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{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# First steps with sen2chain"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This notebook shows some basic features of the sen2chain package."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Downloading and processing of Sentinel-2 imagery"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Check for images in a region of interest in a time period"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Get a list of images in a time period from the Copernicus server. The region of interest can be defined with:\n",
    "* a list of Sentinel-2 tiles names\n",
    "* a bounding box\n",
    "* a polygons file"
   ]
  },
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  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sen2chain import DataRequest"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Your request will cover january 2019\n",
    "request = DataRequest(\"2019-01-01\", \"2019-01-31\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### From Sentinel-2 tiles names"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:sen2chain.data_request:Requesting images ranging from 2019-01-01 00:00:00 to 2019-01-31 00:00:00\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Sentinel2 tiles:\n",
      " ['40KCB']\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:sentinelsat.SentinelAPI:Found 5 products\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "From hubs\n",
      "['S2A_MSIL1C_20190102T063501_N0207_R134_T40KCB_20190102T075059',\n",
      " 'S2B_MSIL1C_20190107T063509_N0207_R134_T40KCB_20190107T075827',\n",
      " 'S2A_MSIL1C_20190112T063511_N0207_R134_T40KCB_20190112T072902',\n",
      " 'S2B_MSIL1C_20190117T063509_N0207_R134_T40KCB_20190117T075835',\n",
      " 'S2B_MSIL1C_20190127T063509_N0207_R134_T40KCB_20190127T085141']\n"
     ]
    }
   ],
   "source": [
    "req = request.from_tiles([\"40KCB\"])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### From a bounding box"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "req = request.from_bbox(55.655364990234375, -21.282976338263616, 55.76522827148437, -21.185692243796023)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### From a geojson, geopackage or shapefile"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "req = request.from_file(\"roi.geojson\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Download and process the images"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sen2chain import DownloadAndProcess"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The images can be downloaded in parallel from the Scihub and PEPS servers. The number of concurrent downloads can't exceed 2 and 3 on Scihub and PEPS respectively."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "DownloadAndProcess(identifiers=req, \n",
    "                   hubs_limit={\"scihub\": 2, \"peps\": 2})"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The images can also be processed as soon as they are downloaded."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "DownloadAndProcess(identifiers=req, \n",
    "                   process_products=True, \n",
    "                   indices_list=[\"NDVI\", \"NDWI\"], \n",
    "                   nodata_clouds= True,\n",
    "                   quicklook=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Manage your local Sentinel-2 images library"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Downloaded images can be found in *~/sen2chain_data/data* (can be changed in the configuration file). Products are stored in 3 directories (L1C, L2A, INDICES). Each one contains subdirectories corresponding to Sentinel-2 tiles (e.g: 40KCB, 38KQV ...)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### L1C Products"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
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   "source": [
    "from sen2chain import Tile"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "List available L1C products in your Sentinel-2 images library for a given tile."
   ]
  },
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  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[TileProduct(identifier='S2A_OPER_PRD_MSIL1C_PDMC_20160408T042900_R134_V20160407T063507_20160407T063507.SAFE', date=datetime.datetime(2016, 4, 7, 6, 35, 7), cloud_cover=0.11232499999999998),\n",
       " TileProduct(identifier='S2A_MSIL1C_20180904T063511_N0206_R134_T40KCB_20180904T090928.SAFE', date=datetime.datetime(2018, 9, 4, 6, 35, 11), cloud_cover=28.3281),\n",
       " TileProduct(identifier='S2B_MSIL1C_20181208T063509_N0207_R134_T40KCB_20181208T075610.SAFE', date=datetime.datetime(2018, 12, 8, 6, 35, 9), cloud_cover=13.4455),\n",
       " TileProduct(identifier='S2B_MSIL1C_20190107T063509_N0207_R134_T40KCB_20190107T075827.SAFE', date=datetime.datetime(2019, 1, 7, 6, 35, 9), cloud_cover=80.6855),\n",
       " TileProduct(identifier='S2A_OPER_PRD_MSIL1C_PDMC_20170505T161637_R134_V20151129T063512_20151129T063512.SAFE', date=datetime.datetime(2015, 11, 29, 6, 35, 12), cloud_cover=6.434754264274703),\n",
       " TileProduct(identifier='S2A_OPER_PRD_MSIL1C_PDMC_20161212T050749_R134_V20151020T063512_20151020T063512.SAFE', date=datetime.datetime(2015, 10, 20, 6, 35, 12), cloud_cover=35.00729115928188),\n",
       " TileProduct(identifier='S2A_OPER_PRD_MSIL1C_PDMC_20160331T090121_R134_V20160328T063507_20160328T063507.SAFE', date=datetime.datetime(2016, 3, 28, 6, 35, 7), cloud_cover=1.273775),\n",
       " TileProduct(identifier='S2A_OPER_PRD_MSIL1C_PDMC_20160318T114801_R134_V20160318T063506_20160318T063506.SAFE', date=datetime.datetime(2016, 3, 18, 6, 35, 6), cloud_cover=52.9956125),\n",
       " TileProduct(identifier='S2A_OPER_PRD_MSIL1C_PDMC_20160119T023918_R134_V20160118T063524_20160118T063524.SAFE', date=datetime.datetime(2016, 1, 18, 6, 35, 24), cloud_cover=33.5),\n",
       " TileProduct(identifier='S2A_OPER_PRD_MSIL1C_PDMC_20160417T132412_R134_V20160417T063510_20160417T063510.SAFE', date=datetime.datetime(2016, 4, 17, 6, 35, 10), cloud_cover=4.77375),\n",
       " TileProduct(identifier='S2A_MSIL1C_20190102T063501_N0207_R134_T40KCB_20190102T075059.SAFE', date=datetime.datetime(2019, 1, 2, 6, 35, 1), cloud_cover=32.5823)]"
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      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "t = Tile(\"40KCB\")\n",
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    "t.l1c"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Products metadata can be accessed easily."
