Albania Street Analysis [Part 2].ipynb

{
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  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "098f8062",
   "metadata": {},
   "outputs": [],
   "source": [
    "import geopandas as gpd\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "from shapely import wkt\n",
    "import contextily as cx\n",
    "import pyproj\n",
    "from pyproj import Transformer\n",
    "from shapely.ops import transform\n",
    "import matplotlib.pyplot as plt\n",
    "import mapclassify\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1cfded85",
   "metadata": {},
   "source": [
    "### Occupations"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "49852a63",
   "metadata": {},
   "outputs": [],
   "source": [
    "# categories for the areas of work\n",
    "orig_street_names = pd.read_excel('Work and Years.xlsx')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "7ad18aa0",
   "metadata": {},
   "outputs": [],
   "source": [
    "street_names = pd.read_excel('Work and Years.xlsx')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "4cf885ff",
   "metadata": {},
   "outputs": [
    {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>osm_id</th>\n",
       "      <th>code</th>\n",
       "      <th>fclass</th>\n",
       "      <th>name</th>\n",
       "      <th>type</th>\n",
       "      <th>work</th>\n",
       "      <th>born-died</th>\n",
       "      <th>ref</th>\n",
       "      <th>oneway</th>\n",
       "      <th>maxspeed</th>\n",
       "      <th>layer</th>\n",
       "      <th>bridge</th>\n",
       "      <th>tunnel</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2</td>\n",
       "      <td>3192369</td>\n",
       "      <td>5122</td>\n",
       "      <td>residential</td>\n",
       "      <td>Rruga Brigada VIII</td>\n",
       "      <td>O</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>LINESTRING (19.817793 41.3223873, 19.8177494 4...</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>3</td>\n",
       "      <td>3192381</td>\n",
       "      <td>5122</td>\n",
       "      <td>residential</td>\n",
       "      <td>Rruga Emin Duraku</td>\n",
       "      <td>M</td>\n",
       "      <td>Partisan</td>\n",
       "      <td>1918-1942</td>\n",
       "      <td>NaN</td>\n",
       "      <td>F</td>\n",
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       "      <td>F</td>\n",
       "      <td>F</td>\n",
       "      <td>LINESTRING (19.8086264 41.3196481, 19.8087541 ...</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>4</td>\n",
       "      <td>3192411</td>\n",
       "      <td>5122</td>\n",
       "      <td>residential</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>F</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>F</td>\n",
       "      <td>F</td>\n",
       "      <td>LINESTRING (19.8156603 41.3195312, 19.8157016 ...</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>5</td>\n",
       "      <td>3192422</td>\n",
       "      <td>5122</td>\n",
       "      <td>residential</td>\n",
       "      <td>Rruga Vaso Pasha</td>\n",
       "      <td>M</td>\n",
       "      <td>Writer</td>\n",
       "      <td>1825-1892</td>\n",
       "      <td>NaN</td>\n",
       "      <td>F</td>\n",
       "      <td>30</td>\n",
       "      <td>0</td>\n",
       "      <td>F</td>\n",
       "      <td>F</td>\n",
       "      <td>LINESTRING (19.8154385 41.3228944, 19.8154526 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>6</td>\n",
       "      <td>3192445</td>\n",
       "      <td>5123</td>\n",
       "      <td>living_street</td>\n",
       "      <td>Rruga Mihal Popi</td>\n",
       "      <td>M</td>\n",
       "      <td>Actor</td>\n",
       "      <td>1909-1979</td>\n",
       "      <td>NaN</td>\n",
       "      <td>F</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>F</td>\n",
       "      <td>F</td>\n",
       "      <td>LINESTRING (19.8069018 41.3200073, 19.8067189 ...</td>\n",
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      "text/plain": [
       "   Unnamed: 0   osm_id  code         fclass                name type  \\\n",
       "0           2  3192369  5122    residential  Rruga Brigada VIII    O   \n",
       "1           3  3192381  5122    residential   Rruga Emin Duraku    M   \n",
       "2           4  3192411  5122    residential                 NaN  NaN   \n",
       "3           5  3192422  5122    residential    Rruga Vaso Pasha    M   \n",
       "4           6  3192445  5123  living_street    Rruga Mihal Popi    M   \n",
       "\n",
       "       work  born-died  ref oneway  maxspeed  layer bridge tunnel  \\\n",
       "0       NaN        NaN  NaN      F        20      0      F      F   \n",
       "1  Partisan  1918-1942  NaN      F        30      0      F      F   \n",
       "2       NaN        NaN  NaN      F         0      0      F      F   \n",
       "3    Writer  1825-1892  NaN      F        30      0      F      F   \n",
       "4     Actor  1909-1979  NaN      F         0      0      F      F   \n",
       "\n",
       "                                            geometry  \n",
       "0  LINESTRING (19.817793 41.3223873, 19.8177494 4...  \n",
       "1  LINESTRING (19.8086264 41.3196481, 19.8087541 ...  \n",
       "2  LINESTRING (19.8156603 41.3195312, 19.8157016 ...  \n",
       "3  LINESTRING (19.8154385 41.3228944, 19.8154526 ...  \n",
       "4  LINESTRING (19.8069018 41.3200073, 19.8067189 ...  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
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   ],
   "source": [
    "street_names.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "b8939068",
   "metadata": {},
   "outputs": [],
   "source": [
    "street_names = street_names.drop_duplicates('name')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "a57749a2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "643"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(street_names['name'].unique())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "13fd1c2a",
   "metadata": {},
   "outputs": [],
   "source": [
    "grouped_work = street_names.groupby(['name', 'work'], as_index = False).count().groupby('work', as_index = False).count().sort_values('name', ascending = False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "afbbc0c7",
   "metadata": {},
   "outputs": [
    {
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       "      <th>48</th>\n",
       "      <td>Politician</td>\n",
       "      <td>48</td>\n",
       "      <td>48</td>\n",
       "      <td>48</td>\n",
       "      <td>48</td>\n",
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       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Fighter</td>\n",
       "      <td>25</td>\n",
       "      <td>25</td>\n",
       "      <td>25</td>\n",
       "      <td>25</td>\n",
       "      <td>25</td>\n",
       "      <td>25</td>\n",
       "      <td>25</td>\n",
       "      <td>25</td>\n",
       "      <td>25</td>\n",
       "      <td>25</td>\n",
       "      <td>25</td>\n",
       "      <td>25</td>\n",
       "      <td>25</td>\n",
       "      <td>25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>Partisan</td>\n",
       "      <td>22</td>\n",
       "      <td>22</td>\n",
       "      <td>22</td>\n",
       "      <td>22</td>\n",
       "      <td>22</td>\n",
