from utils.analysis import run_analysis, threshold\n", + "\n", + "current_burn = None\n", + "home = os.path.expanduser(\"~\")\n", + "shared_folder = os.path.join(home, \"my_shared_data_folder\")\n", + "datasets = os.path.join(shared_folder, \"datasets\")" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Choose the type of data to look at\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "b79441b02f5a4a7981ca7ffee6039ff8", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "Dropdown(description='Dataset:', options=('', 'Coherence', 'Backscatter'), value='')" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Choose a Case study area\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "832bfac847714dd787933ee9465fc3bb", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "Dropdown(description='Case study:', options=('', 'skye', 'cairngorms', 'pdistrict'), value='')" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Choose dataset version\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "bc258d802ec84d029f972db0a5456fff", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "Dropdown(description='Version:', options=('v2', 'v1'), value='v2')" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "workbook_widget = Dropdown(options = [\"\", \"Coherence\", \"Backscatter\"], description = \"Dataset:\", value = \"\")\n", + "def change_wbook(*args):\n", + " global workbook \n", + " workbook = workbook_widget.value\n", + " if workbook == \"\":\n", + " return\n", + "\n", + "workbook_widget.observe(change_wbook, 'value')\n", + "print(\"Choose the type of data to look at\")\n", + "display(workbook_widget)\n", + "\n", + "cstudy_widget = Dropdown(options = [\"\", \"skye\", \"cairngorms\", \"pdistrict\"], description = \"Case study:\", value = \"\")\n", + "def change_cstudy(*args):\n", + " global cstudy \n", + " global aoi\n", + " global poly_list\n", + " global poly_dict\n", + " global polygons\n", + " cstudy = cstudy_widget.value\n", + " length = 3 # Number of characters in the id number\n", + " if cstudy == \"\":\n", + " poly_list = []\n", + " return\n", + " elif cstudy == \"skye\":\n", + " aoi = os.path.join(datasets, \"Skye_extent_OSGB36.geojson\")\n", + " elif cstudy == \"cairngorms\":\n", + " aoi = os.path.join(datasets, \"Cairngorms_extent_OSGB36-extended.geojson\") \n", + " else:\n", + " aoi = os.path.join(datasets, \"PDistrict_extent_OSGB36.geojson\")\n", + " length = 5\n", + " poly_list = get_polygon_list(datasets, aoi)\n", + " date_dict = get_aoi_date_dict(cstudy, shared_folder)\n", + " \n", + " ### Below needs updating when we get dates for burns ### \n", + " fstart = os.path.basename(aoi).split(\"_\")[0]\n", + " searchstr = fstart + \"_burn_extent_*.geojson\"\n", + " polygons = glob.glob(os.path.join(datasets, searchstr))\n", + " if len(polygons) == 0:\n", + " print(\"No polygons exist for {}\".format(searchstr))\n", + " poly_list = []\n", + " for poly in polygons:\n", + " fpoly = os.path.splitext(os.path.basename(poly))[0]\n", + " poly_list.append(fpoly.split(\"_\")[3])\n", + "\n", + " test_dates = [] \n", + " # Convert string list to int list, sort then convert back\n", + " poly_int = [i for i in poly_list]\n", + " poly_int.sort()\n", + " poly_list = [str(i).zfill(3) for i in poly_int]\n", + " poly_list2 = [pol + \" (%s)\"%(date_dict[int(pol[:length])]) for pol in poly_list]\n", + "\n", + " poly_dict = {pol_string : pol for pol, pol_string in zip(poly_list, poly_list2)}\n", + " b_widget.options = poly_dict.keys()\n", + " del poly_int\n", + " \n", + "cstudy_widget.observe(change_cstudy, 'value')\n", + "print(\"Choose a Case study area\")\n", + "display(cstudy_widget)\n", + "\n", + "poly_dict = {}\n", + "b_widget = Dropdown(options = poly_dict.keys(), description = \"Polygon:\")\n", + "def change_x(*args):\n", + " print(\"Set to {}\".format(b_widget.value))\n", + "\n", + "# Create a widget that can be used the choose the polygon of interest\n", + "version_widget = Dropdown(options = [\"v2\", \"v1\"], description = \"Version:\")\n", + "def change_version(*args):\n", + " print(\"Set to {}\".format(version_widget.value))\n", + " \n", + "version_widget.observe(change_version, 'value')\n", + "print(\"Choose dataset version\")\n", + "display(version_widget)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Loaded configuration: {'sharedfolder': 'my_shared_data_folder/my_shared_data_folder'}.\n", + "Could not find any files in /home/slavender/my_shared_data_folder/my_shared_data_folder/skye/coherence_tiffs2\n", + "No v2 data, switching to v1\n", + "Loaded configuration: {'sharedfolder': 'my_shared_data_folder/my_shared_data_folder'}.\n", + "Loading baselines from /home/slavender/my_shared_data_folder/my_shared_data_folder/datasets/baselines/baselines_skye.p\n", + "Found 18 potential files and 230 baselines\n" + ] + } + ], + "source": [ + "if version_widget.value == \"v2\":\n", + " v2=True\n", + " ofiles, outfolder, baselines = get_config(cstudy, workbook, v2=v2)\n", + " if len(ofiles) == 0:\n", + " print(\"No v2 data, switching to v1\")\n", + " v2=False\n", + "else:\n", + " v2=False\n", + " ofiles, outfolder, baselines = get_config(cstudy, workbook, v2=v2)\n", + " if len(ofiles) == 0:\n", + " print(\"No v1 data, switching to v2\")\n", + " v2=True\n", + "ofiles, outfolder, baselines = get_config(cstudy, workbook, v2=v2)\n", + "if len(ofiles) == 0:\n", + " raise SystemExit(\"No valid data found\")\n", + "else:\n", + " print(\"Found %s potential files and %s baselines\"%(len(ofiles), len(baselines)))\n", + "\n", + " only_VV = [file for file in ofiles if \"VV\" in file]\n", + "only_VH = [file for file in ofiles if \"VH\" in file]\n", + "bands = set([file.strip(\"_%s.tif\"%(cstudy))[-2:] for file in ofiles])\n", + "polar_dict = {'VV' : 0, 'VH' : 1}\n", + "pol, other_pol = \"VV\", \"VH\"\n", + "if workbook == \"Coherence\":\n", + " if len(only_VV) > len(only_VH):\n", + " most_files = only_VV\n", + " else:\n", + " most_files = only_VH\n", + " pol, other_pol = \"VH\", \"VV\" \n", + "else:\n", + " most_files = ofiles\n", + "most_files = order_files_by_date(most_files, workbook) # this should fix date issue in dataframe \n", + "data_dict = get_data_dict(most_files, workbook, baselines)\n", + "\n", + "pd.set_option('display.max_rows', 500)\n", + "df = pd.DataFrame.from_dict(data_dict)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "bf467a9c10bb41bbbff2de4d54036fef", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "interactive(children=(DatePicker(value=Timestamp('2018-02-01 00:00:00'), description='start_date'), DatePicker…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "chosen_orbit = 'All'\n", + "chosen_direction = 'both' \n", + "def get_files_by_date(start_date, end_date, rel_orbit, orbit_dir, sensor):\n", + " global chosen_orbit\n", + " global chosen_direction\n", + " global time_filtered_df\n", + " time_filtered_df = df[(df['date'] >= pd.to_datetime(start_date)) & (df['date'] <= pd.to_datetime(end_date))]\n", + " if rel_orbit != \"\":\n", + " time_filtered_df = time_filtered_df[time_filtered_df[\"rorbit\"] == rel_orbit]\n", + " chosen_orbit = \"All\"\n", + " if orbit_dir != \"\":\n", + " time_filtered_df = time_filtered_df[time_filtered_df[\"direction\"] == orbit_dir]\n", + " chosen_direction = \"Both\"\n", + " if len(set(time_filtered_df.direction.values)) == 