v_mrdh/v_mrdh_od_demand_rush_hours.ipynb

{
 "cells": [
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "## V_MRDH model: OD demand for different modalities",
   "id": "e34d08fc394bfe69"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-10-27T12:31:12.048017Z",
     "start_time": "2024-10-27T12:31:12.044628Z"
    }
   },
   "cell_type": "code",
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import pickle"
   ],
   "id": "3179687ab03f3d44",
   "outputs": [],
   "execution_count": 13
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "#### OD matrices",
   "id": "221642c26528ee04"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-10-27T12:31:12.967993Z",
     "start_time": "2024-10-27T12:31:12.079064Z"
    }
   },
   "cell_type": "code",
   "source": [
    "modalities = [\"Auto\", \"Fiets\", \"OV\"]\n",
    "periods = [\"os\", \"rd\", \"as\"]  # ochtendspits (7-9), restdag, avondspits (16-18)\n",
    "\n",
    "od = {}\n",
    "\n",
    "for modality in modalities:\n",
    "    for period in periods:\n",
    "        od[modality, period] = pd.read_excel('V_MRDH_MatComp_2020.xlsx', sheet_name=f\"{modality}_{period}\", index_col=0, usecols='A:BN', nrows=65)\n",
    "                                 \n",
    "od_etm = {}\n",
    "for modality in modalities:\n",
    "    od_etm[modality] = pd.read_excel('V_MRDH_MatComp_2020.xlsx', sheet_name=f\"{modality}_etm\", index_col=0, usecols='A:BN', nrows=65)"
   ],
   "id": "9093edcbf47719c1",
   "outputs": [],
   "execution_count": 14
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-10-27T12:31:13.010560Z",
     "start_time": "2024-10-27T12:31:12.998345Z"
    }
   },
   "cell_type": "code",
   "source": "od_etm[\"Auto\"].head(5)",
   "id": "74971dc02fed855a",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "                  Centrum  Delfshaven  Noord  Kralingen  IJsselmonde (bi)  \\\n",
       "Centrum              3976        3503   2432       2770               806   \n",
       "Delfshaven           3467       10085   2674       1915               698   \n",
       "Noord                2505        2757   5088       2816               452   \n",
       "Kralingen            2917        1964   2827       8183              1499   \n",
       "IJsselmonde (bi)      876         699    448       1439             18147   \n",
       "\n",
       "                  Feyenoord  Charlois  Overschie  HillegersbergSchiebroek  \\\n",
       "Centrum                2824      1415       1138                     1495   \n",
       "Delfshaven             2391      1883       2949                     1575   \n",
       "Noord                  1509       864       2827                     3719   \n",
       "Kralingen              2488      1047       1083                     2461   \n",
       "IJsselmonde (bi)       5256      2794        173                      416   \n",
       "\n",
       "                  Prins Alexander  ...  Dordrecht  Overig Drechtsteden  \\\n",
       "Centrum                      1271  ...        473                  422   \n",
       "Delfshaven                    949  ...        489                  380   \n",
       "Noord                        1539  ...        356                  278   \n",
       "Kralingen                    4620  ...        603                  594   \n",
       "IJsselmonde (bi)             1481  ...        611                 1324   \n",
       "\n",
       "                  Hoekse Waard  Goeree  Zeeland  Brabant Limburg  \\\n",
       "Centrum                    777     173      265             2139   \n",
