{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Flutungsbeginn war der 12.4.2019. Wir versuchen mit Daten der Sentinel-1- und -2-Satelliten nachzuvollziehen, wie hoch der Wasserstand zum jeweiligen Zeitpunkt war."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sentinelsat import SentinelAPI, read_geojson, geojson_to_wkt\n",
    "from datetime import date\n",
    "\n",
    "# set up ~/.netrc using the provided ~/.netrc.example in order to be properly authenticated\n",
    "api = SentinelAPI(None, None)\n",
    "\n",
    "# the \"footprint\" is what we can use to preselect a certain area;\n",
    "# the lakesentinelsat/ is at (51.7874, 14.4226)\n",
    "footprint = 'POLYGON((14.359428613281251 51.806620319822734,14.466545312500001 51.806620319822734,14.466545312500001 51.757343872357566,14.359428613281251 51.757343872357566,14.359428613281251 51.806620319822734))'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "products = api.query(footprint,\n",
    "                     platformname='Sentinel-2',\n",
    "                     processinglevel='Level-2A',\n",
    "                     date=(date(2019,4,1), date.today()),\n",
    "                     cloudcoverpercentage=(0,30))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [],
   "source": [
    "# we create the directory structure we need for the following notebooks\n",
    "! mkdir -p input/raster"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
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     "text": [
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       "(OrderedDict([('297fbd5d-7aee-4458-bf92-0fabb2390686',\n",
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       "                'title': 'S2B_MSIL2A_20190718T101039_N0213_R022_T33UVT_20190718T131731',\n",
       "                'size': 1155143389,\n",
       "                'md5': '0403AD212A27A6A1D74A231B760F273A',\n",
       "                'date': datetime.datetime(2019, 7, 18, 10, 10, 39, 24000),\n",
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       "                'url': \"https://scihub.copernicus.eu/apihub/odata/v1/Products('14ad7da9-61e3-49df-a093-d122f3d7741b')/$value\",\n",
       "                'Online': True,\n",
       "                'Creation Date': datetime.datetime(2019, 7, 18, 17, 23, 2, 674000),\n",
       "                'Ingestion Date': datetime.datetime(2019, 7, 18, 17, 22, 12, 754000),\n",
       "                'path': './S2B_MSIL2A_20190718T101039_N0213_R022_T33UVT_20190718T131731.zip',\n",
       "                'downloaded_bytes': 1155143389}),\n",
       "              ('027baf71-82c7-4554-866a-93c939e037a6',\n",
       "               {'id': '027baf71-82c7-4554-866a-93c939e037a6',\n",
       "                'title': 'S2B_MSIL2A_20190618T101029_N0212_R022_T33UVT_20190618T143356',\n",
       "                'size': 1157018606,\n",
       "                'md5': '5FB7BA42CEE39F1A3D15E7943855BE44',\n",
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       "                'url': \"https://scihub.copernicus.eu/apihub/odata/v1/Products('027baf71-82c7-4554-866a-93c939e037a6')/$value\",\n",
       "                'Online': True,\n",
       "                'Creation Date': datetime.datetime(2019, 6, 18, 20, 30, 8, 303000),\n",
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       "                'path': './S2B_MSIL2A_20190618T101029_N0212_R022_T33UVT_20190618T143356.zip',\n",
       "                'downloaded_bytes': 1157018606}),\n",
       "              ('fc303b98-b4d9-4e6a-a920-0cd5896f4b29',\n",
       "               {'id': 'fc303b98-b4d9-4e6a-a920-0cd5896f4b29',\n",
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       "                'url': \"https://scihub.copernicus.eu/apihub/odata/v1/Products('fc303b98-b4d9-4e6a-a920-0cd5896f4b29')/$value\",\n",
       "                'Online': True,\n",
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       "                'downloaded_bytes': 1165290343}),\n",
       "              ('2fe656bf-98c1-449c-bb50-a0511f28335d',\n",
       "               {'id': '2fe656bf-98c1-449c-bb50-a0511f28335d',\n",
       "                'title': 'S2A_MSIL2A_20190603T101031_N0212_R022_T33UVT_20190603T114652',\n",
       "                'size': 1151579067,\n",
       "                'md5': 'F09A91B3B1D971447E3FF79B08EB14AF',\n",
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       "                'url': \"https://scihub.copernicus.eu/apihub/odata/v1/Products('2fe656bf-98c1-449c-bb50-a0511f28335d')/$value\",\n",
       "                'Online': True,\n",
