{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "6e263166-aad2-42eb-9a15-9ea1bcca5d8b",
   "metadata": {},
   "source": [
    "## Using shapefiles"
   ]
  },
  {
   "cell_type": "raw",
   "id": "42cc4d64-7eba-40d0-ad71-423bb7b70793",
   "metadata": {
    "editable": true,
    "raw_mimetype": "text/restructuredtext",
    "slideshow": {
     "slide_type": ""
    },
    "tags": [],
    "vscode": {
     "languageId": "raw"
    }
   },
   "source": [
    "The code below reads shapefile data as a :ref:`data-sources-file` source using :func:`from_source()`. Internally the data is represented as a geopandas dataframe. To make this example work geopandas **needs** to be installed."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "4825665a-8fc1-4c24-b0fb-3c485bd462c5",
   "metadata": {
    "editable": true,
    "slideshow": {
     "slide_type": ""
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[33mWARNING: Error parsing requirements for nbsphinx: [Errno 2] No such file or directory: '/opt/homebrew/Caskroom/miniforge/base/envs/dev_ecc/lib/python3.10/site-packages/nbsphinx-0.9.3.dist-info/METADATA'\u001b[0m\u001b[33m\n",
      "\u001b[0m"
     ]
    }
   ],
   "source": [
    "!pip install geopandas --quiet"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "1ece2495-52e2-4678-8e9f-1a1d086a5975",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/8 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING:earthkit.data.readers.archive:Ignoring archive member 'major_basins/' because it is not a directory or a file\n"
     ]
    }
   ],
   "source": [
    "import earthkit.data as ekd\n",
    "ekd.download_example_file(\"major_basins.zip\")\n",
    "ds = ekd.from_source(\"file\", \"./major_basins.zip\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "88e33f98-b90c-4fc3-9e2f-dbd91475d03a",
   "metadata": {},
   "source": [
    "The data contains 254 features in total."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "cfc6a578-210d-4f27-ba63-37348110ef71",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING:fiona._env:/var/folders/93/w0p869rx17q98wxk83gn9ys40000gn/T/earthkit-data-cgr/file-48ce4ac918e854d69bd7776b38e05c25eb66b4235111d1fa9cf48f78e4294d94.d/major_basins/Major_Basins_of_the_World.shp contains polygon(s) with rings with invalid winding order. Autocorrecting them, but that shapefile should be corrected using ogr2ogr for example.\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "254"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(ds)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "4cfcc157-6a9a-45d3-b6b8-a975428af7a2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<h4>ShapeFileReader(represented as a geopandas object):</h3><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>BASWC4_ID</th>\n",
       "      <th>ID</th>\n",
       "      <th>N</th>\n",
       "      <th>NAME</th>\n",
       "      <th>CONT</th>\n",
       "      <th>NN</th>\n",
       "      <th>FISH_</th>\n",
       "      <th>ACRES</th>\n",
       "      <th>SOURCETHM</th>\n",
       "      <th>NO_COUNTRI</th>\n",
       "      <th>Q3</th>\n",
       "      <th>CHECKED</th>\n",
       "      <th>LAEA_HA</th>\n",
       "      <th>LAEA_ACRES</th>\n",
       "      <th>LAEA_PRMTR</th>\n",
       "      <th>geometry</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2</td>\n",
       "      <td>408</td>\n",
       "      <td>11</td>\n",
       "      <td>Indigirka</td>\n",
       "      <td>2</td>\n",
       "      <td>2011</td>\n",
       "      <td>0</td>\n",
       "      <td>0.002</td>\n",
       "      <td>geoff2.dbf</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td>-1</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>POLYGON ((139.68730 63.93320, 139.82028 64.030...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>3</td>\n",
       "      <td>436</td>\n",
       "      <td>14</td>\n",
       "      <td>Kolyma</td>\n",
       "      <td>2</td>\n",
       "      <td>2014</td>\n",
       "      <td>29</td>\n",
       "      <td>0.003</td>\n",
       "      <td>geoff2.dbf</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td>-1</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>POLYGON ((153.32126 70.87090, 153.33440 70.873...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>4</td>\n",
       "      <td>38</td>\n",
       "      <td>36</td>\n",
       "      <td>Yenisey</td>\n",
       "      <td>2</td>\n",
       "      <td>2036</td>\n",
       "      <td>42</td>\n",
       "      <td>0.007</td>\n",
       "      <td>final_draft22.db</td>\n",
       "      <td>0</td>\n",
       "      <td>International catchments</td>\n",
       "      <td>-1</td>\n",
       "      <td>1.916399e+08</td>\n",
       "      <td>473542164.8</td>\n",
       "      <td>10368035.7</td>\n",
       "      <td>POLYGON ((84.03548 62.48704, 84.03149 62.49136...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>5</td>\n",
       "      <td>148</td>\n",
       "      <td>78</td>\n",
       "      <td>Tana</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>final_draft22.db</td>\n",
       "      <td>0</td>\n",
       "      <td>International catchments</td>\n",
       "      <td>-1</td>\n",
       "      <td>1.698563e+06</td>\n",
       "      <td>4197148.9</td>\n",
       "      <td>750506.4</td>\n",
       "      <td>POLYGON ((25.51510 68.64600, 25.40198 68.62086...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>6</td>\n",
       "      <td>104</td>\n",
       "      <td>11</td>\n",
       "      <td>Mackenzie</td>\n",
       "      <td>5</td>\n",
       "      <td>5011</td>\n",
       "      <td>53</td>\n",
       "      <td>0.006</td>\n",
       "      <td>final_draft22.db</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td>5</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>POLYGON ((-136.92070 68.20810, -136.88443 68.2...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>249</th>\n",