       "Delfshaven                 593     127      171             1123   \n",
       "Noord                      309      82      110              758   \n",
       "Kralingen                  516     107      199             1353   \n",
       "IJsselmonde (bi)          1370     190      161             1280   \n",
       "\n",
       "                  Gelderland Utrecht  Overijssel  Gro Frie Dren  \\\n",
       "Centrum                          868          56             38   \n",
       "Delfshaven                       724          37             19   \n",
       "Noord                            681          28             14   \n",
       "Kralingen                       1234          55             32   \n",
       "IJsselmonde (bi)                 655          35             18   \n",
       "\n",
       "                  NHolland Flevoland  \n",
       "Centrum                          552  \n",
       "Delfshaven                       526  \n",
       "Noord                            457  \n",
       "Kralingen                        720  \n",
       "IJsselmonde (bi)                 225  \n",
       "\n",
       "[5 rows x 65 columns]"
      ],
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       "<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",
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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>Centrum</th>\n",
       "      <th>Delfshaven</th>\n",
       "      <th>Noord</th>\n",
       "      <th>Kralingen</th>\n",
       "      <th>IJsselmonde (bi)</th>\n",
       "      <th>Feyenoord</th>\n",
       "      <th>Charlois</th>\n",
       "      <th>Overschie</th>\n",
       "      <th>HillegersbergSchiebroek</th>\n",
       "      <th>Prins Alexander</th>\n",
       "      <th>...</th>\n",
       "      <th>Dordrecht</th>\n",
       "      <th>Overig Drechtsteden</th>\n",
       "      <th>Hoekse Waard</th>\n",
       "      <th>Goeree</th>\n",
       "      <th>Zeeland</th>\n",
       "      <th>Brabant Limburg</th>\n",
       "      <th>Gelderland Utrecht</th>\n",
       "      <th>Overijssel</th>\n",
       "      <th>Gro Frie Dren</th>\n",
       "      <th>NHolland Flevoland</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Centrum</th>\n",
       "      <td>3976</td>\n",
       "      <td>3503</td>\n",
       "      <td>2432</td>\n",
       "      <td>2770</td>\n",
       "      <td>806</td>\n",
       "      <td>2824</td>\n",
       "      <td>1415</td>\n",
       "      <td>1138</td>\n",
       "      <td>1495</td>\n",
       "      <td>1271</td>\n",
       "      <td>...</td>\n",
       "      <td>473</td>\n",
       "      <td>422</td>\n",
       "      <td>777</td>\n",
       "      <td>173</td>\n",
       "      <td>265</td>\n",
       "      <td>2139</td>\n",
       "      <td>868</td>\n",
       "      <td>56</td>\n",
       "      <td>38</td>\n",
       "      <td>552</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Delfshaven</th>\n",
       "      <td>3467</td>\n",
       "      <td>10085</td>\n",
       "      <td>2674</td>\n",
       "      <td>1915</td>\n",
       "      <td>698</td>\n",
       "      <td>2391</td>\n",
       "      <td>1883</td>\n",
       "      <td>2949</td>\n",
       "      <td>1575</td>\n",
       "      <td>949</td>\n",
       "      <td>...</td>\n",
       "      <td>489</td>\n",
       "      <td>380</td>\n",
       "      <td>593</td>\n",
       "      <td>127</td>\n",
       "      <td>171</td>\n",
       "      <td>1123</td>\n",
       "      <td>724</td>\n",
       "      <td>37</td>\n",
       "      <td>19</td>\n",