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       "      <td>22</td>\n",
       "      <td>22</td>\n",
       "      <td>22</td>\n",
       "      <td>22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>Religious</td>\n",
       "      <td>14</td>\n",
       "      <td>14</td>\n",
       "      <td>14</td>\n",
       "      <td>14</td>\n",
       "      <td>14</td>\n",
       "      <td>14</td>\n",
       "      <td>14</td>\n",
       "      <td>14</td>\n",
       "      <td>14</td>\n",
       "      <td>14</td>\n",
       "      <td>14</td>\n",
       "      <td>14</td>\n",
       "      <td>14</td>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>Painter</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Composer</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>Singer</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>Researcher</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Doctor</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
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      "text/plain": [
       "          work  name  Unnamed: 0  osm_id  code  fclass  type  born-died  ref  \\\n",
       "48  Politician    48          48      48    48      48    48         48   48   \n",
       "61      Writer    38          38      38    38      38    38         38   38   \n",
       "23     Fighter    25          25      25    25      25    25         25   25   \n",
       "43    Partisan    22          22      22    22      22    22         22   22   \n",
       "49   Religious    14          14      14    14      14    14         14   14   \n",
       "42     Painter     9           9       9     9       9     9          9    9   \n",
       "12    Composer     8           8       8     8       8     8          8    8   \n",
       "56      Singer     8           8       8     8       8     8          8    8   \n",
       "52  Researcher     8           8       8     8       8     8          8    8   \n",
       "15      Doctor     8           8       8     8       8     8          8    8   \n",
       "\n",
       "    oneway  maxspeed  layer  bridge  tunnel  geometry  \n",
       "48      48        48     48      48      48        48  \n",
       "61      38        38     38      38      38        38  \n",
       "23      25        25     25      25      25        25  \n",
       "43      22        22     22      22      22        22  \n",
       "49      14        14     14      14      14        14  \n",
       "42       9         9      9       9       9         9  \n",
       "12       8         8      8       8       8         8  \n",
       "56       8         8      8       8       8         8  \n",
       "52       8         8      8       8       8         8  \n",
       "15       8         8      8       8       8         8  "
      ]
     },
     "execution_count": 9,
     "metadata": {},
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   ],
   "source": [
    "grouped_work.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "c8d445e3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "62"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(grouped_work['work'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "7469260e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.08"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(22)/grouped_work['Unnamed: 0'].sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "9c78ca44",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/anaconda3/lib/python3.9/site-packages/seaborn/_decorators.py:36: FutureWarning: Pass the following variables as keyword args: x, y. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.\n",
      "  warnings.warn(\n"
     ]
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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from matplotlib.pyplot import figure\n",
    "\n",
    "figure(figsize=(8, 6), dpi=80)\n",
    "\n",
    "sns.barplot(grouped_work['work'].head(20), grouped_work['name'].head(20));\n",
    "plt.xticks(rotation = 90);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "1e8c5e37",
   "metadata": {},
   "outputs": [],
   "source": [
    "# a bunch of politicians, which years?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "7401fa2e",
   "metadata": {},
   "outputs": [],
   "source": [
    "politicians = street_names[street_names['work'] == 'Politician'].drop_duplicates(subset = 'name')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "353a326d",
   "metadata": {},
   "outputs": [],
   "source": [
    "politicians['birthyear'] = politicians['born-died'].str.split('-').str[0]\n",
    "politicians['deathyear'] = politicians['born-died'].str.split('-').str[1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "3e4f5401",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1882.675"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.mean(politicians['birthyear'].astype(float))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "e78c9dd7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1936.0"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.mean(politicians[politicians['deathyear'] != '']['deathyear'].astype(float))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "cda15188",
   "metadata": {},
   "outputs": [],
   "source": [
    "# earliest/most recent politician"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "2e83113a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1809.0"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.min(politicians['birthyear'].astype(float))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "051fa30c",
   "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>Unnamed: 0</th>\n",
       "      <th>osm_id</th>\n",
       "      <th>code</th>\n",
       "      <th>fclass</th>\n",
       "      <th>name</th>\n",
       "      <th>type</th>\n",
       "      <th>work</th>\n",
       "      <th>born-died</th>\n",
       "      <th>ref</th>\n",
       "      <th>oneway</th>\n",
       "      <th>maxspeed</th>\n",
       "      <th>layer</th>\n",
       "      <th>bridge</th>\n",
       "      <th>tunnel</th>\n",
       "      <th>geometry</th>\n",
       "      <th>birthyear</th>\n",
       "      <th>deathyear</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2358</th>\n",
       "      <td>10784</td>\n",
       "      <td>173642286</td>\n",
       "      <td>5122</td>\n",
       "      <td>residential</td>\n",
       "      <td>Rruga Abraham Linkoln</td>\n",
       "      <td>M</td>\n",
       "      <td>Politician</td>\n",
       "      <td>1809-1865</td>\n",
       "      <td>NaN</td>\n",
       "      <td>B</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>F</td>\n",
       "      <td>F</td>\n",
       "      <td>LINESTRING (19.8019932 41.3126324, 19.8021738 ...</td>\n",
       "      <td>1809</td>\n",
       "      <td>1865</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      Unnamed: 0     osm_id  code       fclass                   name type  \\\n",
       "2358       10784  173642286  5122  residential  Rruga Abraham Linkoln    M   \n",
       "\n",
       "            work  born-died  ref oneway  maxspeed  layer bridge tunnel  \\\n",
       "2358  Politician  1809-1865  NaN      B         0      0      F      F   \n",
       "\n",
       "                                               geometry birthyear deathyear  \n",
       "2358  LINESTRING (19.8019932 41.3126324, 19.8021738 ...      1809      1865  "