   ]
  },
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  {
   "cell_type": "code",
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   "metadata": {},
   "outputs": [],
   "source": [
    "from sen2chain import L1cProduct"
   ]
  },
  {
   "cell_type": "code",
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   "metadata": {},
   "outputs": [],
   "source": [
    "l1c = L1cProduct(\"S2B_MSIL1C_20181208T063509_N0207_R134_T40KCB_20181208T075610\")"
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   ]
  },
  {
   "cell_type": "code",
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   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
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      ]
     },
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     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "l1c.sensing_orbit_number"
   ]
  },
  {
   "cell_type": "code",
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   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'-21.738682979502528 55.93780715160759 -21.737965562026048 55.93797840184317 -21.73778270301896 55.93716947897659 -21.737713442220304 55.93718603138552 -21.688867488943096 55.72264367274322 -21.6894543770672 55.72250248760468 -21.635501822434584 55.482907116129134 -21.63537315722443 55.482938295322285 -21.635335088864775 55.4827617195832 -21.634552506957053 55.482951359112725 -21.588712339538127 55.270465593591055 -21.5893810264826 55.270302513422784 -21.58932924694572 55.270062347626315 -21.58941850309274 55.270040591820894 -21.586578088448448 55.25646090253412 -21.5865502212564 55.2564677061773 -21.547274574147593 55.068678787522714 -20.788940834779012 55.07856563278819 -20.79251943706309 55.519045551627094 -20.826884027118048 55.677934032749214 -20.826343893834814 55.67806423923382 -20.82745305056154 55.682975853174874 -20.827795507242747 55.68455899511429 -20.82915221936102 55.6905620230134 -20.829165464123907 55.69055883412164 -20.84655459097352 55.767562088755646 -20.88027626132025 55.916769960616776 -20.88060501367729 55.91669140353808 -20.929640358983967 56.1325095304363 -21.784311233860713 56.12748249685533 -21.738682979502528 55.93780715160759 '"
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      ]
     },
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     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "l1c.footprint"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "import rasterio\n",
    "from rasterio.plot import show"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
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   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "b03 = rasterio.open(l1c.b03)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
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   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
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      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
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      ]
     },
     "metadata": {
      "needs_background": "light"
     },
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     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f0d34781668>"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "show(b03, cmap=\"Reds\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Process L1C products to L2A products using the Sen2Cor processor."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "l1c.process_l2a()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### L2A Products"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[TileProduct(identifier='S2B_MSIL2A_20181208T063509_N0207_R134_T40KCB_20181208T075610.SAFE', date=datetime.datetime(2018, 12, 8, 6, 35, 9), cloud_cover=13.4455),\n",
       " TileProduct(identifier='S2B_MSIL2A_20190107T063509_N0207_R134_T40KCB_20190107T075827.SAFE', date=datetime.datetime(2019, 1, 7, 6, 35, 9), cloud_cover=80.6855)]"
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      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
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   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sen2chain import L2aProduct"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "l2a = L2aProduct(\"S2A_MSIL2A_20161003T070232_N0204_R120_T38KQB_20161003T070230\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
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   "outputs": [
    {
     "data": {
      "text/plain": [
       "[(46.92105024324047, -20.788945135565847),\n",
       " (47.975035440872404, -20.773909033307064),\n",
       " (47.99502963950661, -21.764638706882494),\n",
       " (46.93397464729606, -21.780461682364),\n",
       " (46.92105024324047, -20.788945135565847)]"
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      ]
     },
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     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "l2a.footprint"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Process radiometric indices from the L2A products"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "List the available indices."
