{
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   "cell_type": "markdown",
   "id": "8dcabfd2-829b-4507-9c1a-68e50107e5c3",
   "metadata": {},
   "source": [
    "© Alexander Jüstel, Fraunhofer IEG, Institution for Energy Infrastructures and Geothermal Systems, RWTH Aachen University,\n",
    "GNU Lesser General Public License v3.0\n",
    "\n",
    "# 12 Processing Results - Calculating Zonal Statistics\n",
    "\n",
    "This notebook illustrates the statistical evaluation on a national scale for the total heat demand using `rasterstats` and `pandas`."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2ce15651-e371-403b-b97d-144c6807918a",
   "metadata": {},
   "source": [
    "## Importing Libraries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "1128bd9b-12cc-4b34-941b-e5b658bd4684",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\ale93371\\Anaconda3\\envs\\pygeomechanical\\lib\\site-packages\\numpy\\_distributor_init.py:30: UserWarning: loaded more than 1 DLL from .libs:\n",
      "C:\\Users\\ale93371\\Anaconda3\\envs\\pygeomechanical\\lib\\site-packages\\numpy\\.libs\\libopenblas.FB5AE2TYXYH2IJRDKGDGQ3XBKLKTF43H.gfortran-win_amd64.dll\n",
      "C:\\Users\\ale93371\\Anaconda3\\envs\\pygeomechanical\\lib\\site-packages\\numpy\\.libs\\libopenblas64__v0.3.23-246-g3d31191b-gcc_10_3_0.dll\n",
      "  warnings.warn(\"loaded more than 1 DLL from .libs:\"\n"
     ]
    }
   ],
   "source": [
    "import geopandas as gpd\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import rasterio\n",
    "\n",
    "from pyheatdemand import processing "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "649fcefa-3303-417b-b77a-cdf82604c2fc",
   "metadata": {},
   "source": [
    "## Calculating Zonal Statistics\n",
    "\n",
    "The zonal statistics are calculated with the function `calculate_zonal_statistics`. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "593c9302-eb50-4c45-b9e8-cfdf0345e2c4",
   "metadata": {},
   "outputs": [
    {
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       "  ART          GN        KN     STAND   \n",
       "0   R    Arnsberg  05900000  20230612  \\\n",
       "1   R     Detmold  05700000  20230612   \n",
       "2   R        Köln  05300000  20230612   \n",
       "3   R  Düsseldorf  05100000  20230612   \n",
       "4   R     Münster  05500000  20230612   \n",
       "\n",
       "                                            geometry  \n",
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     "metadata": {},
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   ],
   "source": [
    "gdf_outline = gpd.read_file(\"../../../test/data/nw_dvg1_rbz.shp\")\n",
    "gdf_outline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "8016bb4b-bbda-4ab5-a158-5bfe89f293cc",
   "metadata": {},
   "outputs": [
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       "      <th>min</th>\n",
       "      <th>max</th>\n",
       "      <th>std</th>\n",
       "      <th>median</th>\n",
       "      <th>Area (planimetric)</th>\n",
       "      <th>Total Heat Demand</th>\n",
       "      <th>Average Heat demand per unit area</th>\n",
       "      <th>Share of Total HD [%]</th>\n",
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       "      <td>32.086702</td>\n",
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       "      <th>3</th>\n",
       "      <td>POLYGON ((3808552.027 2712730.070, 3808544.236...</td>\n",
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       "      <td>28020.039788</td>\n",
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       "                                            geometry ART          GN   \n",
       "0  POLYGON ((3854043.358 2686588.658, 3854042.704...   R    Arnsberg  \\\n",
       "1  POLYGON ((3922577.630 2751867.434, 3922590.877...   R     Detmold   \n",
       "2  MULTIPOLYGON (((3815551.417 2711668.010, 38155...   R        Köln   \n",
       "3  POLYGON ((3808552.027 2712730.070, 3808544.236...   R  Düsseldorf   \n",
       "4  MULTIPOLYGON (((3827457.753 2766673.130, 38274...   R     Münster   \n",
       "\n",
       "         KN     STAND  min           max            std        median   \n",
       "0  05900000  20230612  0.0  3.815516e+06  171503.338902  29230.050675  \\\n",
       "1  05700000  20230612  0.0  4.714675e+06  147824.723089  23412.106243   \n",
       "2  05300000  20230612  0.0  3.639637e+06  158537.834494  26663.569200   \n",
       "3  05100000  20230612  0.0  2.351139e+07  523489.459877  28020.039788   \n",
       "4  05500000  20230612  0.0  3.220365e+06  120267.799003  19442.202986   \n",
       "\n",
       "   Area (planimetric)  Total Heat Demand  Average Heat demand per unit area   \n",
       "0        7.471599e+09       5.374480e+08                       69294.477189  \\\n",
       "1        6.086689e+09       3.379569e+08                       53516.526539   \n",
       "2        6.866552e+09       5.479812e+08                       62178.733582   \n",
       "3        4.935276e+09       7.847293e+08                       92779.535857   \n",
       "4        6.453391e+09       3.346019e+08                       51358.690587   \n",