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "politicians[politicians['birthyear'] == '1809']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "42119087",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1955.0"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.max(politicians['birthyear'].astype(float))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "1f094695",
   "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>Unnamed: 0</th>\n",
       "      <th>osm_id</th>\n",
       "      <th>code</th>\n",
       "      <th>fclass</th>\n",
       "      <th>name</th>\n",
       "      <th>type</th>\n",
       "      <th>work</th>\n",
       "      <th>born-died</th>\n",
       "      <th>ref</th>\n",
       "      <th>oneway</th>\n",
       "      <th>maxspeed</th>\n",
       "      <th>layer</th>\n",
       "      <th>bridge</th>\n",
       "      <th>tunnel</th>\n",
       "      <th>geometry</th>\n",
       "      <th>birthyear</th>\n",
       "      <th>deathyear</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>624</th>\n",
       "      <td>1427</td>\n",
       "      <td>45565664</td>\n",
       "      <td>5122</td>\n",
       "      <td>residential</td>\n",
       "      <td>Rruga Nikolas Sarkozi</td>\n",
       "      <td>M</td>\n",
       "      <td>Politician</td>\n",
       "      <td>1955-</td>\n",
       "      <td>NaN</td>\n",
       "      <td>B</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>F</td>\n",
       "      <td>F</td>\n",
       "      <td>LINESTRING (19.7530263 41.3742894, 19.7542456 ...</td>\n",
       "      <td>1955</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     Unnamed: 0    osm_id  code       fclass                   name type  \\\n",
       "624        1427  45565664  5122  residential  Rruga Nikolas Sarkozi    M   \n",
       "\n",
       "           work born-died  ref oneway  maxspeed  layer bridge tunnel  \\\n",
       "624  Politician     1955-  NaN      B         0      0      F      F   \n",
       "\n",
       "                                              geometry birthyear deathyear  \n",
       "624  LINESTRING (19.7530263 41.3742894, 19.7542456 ...      1955            "
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "politicians[politicians['birthyear'] == '1955']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "af386c93",
   "metadata": {},
   "outputs": [],
   "source": [
    "# distribution of birth and death years"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "d2ece032",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/anaconda3/lib/python3.9/site-packages/seaborn/distributions.py:2619: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n",
      "  warnings.warn(msg, FutureWarning)\n",
      "/opt/anaconda3/lib/python3.9/site-packages/seaborn/distributions.py:2619: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n",
      "  warnings.warn(msg, FutureWarning)\n"
     ]
    },
    {
     "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": [
    "sns.distplot(politicians['birthyear'], label ='Birth Years');\n",
    "sns.distplot(politicians[politicians['deathyear'] != '']['deathyear'], label ='Death Years');\n",
    "plt.xlabel(\"Birth and Death Year\");\n",
    "plt.legend();\n",
    "plt.title(\"Politicians Historical Period\");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "b7fef4a7",
   "metadata": {},
   "outputs": [],
   "source": [
    "# writers?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "eaa9c1ac",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1858.1842105263158"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "writers = street_names[street_names['work'] == 'Writer'].drop_duplicates(subset = 'name')\n",
    "writers['birthyear'] = writers['born-died'].str.split('-').str[0]\n",
    "writers['deathyear'] = writers['born-died'].str.split('-').str[1]\n",
    "np.mean(writers['birthyear'].astype(float))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "81867d3d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1925.7368421052631"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.mean(writers['deathyear'].astype(float))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "1fc58fd8",
   "metadata": {},
   "outputs": [],
   "source": [
    "# distribution"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "a97265ee",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/anaconda3/lib/python3.9/site-packages/seaborn/distributions.py:2619: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n",
      "  warnings.warn(msg, FutureWarning)\n",
      "/opt/anaconda3/lib/python3.9/site-packages/seaborn/distributions.py:2619: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n",
      "  warnings.warn(msg, FutureWarning)\n"
     ]
    },
    {
     "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": [
    "sns.distplot(writers['birthyear'], label ='Birth Years');\n",
    "sns.distplot(writers[writers['deathyear'] != '']['deathyear'], label ='Death Years');\n",
    "\n",
    "plt.xlabel(\"Birth and Death Year\");\n",
    "plt.legend();\n",
    "plt.title(\"Writers Historical Period\");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "2fae48a5",
   "metadata": {},
   "outputs": [],
   "source": [
    "# fighters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "5c280e77",
   "metadata": {},
   "outputs": [],
   "source": [
    "fighters = street_names[street_names['work'] == 'Fighter'].drop_duplicates(subset = 'name')\n",
    "fighters['birthyear'] = fighters['born-died'].str.split('-').str[0]\n",
    "fighters['deathyear'] = fighters['born-died'].str.split('-').str[1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "id": "8446a56f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1853.4117647058824"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.mean(fighters['birthyear'].astype(float))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "9d4ff992",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1900.0"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.mean(fighters[fighters['deathyear'] != '']['deathyear'].astype(float))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "id": "146ccb15",
   "metadata": {},
   "outputs": [],
   "source": [
    "# distribution"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "id": "26fde05e",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/anaconda3/lib/python3.9/site-packages/seaborn/distributions.py:2619: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n",
      "  warnings.warn(msg, FutureWarning)\n",
      "/opt/anaconda3/lib/python3.9/site-packages/seaborn/distributions.py:2619: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n",
      "  warnings.warn(msg, FutureWarning)\n"
     ]
    },
    {
     "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": [
    "sns.distplot(fighters['birthyear'], label ='Birth Years');\n",
    "sns.distplot(fighters[fighters['deathyear'] != '']['deathyear'], label ='Death Years');\n",
    "\n",
    "plt.xlabel(\"Birth and Death Year\");\n",
    "plt.legend();\n",
    "plt.title(\"Fighters Historical Period\");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "id": "1fa1326c",
   "metadata": {},
   "outputs": [],
   "source": [
    "# street classes by work area, most common"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "id": "694cd305",
   "metadata": {},
   "outputs": [],