       "      <td>526</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Noord</th>\n",
       "      <td>2505</td>\n",
       "      <td>2757</td>\n",
       "      <td>5088</td>\n",
       "      <td>2816</td>\n",
       "      <td>452</td>\n",
       "      <td>1509</td>\n",
       "      <td>864</td>\n",
       "      <td>2827</td>\n",
       "      <td>3719</td>\n",
       "      <td>1539</td>\n",
       "      <td>...</td>\n",
       "      <td>356</td>\n",
       "      <td>278</td>\n",
       "      <td>309</td>\n",
       "      <td>82</td>\n",
       "      <td>110</td>\n",
       "      <td>758</td>\n",
       "      <td>681</td>\n",
       "      <td>28</td>\n",
       "      <td>14</td>\n",
       "      <td>457</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Kralingen</th>\n",
       "      <td>2917</td>\n",
       "      <td>1964</td>\n",
       "      <td>2827</td>\n",
       "      <td>8183</td>\n",
       "      <td>1499</td>\n",
       "      <td>2488</td>\n",
       "      <td>1047</td>\n",
       "      <td>1083</td>\n",
       "      <td>2461</td>\n",
       "      <td>4620</td>\n",
       "      <td>...</td>\n",
       "      <td>603</td>\n",
       "      <td>594</td>\n",
       "      <td>516</td>\n",
       "      <td>107</td>\n",
       "      <td>199</td>\n",
       "      <td>1353</td>\n",
       "      <td>1234</td>\n",
       "      <td>55</td>\n",
       "      <td>32</td>\n",
       "      <td>720</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IJsselmonde (bi)</th>\n",
       "      <td>876</td>\n",
       "      <td>699</td>\n",
       "      <td>448</td>\n",
       "      <td>1439</td>\n",
       "      <td>18147</td>\n",
       "      <td>5256</td>\n",
       "      <td>2794</td>\n",
       "      <td>173</td>\n",
       "      <td>416</td>\n",
       "      <td>1481</td>\n",
       "      <td>...</td>\n",
       "      <td>611</td>\n",
       "      <td>1324</td>\n",
       "      <td>1370</td>\n",
       "      <td>190</td>\n",
       "      <td>161</td>\n",
       "      <td>1280</td>\n",
       "      <td>655</td>\n",
       "      <td>35</td>\n",
       "      <td>18</td>\n",
       "      <td>225</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 65 columns</p>\n",
       "</div>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "execution_count": 15
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-10-27T12:31:13.069700Z",
     "start_time": "2024-10-27T12:31:13.065068Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# Create a dict with the area names\n",
    "area_name_dict = {n: name for n, name in zip(range(1, 66), od[\"Auto\", \"os\"].index)}"
   ],
   "id": "12737651b503494f",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{1: 'Centrum',\n",
       " 2: 'Delfshaven',\n",
       " 3: 'Noord',\n",
       " 4: 'Kralingen',\n",
       " 5: 'IJsselmonde (bi)',\n",
       " 6: 'Feyenoord',\n",
       " 7: 'Charlois',\n",
       " 8: 'Overschie',\n",
       " 9: 'HillegersbergSchiebroek',\n",
       " 10: 'Prins Alexander',\n",
       " 11: 'IJsselmonde (bui)',\n",
       " 12: 'Hoek van Holland',\n",
       " 13: 'Hoogvliet',\n",
       " 14: 'Rozenburg',\n",
       " 15: 'Eemhaven Waalhaven',\n",
       " 16: 'Vondelingenplaat',\n",
       " 17: 'Botlek',\n",
       " 18: 'Europoort',\n",
       " 19: 'Maasvlakte',\n",
       " 20: 'Centrum',\n",
       " 21: 'Laak',\n",
       " 22: 'Escamp',\n",
       " 23: 'Loosduinen',\n",
       " 24: 'Segbroek',\n",
       " 25: 'Scheveningen',\n",
       " 26: 'Haagse Hout',\n",
       " 27: 'Leidschenveen',\n",
       " 28: 'Albrandswaard',\n",
