IPython+Pandas.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1. Co to jest IPython (Jupyter)?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "IPython wcześniej samodzielny projekt obecnie kernel do projektu Jupyter. Projekt pozwalający na uruchamianie w przeglądarce tzw. notatników. Notatnik pozwala na programowanie na żywo wraz z możliwością opisywania i wizualizacji efektów. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2. Instalacja"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Anaconda - specjalna dystrybucja Pythona przeznaczona dla nauki oraz analizy i przetwarzania danych:\n",
    "\n",
    "> conda install jupyter\n",
    "\n",
    "##### Standardowa instalacja Pythona:\n",
    "\n",
    "> apt-get install build-essential python3-dev\n",
    "\n",
    "> pip install jupyter"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Uruchamianie"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> jupyter notebook"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3. Podstawowe funkcje"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Po uruchomieniu otwiera się okno przeglądarki z listą plików. Jupyter ma dostęp do plików z katalogu, z którego go uruchomiliśmy.\n",
    "\n",
    "Notebooki są z rozszeżeniem ipynb.\n",
    "\n",
    "W zakładce Running możemy zobaczyć aktualnie uruchomione notebooki.\n",
    "\n",
    "Z menu New wybieramy, z którego kernela chcemy korzystać."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Notatnik podzielony jest na komórki. Każda komórka może być typu:\n",
    "- Markdown - elementy opisowe,\n",
    "- Code - kod, który będzie uruchamiany,\n",
    "- RAW - nieparsowane przez silnik."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Podstawowe skróty\n",
    "\n",
    "> __ESC__ - wyjście z trybu edycji\n",
    "\n",
    "> __ENTER__ - edycja komórki\n",
    "\n",
    "> __SHIFT + ENTER__ - uruchomienie kodu\n",
    "\n",
    "> __B__ - nowa komórka niżej\n",
    "\n",
    "> __A__ - nowa komórka wyżej\n",
    "\n",
    "> __M__ - przełączenie komórki na Markdown\n",
    "\n",
    "> __Y__ - przełączenie komórki na kod\n",
    "\n",
    "> __X__ - usunięcie komórki"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Notebook wyświetla wynik ostatniego wyrażenia."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "1+2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "4"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "1+2\n",
    "2+2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "3\n",
      "4\n"
     ]
    }
   ],
   "source": [
    "print(1+2)\n",
    "print(2+2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### HTML"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from IPython.core.display import HTML"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<b>Ala ma kota</b>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "HTML(\"<b>Ala ma kota</b>\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Magic commands"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The slowest run took 10.43 times longer than the fastest. This could mean that an intermediate result is being cached \n",
      "1000000 loops, best of 3: 270 ns per loop\n"
     ]
    }
   ],
   "source": [
    "%timeit range(1000)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<b>Ala ma kota</b>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%%html\n",
    "<b>Ala ma kota</b>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 781 µs, sys: 15 µs, total: 796 µs\n",
      "Wall time: 1 s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "import time\n",
    "time.sleep(1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Latex\n",
    "\n",
    "$$f(n) = n^5 + \\sqrt 10$$"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To są podstawy pracy w Jupyterze. Resztę ciekawych funkcji pokażę przy okazji omawiania biblioteki Pandas."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 4. Co to jest Pandas?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Biblioteka dająca narzędzia do analizy i przetwarzania danych. Udostępnia dwie podstawowe struktury: __DataFrame__ i __Series__."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 5. Ładowanie danych"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Aby przetwarzać dane, trzeba je jakoś załadować. Pandas daje możliwość ładowania danych w wielu formatach. Funkcje odpowiedzialne za ładowanie zaczynają się od read_."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Aby pokazać podpowiedź, wciskamy shift + tab. Aby pokazać dokładniejszy opis, dodajemy po nazwie metody znak zapytania."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "pd.read_sql_table?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Na potrzeby prezentacji użyję danych z bazy SEWIK o zdarzeniach drogowych w 2014 roku. Bazę otrzymałem od Karola Mocniaka, który prowadzi stronę sewik.pl, na której możemy przeglądać dane."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Dane mam w bazie mysql. Pandas standardowo współpracuje z SQLAlchemy."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from sqlalchemy import create_engine"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "eng = create_engine(\"mysql+pymysql://test:test@localhost/sewik?charset=latin2\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 39.8 s, sys: 340 ms, total: 40.1 s\n",
      "Wall time: 40.1 s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "zd = pd.read_sql_table(\"zdarzenie\", eng, index_col=\"ID\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Gwiazdka oznacza, że kernel jest zajęty i uruchomienie innych komórek nie jest możliwe. W menu File możemy zapisywać Checkpointy i potem do nich wracać."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "pandas.core.frame.DataFrame"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type(zd)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "Uzyskaliśmy dane w obiekcie DataFrame. Oto kilka podstawowych właściwości."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(382998, 38)"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "zd.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Rozmiar tabeli znajduję się pod atrybutem shape."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "DataFrame ma dwa indeksy. Pionowy i poziomy (kolumny)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['JEDNOSTKA_MIEJSCA', 'JEDNOSTKA_LIKWIDUJACA', 'JEDNOSTKA_OPERATORA',\n",
       "       'NR_KW', 'WOJ', 'GMINA', 'POWIAT', 'MIEJSCOWOSC', 'ULICA_ADRES',\n",
       "       'NUMER_DOMU', 'DATA_ZDARZENIA', 'DATA_ZDARZ', 'GODZINA_ZDARZ',\n",
       "       'PREDKOSC_DOPUSZCZALNA', 'SZOS_KOD', 'SZRD_KOD', 'DROGA_PUBLICZNA',\n",
       "       'NADR_KOD', 'STNA_KOD', 'RODR_KOD', 'SYSW_KOD', 'OZPO_KOD', 'GEOD_KOD',\n",
       "       'ZABU_KOD', 'CHMZ_KOD', 'SSWA_KOD', 'ZSSD_KOD', 'ULICA_SKRZYZ', 'KM_HM',\n",
       "       'ODLEGLOSC_SKRZYZ', 'KIERUNEK', 'ZSSD_KOD2', 'STREFA_ZAMIESZKALA',\n",
       "       'SKRZ_KOD', 'WSP_GPS_X', 'WSP_GPS_Y', 'spip_kod', 'SSUP_KOD'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "zd.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Int64Index([98078604, 98078600, 98078790, 98079143, 98077047, 98077086,\n",
       "            98078603, 98076909, 98077048, 98078583,\n",
       "            ...\n",
       "            98711013, 98712145, 98708720, 98711970, 98708668, 98711976,\n",
       "            98714132, 98710998, 98709034, 98709185],\n",
       "           dtype='int64', name='ID', length=382998)"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "zd.index"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Sprawdźmy nasze dane. Najlepiej do tego nadaje się metoda head, która pokazuje 5 pierwszych rekordów. Pandas bardzo dobrze współpracuje z Jupyterem. Dane pokazuję się w ładnej tabeli."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>JEDNOSTKA_MIEJSCA</th>\n",
       "      <th>JEDNOSTKA_LIKWIDUJACA</th>\n",
       "      <th>JEDNOSTKA_OPERATORA</th>\n",
       "      <th>NR_KW</th>\n",
       "      <th>WOJ</th>\n",
       "      <th>GMINA</th>\n",
       "      <th>POWIAT</th>\n",
       "      <th>MIEJSCOWOSC</th>\n",
       "      <th>ULICA_ADRES</th>\n",
       "      <th>NUMER_DOMU</th>\n",
       "      <th>...</th>\n",
       "      <th>KM_HM</th>\n",
       "      <th>ODLEGLOSC_SKRZYZ</th>\n",
       "      <th>KIERUNEK</th>\n",
       "      <th>ZSSD_KOD2</th>\n",
       "      <th>STREFA_ZAMIESZKALA</th>\n",