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   ]
  },
  {
   "cell_type": "code",
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   "metadata": {},
   "outputs": [],
   "source": [
    "from sen2chain.indices import IndicesCollection"
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   ]
  },
  {
   "cell_type": "code",
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   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['NDVI', 'NDWIGAO', 'NDWIMCF']"
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      ]
     },
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     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "IndicesCollection.list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:sen2chain.products:S2A_MSIL2A_20161003T070232_N0204_R120_T38KQB_20161003T070230: processing_indices\n",
      "INFO:sen2chain.products:Processing NDVI: S2A_MSIL2A_20161003T070232_N0204_R120_T38KQB_20161003T070230\n",
      "INFO:sen2chain.indices_functions:creating raw NDVI (tiff - int16)\n",
      "INFO:sen2chain.indices_functions:converting raw indice to JPEG2000\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<sen2chain.products.L2aProduct at 0x7f272031eda0>"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "l2a.process_indices([\"NDVI\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Radiometric indices"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Indices products are computed from L2A Sentinel-2 products and are of three types:\n",
    "* **raw**: the indice raster file, stricly speaking ;\n",
    "* **cloud masked**: the indice with clouds as nodata (using the Sen2Cor clouds mask) ;\n",
    "* **quicklook**: the indice quicklook (8 bit images)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "t = Tile(\"38KQB\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[TileProduct(identifier='S2A_MSIL2A_20161003T070232_N0204_R120_T38KQB_20161003T070230_NDVI.jp2', date=datetime.datetime(2016, 10, 3, 7, 2, 32), cloud_cover=8.7407)]"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "t.ndvi.raws"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[]"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "t.ndvi.masks"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[TileProduct(identifier='S2A_MSIL2A_20161003T070232_N0204_R120_T38KQB_20161003T070230_NDVI_QUICKLOOK.tif', date=datetime.datetime(2016, 10, 3, 7, 2, 32), cloud_cover=8.7407)]"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "t.ndvi.quicklooks"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [],
   "source": [
    "# This is the current way for accessing NDVI products path.\n",
    "# It shouldbe more straightforward in the next release of sen2chain.\n",
    "ndvi_path = t.paths[\"indices\"][\"ndvi\"] / \"S2A_MSIL2A_20161003T070232_N0204_R120_T38KQB_20161003T070230\" / \"S2A_MSIL2A_20161003T070232_N0204_R120_T38KQB_20161003T070230_NDVI.tif\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
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     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f0d34e8b5c0>"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ndvi = rasterio.open(ndvi_path)\n",
    "show(ndvi, cmap=\"RdYlGn\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Time series"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Time series analysis can be conducted on your library radiometric indices products."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sen2chain import TimeSeries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "ts = TimeSeries(vectors_file=\"polygons.geojson\",\n",
    "                indices=[\"NDVI\"],\n",
    "                date_min=\"2018-01-01\",\n",
    "                date_max=\"2018-01-31\",\n",
    "                cover_max=80)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Automatization: downloading and processing"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The whole process of downloading and processing Sentinel-2 imagery in a given ROI can be fully automatized. The tiles to watch must be registered in *~/sen2chain_data/config/tiles_to_watch.csv*"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Tiles to watch"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This dataframe contains the tiles that will be checked each time the automatization is run.\n",
    "* **tile**: Name of the Sentinel-2 tile.\n",
    "* **start_date**: When a new tile is added, sen2chain will download all the available images for this tile. To avoid this behaviour, a start_date can be provided, so that only the images after this date will be downloaded.\n",
    "* **last_date**: Date of the most recent image for this tile in the library (updated by sen2chain).\n",
    "* **ignore**: Ignore this tile or not.\n",
    "* **tags**: Words that describe the tiles. Can be used to upload only some tiles."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>tile</th>\n",
       "      <th>start_date</th>\n",
       "      <th>last_date</th>\n",
       "      <th>ignore</th>\n",
       "      <th>tags</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>40KCB</td>\n",
       "      <td>2018-09-15</td>\n",
       "      <td>2018-12-12</td>\n",
       "      <td>NaN</td>\n",
       "      <td>reunion</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>38KQV</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-05-30</td>\n",
       "      <td>*</td>\n",
       "      <td>madagascar, s2malaria</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>38KQB</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-05-30</td>\n",
       "      <td>*</td>\n",
       "      <td>madagascar, s2malaria</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    tile  start_date   last_date ignore                   tags\n",
       "0  40KCB  2018-09-15  2018-12-12    NaN                reunion\n",
       "1  38KQV         NaN  2018-05-30      *  madagascar, s2malaria\n",
       "2  38KQB         NaN  2018-05-30      *  madagascar, s2malaria"
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      ]
     },
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     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.read_csv(\"~/sen2chain_data/config/tiles_to_watch.csv\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Run the automatization"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sen2chain import Automatization"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "auto = Automatization()\n",
    "auto.run()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "You can schedule the scanning of the tiles with a cron job on a regular basis."
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   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
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  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
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   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
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  }
 },
 "nbformat": 4,
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}