       " 29: 'Barendrecht',\n",
       " 30: 'Brielle',\n",
       " 31: 'Capelle aan den IJssel',\n",
       " 32: 'Delft',\n",
       " 33: 'Hellevoetssluis',\n",
       " 34: 'Krimpen aan den IJssel',\n",
       " 35: 'Lansingerland',\n",
       " 36: 'Leidschendam',\n",
       " 37: 'Maassluis',\n",
       " 38: 'Midden Delfland',\n",
       " 39: 'Nissewaard',\n",
       " 40: 'Pijnacker',\n",
       " 41: 'Ridderkerk',\n",
       " 42: 'Rijswijk',\n",
       " 43: 'Schiedam binnen',\n",
       " 44: 'Schiedam buiten',\n",
       " 45: 'Vlaardingen',\n",
       " 46: 'Wassenaar',\n",
       " 47: 'Westland',\n",
       " 48: 'Westvoorne',\n",
       " 49: 'Zoetermeer',\n",
       " 50: 'DuinBollenstreek',\n",
       " 51: 'Leiden eo',\n",
       " 52: 'Alphen eo',\n",
       " 53: 'Gouda eo',\n",
       " 54: 'Krimpenerwaard',\n",
       " 55: 'AlblasserwaardVhlanden',\n",
       " 56: 'Dordrecht',\n",
       " 57: 'Overig Drechtsteden',\n",
       " 58: 'Hoekse Waard',\n",
       " 59: 'Goeree',\n",
       " 60: 'Zeeland',\n",
       " 61: 'Brabant Limburg',\n",
       " 62: 'Gelderland Utrecht',\n",
       " 63: 'Overijssel',\n",
       " 64: 'Gro Frie Dren',\n",
       " 65: 'NHolland Flevoland'}"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "execution_count": 16
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-10-27T12:26:46.587614Z",
     "start_time": "2024-10-27T12:26:46.584057Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# Add the number for each column and index\n",
    "for modality in modalities:\n",
    "    for period in periods:\n",
    "        od[modality, period].columns = range(1, 66)\n",
    "        od[modality, period].index = range(1, 66)\n",
    "    od_etm[modality].columns = range(1, 66)\n",
    "    od_etm[modality].index = range(1, 66)"
   ],
   "id": "9119cde34ca5cf28",
   "outputs": [],
   "execution_count": 4
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-10-27T12:26:46.602503Z",
     "start_time": "2024-10-27T12:26:46.598620Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# Calculate the total demand for each period\n",
    "od_totaal = {}\n",
    "for period in periods:\n",
    "    od_totaal[period] = sum(od[modality, period] for modality in modalities)\n",
    "\n",
    "od_totaal_etm = sum(od_etm[modality] for modality in modalities)"
   ],
   "id": "1108734fa9ec7ba",
   "outputs": [],
   "execution_count": 5
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "### Inbound / outbound traffic",
   "id": "652021a4b0266746"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-10-27T12:34:09.035753Z",
     "start_time": "2024-10-27T12:34:06.888127Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# Calculate the total inbound and outbound traffic for area 1 to 65 in each period\n",
    "inbound = {}\n",
    "outbound = {}\n",
    "diff = {}\n",
    "for period in periods:\n",
    "    inbound[period] = od_totaal[period].sum(axis=0)\n",
    "    outbound[period] = od_totaal[period].sum(axis=1)\n",
    "    diff[period] = inbound[period] - outbound[period]\n",
    "\n",
    "inbound_df = pd.DataFrame(inbound)\n",
    "outbound_df = pd.DataFrame(outbound)\n",
    "total_df = inbound_df + outbound_df\n",
    "diff_df = pd.DataFrame(diff)\n",
    "ratio_df = diff_df.div(total_df, axis=0)\n",
    "\n",
    "# Plot heatmaps of the diff df\n",
    "fig, ax = plt.subplots(3, 1, figsize=(16, 6))\n",
    "# Use another color map for total_df, starting at white: \n",
    "sns.heatmap(total_df.iloc[:50, :].T, cmap=\"Greens\", square=True, ax=ax[0])\n",