       "      <th>SKRZ_KOD</th>\n",
       "      <th>WSP_GPS_X</th>\n",
       "      <th>WSP_GPS_Y</th>\n",
       "      <th>spip_kod</th>\n",
       "      <th>SSUP_KOD</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ID</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>98078604</th>\n",
       "      <td>WR KMP Wrocław</td>\n",
       "      <td>WR KMP Wrocław Wydział Ruchu Drogowego</td>\n",
       "      <td>WR KMP Wrocław</td>\n",
       "      <td>KW 142/14</td>\n",
       "      <td>WOJ. DOLNOŚLĄSKIE</td>\n",
       "      <td>WROCŁAW-PSIE POLE - OBSZAR MIE</td>\n",
       "      <td>POWIAT WROCŁAW</td>\n",
       "      <td>WROCŁAW</td>\n",
       "      <td>BOLESŁAWA KRZYWOUSTEGO</td>\n",
       "      <td>45</td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>17*04'223</td>\n",
       "      <td>51*08'150</td>\n",
       "      <td></td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98078600</th>\n",
       "      <td>WR KMP Legnica</td>\n",
       "      <td>WR KMP Legnica</td>\n",
       "      <td>WR KMP Legnica</td>\n",
       "      <td>KW 61/14</td>\n",
       "      <td>WOJ. DOLNOŚLĄSKIE</td>\n",
       "      <td>LEGNICA - OBSZAR MIEJSKI</td>\n",
       "      <td>POWIAT LEGNICA</td>\n",
       "      <td>LEGNICA</td>\n",
       "      <td>POZNAŃSKA</td>\n",
       "      <td>53</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>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98078790</th>\n",
       "      <td>WR KPP Oława</td>\n",
       "      <td></td>\n",
       "      <td>WR KPP Oława</td>\n",
       "      <td>KW 20/14</td>\n",
       "      <td>WOJ. DOLNOŚLĄSKIE</td>\n",
       "      <td>OŁAWA - OBSZAR MIEJSKI</td>\n",
       "      <td>POWIAT OŁAWSKI</td>\n",
       "      <td>OŁAWA</td>\n",
       "      <td>WILCZA</td>\n",
       "      <td>47</td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>06</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>A5</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98079143</th>\n",
       "      <td>WR KMP Wrocław</td>\n",
       "      <td>WR KMP Wrocław Wydział Ruchu Drogowego</td>\n",
       "      <td>WR KMP Wrocław</td>\n",
       "      <td>KW 82/14</td>\n",
       "      <td>WOJ. DOLNOŚLĄSKIE</td>\n",
       "      <td>WROCŁAW-STARE MIASTO - OBSZAR</td>\n",
       "      <td>POWIAT WROCŁAW</td>\n",
       "      <td>WROCŁAW</td>\n",
       "      <td>KRUSZWICKA</td>\n",
       "      <td>19</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>A5</td>\n",
       "      <td>89</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98077047</th>\n",
       "      <td>WR KPP Lubin</td>\n",
       "      <td>WR KPP Lubin Wydział Ruchu Drogowego</td>\n",
       "      <td>WR KPP Lubin</td>\n",
       "      <td>KW E17/14</td>\n",
       "      <td>WOJ. DOLNOŚLĄSKIE</td>\n",
       "      <td>LUBIN - OBSZAR WIEJSKI</td>\n",
       "      <td>POWIAT LUBIŃSKI</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td>12.6</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>08</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 38 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         JEDNOSTKA_MIEJSCA                   JEDNOSTKA_LIKWIDUJACA  \\\n",
       "ID                                                                   \n",
       "98078604    WR KMP Wrocław  WR KMP Wrocław Wydział Ruchu Drogowego   \n",
       "98078600    WR KMP Legnica                          WR KMP Legnica   \n",
       "98078790      WR KPP Oława                                           \n",
       "98079143    WR KMP Wrocław  WR KMP Wrocław Wydział Ruchu Drogowego   \n",
       "98077047      WR KPP Lubin    WR KPP Lubin Wydział Ruchu Drogowego   \n",
       "\n",
       "         JEDNOSTKA_OPERATORA      NR_KW                WOJ  \\\n",
       "ID                                                           \n",
       "98078604      WR KMP Wrocław  KW 142/14  WOJ. DOLNOŚLĄSKIE   \n",
       "98078600      WR KMP Legnica   KW 61/14  WOJ. DOLNOŚLĄSKIE   \n",
       "98078790        WR KPP Oława   KW 20/14  WOJ. DOLNOŚLĄSKIE   \n",
       "98079143      WR KMP Wrocław   KW 82/14  WOJ. DOLNOŚLĄSKIE   \n",
       "98077047        WR KPP Lubin  KW E17/14  WOJ. DOLNOŚLĄSKIE   \n",
       "\n",
       "                                   GMINA           POWIAT MIEJSCOWOSC  \\\n",
       "ID                                                                      \n",
       "98078604  WROCŁAW-PSIE POLE - OBSZAR MIE   POWIAT WROCŁAW     WROCŁAW   \n",
       "98078600        LEGNICA - OBSZAR MIEJSKI   POWIAT LEGNICA     LEGNICA   \n",
       "98078790          OŁAWA - OBSZAR MIEJSKI   POWIAT OŁAWSKI       OŁAWA   \n",
       "98079143  WROCŁAW-STARE MIASTO - OBSZAR    POWIAT WROCŁAW     WROCŁAW   \n",
       "98077047          LUBIN - OBSZAR WIEJSKI  POWIAT LUBIŃSKI               \n",
       "\n",
       "                     ULICA_ADRES NUMER_DOMU   ...    KM_HM ODLEGLOSC_SKRZYZ  \\\n",
       "ID                                            ...                             \n",
       "98078604  BOLESŁAWA KRZYWOUSTEGO         45   ...                             \n",
       "98078600               POZNAŃSKA         53   ...                             \n",
       "98078790                  WILCZA         47   ...                             \n",
       "98079143              KRUSZWICKA         19   ...                             \n",
       "98077047                                      ...     12.6                    \n",
       "\n",
       "         KIERUNEK  ZSSD_KOD2 STREFA_ZAMIESZKALA SKRZ_KOD  WSP_GPS_X  \\\n",
       "ID                                                                    \n",
       "98078604                                                  17*04'223   \n",
       "98078600                                                              \n",
       "98078790                                              06              \n",
       "98079143                                                              \n",
       "98077047                                                              \n",
       "\n",
       "          WSP_GPS_Y spip_kod SSUP_KOD  \n",
       "ID                                     \n",
       "98078604  51*08'150              None  \n",
       "98078600                         None  \n",
       "98078790                  A5     None  \n",
       "98079143                  A5       89  \n",
       "98077047                  08     None  \n",
       "\n",
       "[5 rows x 38 columns]"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "zd.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Możemy zobaczyć 5 ostatnich rekordów."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>JEDNOSTKA_MIEJSCA</th>\n",
       "      <th>JEDNOSTKA_LIKWIDUJACA</th>\n",
       "      <th>JEDNOSTKA_OPERATORA</th>\n",
       "      <th>NR_KW</th>\n",
       "      <th>WOJ</th>\n",
       "      <th>GMINA</th>\n",
       "      <th>POWIAT</th>\n",
       "      <th>MIEJSCOWOSC</th>\n",
       "      <th>ULICA_ADRES</th>\n",
       "      <th>NUMER_DOMU</th>\n",
       "      <th>...</th>\n",
       "      <th>KM_HM</th>\n",
       "      <th>ODLEGLOSC_SKRZYZ</th>\n",
       "      <th>KIERUNEK</th>\n",
       "      <th>ZSSD_KOD2</th>\n",
       "      <th>STREFA_ZAMIESZKALA</th>\n",
       "      <th>SKRZ_KOD</th>\n",
       "      <th>WSP_GPS_X</th>\n",
       "      <th>WSP_GPS_Y</th>\n",
       "      <th>spip_kod</th>\n",
       "      <th>SSUP_KOD</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ID</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>98711976</th>\n",
       "      <td>KI KMP Kielce</td>\n",
       "      <td>KI KMP Kielce Wydział ds. Wykroczeń i Przestęp...</td>\n",
       "      <td>KI KMP Kielce</td>\n",
       "      <td>KW 5192/14/K</td>\n",
       "      <td>WOJ. ŚWIĘTOKRZYSKIE</td>\n",
       "      <td>BODZENTYN - OBSZAR MIEJSKI</td>\n",
       "      <td>POWIAT KIELECKI</td>\n",
       "      <td>BODZENTYN</td>\n",
       "      <td>SUCHEDNIOWSKA</td>\n",
       "      <td>63</td>\n",
       "      <td>...</td>\n",
       "      <td>15.1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>20*56'101</td>\n",
       "      <td>50*56'832</td>\n",
       "      <td></td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98714132</th>\n",
       "      <td>KI KPP Ostrowiec Św.</td>\n",
       "      <td>KI Komisariat Ćmielów</td>\n",
