ukraine_notebook.ipynb

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  {
   "cell_type": "markdown",
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   "source": [
    "# Interactive Thematic Map of Ukraine Using <code>folium.Choropleth</code> Visualizing Method\n",
    "\n",
    "Author: **Marcin Sikorski**<br>\n",
    "Date: May, 2022\n",
    "\n",
    "**Case Study**<br>\n",
    "In this demonstration, we will visualize percentage of people with Ukrainian as their native language according to 2001 census (by region/oblast). We will use <code>folium</code> to make an interactive geospatial data visualization. The data for the plot come from Wikipedia (https://en.wikipedia.org/wiki/Ukrainian_language#/media/File:Ukraine_census_2001_Ukrainian.svg).\n",
    "\n",
    "### Part 1 - Preparing Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'shapeName': 'Zhytomyr Oblast',\n",
       " 'Level': 'ADM1',\n",
       " 'shapeISO': 'UA-18',\n",
       " 'shapeID': 'UKR-ADM1-14850775B22680847',\n",
       " 'shapeGroup': 'UKR',\n",
       " 'shapeType': 'ADM1'}"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from urllib.request import urlopen\n",
    "import json\n",
    "\n",
    "# geojson of Ukraine\n",
    "url = 'https://raw.githubusercontent.com/wmgeolab/geoBoundaries/6b002b1eee2fd9599f1a3af8fe076d694e6decee/\\\n",
    "releaseData/gbOpen/UKR/ADM1/geoBoundaries-UKR-ADM1_simplified.geojson'\n",
    "\n",
    "# loading geojson data from url\n",
    "with urlopen(url) as response:\n",
    "    ukraine = json.load(response)\n",
    "\n",
    "# checking properties for any element\n",
    "ukraine['features'][3]['properties']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "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>oblast</th>\n",
       "      <th>iso_code</th>\n",
       "      <th>percent</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Poltava Oblast</td>\n",
       "      <td>UA-53</td>\n",
       "      <td>90.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Dnipropetrovsk Oblast</td>\n",
       "      <td>UA-12</td>\n",
       "      <td>67.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Kirovohrad Oblast</td>\n",
       "      <td>UA-35</td>\n",
       "      <td>88.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Kyiv</td>\n",
       "      <td>UA-30</td>\n",
       "      <td>72.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Sevastopol</td>\n",
       "      <td>UA-40</td>\n",
       "      <td>6.8</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                   oblast iso_code  percent\n",
       "22         Poltava Oblast    UA-53     90.0\n",
       "23  Dnipropetrovsk Oblast    UA-12     67.0\n",
       "24      Kirovohrad Oblast    UA-35     88.9\n",
       "25                   Kyiv    UA-30     72.1\n",
       "26             Sevastopol    UA-40      6.8"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "\n",
    "# preparing data\n",
    "def dataframe():\n",
    "    # initialize lists\n",
    "    iso_code = []\n",
    "    oblast = []\n",
    "    percentage = [73.2, 97.3, 97, 93, 92.3, 89, 84, 53.8, 30, 24.1, 50.2, 95.3, 97.8, 81, \\\n",
    "                  98.3, 75.6, 46.3, 69.2, 10.1, 94.8, 95.2, 92.5, 90, 67, 88.9, 72.1, 6.8]\n",
    "    \n",
    "    # number of features (oblasts) in geojson\n",
    "    n = len(ukraine['features'])\n",
    "    \n",
    "    # extracting data from geojson\n",
    "    for i in range(0, n):\n",
    "        iso_code.append(ukraine['features'][i]['properties']['shapeISO'])  \n",
    "        oblast.append(ukraine['features'][i]['properties']['shapeName'])\n",
    "    \n",
    "    # creating dataframe\n",
    "    df = pd.DataFrame(list(zip(oblast, iso_code, percentage)))\n",
    "    df.columns = ['oblast', 'iso_code', 'percent'] \n",
    "    return df\n",
    "\n",
    "df = dataframe()\n",
    "df.tail()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Part 2 - Generating Choropleth Map"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'shapeName': 'Chernihiv Oblast',\n",
       " 'Level': 'ADM1',\n",
       " 'shapeISO': 'UA-74',\n",
       " 'shapeID': 'UKR-ADM1-14850775B12610052',\n",
       " 'shapeGroup': 'UKR',\n",
       " 'shapeType': 'ADM1',\n",
       " 'percent': 89.0,\n",
       " 'oblast': 'Chernihiv'}"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# adding new properties to features in geojson\n",
    "def new_properties():\n",
    "    # prepare the customized text\n",
    "    tooltip_perc = []\n",
    "    tooltip_oblast = []\n",
    "    \n",
    "    # creating new lists\n",
    "    for i in range(len(df)):\n",
    "        tooltip_perc.append(df['percent'][i])\n",
    "        tooltip_oblast.append(df['oblast'][i].replace(' Oblast', ''))\n",
    "        \n",
    "    # append new properties into feature       \n",
    "    for i in range(len(tooltip_perc)):\n",
    "        ukraine['features'][i]['properties']['percent'] = tooltip_perc[i]\n",
    "    for i in range(len(tooltip_oblast)):\n",
    "        ukraine['features'][i]['properties']['oblast'] = tooltip_oblast[i]\n",
    "\n",
    "new_properties()\n",
    "ukraine['features'][5]['properties']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "import folium\n",