    "ax[0].set_title(\"Total traffic for each period\")\n",
    "sns.heatmap(diff_df.iloc[:50, :].T, cmap='coolwarm', center=0, square=True, ax=ax[1])\n",
    "# Add a title\n",
    "ax[1].set_title(\"Difference between inbound and outbound traffic for each period\")\n",
    "sns.heatmap(ratio_df.iloc[:50, :].T, cmap='coolwarm', center=0, square=True, ax=ax[2])\n",
    "ax[2].set_title(\"Ratio between inbound and outbound traffic for each period (negative means more outbound)\")\n",
    "# Set the y-axis labels Ochtendspits, Restdag, Avondspits\n",
    "for x in ax:\n",
    "    x.set_yticklabels([\"Ochtendspits (7-9)\", \"Restdag\", \"Avondspits (16-18)\"], rotation=0)\n",
    "    \n",
    "# Use the full area names in the last plot\n",
    "ax[2].set_xticklabels([f\"{area_name_dict[i]} ({i})\" for i in range(1, 51)], rotation=90)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.savefig(f\"../img/inbound_outbound_traffic.png\", dpi=300, bbox_inches='tight')"
   ],
   "id": "398f04fe952b7f2f",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x600 with 6 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 22
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-10-27T12:26:48.727562Z",
     "start_time": "2024-10-27T12:26:48.674458Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# Normalize over the row, so that the sum of each row is 1\n",
    "od_totaal_norm = {}\n",
    "for modality, df in od_totaal.items():\n",
    "    od_totaal_norm[modality] = df.div(df.sum(axis=1), axis=0)\n",
    "\n",
    "# Normalize: given a modality and origin, what is the chance of going to a certain destination (sum of chances is 1). Create a nested dictionary: period -> origin -> destination -> chance\n",
    "od_chance_dict = {}\n",
    "for period in periods:\n",
    "    od_chance_dict[period] = {}\n",
    "    odc = od_totaal[period]\n",
    "    for origin in odc.index:\n",
    "        od_chance_dict[period][origin] = {}\n",
    "        total = odc.loc[origin].sum()\n",
    "        for destination in odc.columns:\n",
    "            volume = odc.at[origin, destination]\n",
    "            if volume > 0:\n",
    "                od_chance_dict[period][origin][destination] = volume / total\n",
    "\n",
    "print(od_chance_dict[\"rd\"][3][1])\n",
    "# Check if the sum of chances is 1\n",
    "print(sum(od_chance_dict[\"os\"][1].values()))\n",
    "\n",
    "# save the dictionaries\n",
    "with open('../data/od_chance_dicts_periods.pickle', 'wb') as f:\n",
    "    pickle.dump(od_chance_dict, f)"
   ],
   "id": "c926d4ad4b39f1ca",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.11911849040115786\n",
      "0.9999999999999998\n"
     ]
    }
   ],
   "execution_count": 7
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "### External car traffic",
   "id": "a00fcba481653fe6"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-10-27T12:26:48.829010Z",
     "start_time": "2024-10-27T12:26:48.825648Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# TODO\n",
    "# Create a numpy array with the car traffic from the external areas to the city areas and visa versa\n",
    "int_mrhd65_areas = [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 13, 15, 28, 29, 31, 34, 41, 43, 44, 45]\n",
    "ext_mrdh65_areas = [14, 32, 35, 37, 38, 39, 40, 53, 54, 55, 56, 57, 58]"
   ],
   "id": "38565c7c8dc7817a",
   "outputs": [],
   "execution_count": 8
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-10-27T12:26:48.867355Z",
     "start_time": "2024-10-27T12:26:48.864282Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# Area numbers are from:\n",