   "source": [
    "street_class = street_names.drop_duplicates(subset = 'name').groupby(['work', 'fclass'], as_index = False).count().sort_values('Unnamed: 0', ascending = False).drop_duplicates('work')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "id": "2a5c3e17",
   "metadata": {},
   "outputs": [],
   "source": [
    "# what about the ones which are not residential?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "id": "af1f3824",
   "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>work</th>\n",
       "      <th>fclass</th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>osm_id</th>\n",
       "      <th>code</th>\n",
       "      <th>name</th>\n",
       "      <th>type</th>\n",
       "      <th>born-died</th>\n",
       "      <th>ref</th>\n",
       "      <th>oneway</th>\n",
       "      <th>maxspeed</th>\n",
       "      <th>layer</th>\n",
       "      <th>bridge</th>\n",
       "      <th>tunnel</th>\n",
       "      <th>geometry</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>Historian</td>\n",
       "      <td>living_street</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>Poet</td>\n",
       "      <td>service</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>Religous</td>\n",
       "      <td>tertiary</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>Media</td>\n",
       "      <td>primary</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>Nobleman/Fighter</td>\n",
       "      <td>unclassified</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Dissident Poet</td>\n",
       "      <td>service</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Communist/Politician</td>\n",
       "      <td>primary</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Engineer, Communist Politician</td>\n",
       "      <td>tertiary</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Astronomer</td>\n",
       "      <td>secondary</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Actress</td>\n",
       "      <td>service</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>National Hero</td>\n",
       "      <td>secondary</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>Film Producer</td>\n",
       "      <td>tertiary</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                              work         fclass  Unnamed: 0  osm_id  code  \\\n",
       "37                       Historian  living_street           2       2     2   \n",
       "64                            Poet        service           1       1     1   \n",
       "73                        Religous       tertiary           1       1     1   \n",
       "46                           Media        primary           1       1     1   \n",
       "52                Nobleman/Fighter   unclassified           1       1     1   \n",
       "17                  Dissident Poet        service           1       1     1   \n",
       "13            Communist/Politician        primary           1       1     1   \n",
       "24  Engineer, Communist Politician       tertiary           1       1     1   \n",
       "6                       Astronomer      secondary           1       1     1   \n",
       "3                          Actress        service           1       1     1   \n",
       "49                   National Hero      secondary           1       1     1   \n",
       "33                   Film Producer       tertiary           1       1     1   \n",
       "\n",
       "    name  type  born-died  ref  oneway  maxspeed  layer  bridge  tunnel  \\\n",
       "37     2     2          2    0       2         2      2       2       2   \n",
       "64     1     1          1    0       1         1      1       1       1   \n",
       "73     1     1          1    0       1         1      1       1       1   \n",
       "46     1     1          1    0       1         1      1       1       1   \n",
       "52     1     1          1    0       1         1      1       1       1   \n",
       "17     1     1          1    0       1         1      1       1       1   \n",
       "13     1     1          0    0       1         1      1       1       1   \n",
       "24     1     1          1    0       1         1      1       1       1   \n",
       "6      1     1          1    0       1         1      1       1       1   \n",
       "3      1     1          1    0       1         1      1       1       1   \n",
       "49     1     1          1    0       1         1      1       1       1   \n",
       "33     1     1          0    0       1         1      1       1       1   \n",
       "\n",
       "    geometry  \n",
       "37         2  \n",
       "64         1  \n",
       "73         1  \n",
       "46         1  \n",
       "52         1  \n",
       "17         1  \n",
       "13         1  \n",
       "24         1  \n",
       "6          1  \n",
       "3          1  \n",
       "49         1  \n",
       "33         1  "
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "street_class[street_class['fclass'] != 'residential']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "id": "1a30692a",
   "metadata": {},
   "outputs": [],
   "source": [
    "# service street: road running parallel to main road\n",
    "# living street: lower speed lims to residential\n",
    "# tertiary and secondary streets: roads connecting smaller settlements and local centers"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9f35c889",
   "metadata": {},
   "source": [
    "### Other Interesting Stories"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a8cb5227",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "eaf2b9f4",
   "metadata": {},
   "source": [
    "### Streets named after women"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "id": "31b07bda",
   "metadata": {},
   "outputs": [],
   "source": [
    "# women: what years typically"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "id": "d49ebf62",
   "metadata": {},
   "outputs": [],
   "source": [
    "streets_women = street_names.drop_duplicates(subset = 'name')[street_names['type'] == 'F']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "id": "d00d95e3",
   "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>Unnamed: 0</th>\n",
       "      <th>osm_id</th>\n",
       "      <th>code</th>\n",
       "      <th>fclass</th>\n",
       "      <th>name</th>\n",
       "      <th>type</th>\n",
       "      <th>work</th>\n",
       "      <th>born-died</th>\n",
       "      <th>ref</th>\n",
       "      <th>oneway</th>\n",
       "      <th>maxspeed</th>\n",
       "      <th>layer</th>\n",
       "      <th>bridge</th>\n",
       "      <th>tunnel</th>\n",
       "      <th>geometry</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>387</td>\n",
       "      <td>30823489</td>\n",
       "      <td>5122</td>\n",
       "      <td>residential</td>\n",
       "      <td>Rruga Vaçe Zela</td>\n",
       "      <td>F</td>\n",
       "      <td>Singer</td>\n",
       "      <td>1939-2014</td>\n",
       "      <td>NaN</td>\n",
       "      <td>F</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>F</td>\n",
       "      <td>F</td>\n",
       "      <td>LINESTRING (19.7940791 41.3240031, 19.7941038 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>217</th>\n",
       "      <td>626</td>\n",
       "      <td>41488032</td>\n",
       "      <td>5115</td>\n",
