Multipoint to Point.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "PyTables is not installed. No support for HDF output.\n",
      "SQLalchemy is not installed. No support for SQL output.\n"
     ]
    }
   ],
   "source": [
    "import geopandas as gpd\n",
    "import pandas as pd\n",
    "from simpledbf import Dbf5\n",
    "from shapely.geometry import Point"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
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       "        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>osm_id</th>\n",
       "      <th>code</th>\n",
       "      <th>fclass</th>\n",
       "      <th>name</th>\n",
       "      <th>geometry</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>21776807</td>\n",
       "      <td>2725</td>\n",
       "      <td>artwork</td>\n",
       "      <td>Hugo de Groot</td>\n",
       "      <td>MULTIPOINT (4.35979 52.01197)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>25038839</td>\n",
       "      <td>2953</td>\n",
       "      <td>observation_tower</td>\n",
       "      <td>De Tureluur</td>\n",
       "      <td>MULTIPOINT (4.41081 51.98045)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>25038839</td>\n",
       "      <td>2742</td>\n",
       "      <td>viewpoint</td>\n",
       "      <td>De Tureluur</td>\n",
       "      <td>MULTIPOINT (4.41081 51.98045)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>26113742</td>\n",
       "      <td>2004</td>\n",
       "      <td>post_box</td>\n",
       "      <td>None</td>\n",
       "      <td>MULTIPOINT (4.35316 52.01497)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>27298196</td>\n",
       "      <td>2301</td>\n",
       "      <td>restaurant</td>\n",
       "      <td>Eetcafé Hagedis</td>\n",
       "      <td>MULTIPOINT (4.29277 52.07845)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25784</th>\n",
       "      <td>7428908755</td>\n",
       "      <td>2741</td>\n",
       "      <td>picnic_site</td>\n",
       "      <td>None</td>\n",
       "      <td>MULTIPOINT (4.46151 52.07135)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25785</th>\n",
       "      <td>7430330852</td>\n",
       "      <td>2902</td>\n",
       "      <td>bench</td>\n",
       "      <td>None</td>\n",
       "      <td>MULTIPOINT (4.37262 52.08808)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25786</th>\n",
       "      <td>7431125124</td>\n",
       "      <td>2902</td>\n",
       "      <td>bench</td>\n",
       "      <td>None</td>\n",
       "      <td>MULTIPOINT (4.37059 52.09026)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25787</th>\n",
       "      <td>7437698438</td>\n",
       "      <td>2205</td>\n",
       "      <td>playground</td>\n",
       "      <td>None</td>\n",
       "      <td>MULTIPOINT (4.45659 51.98740)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25788</th>\n",
       "      <td>7437698439</td>\n",
       "      <td>2902</td>\n",
       "      <td>bench</td>\n",
       "      <td>None</td>\n",
       "      <td>MULTIPOINT (4.45694 51.98748)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>25789 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           osm_id  code             fclass             name  \\\n",
       "0        21776807  2725            artwork    Hugo de Groot   \n",
       "1        25038839  2953  observation_tower      De Tureluur   \n",
       "2        25038839  2742          viewpoint      De Tureluur   \n",
       "3        26113742  2004           post_box             None   \n",
       "4        27298196  2301         restaurant  Eetcafé Hagedis   \n",
       "...           ...   ...                ...              ...   \n",
       "25784  7428908755  2741        picnic_site             None   \n",
       "25785  7430330852  2902              bench             None   \n",
       "25786  7431125124  2902              bench             None   \n",
       "25787  7437698438  2205         playground             None   \n",
       "25788  7437698439  2902              bench             None   \n",
       "\n",
       "                            geometry  \n",
       "0      MULTIPOINT (4.35979 52.01197)  \n",
       "1      MULTIPOINT (4.41081 51.98045)  \n",
       "2      MULTIPOINT (4.41081 51.98045)  \n",
       "3      MULTIPOINT (4.35316 52.01497)  \n",
       "4      MULTIPOINT (4.29277 52.07845)  \n",
       "...                              ...  \n",
       "25784  MULTIPOINT (4.46151 52.07135)  \n",
       "25785  MULTIPOINT (4.37262 52.08808)  \n",
       "25786  MULTIPOINT (4.37059 52.09026)  \n",
       "25787  MULTIPOINT (4.45659 51.98740)  \n",
       "25788  MULTIPOINT (4.45694 51.98748)  \n",
       "\n",
       "[25789 rows x 5 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gdf = gpd.read_file(r\"C:\\Users\\bruno\\Documents\\J3Q3-4 BEP\\repositories\\poiinconcessie.shp\")\n",
    "gdf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
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       " <shapely.geometry.point.Point at 0x21882f2f988>,\n",
       " <shapely.geometry.point.Point at 0x21882f2fa08>,\n",
       " <shapely.geometry.point.Point at 0x21882f2fc88>,\n",