1:\n", + " orbit_dir = time_filtered_df.direction.values[0]\n", + " if sensor != \"\":\n", + " time_filtered_df = time_filtered_df[time_filtered_df[\"sensor\"].isin([\"BA\", \"AB\"])]\n", + " time_filtered_df_vis = time_filtered_df.copy(deep=True)\n", + " chosen_orbit = rel_orbit\n", + " chosen_direction = orbit_dir \n", + " return time_filtered_df_vis.drop(['filename', 'polarisation'], axis = 1)\n", + "\n", + "orbit_opts = list(set(df['rorbit'].values))\n", + "orbit_opts.append(\"\")\n", + "orbit_dir_opts = list(set(df['direction'].values))\n", + "orbit_dir_opts.append(\"\")\n", + "\n", + "sensor_opts = list(set(df['sensor'].values))\n", + "sensor_opts.append(\"\")\n", + "interact(get_files_by_date,\n", + " start_date=widgets.DatePicker(value=pd.to_datetime(min(df['date']))),\n", + " end_date=widgets.DatePicker(value=pd.to_datetime(max(df['date']))),\n", + " rel_orbit=widgets.Dropdown(options=orbit_opts, value = \"\"),\n", + " orbit_dir=widgets.Dropdown(options=orbit_dir_opts, value = \"\"),\n", + " sensor=widgets.Dropdown(options=sensor_opts, value = \"\"))" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "# Check the number of files selected as too many cause memory problems - for now, sets a limit of 20\n", + "# Analysis should also be run on a single relative orbit\n", + "wanted_files = time_filtered_df.filename.to_list()\n", + "if len(wanted_files) > 20:\n", + " raise SystemExit(\"Too many files chose a shorter date range, and make sure a single relative orbit is selected\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Load data and run pre-processing\n", + "Th next cell loads the images into an array, and the the following cell runs the analysis (which is currently denormalisation followed by a Gaussian filter with a sigma of 5). \n", + "The analysis steps can be adjusted and or different steps can be added at a different point. More information on how to do this is in the second cell. " + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "wanted_files = time_filtered_df.filename.to_list()\n", + "for n, file in enumerate(wanted_files):\n", + " with rasterio.open(file) as src:\n", + " arr = src.read()\n", + " if n == 0:\n", + " all_arrays = np.zeros((len(wanted_files), arr.shape[1], arr.shape[2]))\n", + " all_arrays[n] = arr[0]\n" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Running denorm\n", + "Done\n", + "Running gauss-10\n", + "Done\n", + "Setting water to 0\n", + "All the analysis is complete, array created: (9, 7993, 5993)\n" + ] + } + ], + "source": [ + "# Analysis options - check analysis.py in utils for how each of these work - the value after the hyphen specifies the parameter for \n", + "# that analysis. i.e. the nuumber of iterations, the size (in pixels), the percentile (for threshold), \n", + "# or median / mean (for threshold - thresh-median)\n", + "# [ \"denorm\", \"gauss-5\", \"threshold-10\", \"dilate-2\", \"size-50\", \"gauss-5\", \"erode-4\", \"close\", \"diff\"] \n", + "\n", + "# create a list of the analysis you want to run (in order)\n", + "list_of_analysis = [\"denorm\", \"gauss-10\"]\n", + "\n", + "# loop through the array and run the anlysis - N.B. You can do another loop of different analysis at any point if you wish\n", + "analysed_array = np.copy(all_arrays)\n", + "for analysis in list_of_analysis:\n", + " print(\"Running %s\"%(analysis))\n", + " analysed_array = run_analysis(analysed_array, analysis)\n", + " print(\"Done\")\n", + " \n", + "print(\"Setting water to 0\")\n", + "analysed_array[all_arrays == 0] = 0\n", + "print(\"All the analysis is complete, array created:\", analysed_array.shape)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Calculate