       "      <td>KI KPP Ostrowiec Św.</td>\n",
       "      <td>KW SWD-19502/14/W</td>\n",
       "      <td>WOJ. ŚWIĘTOKRZYSKIE</td>\n",
       "      <td>BODZECHÓW - OBSZAR WIEJSKI</td>\n",
       "      <td>POWIAT OSTROWIECKI</td>\n",
       "      <td>MIŁKÓW</td>\n",
       "      <td>OSTROWIECKA</td>\n",
       "      <td>100</td>\n",
       "      <td>...</td>\n",
       "      <td>73.9</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>21*22'389</td>\n",
       "      <td>50*53'420</td>\n",
       "      <td></td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98710998</th>\n",
       "      <td>KI KMP Kielce</td>\n",
       "      <td>KI KMP Kielce Wydział ds. Wykroczeń i Przestęp...</td>\n",
       "      <td>KI KMP Kielce</td>\n",
       "      <td>KW 5193/14/W</td>\n",
       "      <td>WOJ. ŚWIĘTOKRZYSKIE</td>\n",
       "      <td>KIELCE - OBSZAR MIEJSKI</td>\n",
       "      <td>POWIAT KIELCE</td>\n",
       "      <td>KIELCE</td>\n",
       "      <td>CZĘSTOCHOWSKA</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>P</td>\n",
       "      <td></td>\n",
       "      <td>07</td>\n",
       "      <td>20*36'208</td>\n",
       "      <td>50*53'178</td>\n",
       "      <td></td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98709034</th>\n",
       "      <td>KI KPP Końskie</td>\n",
       "      <td>KI KPP Końskie</td>\n",
       "      <td>KI KPP Końskie</td>\n",
       "      <td>Nr Rejestru 566/14/K</td>\n",
       "      <td>WOJ. ŚWIĘTOKRZYSKIE</td>\n",
       "      <td>GOWARCZÓW - OBSZAR WIEJSKI</td>\n",
       "      <td>POWIAT KONECKI</td>\n",
       "      <td>BĘBNÓW</td>\n",
       "      <td>WSCHODNIA</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>20*25'126</td>\n",
       "      <td>51*14'205</td>\n",
       "      <td></td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98709185</th>\n",
       "      <td>KI KPP Staszów</td>\n",
       "      <td>KI Komisariat Połaniec</td>\n",
       "      <td>KI KPP Staszów</td>\n",
       "      <td>Ldz 487/14/K</td>\n",
       "      <td>WOJ. ŚWIĘTOKRZYSKIE</td>\n",
       "      <td>ŁUBNICE - OBSZAR WIEJSKI</td>\n",
       "      <td>POWIAT STASZOWSKI</td>\n",
       "      <td>WILKOWA</td>\n",
       "      <td></td>\n",
       "      <td>57</td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>21*09'469</td>\n",
       "      <td>50*27'133</td>\n",
       "      <td></td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 38 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "             JEDNOSTKA_MIEJSCA  \\\n",
       "ID                               \n",
       "98711976         KI KMP Kielce   \n",
       "98714132  KI KPP Ostrowiec Św.   \n",
       "98710998         KI KMP Kielce   \n",
       "98709034        KI KPP Końskie   \n",
       "98709185        KI KPP Staszów   \n",
       "\n",
       "                                      JEDNOSTKA_LIKWIDUJACA  \\\n",
       "ID                                                            \n",
       "98711976  KI KMP Kielce Wydział ds. Wykroczeń i Przestęp...   \n",
       "98714132                              KI Komisariat Ćmielów   \n",
       "98710998  KI KMP Kielce Wydział ds. Wykroczeń i Przestęp...   \n",
       "98709034                                     KI KPP Końskie   \n",
       "98709185                             KI Komisariat Połaniec   \n",
       "\n",
       "           JEDNOSTKA_OPERATORA                 NR_KW                  WOJ  \\\n",
       "ID                                                                          \n",
       "98711976         KI KMP Kielce          KW 5192/14/K  WOJ. ŚWIĘTOKRZYSKIE   \n",
       "98714132  KI KPP Ostrowiec Św.     KW SWD-19502/14/W  WOJ. ŚWIĘTOKRZYSKIE   \n",
       "98710998         KI KMP Kielce          KW 5193/14/W  WOJ. ŚWIĘTOKRZYSKIE   \n",
       "98709034        KI KPP Końskie  Nr Rejestru 566/14/K  WOJ. ŚWIĘTOKRZYSKIE   \n",
       "98709185        KI KPP Staszów          Ldz 487/14/K  WOJ. ŚWIĘTOKRZYSKIE   \n",
       "\n",
       "                               GMINA              POWIAT MIEJSCOWOSC  \\\n",
       "ID                                                                     \n",
       "98711976  BODZENTYN - OBSZAR MIEJSKI     POWIAT KIELECKI   BODZENTYN   \n",
       "98714132  BODZECHÓW - OBSZAR WIEJSKI  POWIAT OSTROWIECKI      MIŁKÓW   \n",
       "98710998     KIELCE - OBSZAR MIEJSKI       POWIAT KIELCE      KIELCE   \n",
       "98709034  GOWARCZÓW - OBSZAR WIEJSKI      POWIAT KONECKI      BĘBNÓW   \n",
       "98709185    ŁUBNICE - OBSZAR WIEJSKI   POWIAT STASZOWSKI     WILKOWA   \n",
       "\n",
       "            ULICA_ADRES NUMER_DOMU   ...    KM_HM ODLEGLOSC_SKRZYZ KIERUNEK  \\\n",
       "ID                                   ...                                      \n",
       "98711976  SUCHEDNIOWSKA         63   ...     15.1                             \n",
       "98714132    OSTROWIECKA        100   ...     73.9                             \n",
       "98710998  CZĘSTOCHOWSKA              ...                                      \n",
       "98709034      WSCHODNIA              ...                                      \n",
       "98709185                        57   ...                                      \n",
       "\n",
       "          ZSSD_KOD2 STREFA_ZAMIESZKALA SKRZ_KOD  WSP_GPS_X  WSP_GPS_Y  \\\n",
       "ID                                                                      \n",
       "98711976                                         20*56'101  50*56'832   \n",
       "98714132                                         21*22'389  50*53'420   \n",
       "98710998          P                          07  20*36'208  50*53'178   \n",
       "98709034                                         20*25'126  51*14'205   \n",
       "98709185                                         21*09'469  50*27'133   \n",
       "\n",
       "         spip_kod SSUP_KOD  \n",
       "ID                          \n",
       "98711976              None  \n",
       "98714132              None  \n",
       "98710998              None  \n",
       "98709034              None  \n",
       "98709185              None  \n",
       "\n",
       "[5 rows x 38 columns]"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "zd.tail()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Wywołanie całej tabeli spowoduje pokazanie 30 pierwszych rekordów, kropki i 30 ostatnich rekordów."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>JEDNOSTKA_MIEJSCA</th>\n",
       "      <th>JEDNOSTKA_LIKWIDUJACA</th>\n",
       "      <th>JEDNOSTKA_OPERATORA</th>\n",
       "      <th>NR_KW</th>\n",
       "      <th>WOJ</th>\n",
       "      <th>GMINA</th>\n",
       "      <th>POWIAT</th>\n",
       "      <th>MIEJSCOWOSC</th>\n",
       "      <th>ULICA_ADRES</th>\n",
       "      <th>NUMER_DOMU</th>\n",
       "      <th>...</th>\n",
       "      <th>KM_HM</th>\n",
       "      <th>ODLEGLOSC_SKRZYZ</th>\n",
       "      <th>KIERUNEK</th>\n",
       "      <th>ZSSD_KOD2</th>\n",
       "      <th>STREFA_ZAMIESZKALA</th>\n",
       "      <th>SKRZ_KOD</th>\n",
       "      <th>WSP_GPS_X</th>\n",
       "      <th>WSP_GPS_Y</th>\n",
       "      <th>spip_kod</th>\n",
       "      <th>SSUP_KOD</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ID</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>98078604</th>\n",
       "      <td>WR KMP Wrocław</td>\n",
       "      <td>WR KMP Wrocław Wydział Ruchu Drogowego</td>\n",
       "      <td>WR KMP Wrocław</td>\n",
       "      <td>KW 142/14</td>\n",
       "      <td>WOJ. DOLNOŚLĄSKIE</td>\n",
       "      <td>WROCŁAW-PSIE POLE - OBSZAR MIE</td>\n",
       "      <td>POWIAT WROCŁAW</td>\n",
       "      <td>WROCŁAW</td>\n",
       "      <td>BOLESŁAWA KRZYWOUSTEGO</td>\n",
       "      <td>45</td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>17*04'223</td>\n",
       "      <td>51*08'150</td>\n",
       "      <td></td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98078600</th>\n",
       "      <td>WR KMP Legnica</td>\n",
       "      <td>WR KMP Legnica</td>\n",
       "      <td>WR KMP Legnica</td>\n",
       "      <td>KW 61/14</td>\n",
       "      <td>WOJ. DOLNOŚLĄSKIE</td>\n",
       "      <td>LEGNICA - OBSZAR MIEJSKI</td>\n",
       "      <td>POWIAT LEGNICA</td>\n",
       "      <td>LEGNICA</td>\n",
       "      <td>POZNAŃSKA</td>\n",