       "      <td>tertiary</td>\n",
       "      <td>Rruga Erisa Fatmir Poleshi</td>\n",
       "      <td>F</td>\n",
       "      <td>Politician</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>F</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>F</td>\n",
       "      <td>F</td>\n",
       "      <td>LINESTRING (19.7876165 41.3519923, 19.7876057 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>220</th>\n",
       "      <td>629</td>\n",
       "      <td>41488260</td>\n",
       "      <td>5122</td>\n",
       "      <td>residential</td>\n",
       "      <td>Rruga Rozafa</td>\n",
       "      <td>F</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>B</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>F</td>\n",
       "      <td>F</td>\n",
       "      <td>LINESTRING (19.7996674 41.3809254, 19.7986638 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>376</th>\n",
       "      <td>1179</td>\n",
       "      <td>44960052</td>\n",
       "      <td>5122</td>\n",
       "      <td>residential</td>\n",
       "      <td>Rruga Zana Floqi</td>\n",
       "      <td>F</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>B</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>F</td>\n",
       "      <td>F</td>\n",
       "      <td>LINESTRING (19.8524275 41.3397825, 19.8523896 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>380</th>\n",
       "      <td>1183</td>\n",
       "      <td>44960061</td>\n",
       "      <td>5122</td>\n",
       "      <td>residential</td>\n",
       "      <td>Rruga Shotë Galica</td>\n",
       "      <td>F</td>\n",
       "      <td>Fighter</td>\n",
       "      <td>1895-1927</td>\n",
       "      <td>NaN</td>\n",
       "      <td>B</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>F</td>\n",
       "      <td>F</td>\n",
       "      <td>LINESTRING (19.8610728 41.3380046, 19.8609041 ...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     Unnamed: 0    osm_id  code       fclass                        name type  \\\n",
       "98          387  30823489  5122  residential             Rruga Vaçe Zela    F   \n",
       "217         626  41488032  5115     tertiary  Rruga Erisa Fatmir Poleshi    F   \n",
       "220         629  41488260  5122  residential                Rruga Rozafa    F   \n",
       "376        1179  44960052  5122  residential            Rruga Zana Floqi    F   \n",
       "380        1183  44960061  5122  residential          Rruga Shotë Galica    F   \n",
       "\n",
       "           work  born-died  ref oneway  maxspeed  layer bridge tunnel  \\\n",
       "98       Singer  1939-2014  NaN      F         0      0      F      F   \n",
       "217  Politician        NaN  NaN      F         0      0      F      F   \n",
       "220         NaN        NaN  NaN      B         0      0      F      F   \n",
       "376         NaN        NaN  NaN      B         0      0      F      F   \n",
       "380     Fighter  1895-1927  NaN      B         0      0      F      F   \n",
       "\n",
       "                                              geometry  \n",
       "98   LINESTRING (19.7940791 41.3240031, 19.7941038 ...  \n",
       "217  LINESTRING (19.7876165 41.3519923, 19.7876057 ...  \n",
       "220  LINESTRING (19.7996674 41.3809254, 19.7986638 ...  \n",
       "376  LINESTRING (19.8524275 41.3397825, 19.8523896 ...  \n",
       "380  LINESTRING (19.8610728 41.3380046, 19.8609041 ...  "
      ]
     },
     "execution_count": 60,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "streets_women.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "id": "5a860000",
   "metadata": {},
   "outputs": [],
   "source": [
    "streets_women['birthyear'] = streets_women['born-died'].str.split('-').str[0]\n",
    "streets_women['deathyear'] = streets_women['born-died'].str.split('-').str[1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "id": "c80cd621",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1912.0"
      ]
     },
     "execution_count": 62,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.nanmedian(streets_women['birthyear'].astype(float))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "id": "8a939bc8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1949.0"
      ]
     },
     "execution_count": 63,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.nanmedian(streets_women[streets_women['deathyear'] != '']['deathyear'].astype(float))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "id": "33a36cfd",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/anaconda3/lib/python3.9/site-packages/seaborn/distributions.py:2619: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n",
      "  warnings.warn(msg, FutureWarning)\n",
      "/opt/anaconda3/lib/python3.9/site-packages/seaborn/distributions.py:2619: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n",
      "  warnings.warn(msg, FutureWarning)\n"
     ]
    },
    {
     "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": [
    "# also distribution\n",
    "sns.distplot(streets_women['birthyear'], label ='Birth Years');\n",
    "sns.distplot(streets_women[streets_women['deathyear'] != '']['deathyear'], label ='Death Years');\n",
    "\n",
    "plt.xlabel(\"Birth and Death Year\");\n",
    "plt.legend();\n",
    "plt.title(\"Women Figures: Historical Period\");"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "15fe57f9",
   "metadata": {},
   "source": [
    "### Mapping it out: neighborhoods"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "id": "7a064a7f",
   "metadata": {},
   "outputs": [],
   "source": [
    "street_names['geometry'] = street_names['geometry'].apply(wkt.loads)\n",
    "street_names_geo = gpd.GeoDataFrame(street_names, geometry = street_names['geometry'], crs=\"EPSG:4326\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "id": "4b8ef932",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "findfont: Font family ['Palatino Linotype'] not found. Falling back to DejaVu Sans.\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = street_names_geo[street_names_geo['work'] == 'Politician'].plot(color=\"red\", figsize=(10, 10), linewidth=1)\n",
    "ax.axis(\"off\");\n",
    "plt.title(\"Politicians\", fontsize=25, fontname=\"Palatino Linotype\", color=\"black\");\n",
    "cx.add_basemap(ax, crs=street_names_geo[street_names_geo['work'] == 'Politician'].crs.to_string(), source=cx.providers.Stamen.TonerLite)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "id": "3e987baa",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax2 = street_names_geo[street_names_geo['work'] == 'Fighter'].plot(color=\"blue\", figsize=(10, 10), linewidth=1)\n",
    "ax2.axis(\"off\");\n",
    "plt.title(\"Fighters\", fontsize=25, fontname=\"Palatino Linotype\", color=\"black\");\n",
    "cx.add_basemap(ax2, crs=street_names_geo[street_names_geo['work'] == 'Fighter'].crs.to_string(), source=cx.providers.Stamen.TonerLite)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "id": "53bd1327",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax2 = street_names_geo[street_names_geo['work'] == 'Writer'].plot(color=\"green\", figsize=(10, 10), linewidth=1)\n",
    "ax2.axis(\"off\");\n",
    "plt.title(\"Writers\", fontsize=25, fontname=\"Palatino Linotype\", color=\"black\");\n",
    "cx.add_basemap(ax2, crs=street_names_geo[street_names_geo['work'] == 'Writer'].crs.to_string(), source=cx.providers.Stamen.TonerLite)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 114,