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       "              ('97f38784-462a-4f55-8015-64b700cad233',\n",
       "               {'id': '97f38784-462a-4f55-8015-64b700cad233',\n",
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       "                'url': \"https://scihub.copernicus.eu/apihub/odata/v1/Products('97f38784-462a-4f55-8015-64b700cad233')/$value\",\n",
       "                'Online': True,\n",
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       "                'downloaded_bytes': 1158308587}),\n",
       "              ('de1eb034-6504-4779-894b-cad441ca47df',\n",
       "               {'id': 'de1eb034-6504-4779-894b-cad441ca47df',\n",
       "                'title': 'S2A_MSIL2A_20190424T101031_N0211_R022_T33UVT_20190424T162325',\n",
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       "                'md5': '81EA9347807AE312F0E728794FE70CCE',\n",
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       "                'url': \"https://scihub.copernicus.eu/apihub/odata/v1/Products('de1eb034-6504-4779-894b-cad441ca47df')/$value\",\n",
       "                'Online': True,\n",
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       "              ('7c42b169-f1fc-47cc-b853-7e3e529d5242',\n",
       "               {'id': '7c42b169-f1fc-47cc-b853-7e3e529d5242',\n",
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       "                'url': \"https://scihub.copernicus.eu/apihub/odata/v1/Products('7c42b169-f1fc-47cc-b853-7e3e529d5242')/$value\",\n",
       "                'Online': True,\n",
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       "                'Ingestion Date': datetime.datetime(2019, 4, 19, 21, 26, 39, 829000),\n",
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       "              ('96dc4323-92d5-4e2a-a6c5-177b167431a3',\n",
       "               {'id': '96dc4323-92d5-4e2a-a6c5-177b167431a3',\n",
       "                'title': 'S2B_MSIL2A_20190409T101029_N0211_R022_T33UVT_20190409T134504',\n",
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       "                'md5': '4637A451A0C4DD6262F17FE45255EC94',\n",
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       "                'footprint': 'POLYGON((13.531528902588294 52.34134780285317,15.14329076675621 52.350386283733314,15.140188798644376 51.36315784303349,13.56330512054153 51.354432348394134,13.531528902588294 52.34134780285317))',\n",
       "                'url': \"https://scihub.copernicus.eu/apihub/odata/v1/Products('96dc4323-92d5-4e2a-a6c5-177b167431a3')/$value\",\n",
       "                'Online': True,\n",
       "                'Creation Date': datetime.datetime(2019, 4, 10, 0, 14, 50, 430000),\n",
       "                'Ingestion Date': datetime.datetime(2019, 4, 9, 22, 40, 24, 445000),\n",
       "                'path': './S2B_MSIL2A_20190409T101029_N0211_R022_T33UVT_20190409T134504.zip',\n",
       "                'downloaded_bytes': 1129253781}),\n",
       "              ('ddb91569-8c5e-4fe0-a227-b0454f56c2b8',\n",
       "               {'id': 'ddb91569-8c5e-4fe0-a227-b0454f56c2b8',\n",
       "                'title': 'S2A_MSIL2A_20190404T101031_N0211_R022_T33UVT_20190404T174806',\n",
       "                'size': 1128539873,\n",
       "                'md5': '1564204809AA3F4210DA917550C55FAF',\n",
       "                'date': datetime.datetime(2019, 4, 4, 10, 10, 31, 24000),\n",
       "                'footprint': 'POLYGON((13.531528902588294 52.34134780285317,15.14329076675621 52.350386283733314,15.140188798644376 51.36315784303349,13.56330512054153 51.354432348394134,13.531528902588294 52.34134780285317))',\n",
       "                'url': \"https://scihub.copernicus.eu/apihub/odata/v1/Products('ddb91569-8c5e-4fe0-a227-b0454f56c2b8')/$value\",\n",
       "                'Online': True,\n",
       "                'Creation Date': datetime.datetime(2019, 4, 5, 3, 37, 17, 805000),\n",
       "                'Ingestion Date': datetime.datetime(2019, 4, 5, 3, 35, 47, 2000),\n",
       "                'path': './S2A_MSIL2A_20190404T101031_N0211_R022_T33UVT_20190404T174806.zip',\n",
       "                'downloaded_bytes': 1128539873})]),\n",
       " OrderedDict(),\n",
       " set())"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "api.download_all(products, 'input/raster')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [],
   "source": [
    "# save links for aria2c; DOESN'T WORK AT THE MOMENT\n",
    "with open('link_list.txt', 'w') as f:\n",
    "    f.write('\\n'.join([p['link'] for _, p in products.items()]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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