       "      <td>53</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>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98078790</th>\n",
       "      <td>WR KPP Oława</td>\n",
       "      <td></td>\n",
       "      <td>WR KPP Oława</td>\n",
       "      <td>KW 20/14</td>\n",
       "      <td>WOJ. DOLNOŚLĄSKIE</td>\n",
       "      <td>OŁAWA - OBSZAR MIEJSKI</td>\n",
       "      <td>POWIAT OŁAWSKI</td>\n",
       "      <td>OŁAWA</td>\n",
       "      <td>WILCZA</td>\n",
       "      <td>47</td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>06</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>A5</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98079143</th>\n",
       "      <td>WR KMP Wrocław</td>\n",
       "      <td>WR KMP Wrocław Wydział Ruchu Drogowego</td>\n",
       "      <td>WR KMP Wrocław</td>\n",
       "      <td>KW 82/14</td>\n",
       "      <td>WOJ. DOLNOŚLĄSKIE</td>\n",
       "      <td>WROCŁAW-STARE MIASTO - OBSZAR</td>\n",
       "      <td>POWIAT WROCŁAW</td>\n",
       "      <td>WROCŁAW</td>\n",
       "      <td>KRUSZWICKA</td>\n",
       "      <td>19</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>A5</td>\n",
       "      <td>89</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98077047</th>\n",
       "      <td>WR KPP Lubin</td>\n",
       "      <td>WR KPP Lubin Wydział Ruchu Drogowego</td>\n",
       "      <td>WR KPP Lubin</td>\n",
       "      <td>KW E17/14</td>\n",
       "      <td>WOJ. DOLNOŚLĄSKIE</td>\n",
       "      <td>LUBIN - OBSZAR WIEJSKI</td>\n",
       "      <td>POWIAT LUBIŃSKI</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td>12.6</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>08</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98077086</th>\n",
       "      <td>WR KMP Wrocław</td>\n",
       "      <td>WR KMP Wrocław Wydział Ruchu Drogowego</td>\n",
       "      <td>WR KMP Wrocław</td>\n",
       "      <td>KW 74/14</td>\n",
       "      <td>WOJ. DOLNOŚLĄSKIE</td>\n",
       "      <td>WROCŁAW-FABRYCZNA - OBSZAR MIE</td>\n",
       "      <td>POWIAT WROCŁAW</td>\n",
       "      <td>WROCŁAW</td>\n",
       "      <td>KOSMONAUTÓW</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>A8</td>\n",
       "      <td></td>\n",
       "      <td>07</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98078603</th>\n",
       "      <td>WR KMP Wrocław</td>\n",
       "      <td>WR KMP Wrocław Wydział Ruchu Drogowego</td>\n",
       "      <td>WR KMP Wrocław</td>\n",
       "      <td>KW 139/14</td>\n",
       "      <td>WOJ. DOLNOŚLĄSKIE</td>\n",
       "      <td>KĄTY WROCŁAWSKIE - OBSZAR WIEJ</td>\n",
       "      <td>POWIAT WROCŁAWSKI</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td>300</td>\n",
       "      <td>BOGDASZOWICE</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98076909</th>\n",
       "      <td>WR KPP Góra</td>\n",
       "      <td>WR KPP Góra</td>\n",
       "      <td>WR KPP Góra</td>\n",
       "      <td>KW 13/14</td>\n",
       "      <td>WOJ. DOLNOŚLĄSKIE</td>\n",
       "      <td>GÓRA - OBSZAR WIEJSKI</td>\n",
       "      <td>POWIAT GÓROWSKI</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td>2.5</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>08</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98077048</th>\n",
       "      <td>WR KMP Jelenia Góra</td>\n",
       "      <td>WR Komisariat Karpacz</td>\n",
       "      <td>WR KMP Jelenia Góra</td>\n",
       "      <td>KW 60/14</td>\n",
       "      <td>WOJ. DOLNOŚLĄSKIE</td>\n",
       "      <td>MYSŁAKOWICE - OBSZAR WIEJSKI</td>\n",
       "      <td>POWIAT JELENIOGÓRSKI</td>\n",
       "      <td>MYSŁAKOWICE</td>\n",
       "      <td>STAWOWA</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td>50</td>\n",
       "      <td>JELENIA GÓRA</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98078583</th>\n",
       "      <td>WR KMP Legnica</td>\n",
       "      <td>WR KMP Legnica</td>\n",
       "      <td>WR KMP Legnica</td>\n",
       "      <td>KW 56/14</td>\n",
       "      <td>WOJ. DOLNOŚLĄSKIE</td>\n",
       "      <td>LEGNICA - OBSZAR MIEJSKI</td>\n",
       "      <td>POWIAT LEGNICA</td>\n",
       "      <td>LEGNICA</td>\n",
       "      <td>ALEJA RZECZYPOSPOLITEJ</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td>12</td>\n",
       "      <td>MONIUSZKI</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98077092</th>\n",
       "      <td>WR KMP Wrocław</td>\n",
       "      <td>WR KMP Wrocław Wydział Ruchu Drogowego</td>\n",
       "      <td>WR KMP Wrocław</td>\n",
       "      <td>KW 189/14</td>\n",
       "      <td>WOJ. DOLNOŚLĄSKIE</td>\n",
       "      <td>WROCŁAW-ŚRÓDMIEŚCIE - OBSZAR M</td>\n",
       "      <td>POWIAT WROCŁAW</td>\n",
       "      <td>WROCŁAW</td>\n",
       "      <td>PLAC STANISŁAWA STASZICA</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>16</td>\n",
       "      <td></td>\n",
       "      <td>07</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98077032</th>\n",
       "      <td>WR KMP Jelenia Góra</td>\n",
       "      <td>WR Komisariat Kowary</td>\n",
       "      <td>WR KMP Jelenia Góra</td>\n",
       "      <td>KW 66/14</td>\n",
       "      <td>WOJ. DOLNOŚLĄSKIE</td>\n",
       "      <td>MYSŁAKOWICE - OBSZAR WIEJSKI</td>\n",
       "      <td>POWIAT JELENIOGÓRSKI</td>\n",
       "      <td>ŁOMNICA</td>\n",
       "      <td>ŚWIERCZEWSKIEGO</td>\n",
       "      <td>111A</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>90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98079691</th>\n",
       "      <td>WR KPP Ząbkowice Śląskie</td>\n",
       "      <td>WR KPP Ząbkowice Śląskie</td>\n",
       "      <td>WR KPP Ząbkowice Śląskie</td>\n",
       "      <td>KW 19/14</td>\n",
       "      <td>WOJ. DOLNOŚLĄSKIE</td>\n",
       "      <td>ZŁOTY STOK - OBSZAR WIEJSKI</td>\n",
       "      <td>POWIAT ZĄBKOWICKI</td>\n",
       "      <td>CHWALISŁAW</td>\n",
       "      <td></td>\n",
       "      <td>111</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>90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98078537</th>\n",
       "      <td>WR KPP Lubin</td>\n",
       "      <td>WR KPP Lubin Wydział Ruchu Drogowego</td>\n",
       "      <td>WR KPP Lubin</td>\n",
       "      <td>KW E47/14</td>\n",
       "      <td>WOJ. DOLNOŚLĄSKIE</td>\n",
       "      <td>LUBIN - OBSZAR MIEJSKI</td>\n",
       "      <td>POWIAT LUBIŃSKI</td>\n",
       "      <td>LUBIN</td>\n",
       "      <td>HUTNICZA</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td>100</td>\n",
       "      <td>UL. BOLESŁAWA KRUPIŃSKIEGO</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98079925</th>\n",
       "      <td>WR KPP Środa Śląska</td>\n",
       "      <td>WR KPP Środa Śląska</td>\n",
       "      <td>WR KPP Środa Śląska</td>\n",
       "      <td>KW 17/14</td>\n",
       "      <td>WOJ. DOLNOŚLĄSKIE</td>\n",
       "      <td>MIĘKINIA - OBSZAR WIEJSKI</td>\n",
       "      <td>POWIAT ŚREDZKI</td>\n",
       "      <td>LUBIATÓW</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td>9.8</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>90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98079413</th>\n",
       "      <td>WR KMP Wrocław</td>\n",
       "      <td>WR KMP Wrocław Wydział Ruchu Drogowego</td>\n",
       "      <td>WR KMP Wrocław</td>\n",
       "      <td>KW 399/14</td>\n",
       "      <td>WOJ. DOLNOŚLĄSKIE</td>\n",
       "      <td>WROCŁAW-STARE MIASTO - OBSZAR</td>\n",
       "      <td>POWIAT WROCŁAW</td>\n",
       "      <td>WROCŁAW</td>\n",
       "      <td>JĘCZMIENNA</td>\n",
       "      <td>13</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>A5</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98079457</th>\n",
       "      <td>WR KPP Zgorzelec</td>\n",
       "      <td></td>\n",
       "      <td>WR KPP Zgorzelec</td>\n",
       "      <td>KW 68/14</td>\n",
       "      <td>WOJ. DOLNOŚLĄSKIE</td>\n",
       "      <td>ZAWIDÓW - OBSZAR MIEJSKI</td>\n",
       "      <td>POWIAT ZGORZELECKI</td>\n",
       "      <td>ZAWIDÓW</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td>.4</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>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98078584</th>\n",
       "      <td>WR KMP Wrocław</td>\n",
       "      <td>WR KMP Wrocław Wydział Ruchu Drogowego</td>\n",
       "      <td>WR KMP Wrocław</td>\n",
       "      <td>KW 111/14</td>\n",