   "id": "b513c1da",
   "metadata": {},
   "outputs": [],
   "source": [
    "# analyze by administrative area"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "id": "906f362e",
   "metadata": {},
   "outputs": [],
   "source": [
    "admin_areas = gpd.read_file('nj_sit__administrative.geojson')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "id": "f959fde7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "643"
      ]
     },
     "execution_count": 74,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(gpd.GeoDataFrame(street_names)['name'].unique())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "id": "92266cf0",
   "metadata": {},
   "outputs": [],
   "source": [
    "# work not null, birthdeath not null\n",
    "street_names = gpd.GeoDataFrame(street_names)\n",
    "street_names = street_names[street_names['work'].notna()]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "id": "82b2dca2",
   "metadata": {},
   "outputs": [],
   "source": [
    "street_neighborhoods = gpd.sjoin(street_names, admin_areas)\n",
    "street_neighborhoods.loc[street_neighborhoods['nr_njesie'] == '04', 'nr_njesie'] = 4\n",
    "street_neighborhoods['nr_njesie'] = street_neighborhoods['nr_njesie'].map(lambda x: int(x))\n",
    "urban_tirana = street_neighborhoods[street_neighborhoods['nr_njesie'] <= 14]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "id": "bd50a7cb",
   "metadata": {},
   "outputs": [],
   "source": [
    "# occupation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "id": "311305f4",
   "metadata": {},
   "outputs": [],
   "source": [
    "grouped_njesi_work = urban_tirana.groupby(['nr_njesie', 'work'], as_index = False).count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "id": "5325e818",
   "metadata": {},
   "outputs": [],
   "source": [
    "# most common prof in each njesi?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "id": "f8282d80",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Admin_Area</th>\n",
       "      <th>work</th>\n",
       "      <th>Counts</th>\n",
       "      <th>osm_id</th>\n",
       "      <th>code</th>\n",
       "      <th>fclass</th>\n",
       "      <th>name_left</th>\n",
       "      <th>type</th>\n",
       "      <th>born-died</th>\n",
       "      <th>ref</th>\n",
       "      <th>...</th>\n",
       "      <th>bridge</th>\n",
       "      <th>tunnel</th>\n",
       "      <th>geometry</th>\n",
       "      <th>index_right</th>\n",
       "      <th>id</th>\n",
       "      <th>emertimi</th>\n",
       "      <th>njesia_adm</th>\n",
       "      <th>name_right</th>\n",
       "      <th>_umap_options</th>\n",
       "      <th>description</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>5</td>\n",
       "      <td>Politician</td>\n",
       "      <td>45</td>\n",
       "      <td>45</td>\n",
       "      <td>45</td>\n",
       "      <td>45</td>\n",
       "      <td>45</td>\n",
       "      <td>45</td>\n",
       "      <td>39</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>45</td>\n",
       "      <td>45</td>\n",
       "      <td>45</td>\n",
       "      <td>45</td>\n",
       "      <td>45</td>\n",
       "      <td>45</td>\n",
       "      <td>45</td>\n",
       "      <td>45</td>\n",
       "      <td>45</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>118</th>\n",
       "      <td>9</td>\n",
       "      <td>Politician</td>\n",
       "      <td>18</td>\n",
       "      <td>18</td>\n",
       "      <td>18</td>\n",
       "      <td>18</td>\n",
       "      <td>18</td>\n",
       "      <td>18</td>\n",
       "      <td>15</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>18</td>\n",
       "      <td>18</td>\n",
       "      <td>18</td>\n",
       "      <td>18</td>\n",
       "      <td>18</td>\n",
       "      <td>18</td>\n",
       "      <td>18</td>\n",
       "      <td>18</td>\n",
       "      <td>18</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>150</th>\n",
       "      <td>14</td>\n",
       "      <td>Writer</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>149</th>\n",
       "      <td>13</td>\n",
       "      <td>Politician</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
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       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1</td>\n",
       "      <td>Fighter</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>7</td>\n",
       "      <td>Politician</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
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       "      <td>12</td>\n",
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       "      <td>12</td>\n",
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       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>102</th>\n",
       "      <td>8</td>\n",
       "      <td>Partisan</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
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       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>2</td>\n",
       "      <td>Partisan</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139</th>\n",
       "      <td>11</td>\n",
       "      <td>Religious</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>126</th>\n",
       "      <td>10</td>\n",
       "      <td>Partisan</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>3</td>\n",
       "      <td>Writer</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>4</td>\n",
       "      <td>Religious</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>146</th>\n",
       "      <td>12</td>\n",
       "      <td>Writer</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>...</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>6</td>\n",
       "      <td>Writer</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>14 rows × 23 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     Admin_Area        work  Counts  osm_id  code  fclass  name_left  type  \\\n",
       "61            5  Politician      45      45    45      45         45    45   \n",
       "118           9  Politician      18      18    18      18         18    18   \n",
       "150          14      Writer      12      12    12      12         12    12   \n",
       "149          13  Politician      12      12    12      12         12    12   \n",
       "3             1     Fighter      12      12    12      12         12    12   \n",
       "89            7  Politician      12      12    12      12         12    12   \n",
       "102           8    Partisan      12      12    12      12         12    12   \n",
       "17            2    Partisan       9       9     9       9          9     9   \n",
       "139          11   Religious       9       9     9       9          9     9   \n",
       "126          10    Partisan       6       6     6       6          6     6   \n",
       "33            3      Writer       6       6     6       6          6     6   \n",
       "39            4   Religious       3       3     3       3          3     3   \n",
       "146          12      Writer       3       3     3       3          3     3   \n",
       "74            6      Writer       3       3     3       3          3     3   \n",
       "\n",
       "     born-died  ref  ...  bridge  tunnel  geometry  index_right  id  emertimi  \\\n",