       "      <td>251</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Void</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>None</td>\n",
       "      <td>0</td>\n",
       "      <td>International catchments</td>\n",
       "      <td>5</td>\n",
       "      <td>7.292745e+06</td>\n",
       "      <td>18020373.2</td>\n",
       "      <td>1867904.1</td>\n",
       "      <td>POLYGON ((33.95228 -6.69550, 33.95243 -6.70446...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>250</th>\n",
       "      <td>279</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Mangoky</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>None</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td>5</td>\n",
       "      <td>4.310280e+06</td>\n",
       "      <td>10650702.0</td>\n",
       "      <td>2127189.5</td>\n",
       "      <td>POLYGON ((46.82328 -21.32725, 46.82447 -21.336...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>251</th>\n",
       "      <td>1</td>\n",
       "      <td>39</td>\n",
       "      <td>16</td>\n",
       "      <td>Lena</td>\n",
       "      <td>2</td>\n",
       "      <td>2016</td>\n",
       "      <td>43</td>\n",
       "      <td>0.009</td>\n",
       "      <td>final_draft22.db</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td>-1</td>\n",
       "      <td>1.016640e+08</td>\n",
       "      <td>251211777.3</td>\n",
       "      <td>13423660.9</td>\n",
       "      <td>POLYGON ((102.72000 65.76000, 102.85008 65.906...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>252</th>\n",
       "      <td>10</td>\n",
       "      <td>37</td>\n",
       "      <td>24</td>\n",
       "      <td>Ob</td>\n",
       "      <td>2</td>\n",
       "      <td>2024</td>\n",
       "      <td>43</td>\n",
       "      <td>0.010</td>\n",
       "      <td>final_draft22.db</td>\n",
       "      <td>0</td>\n",
       "      <td>International catchments</td>\n",
       "      <td>-1</td>\n",
       "      <td>3.070918e+08</td>\n",
       "      <td>758823924.1</td>\n",
       "      <td>13761196.3</td>\n",
       "      <td>POLYGON ((84.03548 62.48704, 84.06540 62.45478...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>253</th>\n",
       "      <td>59</td>\n",
       "      <td>214</td>\n",
       "      <td>108</td>\n",
       "      <td>Connecticut</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>final_draft22.db</td>\n",
       "      <td>0</td>\n",
       "      <td>International catchments</td>\n",
       "      <td>5</td>\n",
       "      <td>2.775322e+06</td>\n",
       "      <td>6857819.8</td>\n",
       "      <td>1427586.8</td>\n",
       "      <td>POLYGON ((-71.16196 45.24421, -71.12241 45.182...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>254 rows × 16 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "ShapeFileReader(/var/folders/93/w0p869rx17q98wxk83gn9ys40000gn/T/earthkit-data-cgr/file-48ce4ac918e854d69bd7776b38e05c25eb66b4235111d1fa9cf48f78e4294d94.d/major_basins/Major_Basins_of_the_World.shp)"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ds"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "e771de4b-ea35-48b6-8c50-445d3f65fd1f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "BASWC4_ID                                                     4\n",
       "ID                                                           38\n",
       "N                                                            36\n",
       "NAME                                                    Yenisey\n",
       "CONT                                                          2\n",
       "NN                                                         2036\n",
       "FISH_                                                        42\n",
       "ACRES                                                     0.007\n",
       "SOURCETHM                                      final_draft22.db\n",
       "NO_COUNTRI                                                    0\n",
       "Q3                                     International catchments\n",
       "CHECKED                                                      -1\n",
       "LAEA_HA                                            191639888.63\n",
       "LAEA_ACRES                                          473542164.8\n",
       "LAEA_PRMTR                                           10368035.7\n",
       "geometry      POLYGON ((84.03548431396484 62.48704147338867,...\n",
       "Name: 2, dtype: object"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ds[2]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "6e13cbe2-a2dc-4f5f-b4b2-871db1c24f6c",
   "metadata": {},
   "outputs": [
    {
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      ],
      "text/plain": [
       "<POLYGON ((84.035 62.487, 84.031 62.491, 84.111 62.563, 84.304 62.6, 84.557 ...>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ds[2].geometry"
   ]
  },
  {
   "cell_type": "raw",
   "id": "381dbf14-08ef-407a-a982-d00cef206615",
   "metadata": {
    "editable": true,
    "raw_mimetype": "text/restructuredtext",
    "slideshow": {
     "slide_type": ""
    },
    "tags": []
   },
   "source": [
    "We can access the data as a geopandas object by using :func:`to_geopandas`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "7b0c4e12-97b0-47a5-a709-2dd25fbf7a1b",
   "metadata": {
    "editable": true,
    "slideshow": {
     "slide_type": ""
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "geopandas.geodataframe.GeoDataFrame"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gpd = ds.to_geopandas()\n",
    "type(gpd)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "dev_ecc",
   "language": "python",
   "name": "dev_ecc"
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   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.13"
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}