       "      <td>WOJ. DOLNOŚLĄSKIE</td>\n",
       "      <td>SIECHNICE - OBSZAR WIEJSKI</td>\n",
       "      <td>POWIAT WROCŁAWSKI</td>\n",
       "      <td>ŻERNIKI WROCŁAWSKIE</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td>7.7</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>A5</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98077102</th>\n",
       "      <td>WR KMP Wrocław</td>\n",
       "      <td>WR KMP Wrocław Wydział Ruchu Drogowego</td>\n",
       "      <td>WR KMP Wrocław</td>\n",
       "      <td>KW 203/14</td>\n",
       "      <td>WOJ. DOLNOŚLĄSKIE</td>\n",
       "      <td>WROCŁAW-STARE MIASTO - OBSZAR</td>\n",
       "      <td>POWIAT WROCŁAW</td>\n",
       "      <td>WROCŁAW</td>\n",
       "      <td>GRODZKA</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>16</td>\n",
       "      <td></td>\n",
       "      <td>07</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98078844</th>\n",
       "      <td>WR KPP Bolesławiec</td>\n",
       "      <td></td>\n",
       "      <td>WR KPP Bolesławiec</td>\n",
       "      <td>KW 78/14</td>\n",
       "      <td>WOJ. DOLNOŚLĄSKIE</td>\n",
       "      <td>BOLESŁAWIEC - OBSZAR MIEJSKI</td>\n",
       "      <td>POWIAT BOLESŁAWIECKI</td>\n",
       "      <td>BOLESŁAWIEC</td>\n",
       "      <td>STAROSZKOLNA</td>\n",
       "      <td>6</td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>07</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98077987</th>\n",
       "      <td>WR Posterunek Dobromierz</td>\n",
       "      <td>WR Komisariat Strzegom</td>\n",
       "      <td>WR KPP Świdnica</td>\n",
       "      <td>KW 58/14</td>\n",
       "      <td>WOJ. DOLNOŚLĄSKIE</td>\n",
       "      <td>DOBROMIERZ - OBSZAR WIEJSKI</td>\n",
       "      <td>POWIAT ŚWIDNICKI</td>\n",
       "      <td>ROZTOKA</td>\n",
       "      <td>3 MAJA</td>\n",
       "      <td>101</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>03</td>\n",
       "      <td>90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98077064</th>\n",
       "      <td>WR KMP Jelenia Góra</td>\n",
       "      <td>WR Komisariat Karpacz</td>\n",
       "      <td>WR KMP Jelenia Góra</td>\n",
       "      <td>KW 99/14</td>\n",
       "      <td>WOJ. DOLNOŚLĄSKIE</td>\n",
       "      <td>KARPACZ - OBSZAR MIEJSKI</td>\n",
       "      <td>POWIAT JELENIOGÓRSKI</td>\n",
       "      <td>KARPACZ</td>\n",
       "      <td>KONSTYTUCJI 3 MAJA</td>\n",
       "      <td>35</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>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98077130</th>\n",
       "      <td>WR KMP Wrocław</td>\n",
       "      <td>WR KMP Wrocław Wydział Ruchu Drogowego</td>\n",
       "      <td>WR KMP Wrocław</td>\n",
       "      <td>KW 430/14</td>\n",
       "      <td>WOJ. DOLNOŚLĄSKIE</td>\n",
       "      <td>WROCŁAW-FABRYCZNA - OBSZAR MIE</td>\n",
       "      <td>POWIAT WROCŁAW</td>\n",
       "      <td>WROCŁAW</td>\n",
       "      <td>LOTNICZA</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>GM</td>\n",
       "      <td></td>\n",
       "      <td>07</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98080152</th>\n",
       "      <td>WR KMP Wrocław</td>\n",
       "      <td>WR KMP Wrocław Wydział Ruchu Drogowego</td>\n",
       "      <td>WR KMP Wrocław</td>\n",
       "      <td>KW 516/14</td>\n",
       "      <td>WOJ. DOLNOŚLĄSKIE</td>\n",
       "      <td>KĄTY WROCŁAWSKIE - OBSZAR WIEJ</td>\n",
       "      <td>POWIAT WROCŁAWSKI</td>\n",
       "      <td>GNIECHOWICE</td>\n",
       "      <td>WROCŁAWSKA</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td>75.2</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>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98079916</th>\n",
       "      <td>WR KPP Środa Śląska</td>\n",
       "      <td>WR KPP Środa Śląska</td>\n",
       "      <td>WR KPP Środa Śląska</td>\n",
       "      <td>KW 14/14</td>\n",
       "      <td>WOJ. DOLNOŚLĄSKIE</td>\n",
       "      <td>MIĘKINIA - OBSZAR WIEJSKI</td>\n",
       "      <td>POWIAT ŚREDZKI</td>\n",
       "      <td>PISARZOWICE</td>\n",
       "      <td>WROCŁAWSKA</td>\n",
       "      <td>46</td>\n",
       "      <td>...</td>\n",
       "      <td>2</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>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98237041</th>\n",
       "      <td>WR Komisariat Świebodzice</td>\n",
       "      <td>WR Komisariat Świebodzice</td>\n",
       "      <td>WR KPP Świdnica</td>\n",
       "      <td>KW 181/14</td>\n",
       "      <td>WOJ. DOLNOŚLĄSKIE</td>\n",
       "      <td>ŚWIEBODZICE - OBSZAR MIEJSKI</td>\n",
       "      <td>POWIAT ŚWIDNICKI</td>\n",
       "      <td>ŚWIEBODZICE</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td>30.9</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>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98079434</th>\n",
       "      <td>WR KMP Wrocław</td>\n",
       "      <td>WR KMP Wrocław Wydział Ruchu Drogowego</td>\n",
       "      <td>WR KMP Wrocław</td>\n",
       "      <td>KW 472/14</td>\n",
       "      <td>WOJ. DOLNOŚLĄSKIE</td>\n",
       "      <td>WROCŁAW-PSIE POLE - OBSZAR MIE</td>\n",
       "      <td>POWIAT WROCŁAW</td>\n",
       "      <td>WROCŁAW</td>\n",
       "      <td>SUŁOWSKA</td>\n",
       "      <td>11</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>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98079299</th>\n",
       "      <td>WR Komisariat I Wałbrzych</td>\n",
       "      <td>WR KMP Wałbrzych Wydział Ruchu Drogowego</td>\n",
       "      <td>WR KMP Wałbrzych</td>\n",
       "      <td>KW 107/14</td>\n",
       "      <td>WOJ. DOLNOŚLĄSKIE</td>\n",
       "      <td>WAŁBRZYCH - OBSZAR MIEJSKI</td>\n",
       "      <td>POWIAT WAŁBRZYCH</td>\n",
       "      <td>WAŁBRZYCH</td>\n",
       "      <td>DŁUGA</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td>1.1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>07</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98077073</th>\n",
       "      <td>WR KMP Wrocław</td>\n",
       "      <td>WR KMP Wrocław Wydział Ruchu Drogowego</td>\n",
       "      <td>WR KMP Wrocław</td>\n",
       "      <td>KW 21/14</td>\n",
       "      <td>WOJ. DOLNOŚLĄSKIE</td>\n",
       "      <td>WROCŁAW-KRZYKI - OBSZAR MIEJSK</td>\n",
       "      <td>POWIAT WROCŁAW</td>\n",
       "      <td>WROCŁAW</td>\n",
       "      <td>GEN. KAZIMIERZA PUŁASKIEGO</td>\n",
       "      <td>22</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>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98080374</th>\n",
       "      <td>WR KPP Bolesławiec</td>\n",
       "      <td></td>\n",
       "      <td>WR KPP Bolesławiec</td>\n",
       "      <td>KW 7/14</td>\n",
       "      <td>WOJ. DOLNOŚLĄSKIE</td>\n",
       "      <td>NOWOGRODZIEC - OBSZAR WIEJSKI</td>\n",
       "      <td>POWIAT BOLESŁAWIECKI</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td>20.7</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>None</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",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98712349</th>\n",
       "      <td>KI KPP Sandomierz</td>\n",
       "      <td>KI Komisariat Koprzywnica</td>\n",
       "      <td>KI KPP Sandomierz</td>\n",
       "      <td>KW 746/14K</td>\n",
       "      <td>WOJ. ŚWIĘTOKRZYSKIE</td>\n",
       "      <td>SAMBORZEC - OBSZAR WIEJSKI</td>\n",
       "      <td>POWIAT SANDOMIERSKI</td>\n",
       "      <td>SAMBORZEC</td>\n",
       "      <td></td>\n",
       "      <td>69</td>\n",
       "      <td>...</td>\n",
       "      <td>198.5</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>21*39'230</td>\n",
       "      <td>50*38'530</td>\n",
       "      <td></td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98708683</th>\n",
       "      <td>KI KMP Kielce</td>\n",
       "      <td>KI KMP Kielce Wydział Ruchu Drogowego</td>\n",
       "      <td>KI KMP Kielce</td>\n",
       "      <td>KW 5186/14/K</td>\n",
       "      <td>WOJ. ŚWIĘTOKRZYSKIE</td>\n",
       "      <td>KIELCE - OBSZAR MIEJSKI</td>\n",
       "      <td>POWIAT KIELCE</td>\n",
       "      <td>KIELCE</td>\n",
       "      <td>ŚWIĘTOKRZYSKA</td>\n",
       "      <td>20</td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>20*38'446</td>\n",
       "      <td>50*52'475</td>\n",
       "      <td></td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98710158</th>\n",