    "\n",
    "def ukraine_choropleth():\n",
    "    # 1. base map\n",
    "    map = folium.Map(location=[48.50, 31.60], zoom_start=6, tiles='openstreetmap', crs='EPSG3857')\n",
    "    \n",
    "    custom_scale = (df['percent'].quantile((0, 0.1, 0.4, 0.6, 0.8, 1))).tolist()\n",
    "    \n",
    "    # 2. layer with choropleth\n",
    "    choropleth = folium.Choropleth(\n",
    "        geo_data = ukraine,\n",
    "        name = 'Oblasts',\n",
    "        data = df,\n",
    "        columns = ['iso_code', 'percent'],\n",
    "        key_on = 'feature.properties.shapeISO',\n",
    "        threshold_scale = custom_scale,\n",
    "        fill_color = 'YlOrRd',\n",
    "        fill_opacity = 0.8,\n",
    "        line_opacity = 0.2,\n",
    "        line_color = 'black',\n",
    "        line_weight = 0.7,\n",
    "        nan_fill_color = 'white',\n",
    "        nan_fill_opacity = 0.8,\n",
    "        legend_name = 'Ukrainian as Primary Language in 2001',\n",
    "        highlight = True,\n",
    "        show = True\n",
    "    ).add_to(map)\n",
    "    \n",
    "    style_font = (\"background-color: white; color: #333333; font-family: courier; font-size: 14px; padding: 10px;\")\n",
    "    \n",
    "    # 4. hovering tooltips\n",
    "    choropleth.geojson.add_child(\n",
    "        folium.features.GeoJsonTooltip(fields = ['oblast', 'percent'],\n",
    "                                       aliases = ('Oblast:', 'Ukrainian Speakers [%]:'),\n",
    "                                       labels = True,\n",
    "                                       style = style_font,\n",
    "                                       sticky = True))\n",
    "    \n",
    "    # 5. adding layer control\n",
    "    folium.LayerControl(position='topright', collapsed=False).add_to(map)\n",
    "    \n",
    "    map.save(outfile='choropleth.html')\n",
    "    \n",
    "ukraine_choropleth()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Part 3 - Customizing Choropleth Map"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
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      ],
      "text/plain": [
       "<branca.colormap.StepColormap at 0x5f58298>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import branca.colormap as cm\n",
    "\n",
    "# customized colorbar/colormap\n",
    "def custom_colormap():\n",
    "    color_list = ['#ffd080', '#f4a77a', '#e18079', '#c35e7d', '#9b4283', '#6c2d83']\n",
    "    quantiles_list = [0, 0.1, 0.4, 0.6, 0.8, 1]\n",
    "    \n",
    "    colormap = cm.LinearColormap(colors=color_list,\\\n",
    "                                 vmin=0, vmax=100).to_step(data=df['percent'], method='quant', quantiles=quantiles_list)\n",
    "    colormap.caption = 'Ukrainian as Primary Language in 2001'\n",
    "    return colormap\n",
    "\n",
    "colormap = custom_colormap()\n",
    "\n",
    "# preview\n",
    "colormap"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "def customized_choropleth():\n",
    "    # 1. base map\n",
    "    map = folium.Map(location=[48.50, 31.60], zoom_start=6, max_bounds=True,\\\n",
    "                 tiles='cartodbpositron', control_scale=True, crs='EPSG3857')\n",
    "    \n",
    "    # 2. custom functions\n",
    "    highlight_function = lambda x: {'fillColor': '#58edbe',\n",
    "                                    'color': 'white',\n",
    "                                    'weight': 0.1,\n",
    "                                    'fillOpacity': 0.2}\n",
    "\n",
    "    style_function = lambda x: {'fillColor': colormap(x['properties']['percent']),\n",
    "                                'color': 'black',\n",
    "                                'weight': 0.5,\n",
    "                                'fillOpacity': 0.7}\n",
    "\n",
    "    style_font = (\"background-color: white; color: #333333; font-family: arial; font-size: 14px; padding: 10px;\")\n",
    "    \n",
    "    # 3. layer with choropleth\n",
    "    choropleth = folium.features.GeoJson(\n",
    "        data = ukraine,\n",
    "        style_function = style_function,\n",
    "        highlight_function = highlight_function,\n",
    "        name = 'Oblasts Layer',\n",
    "        control = True,\n",
    "    \n",
    "        # displaying Labels\n",
    "        tooltip = folium.features.GeoJsonTooltip(\n",
    "            fields = ['oblast', 'percent'],\n",
    "            aliases = ['Oblast:', 'Ukrainian Speakers [%]:'],\n",
    "            labels = True,\n",
    "            style = style_font,\n",
    "            sticky = True)).add_to(map)\n",
    "    \n",
    "    # 4. adding customized colormap\n",
    "    colormap.add_to(map)\n",
    "    \n",
    "    # 5. adding layer with tile\n",
    "    folium.TileLayer(tiles='Stamen Terrain', overlay=True, name='Terrain Layer', control=True).add_to(map)\n",
    "    \n",
    "    # 7. adding layer control\n",
    "    folium.LayerControl(position='topright', collapsed=True).add_to(map)\n",
    "    \n",
    "    map.save(outfile='customized.html')\n",
    "    \n",
    "customized_choropleth()   "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "End of script."
   ]
  }
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