the temporal mean\n", + "The following cell normalises each individual array by the maximum across all arrays and displays the temporal mean. Then, the following cell caluclates the difference between each array and the temporal mean and applies a second gaussian filter (again sigma of 5)." + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Calculate the temperal mean image\n", + "for n, arr in enumerate(analysed_array):\n", + " # divide each individual array by the combined maximum\n", + " arr = arr / np.nanmax(analysed_array)\n", + " analysed_array[n] = arr\n", + "# get the mean and max values across all arrays\n", + "temporal_mean = np.nanmean(analysed_array, axis=0)\n", + "temporal_max = np.nanmax(analysed_array, axis=0)\n", + "plt.figure()\n", + "plt.imshow(temporal_mean)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [], + "source": [ + "for n, arr in enumerate(analysed_array):\n", + " arr = abs(arr - temporal_mean) # get the difference between each array and the temporal mean\n", + " arr = gaussian_filter(arr, sigma=5) # smooth the array to reduce noise\n", + " analysed_array[n] = arr\n", + "\n", + "# determine the total change for each pixel \n", + "total_coherence_array = np.sum(analysed_array, axis=0)\n", + "analysed_array = None" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Thresholding\n", + "The foollowing three cells threshold the image to provide us with a potential prediction, loads the known burn areas into a ground truth array for comparison, and then displays the results before returning an accuracy and precision score." + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [], + "source": [ + "pred = np.zeros(total_coherence_array.shape)\n", + "# determine the threshold and set values above it to 1 to create a prediction label\n", + "thresh = threshold(total_coherence_array, threshtype=\"median\") \n", + "#thresh = threshold(total_coherence_array, perc=95)\n", + "#thresh = threshold(total_coherence_array, threshtype=\"mean\") \n", + "\n", + "pred[total_coherence_array > thresh] = 1" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [], + "source": [ + "# This imports the polygons for the case study and creates a ground truth mask\n", + "import gdal \n", + "import geojson as gj\n", + "from PIL import Image, ImageDraw\n", + "import rasterio \n", + "\n", + "def get_polygon_vector(polygon_file, xOrigin, yOrigin, pixelWidth, pixelHeight):\n", + " vect = []\n", + " with open (polygon_file, 'r') as f:\n", + " loadg = gj.loads(f.read())\n", + " x, y = zip(*gj.utils.coords(loadg))\n", + " for x1, y1 in zip(x, y):\n", + " xpix = ((x1 - xOrigin) / pixelWidth)\n", + " ypix = ((yOrigin - y1) / pixelHeight)\n", + " #vect.append([int(ypix), int(xpix)])\n", + " vect.append(int(xpix))\n", + " vect.append(int(ypix))\n", + " return vect\n", + "\n", + "def create_burn_mask(polygons, example_file):\n", + " ds = gdal.Open(example_file, gdal.GA_ReadOnly)\n", + " bands = ds.RasterCount\n", + " image = ds.GetRasterBand(1).ReadAsArray()\n", + " # Getting georeference info\n", + " transform = ds.GetGeoTransform()\n", + " projection = ds.GetProjection()\n", + " xOrigin = transform[0] # top left x \n", + " yOrigin = transform[3] # top left y \n", + " pixelWidth = transform[1] # w-e pixel resolution \n", + " pixelHeight = -transform[5]\n", + " del ds\n", + " \n", + " xdim, ydim = image.shape\n", + " vectors = []\n", + " for p in polygons:\n", + " vect = get_polygon_vector(p, xOrigin, yOrigin, pixelWidth, pixelHeight)\n", + " vectors.append(vect)\n", + " img = Image.new('L', (ydim,xdim), 0) \n", + " draw = ImageDraw.Draw(img) \n", + " for vect in