       " <shapely.geometry.point.Point at 0x21882f2fc08>,\n",
       " <shapely.geometry.point.Point at 0x21882f2fb48>,\n",
       " <shapely.geometry.point.Point at 0x21882f2fbc8>,\n",
       " <shapely.geometry.point.Point at 0x21882f2fe48>,\n",
       " <shapely.geometry.point.Point at 0x21882f2fdc8>,\n",
       " <shapely.geometry.point.Point at 0x21882f2fd08>,\n",
       " <shapely.geometry.point.Point at 0x21882f2fd88>,\n",
       " <shapely.geometry.point.Point at 0x21882f2ff88>,\n",
       " <shapely.geometry.point.Point at 0x21882f2fec8>,\n",
       " <shapely.geometry.point.Point at 0x21882f2ff48>,\n",
       " <shapely.geometry.point.Point at 0x21882f2ff08>,\n",
       " <shapely.geometry.point.Point at 0x21882f2f108>,\n",
       " <shapely.geometry.point.Point at 0x21882f2f188>,\n",
       " <shapely.geometry.point.Point at 0x21882efc288>,\n",
       " <shapely.geometry.point.Point at 0x21882efc208>,\n",
       " <shapely.geometry.point.Point at 0x21882efc148>,\n",
       " <shapely.geometry.point.Point at 0x21882efc488>,\n",
       " ...]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "geometries = []\n",
    "berg = gdf.geometry.tolist()\n",
    "for i in range(len(gdf.geometry.tolist())):\n",
    "    l = [(p.x, p.y) for p in berg[i]]\n",
    "    a = Point(l)\n",
    "    geometries.append(a)\n",
    "    #print(a)\n",
    "geometries\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>osm_id</th>\n",
       "      <th>code</th>\n",
       "      <th>fclass</th>\n",
       "      <th>name</th>\n",
       "      <th>geometry</th>\n",
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       "      <td>21776807</td>\n",
       "      <td>2725</td>\n",
       "      <td>artwork</td>\n",
       "      <td>Hugo de Groot</td>\n",
       "      <td>POINT (4.35979 52.01197)</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>25038839</td>\n",
       "      <td>2953</td>\n",
       "      <td>observation_tower</td>\n",
       "      <td>De Tureluur</td>\n",
       "      <td>POINT (4.41081 51.98045)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>25038839</td>\n",
       "      <td>2742</td>\n",
       "      <td>viewpoint</td>\n",
       "      <td>De Tureluur</td>\n",
       "      <td>POINT (4.41081 51.98045)</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>26113742</td>\n",
       "      <td>2004</td>\n",
       "      <td>post_box</td>\n",
       "      <td>None</td>\n",
       "      <td>POINT (4.35316 52.01497)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>27298196</td>\n",
       "      <td>2301</td>\n",
       "      <td>restaurant</td>\n",
       "      <td>Eetcafé Hagedis</td>\n",
       "      <td>POINT (4.29277 52.07845)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
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       "      <td>2741</td>\n",
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       "      <td>None</td>\n",
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       "      <td>2205</td>\n",
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       "      <td>None</td>\n",
       "      <td>POINT (4.45659 51.98740)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25788</th>\n",
       "      <td>7437698439</td>\n",
       "      <td>2902</td>\n",
       "      <td>bench</td>\n",
       "      <td>None</td>\n",
       "      <td>POINT (4.45694 51.98748)</td>\n",
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       "<p>25789 rows × 5 columns</p>\n",
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      ],
      "text/plain": [
       "           osm_id  code             fclass             name  \\\n",
       "0        21776807  2725            artwork    Hugo de Groot   \n",
       "1        25038839  2953  observation_tower      De Tureluur   \n",
       "2        25038839  2742          viewpoint      De Tureluur   \n",
       "3        26113742  2004           post_box             None   \n",
       "4        27298196  2301         restaurant  Eetcafé Hagedis   \n",
       "...           ...   ...                ...              ...   \n",
       "25784  7428908755  2741        picnic_site             None   \n",
       "25785  7430330852  2902              bench             None   \n",
       "25786  7431125124  2902              bench             None   \n",
       "25787  7437698438  2205         playground             None   \n",
       "25788  7437698439  2902              bench             None   \n",
       "\n",
       "                       geometry  \n",
       "0      POINT (4.35979 52.01197)  \n",
       "1      POINT (4.41081 51.98045)  \n",
       "2      POINT (4.41081 51.98045)  \n",
       "3      POINT (4.35316 52.01497)  \n",
       "4      POINT (4.29277 52.07845)  \n",
       "...                         ...  \n",
       "25784  POINT (4.46151 52.07135)  \n",
       "25785  POINT (4.37262 52.08808)  \n",
       "25786  POINT (4.37059 52.09026)  \n",
       "25787  POINT (4.45659 51.98740)  \n",
       "25788  POINT (4.45694 51.98748)  \n",
       "\n",
       "[25789 rows x 5 columns]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gdf.geometry = geometries\n",