       "      <td>KI KMP Kielce</td>\n",
       "      <td>KI Komisariat Chęciny</td>\n",
       "      <td>KI KMP Kielce</td>\n",
       "      <td>KW 5180/14/K</td>\n",
       "      <td>WOJ. ŚWIĘTOKRZYSKIE</td>\n",
       "      <td>CHĘCINY - OBSZAR MIEJSKI</td>\n",
       "      <td>POWIAT KIELECKI</td>\n",
       "      <td>CHĘCINY</td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>20*28'171</td>\n",
       "      <td>50*48'108</td>\n",
       "      <td></td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98711959</th>\n",
       "      <td>KI KMP Kielce</td>\n",
       "      <td>KI KMP Kielce Wydział ds. Wykroczeń i Przestęp...</td>\n",
       "      <td>KI KMP Kielce</td>\n",
       "      <td>KW 5198/14/K</td>\n",
       "      <td>WOJ. ŚWIĘTOKRZYSKIE</td>\n",
       "      <td>MORAWICA - OBSZAR WIEJSKI</td>\n",
       "      <td>POWIAT KIELECKI</td>\n",
       "      <td>BILCZA</td>\n",
       "      <td>KIELECKA</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>20*37'095</td>\n",
       "      <td>50*46'503</td>\n",
       "      <td>A5</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98712172</th>\n",
       "      <td>KI KPP Busko-Zdrój</td>\n",
       "      <td></td>\n",
       "      <td>KI KPP Busko-Zdrój</td>\n",
       "      <td>Nr Rejestru 723/14/K</td>\n",
       "      <td>WOJ. ŚWIĘTOKRZYSKIE</td>\n",
       "      <td>NOWY KORCZYN - OBSZAR WIEJSKI</td>\n",
       "      <td>POWIAT BUSKI</td>\n",
       "      <td>NOWY KORCZYN</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td>278</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>20*78'455</td>\n",
       "      <td>50*29'116</td>\n",
       "      <td></td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98710136</th>\n",
       "      <td>KI KMP Kielce</td>\n",
       "      <td>KI Komisariat Strawczyn</td>\n",
       "      <td>KI KMP Kielce</td>\n",
       "      <td>KW 5181/14/K</td>\n",
       "      <td>WOJ. ŚWIĘTOKRZYSKIE</td>\n",
       "      <td>MNIÓW - OBSZAR WIEJSKI</td>\n",
       "      <td>POWIAT KIELECKI</td>\n",
       "      <td>MNIÓW</td>\n",
       "      <td>KIELECKA</td>\n",
       "      <td>56</td>\n",
       "      <td>...</td>\n",
       "      <td>62.6</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>20*40'462</td>\n",
       "      <td>51*01'180</td>\n",
       "      <td>A5</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98708690</th>\n",
       "      <td>KI KMP Kielce</td>\n",
       "      <td>KI KMP Kielce Wydział ds. Wykroczeń i Przestęp...</td>\n",
       "      <td>KI KMP Kielce</td>\n",
       "      <td>KW 5187/14/K</td>\n",
       "      <td>WOJ. ŚWIĘTOKRZYSKIE</td>\n",
       "      <td>DALESZYCE - OBSZAR WIEJSKI</td>\n",
       "      <td>POWIAT KIELECKI</td>\n",
       "      <td>SUKÓW</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td>500</td>\n",
       "      <td>W764</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>20*41'138</td>\n",
       "      <td>50*49'098</td>\n",
       "      <td>08</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98708448</th>\n",
       "      <td>KI KPP Sandomierz</td>\n",
       "      <td>KI Komisariat Koprzywnica</td>\n",
       "      <td>KI KPP Sandomierz</td>\n",
       "      <td>KW 10903/744/14K</td>\n",
       "      <td>WOJ. ŚWIĘTOKRZYSKIE</td>\n",
       "      <td>SAMBORZEC - OBSZAR WIEJSKI</td>\n",
       "      <td>POWIAT SANDOMIERSKI</td>\n",
       "      <td>STROCHCICE</td>\n",
       "      <td></td>\n",
       "      <td>13</td>\n",
       "      <td>...</td>\n",
       "      <td>192.8</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>21*42'500</td>\n",
       "      <td>50*40'070</td>\n",
       "      <td>A5</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98708714</th>\n",
       "      <td>KI KMP Kielce</td>\n",
       "      <td>KI KMP Kielce Wydział Ruchu Drogowego</td>\n",
       "      <td>KI KMP Kielce</td>\n",
       "      <td>KW 5190/14/K</td>\n",
       "      <td>WOJ. ŚWIĘTOKRZYSKIE</td>\n",
       "      <td>KIELCE - OBSZAR MIEJSKI</td>\n",
       "      <td>POWIAT KIELCE</td>\n",
       "      <td>KIELCE</td>\n",
       "      <td>ŹRÓDŁOWA</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>78</td>\n",
       "      <td></td>\n",
       "      <td>07</td>\n",
       "      <td>20*38'247</td>\n",
       "      <td>50*51'462</td>\n",
       "      <td></td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98712187</th>\n",
       "      <td>KI KPP Busko-Zdrój</td>\n",
       "      <td></td>\n",
       "      <td>KI KPP Busko-Zdrój</td>\n",
       "      <td>Nr Rejestru 724/14/K</td>\n",
       "      <td>WOJ. ŚWIĘTOKRZYSKIE</td>\n",
       "      <td>BUSKO-ZDRÓJ - OBSZAR MIEJSKI</td>\n",
       "      <td>POWIAT BUSKI</td>\n",
       "      <td>BUSKO-ZDRÓJ</td>\n",
       "      <td>DMOWSKIEGO</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td>1.6</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>20*93'262</td>\n",
       "      <td>50*44'058</td>\n",
       "      <td></td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98709445</th>\n",
       "      <td>KI KPP Starachowice Wydział Ruchu Drogowego</td>\n",
       "      <td>KI KPP Starachowice Wydział Ruchu Drogowego</td>\n",
       "      <td>KI KPP Starachowice</td>\n",
       "      <td>Ldz 736/14/K</td>\n",
       "      <td>WOJ. ŚWIĘTOKRZYSKIE</td>\n",
       "      <td>STARACHOWICE - OBSZAR MIEJSKI</td>\n",
       "      <td>POWIAT STARACHOWICKI</td>\n",
       "      <td>STARACHOWICE</td>\n",
       "      <td>AL.WYZWOLENIA</td>\n",
       "      <td>25</td>\n",
       "      <td>...</td>\n",
       "      <td>267.3</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>21*07'336</td>\n",
       "      <td>51*03'511</td>\n",
       "      <td></td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98708540</th>\n",
       "      <td>KI KPP Ostrowiec Św.</td>\n",
       "      <td>KI KPP Ostrowiec Św. Wydział Ruchu Drogowego</td>\n",
       "      <td>KI KPP Ostrowiec Św.</td>\n",
       "      <td>KW SWD-19475/14/K</td>\n",
       "      <td>WOJ. ŚWIĘTOKRZYSKIE</td>\n",
       "      <td>OSTROWIEC ŚWIĘTOKRZYSKI - OBSZ</td>\n",
       "      <td>POWIAT OSTROWIECKI</td>\n",
       "      <td>OSTROWIEC ŚWIĘTOKRZYSKI</td>\n",
       "      <td>OSIEDLE SŁONECZNE</td>\n",
       "      <td>36</td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>T</td>\n",
       "      <td></td>\n",
       "      <td>21*23'320</td>\n",
       "      <td>50*56'430</td>\n",
       "      <td></td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98712250</th>\n",
       "      <td>KI KPP Busko-Zdrój</td>\n",
       "      <td></td>\n",
       "      <td>KI KPP Busko-Zdrój</td>\n",
       "      <td>Nr Rejestru 727/14/K</td>\n",
       "      <td>WOJ. ŚWIĘTOKRZYSKIE</td>\n",
       "      <td>BUSKO-ZDRÓJ - OBSZAR MIEJSKI</td>\n",
       "      <td>POWIAT BUSKI</td>\n",
       "      <td>BUSKO-ZDRÓJ</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>20*42'566</td>\n",
       "      <td>50*28'533</td>\n",
       "      <td>A5</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98709290</th>\n",
       "      <td>KI KPP Staszów</td>\n",
       "      <td>KI KPP Staszów Wydział Ruchu Drogowego</td>\n",
       "      <td>KI KPP Staszów</td>\n",
       "      <td>Ldz 488/14/K</td>\n",
       "      <td>WOJ. ŚWIĘTOKRZYSKIE</td>\n",
       "      <td>ŁUBNICE - OBSZAR WIEJSKI</td>\n",
       "      <td>POWIAT STASZOWSKI</td>\n",
       "      <td>BUDZISKA</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>21*12'411</td>\n",
       "      <td>50*22'311</td>\n",
       "      <td></td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98708697</th>\n",
       "      <td>KI KMP Kielce</td>\n",
       "      <td>KI KMP Kielce Wydział Ruchu Drogowego</td>\n",
       "      <td>KI KMP Kielce</td>\n",
       "      <td>KW 5188/14/K</td>\n",
       "      <td>WOJ. ŚWIĘTOKRZYSKIE</td>\n",
       "      <td>MASŁÓW - OBSZAR WIEJSKI</td>\n",
       "      <td>POWIAT KIELECKI</td>\n",
       "      <td>WIŚNIÓWKA</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td>.3</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>20*40'209</td>\n",
       "      <td>50*56'064</td>\n",
       "      <td></td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98708676</th>\n",
       "      <td>KI KMP Kielce</td>\n",
       "      <td>KI KMP Kielce Wydział Ruchu Drogowego</td>\n",