vectors:\n", + " draw.polygon(vect, fill=1)\n", + " mask = np.array(img)\n", + " return mask\n", + "\n", + "ground_truth = create_burn_mask(polygons, wanted_files[0])" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Accuracy: 79.22410805602279\n", + "Precison: 29.586299852114667\n" + ] + } + ], + "source": [ + "# set all the water values to 0 \n", + "ground_truth[all_arrays[0, :, :] == 0]=0\n", + "\n", + "plt.figure(figsize=(20,20))\n", + "plt.imshow(total_coherence_array)\n", + "plt.figure(figsize=(20,20))\n", + "plt.imshow(ground_truth)\n", + "plt.figure(figsize=(20,20))\n", + "plt.imshow(pred)\n", + "plt.show()\n", + "\n", + "print(\"Accuracy: \", (np.sum(pred[ground_truth==1]) / np.sum(ground_truth))*100)\n", + "print(\"Precison: \", (np.sum(ground_truth[pred==1]) / np.sum(pred)) * 100)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Save the images\n", + "The final two cells allow the prediction, ground truth array and / or the pre thresholded total change in coherence image to be saved either as a simple png, or projected to the correct coordinate system and saved as a GeoTIFF." + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib\n", + "# unhash to save the output arrays (non - projected)\n", + "\n", + "#matplotlib.image.imsave(os.path.join(outfolder, \"%s_change.png\"%(cstudy)), total_coherence_array)\n", + "#matplotlib.image.imsave(os.path.join(outfolder, \"%s_pred.png\"(cstudy)), pred)\n", + "#matplotlib.image.imsave(os.path.join(outfolder, \"%s_groundtruth.png\"(cstudy)), ground_truth)" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Wrote georeferenced image to /home/slavender/notebooks/output_folder/ground_truth_skye.tif\n" + ] + } + ], + "source": [ + "import rasterio \n", + "from rasterio.windows import Window\n", + "\n", + "# Used to output a reprojected version of ground_truth, pred or total_coherence_array\n", + "# set which one you want to output, set the name of the file (the cstudy area will be appended to the end of it)\n", + "out_arr = ground_truth\n", + "out_name = \"ground_truth\"\n", + "\n", + "# create the file name\n", + "filepathraw = os.path.join(outfolder, \"%s_%s.tif\"%(out_name, cstudy))\n", + "\n", + "ymin, ymax, xmin, xmax = 0, out_arr.shape[0], 0, out_arr.shape[1]\n", + "# create a window and open the file\n", + "win = Window.from_slices((ymin, ymax), (xmin, xmax))\n", + "with rasterio.open(wanted_files[0]) as src:\n", + " arr = src.read(window = win)\n", + "# get the transformation info\n", + "transform = src.window_transform(win)\n", + "width = xmax - xmin\n", + "height = ymax - ymin\n", + "\n", + "#update the kwargs\n", + "kwargs = src.meta.copy()\n", + "kwargs.update({\n", + " 'transform': transform,\n", + " 'width': out_arr.shape[1],\n", + " 'height': out_arr.shape[0],\n", + " 'dtype' : out_arr.dtype,\n", + " 'count' : 1,\n", + " 'driver' : 'GTiff',\n", + "})\n", + "\n", + "with rasterio.open(filepathraw, 'w', **kwargs) as dst:\n", + " dst.write(np.expand_dims(out_arr, axis=0))\n", + "print(\"Wrote georeferenced image to %s\"%(filepathraw))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "jupytext": { + "formats": "ipynb,md" + }, + "kernelspec": { + "display_name": "Python [conda env:rsgislib_dev]", + "language": "python", + "name": "conda-env-rsgislib_dev-py" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.6.7" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/utils/calc_era_api.py b/utils/calc_era_api.py new file mode 100644 index 0000000..6fbbd4d --- /dev/null +++ b/utils/calc_era_api.py @@ -0,0 +1,26 @@ +import numpy as np + +# https://tonyladson.wordpress.com/tag/antecedent-precipitation-index/ +def calc_era_api(dt_num, mean_parameters, subarray, list_of_dates, verb = False): + prodnum = 8 # Precipitation + elength = len(dt_num) # Input ERA dates + tlength = subarray.shape[0] # Input S1 dates + hlength = 5 # length of historical dates to calculate API for + + # Define output arrays + mean_edata = np.zeros(tlength, dtype=np.float) + std_edata = np.zeros(tlength, dtype=np.float) + + for enum in range(elength): # Loop for ERA dates + for snum in range(tlength): # Loop for S1ARD dates + if list_of_dates[snum] == dt_num[enum]: + for hnum in range(hlength): + if enum-hnum > 0: + if hnum == 0: + k = 1.0 + else: + k = np.power(0.95,hnum) + mean_edata[snum] += mean_parameters[enum-hnum,prodnum] * k + #print("mean_edate[{}] = {} loop {} using {}".format(snum,mean_edata[snum],hnum,k)) + + return mean_edata, std_edata diff --git a/utils/call_cophub.py b/utils/call_cophub.py new file mode 100644 index 0000000..5bd0be8 --- /dev/null +++ b/utils/call_cophub.py @@ -0,0 +1,141 @@ +import subprocess +from sentinelsat import SentinelAPI, geojson_to_wkt +from osgeo import ogr, osr +import geojson as gj +from IPython.display import clear_output + +def find_new_data( + api, + start_date, + end_date, + search_area, + product = "GRD", + ): + """ + Takes search criteria and runs a query on the sen5p data + + Parameters + ------ + api : api + api that can be used to query and download data + start_date : datetime.date + The start date for the search + end_date : datetime.date + The end date for the search + search_area : wkt + The search area in wkt format + which_sat : str, opt + Determines if we want to search for Sen1 or Sen2 data (default : 'sen2') + + Returns + ------ + products : list? ## TODO: check this + List of product IDs that match the search criteria + """ + + products = api.query(search_area, + date = (start_date, end_date), + platformname = 'Sentinel-1', + producttype = product + #raw = which_data, + ) + products = api.to_dataframe(products) + return products + +def check_for_existing_downloads(products, folder): + """ + This checks the products returned from the query to see if they have already + been downloaded in the folder # TODO: this will likely be checking a log file long term as the raw data will be deleted once analysed + + Parameters + ------ + products : dataframe + A dataframe containing the potential tiles to download + folder : str + The folder to check for existing tiles + + Returns + ------ + filtered_products : dataframe + A dataframe where any tiles that had already been downloaded have now been removed + """ + # get list of existing downloads and potential downloads + existing_downloads = [file for file in os.listdir(folder)] + potential_downloads = products["title"].to_list() + titles_to_keep = [] + for potential in potential_downloads: + # check for any match in existing downloads + matching = any(potential in title for title in existing_downloads) + if not matching: + titles_to_keep.append(potential) + # only keep the dataframe rows we want + filtered_products = products[products['title'].isin(titles_to_keep)].sort_values(['ingestiondate'], ascending=True) + + return filtered_products + + +def download_file(credentials, download_url, outfile): + args = [ + "wget", + '%s'%(download_url), + "--user", + credentials[0], + "--password", + credentials[1], + "-O", + outfile, + ] + + # create the subprocess + p = subprocess.Popen(args, + stdout=subprocess.PIPE, + stderr=subprocess.STDOUT, + bufsize=1, + universal_newlines=True) + + # forward messages from stdout and stderr onto the console + with p.stdout as stdout: + for line in iter(stdout.readline, b""): + if line == "": + break + clear_output(wait=True) + print("Downloading %s"%(outfile), line.rstrip()) + + # wait to exit and retreieve the exit code + exit_code = p.wait() + + # raise an exception if 'gpt' return an unexpected exit code + if exit_code != 0: + raise RuntimeError("Non-zero return code from download.") + + +def call_cophub(credentials, start_date, end_date, polygon_file, SLC = False): + + # WGS84 projection reference + OSR_WGS84 = osr.SpatialReference() + OSR_WGS84.ImportFromEPSG(4326) + OSR_OSGB36 = osr.SpatialReference() + OSR_OSGB36.ImportFromEPSG(27700) + to_wgs84 = osr.CoordinateTransformation(OSR_OSGB36, OSR_WGS84) + + # Get coords for bounding box + with open (polygon_file, 'r') as f: + loadg = gj.loads(f.read()) + xvals, yvals = zip(*gj.utils.coords(loadg)) + coords = [] + for x, y in zip(xvals, yvals): + # Transform to WGS84 + xy = to_wgs84.TransformPoint(x, y) + coords.append((xy[0], xy[1])) + del loadg + print(coords) + polygon = gj.Polygon([coords]) + wkt = geojson_to_wkt(polygon) + + api = SentinelAPI(credentials[0], credentials[1], 'https://scihub.copernicus.eu/dhus') + if SLC: + products = find_new_data(api, start_date, end_date, wkt, product="SLC") + else: + products = find_new_data(api, start_date, end_date, wkt) + + return products, wkt \ No newline at end of file diff --git a/utils/portal_credentials.py b/utils/portal_credentials.py new file mode 100644 index 0000000..29446d4 --- /dev/null +++ b/utils/portal_credentials.py @@ -0,0 +1,23 @@ +import os +import getpass +home = os.path.expanduser("~") + +def read_credentials(file): + # Login details are parsed + with open(os.path.join(home, file), 'r') as f1: + first_line = f1.readline().rstrip("\n") + credentials = first_line.split(",") + print("Login details retrieved") + return credentials + +def save_credentials(file): + # Login details are saved + uname = getpass.getpass('Username:') + pswd = getpass.getpass('Password:') + + output_file = open(os.path.join(home, file),'w') + output_file.write(uname+","+pswd) + output_file.close() + + return + \ No newline at end of file diff --git a/utils/syscmds.py b/utils/syscmds.py new file mode 100644 index 0000000..523443c --- /dev/null +++ b/utils/syscmds.py @@ -0,0 +1,55 @@ +import os +import subprocess + +def syscmd(cmd, verb = False): + """ + Enables commands to be run from inside the python code with appropriate outputs and error returns when necessary + + :param cmd: command to be run + :type cmd: str + :param verb: enable more verbose outputs + :type verb: bool + """ + logger = setup_logging(args) + if verb: + cmd = cmd.split() + proc = subprocess.Popen(cmd) # ,stdout=subprocess.PIPE, stderr=subprocess.PIPE,universal_newlines=True) + else: + cmd = cmd.split() + proc = subprocess.Popen(cmd, stdout=subprocess.PIPE, stderr=subprocess.PIPE, universal_newlines=True) + + out, errors = proc.communicate() + if out != "" and out is not None: + print("Cmd Output: {}".format(out)) + + if proc.returncode != 0: + print("Crash encountered when running {}".format(cmd)) + print("Cmd Output: {}".format(out)) + print("Cmd Errors: {}".format(errors)) + sys.exit() + + +def execmd(cmd, verb = False): + """ + Enables commands to be run from inside the python code with the output returned + + :param cmd: command to be run + :type cmd: str + :param verb: enable more verbose outputs + :type verb: bool + """ + + # Replaced due to shell=True being a security hazard + p = subprocess.Popen(cmd, shell=True, stdin=subprocess.PIPE, + stdout=subprocess.PIPE, + stderr=subprocess.STDOUT, + close_fds=True) + output = p.stdout.read() + p.stdin.close() + p.stdout.close() + # p.communicate() + if output: + return output + else: + print("No output returned") + return None