       "\n",
       "   Share of Total HD [%]  Share of Total Area [%]   Heated Area   \n",
       "0              21.136757                23.485618  1.939000e+09  \\\n",
       "1              13.291170                19.132405  1.578750e+09   \n",
       "2              21.551008                21.583762  2.203250e+09   \n",
       "3              30.861840                15.513148  2.114500e+09   \n",
       "4              13.159225                20.285067  1.628750e+09   \n",
       "\n",
       "   Share of Heated Area [%]  \n",
       "0                 25.951608  \n",
       "1                 25.937748  \n",
       "2                 32.086702  \n",
       "3                 42.844612  \n",
       "4                 25.238668  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gdf_stats = processing.calculate_zonal_stats(\"../../../test/data/nw_dvg1_rbz.shp\", \n",
    "                                             \"../../../test/data/HD_NRW3.tif\",\n",
    "                                             \n",
    "                                             'EPSG:3034')\n",
    "gdf_stats"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "bad4ae6c-3734-4f05-8c4d-de9084efc4f6",
   "metadata": {},
   "outputs": [],
   "source": [
    "gdf_stats['coords'] = gdf_stats['geometry'].apply(lambda x: x.representative_point().coords[:])\n",
    "gdf_stats['coords'] = [coords[0] for coords in gdf_stats['coords']]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5e30c45c-fc41-471f-96af-d6b7bd2e6fa9",
   "metadata": {},
   "source": [
    "## Plotting Results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "604eb0bb-718a-42cb-9a65-9b1414dffdbe",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(53.972222222222214, 0.5, 'Y [m]')"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fix, ax = plt.subplots(1, figsize=(8,8))\n",
    "\n",
    "gdf_stats.plot(ax=ax, column='Total Heat Demand')\n",
    "\n",
    "for idx, row in gdf_stats.iterrows():\n",
    "    \n",
    "    plt.annotate(text=str(np.round(row['Total Heat Demand']/1000,\n",
    "                                   0)) + ' GWh', \n",
    "                 xy=row['coords'],\n",
    "                 horizontalalignment='center', \n",
    "                 color = 'white')\n",
    "\n",
    "plt.grid()\n",
    "plt.xlabel('X [m]')\n",
    "plt.ylabel('Y [m]')\n",
    "\n",
    "# plt.savefig('../../images/fig_methods5.png', dpi=300)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "419e0205-985b-4ff1-9e51-b815c72317d6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x1500 with 11 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "gdf_stats.plot(kind=\"bar\", subplots=True, figsize=(5,15)) \n",
    "\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "9b0c1947-a18b-4f84-9d35-3d5bc74a2d03",
   "metadata": {},
   "outputs": [],
   "source": [
    "def func(pct, allvals):\n",
    "    absolute = int(np.round(pct/100.*np.sum(allvals)))\n",
    "    return \"{:.1f}%\".format(pct, absolute)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "b4fc7929-418b-4627-89a4-7b3ccaf07c0b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(6,6))\n",
    "wedges, texts,  autotexts = plt.pie(gdf_stats['Share of Total HD [%]'].values, \n",
    "                                    labels=gdf_stats['GN'].to_list(), \n",
    "                                    autopct=lambda pct: func(pct, \n",
    "                                                             gdf_stats['Share of Total HD [%]'].values), \n",
    "                                    pctdistance=0.85, \n",
    "                                    textprops={'fontsize': 16})\n",
    "my_circle=plt.Circle( (0,0), 0.7, color='white')\n",
    "p=plt.gcf()\n",
    "plt.setp(autotexts, size=16, color='white')\n",
    "p.gca().add_artist(my_circle)\n",
    "plt.text(-0.5,0, 'Share of Total HD', fontsize=16)\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "#plt.savefig('Share_of_total_HD.png', dpi=300)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7c436e73-cda9-47d5-b0c2-b022bed2d2b3",
   "metadata": {},
   "source": [
    "## Plotting Histogram"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "a6fa2398-8f5d-4b9c-8bf5-af824668e8ee",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([15959.459022  ,  2390.08510462, 10122.03017319, ...,\n",
       "       14381.90610789,  2115.10768766, 14381.90610789])"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "raster = rasterio.open(\"../../../test/data/HD_NRW3.tif\")\n",
    "data = raster.read(1)[np.where(raster.read(1)>0)]\n",
    "data = data[np.where(data<20000)]\n",
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "fc212e88-9e7b-4b59-9724-f9d7dcbdcb5f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Frquency')"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.hist(data, bins=50)\n",
    "plt.yscale('log')\n",
    "plt.xlabel('Heat Demand [MWh]')\n",
    "plt.ylabel('Frquency')"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "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": "3.10.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}