       "      <td>KI KMP Kielce</td>\n",
       "      <td>KW 5185/14/K</td>\n",
       "      <td>WOJ. ŚWIĘTOKRZYSKIE</td>\n",
       "      <td>KIELCE - OBSZAR MIEJSKI</td>\n",
       "      <td>POWIAT KIELCE</td>\n",
       "      <td>KIELCE</td>\n",
       "      <td>1-GO MAJA</td>\n",
       "      <td>156</td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>20*36'525</td>\n",
       "      <td>50*53'141</td>\n",
       "      <td></td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98712197</th>\n",
       "      <td>KI KPP Busko-Zdrój</td>\n",
       "      <td></td>\n",
       "      <td>KI KPP Busko-Zdrój</td>\n",
       "      <td>Nr Rejestru 725/14/K</td>\n",
       "      <td>WOJ. ŚWIĘTOKRZYSKIE</td>\n",
       "      <td>BUSKO-ZDRÓJ - OBSZAR WIEJSKI</td>\n",
       "      <td>POWIAT BUSKI</td>\n",
       "      <td>BRONINA</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>20*72'212</td>\n",
       "      <td>50*47'240</td>\n",
       "      <td>A5</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98708530</th>\n",
       "      <td>KI KPP Ostrowiec Św.</td>\n",
       "      <td>KI KPP Ostrowiec Św. Wydział Ruchu Drogowego</td>\n",
       "      <td>KI KPP Ostrowiec Św.</td>\n",
       "      <td>KW SWD-19480/14/K</td>\n",
       "      <td>WOJ. ŚWIĘTOKRZYSKIE</td>\n",
       "      <td>OSTROWIEC ŚWIĘTOKRZYSKI - OBSZ</td>\n",
       "      <td>POWIAT OSTROWIECKI</td>\n",
       "      <td>OSTROWIEC ŚWIĘTOKRZYSKI</td>\n",
       "      <td>OSIEDLE OGRODY</td>\n",
       "      <td>36</td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>T</td>\n",
       "      <td></td>\n",
       "      <td>21*23'468</td>\n",
       "      <td>50*56'461</td>\n",
       "      <td></td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98709514</th>\n",
       "      <td>KI KMP Kielce</td>\n",
       "      <td>KI Komisariat Bodzentyn</td>\n",
       "      <td>KI KMP Kielce</td>\n",
       "      <td>KW 5182/14/K</td>\n",
       "      <td>WOJ. ŚWIĘTOKRZYSKIE</td>\n",
       "      <td>BODZENTYN - OBSZAR MIEJSKI</td>\n",
       "      <td>POWIAT KIELECKI</td>\n",
       "      <td>ŚWIĘTA KATARZYNA</td>\n",
       "      <td>ŻEROMSKIEGO</td>\n",
       "      <td>22</td>\n",
       "      <td>...</td>\n",
       "      <td>5.1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>20*52'931</td>\n",
       "      <td>50*54'360</td>\n",
       "      <td></td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98708655</th>\n",
       "      <td>KI KMP Kielce</td>\n",
       "      <td>KI KMP Kielce Wydział Ruchu Drogowego</td>\n",
       "      <td>KI KMP Kielce</td>\n",
       "      <td>KW 5183/14/K</td>\n",
       "      <td>WOJ. ŚWIĘTOKRZYSKIE</td>\n",
       "      <td>KIELCE - OBSZAR MIEJSKI</td>\n",
       "      <td>POWIAT KIELCE</td>\n",
       "      <td>KIELCE</td>\n",
       "      <td>WARSZAWSKA</td>\n",
       "      <td>147</td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>20*38'507</td>\n",
       "      <td>50*53'256</td>\n",
       "      <td></td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98711013</th>\n",
       "      <td>KI KMP Kielce</td>\n",
       "      <td>KI KMP Kielce Wydział ds. Wykroczeń i Przestęp...</td>\n",
       "      <td>KI KMP Kielce</td>\n",
       "      <td>KW 5197/14/K</td>\n",
       "      <td>WOJ. ŚWIĘTOKRZYSKIE</td>\n",
       "      <td>KIELCE - OBSZAR MIEJSKI</td>\n",
       "      <td>POWIAT KIELCE</td>\n",
       "      <td>KIELCE</td>\n",
       "      <td>KOŚCIUSZKI</td>\n",
       "      <td>12</td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>20*38'104</td>\n",
       "      <td>50*52'143</td>\n",
       "      <td>A4</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98712145</th>\n",
       "      <td>KI KMP Kielce</td>\n",
       "      <td>KI Komisariat Bodzentyn</td>\n",
       "      <td>KI KMP Kielce</td>\n",
       "      <td>KW 5200/14/K</td>\n",
       "      <td>WOJ. ŚWIĘTOKRZYSKIE</td>\n",
       "      <td>BODZENTYN - OBSZAR WIEJSKI</td>\n",
       "      <td>POWIAT KIELECKI</td>\n",
       "      <td>BODZENTYN</td>\n",
       "      <td></td>\n",
       "      <td>66</td>\n",
       "      <td>...</td>\n",
       "      <td>1.3</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>07</td>\n",
       "      <td>20*56'407</td>\n",
       "      <td>50*56'357</td>\n",
       "      <td></td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98708720</th>\n",
       "      <td>KI KMP Kielce</td>\n",
       "      <td>KI KMP Kielce Wydział Ruchu Drogowego</td>\n",
       "      <td>KI KMP Kielce</td>\n",
       "      <td>KW 5191/14/K</td>\n",
       "      <td>WOJ. ŚWIĘTOKRZYSKIE</td>\n",
       "      <td>KIELCE - OBSZAR MIEJSKI</td>\n",
       "      <td>POWIAT KIELCE</td>\n",
       "      <td>KIELCE</td>\n",
       "      <td>JESIONOWA</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>P</td>\n",
       "      <td></td>\n",
       "      <td>07</td>\n",
       "      <td>20*37'436</td>\n",
       "      <td>50*53'141</td>\n",
       "      <td></td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98711970</th>\n",
       "      <td>KI KMP Kielce</td>\n",
       "      <td>KI KMP Kielce Wydział ds. Wykroczeń i Przestęp...</td>\n",
       "      <td>KI KMP Kielce</td>\n",
       "      <td>KW 5195/14/K</td>\n",
       "      <td>WOJ. ŚWIĘTOKRZYSKIE</td>\n",
       "      <td>ZAGNAŃSK - OBSZAR WIEJSKI</td>\n",
       "      <td>POWIAT KIELECKI</td>\n",
       "      <td>ZACHEŁMIE</td>\n",
       "      <td></td>\n",
       "      <td>55</td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>20*41'901</td>\n",
       "      <td>50*58'425</td>\n",
       "      <td>08</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98708668</th>\n",
       "      <td>KI KMP Kielce</td>\n",
       "      <td>KI KMP Kielce Wydział Ruchu Drogowego</td>\n",
       "      <td>KI KMP Kielce</td>\n",
       "      <td>KW 5184/14/K</td>\n",
       "      <td>WOJ. ŚWIĘTOKRZYSKIE</td>\n",
       "      <td>KIELCE - OBSZAR MIEJSKI</td>\n",
       "      <td>POWIAT KIELCE</td>\n",
       "      <td>KIELCE</td>\n",
       "      <td>1-GO MAJA</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td>50</td>\n",
       "      <td>JAGIELLOŃSKA</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>20*61'571</td>\n",
       "      <td>50*88'514</td>\n",
       "      <td></td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98711976</th>\n",
       "      <td>KI KMP Kielce</td>\n",
       "      <td>KI KMP Kielce Wydział ds. Wykroczeń i Przestęp...</td>\n",
       "      <td>KI KMP Kielce</td>\n",
       "      <td>KW 5192/14/K</td>\n",
       "      <td>WOJ. ŚWIĘTOKRZYSKIE</td>\n",
       "      <td>BODZENTYN - OBSZAR MIEJSKI</td>\n",
       "      <td>POWIAT KIELECKI</td>\n",
       "      <td>BODZENTYN</td>\n",
       "      <td>SUCHEDNIOWSKA</td>\n",
       "      <td>63</td>\n",
       "      <td>...</td>\n",
       "      <td>15.1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>20*56'101</td>\n",
       "      <td>50*56'832</td>\n",
       "      <td></td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98714132</th>\n",
       "      <td>KI KPP Ostrowiec Św.</td>\n",
       "      <td>KI Komisariat Ćmielów</td>\n",
       "      <td>KI KPP Ostrowiec Św.</td>\n",
       "      <td>KW SWD-19502/14/W</td>\n",
       "      <td>WOJ. ŚWIĘTOKRZYSKIE</td>\n",
       "      <td>BODZECHÓW - OBSZAR WIEJSKI</td>\n",
       "      <td>POWIAT OSTROWIECKI</td>\n",
       "      <td>MIŁKÓW</td>\n",
       "      <td>OSTROWIECKA</td>\n",
       "      <td>100</td>\n",
       "      <td>...</td>\n",
       "      <td>73.9</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>21*22'389</td>\n",
       "      <td>50*53'420</td>\n",
       "      <td></td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98710998</th>\n",
       "      <td>KI KMP Kielce</td>\n",
       "      <td>KI KMP Kielce Wydział ds. Wykroczeń i Przestęp...</td>\n",
       "      <td>KI KMP Kielce</td>\n",
       "      <td>KW 5193/14/W</td>\n",
       "      <td>WOJ. ŚWIĘTOKRZYSKIE</td>\n",
       "      <td>KIELCE - OBSZAR MIEJSKI</td>\n",
       "      <td>POWIAT KIELCE</td>\n",
       "      <td>KIELCE</td>\n",
       "      <td>CZĘSTOCHOWSKA</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>P</td>\n",
       "      <td></td>\n",
       "      <td>07</td>\n",
       "      <td>20*36'208</td>\n",