       "61          39    0  ...      45      45        45           45  45        45   \n",
       "118         15    0  ...      18      18        18           18  18        18   \n",
       "150         12    0  ...      12      12        12           12  12        12   \n",
       "149         12    0  ...      12      12        12           12  12        12   \n",
       "3           12    0  ...      12      12        12           12  12        12   \n",
       "89           9    0  ...      12      12        12           12  12        12   \n",
       "102         12    0  ...      12      12        12           12  12        12   \n",
       "17           9    0  ...       9       9         9            9   9         9   \n",
       "139          6    0  ...       9       9         9            9   9         9   \n",
       "126          6    0  ...       6       6         6            6   6         6   \n",
       "33           6    0  ...       6       6         6            6   6         6   \n",
       "39           3    0  ...       3       3         3            3   3         3   \n",
       "146          3    3  ...       3       3         3            3   3         3   \n",
       "74           3    0  ...       3       3         3            3   3         3   \n",
       "\n",
       "     njesia_adm  name_right  _umap_options  description  \n",
       "61           45          45             45            0  \n",
       "118          18          18             18            0  \n",
       "150          12          12             12            0  \n",
       "149          12          12             12            0  \n",
       "3            12          12             12           12  \n",
       "89           12          12             12            0  \n",
       "102          12          12             12            0  \n",
       "17            9           9              9            0  \n",
       "139           9           9              9            0  \n",
       "126           6           6              6            0  \n",
       "33            6           6              6            0  \n",
       "39            3           3              3            0  \n",
       "146           3           3              3            0  \n",
       "74            3           3              3            0  \n",
       "\n",
       "[14 rows x 23 columns]"
      ]
     },
     "execution_count": 88,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "grouped_njesi_work = grouped_njesi_work.sort_values('Unnamed: 0', ascending = False).drop_duplicates('nr_njesie')\n",
    "grouped_njesi_work.rename(columns = {'Unnamed: 0': 'Counts', \"nr_njesie\": 'Admin_Area'})"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9e0b8d12",
   "metadata": {},
   "source": [
    "### Names with no info?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "id": "f63bec05",
   "metadata": {},
   "outputs": [],
   "source": [
    "# names with no information online"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "id": "38c2a589",
   "metadata": {},
   "outputs": [],
   "source": [
    "orig_street_names = orig_street_names.drop_duplicates('name')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "id": "eceabde8",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<style scoped>\n",
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       "  <thead>\n",
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       "      <th></th>\n",
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       "      <th>osm_id</th>\n",
       "      <th>code</th>\n",
       "      <th>fclass</th>\n",
       "      <th>name</th>\n",
       "      <th>type</th>\n",
       "      <th>work</th>\n",
       "      <th>born-died</th>\n",
       "      <th>ref</th>\n",
       "      <th>oneway</th>\n",
       "      <th>maxspeed</th>\n",
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       "      <th>tunnel</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2</td>\n",
       "      <td>3192369</td>\n",
       "      <td>5122</td>\n",
       "      <td>residential</td>\n",
       "      <td>Rruga Brigada VIII</td>\n",
       "      <td>O</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>F</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>F</td>\n",
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       "      <td>LINESTRING (19.817793 41.3223873, 19.8177494 4...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>3</td>\n",
       "      <td>3192381</td>\n",
       "      <td>5122</td>\n",
       "      <td>residential</td>\n",
       "      <td>Rruga Emin Duraku</td>\n",
       "      <td>M</td>\n",
       "      <td>Partisan</td>\n",
       "      <td>1918-1942</td>\n",
       "      <td>NaN</td>\n",
       "      <td>F</td>\n",
       "      <td>30</td>\n",
       "      <td>0</td>\n",
       "      <td>F</td>\n",
       "      <td>F</td>\n",
       "      <td>LINESTRING (19.8086264 41.3196481, 19.8087541 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>4</td>\n",
       "      <td>3192411</td>\n",
       "      <td>5122</td>\n",
       "      <td>residential</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>F</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>F</td>\n",
       "      <td>F</td>\n",
       "      <td>LINESTRING (19.8156603 41.3195312, 19.8157016 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>5</td>\n",
       "      <td>3192422</td>\n",
       "      <td>5122</td>\n",
       "      <td>residential</td>\n",
       "      <td>Rruga Vaso Pasha</td>\n",
       "      <td>M</td>\n",
       "      <td>Writer</td>\n",
       "      <td>1825-1892</td>\n",
       "      <td>NaN</td>\n",
       "      <td>F</td>\n",
       "      <td>30</td>\n",
       "      <td>0</td>\n",
       "      <td>F</td>\n",
       "      <td>F</td>\n",
       "      <td>LINESTRING (19.8154385 41.3228944, 19.8154526 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>6</td>\n",
       "      <td>3192445</td>\n",
       "      <td>5123</td>\n",
       "      <td>living_street</td>\n",
       "      <td>Rruga Mihal Popi</td>\n",
       "      <td>M</td>\n",
       "      <td>Actor</td>\n",
       "      <td>1909-1979</td>\n",
       "      <td>NaN</td>\n",
       "      <td>F</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>F</td>\n",
       "      <td>F</td>\n",
       "      <td>LINESTRING (19.8069018 41.3200073, 19.8067189 ...</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2493</th>\n",
       "      <td>11112</td>\n",
       "      <td>173998513</td>\n",
       "      <td>5123</td>\n",
       "      <td>living_street</td>\n",
       "      <td>Rruga 23</td>\n",
       "      <td>O</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>F</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>F</td>\n",
       "      <td>F</td>\n",
       "      <td>LINESTRING (19.8043852 41.3204194, 19.8031513 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2494</th>\n",
       "      <td>11113</td>\n",
       "      <td>173998514</td>\n",
       "      <td>5123</td>\n",
       "      <td>living_street</td>\n",
       "      <td>Rruga 24</td>\n",
       "      <td>O</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>F</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>F</td>\n",
       "      <td>F</td>\n",