    "#     # UXsim world (from traffic.py)\n",
    "#     self.uw = get_uxsim_world(save_mode=False, show_mode=True)\n",
    "#     # mrdh65 areas without population but covered in the network\n",
    "#     self.mrdh65s_ext = list(set(self.uw.node_mrdh65_dict.keys()) - set(self.mrdh65s))\n",
    "#     self.mrdh65s_ext.remove(0)\n",
    "#     print(f\"MRDH65 areas: {self.mrdh65s} (total {len(self.mrdh65s)}), extended areas: {self.mrdh65s_ext} (total {len(self.mrdh65s_ext)})\")"
   ],
   "id": "3352c47c4b7afd1a",
   "outputs": [],
   "execution_count": 9
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-10-27T12:26:49.279499Z",
     "start_time": "2024-10-27T12:26:48.898905Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# Plot the internal and external areas\n",
    "fig, ax = plt.subplots(figsize=(8, 8))\n",
    "areas_65.loc[int_mrhd65_areas].plot(ax=ax, color='red', alpha=0.5)\n",
    "areas_65.loc[ext_mrdh65_areas].plot(ax=ax, color='blue', alpha=0.5)\n",
    "ax.set_title(\"Areas with simulated population (red) and without simulated population (blue)\")\n",
    "plt.savefig(f\"../img/internal_external_areas.png\", dpi=300, bbox_inches='tight')"
   ],
   "id": "d15c1ff9949e7d3",
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'areas_65' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001B[1;31m---------------------------------------------------------------------------\u001B[0m",
      "\u001B[1;31mNameError\u001B[0m                                 Traceback (most recent call last)",
      "Cell \u001B[1;32mIn[10], line 3\u001B[0m\n\u001B[0;32m      1\u001B[0m \u001B[38;5;66;03m# Plot the internal and external areas\u001B[39;00m\n\u001B[0;32m      2\u001B[0m fig, ax \u001B[38;5;241m=\u001B[39m plt\u001B[38;5;241m.\u001B[39msubplots(figsize\u001B[38;5;241m=\u001B[39m(\u001B[38;5;241m8\u001B[39m, \u001B[38;5;241m8\u001B[39m))\n\u001B[1;32m----> 3\u001B[0m \u001B[43mareas_65\u001B[49m\u001B[38;5;241m.\u001B[39mloc[int_mrhd65_areas]\u001B[38;5;241m.\u001B[39mplot(ax\u001B[38;5;241m=\u001B[39max, color\u001B[38;5;241m=\u001B[39m\u001B[38;5;124m'\u001B[39m\u001B[38;5;124mred\u001B[39m\u001B[38;5;124m'\u001B[39m, alpha\u001B[38;5;241m=\u001B[39m\u001B[38;5;241m0.5\u001B[39m)\n\u001B[0;32m      4\u001B[0m areas_65\u001B[38;5;241m.\u001B[39mloc[ext_mrdh65_areas]\u001B[38;5;241m.\u001B[39mplot(ax\u001B[38;5;241m=\u001B[39max, color\u001B[38;5;241m=\u001B[39m\u001B[38;5;124m'\u001B[39m\u001B[38;5;124mblue\u001B[39m\u001B[38;5;124m'\u001B[39m, alpha\u001B[38;5;241m=\u001B[39m\u001B[38;5;241m0.5\u001B[39m)\n\u001B[0;32m      5\u001B[0m ax\u001B[38;5;241m.\u001B[39mset_title(\u001B[38;5;124m\"\u001B[39m\u001B[38;5;124mAreas with simulated population (red) and without simulated population (blue)\u001B[39m\u001B[38;5;124m\"\u001B[39m)\n",
      "\u001B[1;31mNameError\u001B[0m: name 'areas_65' is not defined"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 800x800 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 10
  },
  {
   "metadata": {},
   "cell_type": "code",
   "source": [
    "# Create a selection of od. Use uint16 datatype to save memory\n",
    "od_ext_into_city = od[\"Auto\"].loc[ext_mrdh65_areas, int_mrhd65_areas].astype('uint16')\n",
    "od_ext_out_city = od[\"Auto\"].loc[int_mrhd65_areas, ext_mrdh65_areas].astype('uint16')\n",
    "\n",
    "# Save both as pickle\n",
    "od_ext_into_city.to_pickle('../data/od_ext_into_city.pkl')\n",
    "od_ext_out_city.to_pickle('../data/od_ext_out_city.pkl')"
   ],
   "id": "632d3f659a56c205",
   "outputs": [],
   "execution_count": null
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}