    "gdf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "gdf.to_file(r\"C:\\Users\\bruno\\Documents\\J3Q3-4 BEP\\repositories\\poiinconcessieaspoints.shp\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "gdf[gdf['fclass'] == 'supermarket'].to_file(r\"C:\\Users\\bruno\\Documents\\J3Q3-4 BEP\\repositories\\supermarketsinconcessieaspoints.shp\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>osm_id</th>\n",
       "      <th>code</th>\n",
       "      <th>fclass</th>\n",
       "      <th>name</th>\n",
       "      <th>geometry</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>34044328</td>\n",
       "      <td>2501</td>\n",
       "      <td>supermarket</td>\n",
       "      <td>Albert Heijn XL</td>\n",
       "      <td>POINT (4.35602 51.86451)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>34044379</td>\n",
       "      <td>2501</td>\n",
       "      <td>supermarket</td>\n",
       "      <td>Albert Heijn</td>\n",
       "      <td>POINT (4.21045 51.99331)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>34044389</td>\n",
       "      <td>2501</td>\n",
       "      <td>supermarket</td>\n",
       "      <td>Albert Heijn</td>\n",
       "      <td>POINT (4.31731 51.97626)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>34044390</td>\n",
       "      <td>2501</td>\n",
       "      <td>supermarket</td>\n",
       "      <td>Albert Heijn</td>\n",
       "      <td>POINT (4.26519 52.03464)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>34044391</td>\n",
       "      <td>2501</td>\n",
       "      <td>supermarket</td>\n",
       "      <td>Albert Heijn</td>\n",
       "      <td>POINT (4.26090 51.91860)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25024</th>\n",
       "      <td>6901077377</td>\n",
       "      <td>2501</td>\n",
       "      <td>supermarket</td>\n",
       "      <td>Houtwijk</td>\n",
       "      <td>POINT (4.25072 52.05444)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25117</th>\n",
       "      <td>6964926432</td>\n",
       "      <td>2501</td>\n",
       "      <td>supermarket</td>\n",
       "      <td>Jumbo</td>\n",
       "      <td>POINT (4.35810 52.07554)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25141</th>\n",
       "      <td>6982353678</td>\n",
       "      <td>2501</td>\n",
       "      <td>supermarket</td>\n",
       "      <td>Dirk van den Broek</td>\n",
       "      <td>POINT (4.45983 51.91867)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25211</th>\n",
       "      <td>7036733525</td>\n",
       "      <td>2501</td>\n",
       "      <td>supermarket</td>\n",
       "      <td>Jumbo City</td>\n",
       "      <td>POINT (4.31073 52.07621)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25449</th>\n",
       "      <td>7121804006</td>\n",
       "      <td>2501</td>\n",
       "      <td>supermarket</td>\n",
       "      <td>Albert Heijn</td>\n",
       "      <td>POINT (4.47980 51.93642)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>509 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           osm_id  code       fclass                name  \\\n",
       "48       34044328  2501  supermarket     Albert Heijn XL   \n",
       "49       34044379  2501  supermarket        Albert Heijn   \n",
       "50       34044389  2501  supermarket        Albert Heijn   \n",
       "51       34044390  2501  supermarket        Albert Heijn   \n",
       "52       34044391  2501  supermarket        Albert Heijn   \n",
       "...           ...   ...          ...                 ...   \n",
       "25024  6901077377  2501  supermarket            Houtwijk   \n",
       "25117  6964926432  2501  supermarket               Jumbo   \n",
       "25141  6982353678  2501  supermarket  Dirk van den Broek   \n",
       "25211  7036733525  2501  supermarket          Jumbo City   \n",
       "25449  7121804006  2501  supermarket        Albert Heijn   \n",
       "\n",
       "                       geometry  \n",
       "48     POINT (4.35602 51.86451)  \n",
       "49     POINT (4.21045 51.99331)  \n",
       "50     POINT (4.31731 51.97626)  \n",
       "51     POINT (4.26519 52.03464)  \n",
       "52     POINT (4.26090 51.91860)  \n",
       "...                         ...  \n",
       "25024  POINT (4.25072 52.05444)  \n",
       "25117  POINT (4.35810 52.07554)  \n",
       "25141  POINT (4.45983 51.91867)  \n",
       "25211  POINT (4.31073 52.07621)  \n",
       "25449  POINT (4.47980 51.93642)  \n",
       "\n",
       "[509 rows x 5 columns]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "supermarkets = gdf[gdf['fclass'] == 'supermarket']\n",
    "supermarkets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x21883b0f108>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "gdf1 = gpd.read_file(r\"C:\\Users\\bruno\\Documents\\J3Q3-4 BEP\\repositories\\DenhaagDelftRijswijk.shp\")\n",
    "gdf1.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x21883ee8308>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "supermarkets1 = gpd.clip(supermarkets,gdf1)\n",
    "supermarkets1.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "supermarkets1.to_file('supermarketsinregio.shp')"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}