       "      <td>LINESTRING (19.8030744 41.3205073, 19.8043085 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2495</th>\n",
       "      <td>11114</td>\n",
       "      <td>174150359</td>\n",
       "      <td>5122</td>\n",
       "      <td>residential</td>\n",
       "      <td>Rruga Ismail Feta</td>\n",
       "      <td>M</td>\n",
       "      <td>Doctor</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>B</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>F</td>\n",
       "      <td>F</td>\n",
       "      <td>LINESTRING (19.7711402 41.3523566, 19.7712287 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2496</th>\n",
       "      <td>11115</td>\n",
       "      <td>174150360</td>\n",
       "      <td>5115</td>\n",
       "      <td>tertiary</td>\n",
       "      <td>Rruga Imer Ndregjoni</td>\n",
       "      <td>M</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>B</td>\n",
       "      <td>40</td>\n",
       "      <td>0</td>\n",
       "      <td>F</td>\n",
       "      <td>F</td>\n",
       "      <td>LINESTRING (19.8384809 41.3448845, 19.8389403 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2498</th>\n",
       "      <td>11117</td>\n",
       "      <td>174150363</td>\n",
       "      <td>5114</td>\n",
       "      <td>secondary</td>\n",
       "      <td>Rruga Petrit Radovicka</td>\n",
       "      <td>M</td>\n",
       "      <td>Engineer</td>\n",
       "      <td>1920-1991</td>\n",
       "      <td>NaN</td>\n",
       "      <td>B</td>\n",
       "      <td>40</td>\n",
       "      <td>0</td>\n",
       "      <td>F</td>\n",
       "      <td>F</td>\n",
       "      <td>LINESTRING (19.7836545 41.3466383, 19.7833636 ...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>643 rows × 15 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      Unnamed: 0     osm_id  code         fclass                    name type  \\\n",
       "0              2    3192369  5122    residential      Rruga Brigada VIII    O   \n",
       "1              3    3192381  5122    residential       Rruga Emin Duraku    M   \n",
       "2              4    3192411  5122    residential                     NaN  NaN   \n",
       "3              5    3192422  5122    residential        Rruga Vaso Pasha    M   \n",
       "4              6    3192445  5123  living_street        Rruga Mihal Popi    M   \n",
       "...          ...        ...   ...            ...                     ...  ...   \n",
       "2493       11112  173998513  5123  living_street                Rruga 23    O   \n",
       "2494       11113  173998514  5123  living_street                Rruga 24    O   \n",
       "2495       11114  174150359  5122    residential       Rruga Ismail Feta    M   \n",
       "2496       11115  174150360  5115       tertiary    Rruga Imer Ndregjoni    M   \n",
       "2498       11117  174150363  5114      secondary  Rruga Petrit Radovicka    M   \n",
       "\n",
       "          work  born-died  ref oneway  maxspeed  layer bridge tunnel  \\\n",
       "0          NaN        NaN  NaN      F        20      0      F      F   \n",
       "1     Partisan  1918-1942  NaN      F        30      0      F      F   \n",
       "2          NaN        NaN  NaN      F         0      0      F      F   \n",
       "3       Writer  1825-1892  NaN      F        30      0      F      F   \n",
       "4        Actor  1909-1979  NaN      F         0      0      F      F   \n",
       "...        ...        ...  ...    ...       ...    ...    ...    ...   \n",
       "2493       NaN        NaN  NaN      F         0      0      F      F   \n",
       "2494       NaN        NaN  NaN      F         0      0      F      F   \n",
       "2495    Doctor        NaN  NaN      B         0      0      F      F   \n",
       "2496       NaN        NaN  NaN      B        40      0      F      F   \n",
       "2498  Engineer  1920-1991  NaN      B        40      0      F      F   \n",
       "\n",
       "                                               geometry  \n",
       "0     LINESTRING (19.817793 41.3223873, 19.8177494 4...  \n",
       "1     LINESTRING (19.8086264 41.3196481, 19.8087541 ...  \n",
       "2     LINESTRING (19.8156603 41.3195312, 19.8157016 ...  \n",
       "3     LINESTRING (19.8154385 41.3228944, 19.8154526 ...  \n",
       "4     LINESTRING (19.8069018 41.3200073, 19.8067189 ...  \n",
       "...                                                 ...  \n",
       "2493  LINESTRING (19.8043852 41.3204194, 19.8031513 ...  \n",
       "2494  LINESTRING (19.8030744 41.3205073, 19.8043085 ...  \n",
       "2495  LINESTRING (19.7711402 41.3523566, 19.7712287 ...  \n",
       "2496  LINESTRING (19.8384809 41.3448845, 19.8389403 ...  \n",
       "2498  LINESTRING (19.7836545 41.3466383, 19.7833636 ...  \n",
       "\n",
       "[643 rows x 15 columns]"
      ]
     },
     "execution_count": 91,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "orig_street_names"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "id": "f5da3ad0",
   "metadata": {},
   "outputs": [],
   "source": [
    "orig_street_names_na = orig_street_names[orig_street_names['work'].isna()]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "id": "9ae57c15",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "275"
      ]
     },
     "execution_count": 93,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "orig_street_names_notna = orig_street_names[orig_street_names['work'].notna()]\n",
    "len(orig_street_names_notna[orig_street_names_notna['type'] != 'O']['name'].unique())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "id": "3c7c3680",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 152 streets named after people with no information online"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "id": "fbecb462",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "152"
      ]
     },
     "execution_count": 95,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(orig_street_names_na[orig_street_names_na['type'] != 'O']['name'].unique())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "id": "11e94b7b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.5507246376811594"
      ]
     },
     "execution_count": 96,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "152/276"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "id": "5de4f73a",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/__/8q6wtgc10gsdhs_z1lv_0r700000gn/T/ipykernel_8653/3539711361.py:1: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  orig_street_names_na['geometry'] = orig_street_names_na['geometry'].apply(wkt.loads)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "orig_street_names_na['geometry'] = orig_street_names_na['geometry'].apply(wkt.loads)\n",
    "orig_street_names_na = gpd.GeoDataFrame(orig_street_names_na, geometry = orig_street_names_na['geometry'], crs=\"EPSG:4326\")\n",
    "ax2 = orig_street_names_na.plot(color=\"green\", figsize=(10, 10), linewidth=1)\n",
    "ax2.axis(\"off\");\n",
    "plt.title(\"Figures with no information\", fontsize=25, fontname=\"Palatino Linotype\", color=\"black\");\n",
    "cx.add_basemap(ax2, crs=orig_street_names_na.crs.to_string(), source=cx.providers.Stamen.TonerLite)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "6b0d8b1d",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "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": "3.9.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}