       "      <td>50*53'178</td>\n",
       "      <td></td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98709034</th>\n",
       "      <td>KI KPP Końskie</td>\n",
       "      <td>KI KPP Końskie</td>\n",
       "      <td>KI KPP Końskie</td>\n",
       "      <td>Nr Rejestru 566/14/K</td>\n",
       "      <td>WOJ. ŚWIĘTOKRZYSKIE</td>\n",
       "      <td>GOWARCZÓW - OBSZAR WIEJSKI</td>\n",
       "      <td>POWIAT KONECKI</td>\n",
       "      <td>BĘBNÓW</td>\n",
       "      <td>WSCHODNIA</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>20*25'126</td>\n",
       "      <td>51*14'205</td>\n",
       "      <td></td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98709185</th>\n",
       "      <td>KI KPP Staszów</td>\n",
       "      <td>KI Komisariat Połaniec</td>\n",
       "      <td>KI KPP Staszów</td>\n",
       "      <td>Ldz 487/14/K</td>\n",
       "      <td>WOJ. ŚWIĘTOKRZYSKIE</td>\n",
       "      <td>ŁUBNICE - OBSZAR WIEJSKI</td>\n",
       "      <td>POWIAT STASZOWSKI</td>\n",
       "      <td>WILKOWA</td>\n",
       "      <td></td>\n",
       "      <td>57</td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>21*09'469</td>\n",
       "      <td>50*27'133</td>\n",
       "      <td></td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>382998 rows × 38 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                    JEDNOSTKA_MIEJSCA  \\\n",
       "ID                                                      \n",
       "98078604                               WR KMP Wrocław   \n",
       "98078600                               WR KMP Legnica   \n",
       "98078790                                 WR KPP Oława   \n",
       "98079143                               WR KMP Wrocław   \n",
       "98077047                                 WR KPP Lubin   \n",
       "98077086                               WR KMP Wrocław   \n",
       "98078603                               WR KMP Wrocław   \n",
       "98076909                                  WR KPP Góra   \n",
       "98077048                          WR KMP Jelenia Góra   \n",
       "98078583                               WR KMP Legnica   \n",
       "98077092                               WR KMP Wrocław   \n",
       "98077032                          WR KMP Jelenia Góra   \n",
       "98079691                     WR KPP Ząbkowice Śląskie   \n",
       "98078537                                 WR KPP Lubin   \n",
       "98079925                          WR KPP Środa Śląska   \n",
       "98079413                               WR KMP Wrocław   \n",
       "98079457                             WR KPP Zgorzelec   \n",
       "98078584                               WR KMP Wrocław   \n",
       "98077102                               WR KMP Wrocław   \n",
       "98078844                           WR KPP Bolesławiec   \n",
       "98077987                     WR Posterunek Dobromierz   \n",
       "98077064                          WR KMP Jelenia Góra   \n",
       "98077130                               WR KMP Wrocław   \n",
       "98080152                               WR KMP Wrocław   \n",
       "98079916                          WR KPP Środa Śląska   \n",
       "98237041                    WR Komisariat Świebodzice   \n",
       "98079434                               WR KMP Wrocław   \n",
       "98079299                    WR Komisariat I Wałbrzych   \n",
       "98077073                               WR KMP Wrocław   \n",
       "98080374                           WR KPP Bolesławiec   \n",
       "...                                               ...   \n",
       "98712349                            KI KPP Sandomierz   \n",
       "98708683                                KI KMP Kielce   \n",
       "98710158                                KI KMP Kielce   \n",
       "98711959                                KI KMP Kielce   \n",
       "98712172                           KI KPP Busko-Zdrój   \n",
       "98710136                                KI KMP Kielce   \n",
       "98708690                                KI KMP Kielce   \n",
       "98708448                            KI KPP Sandomierz   \n",
       "98708714                                KI KMP Kielce   \n",
       "98712187                           KI KPP Busko-Zdrój   \n",
       "98709445  KI KPP Starachowice Wydział Ruchu Drogowego   \n",
       "98708540                         KI KPP Ostrowiec Św.   \n",
       "98712250                           KI KPP Busko-Zdrój   \n",
       "98709290                               KI KPP Staszów   \n",
       "98708697                                KI KMP Kielce   \n",
       "98708676                                KI KMP Kielce   \n",
       "98712197                           KI KPP Busko-Zdrój   \n",
       "98708530                         KI KPP Ostrowiec Św.   \n",
       "98709514                                KI KMP Kielce   \n",
       "98708655                                KI KMP Kielce   \n",
       "98711013                                KI KMP Kielce   \n",
       "98712145                                KI KMP Kielce   \n",
       "98708720                                KI KMP Kielce   \n",
       "98711970                                KI KMP Kielce   \n",
       "98708668                                KI KMP Kielce   \n",
       "98711976                                KI KMP Kielce   \n",
       "98714132                         KI KPP Ostrowiec Św.   \n",
       "98710998                                KI KMP Kielce   \n",
       "98709034                               KI KPP Końskie   \n",
       "98709185                               KI KPP Staszów   \n",
       "\n",
       "                                      JEDNOSTKA_LIKWIDUJACA  \\\n",
       "ID                                                            \n",
       "98078604             WR KMP Wrocław Wydział Ruchu Drogowego   \n",
       "98078600                                     WR KMP Legnica   \n",
       "98078790                                                      \n",
       "98079143             WR KMP Wrocław Wydział Ruchu Drogowego   \n",
       "98077047               WR KPP Lubin Wydział Ruchu Drogowego   \n",
       "98077086             WR KMP Wrocław Wydział Ruchu Drogowego   \n",
       "98078603             WR KMP Wrocław Wydział Ruchu Drogowego   \n",
       "98076909                                        WR KPP Góra   \n",
       "98077048                              WR Komisariat Karpacz   \n",
       "98078583                                     WR KMP Legnica   \n",
       "98077092             WR KMP Wrocław Wydział Ruchu Drogowego   \n",
       "98077032                               WR Komisariat Kowary   \n",
       "98079691                           WR KPP Ząbkowice Śląskie   \n",
       "98078537               WR KPP Lubin Wydział Ruchu Drogowego   \n",
       "98079925                                WR KPP Środa Śląska   \n",
       "98079413             WR KMP Wrocław Wydział Ruchu Drogowego   \n",
       "98079457                                                      \n",
       "98078584             WR KMP Wrocław Wydział Ruchu Drogowego   \n",
       "98077102             WR KMP Wrocław Wydział Ruchu Drogowego   \n",
       "98078844                                                      \n",
       "98077987                             WR Komisariat Strzegom   \n",
       "98077064                              WR Komisariat Karpacz   \n",
       "98077130             WR KMP Wrocław Wydział Ruchu Drogowego   \n",
       "98080152             WR KMP Wrocław Wydział Ruchu Drogowego   \n",
       "98079916                                WR KPP Środa Śląska   \n",
       "98237041                          WR Komisariat Świebodzice   \n",
       "98079434             WR KMP Wrocław Wydział Ruchu Drogowego   \n",
       "98079299           WR KMP Wałbrzych Wydział Ruchu Drogowego   \n",
       "98077073             WR KMP Wrocław Wydział Ruchu Drogowego   \n",
       "98080374                                                      \n",
       "...                                                     ...   \n",
       "98712349                          KI Komisariat Koprzywnica   \n",
       "98708683              KI KMP Kielce Wydział Ruchu Drogowego   \n",
       "98710158                              KI Komisariat Chęciny   \n",
       "98711959  KI KMP Kielce Wydział ds. Wykroczeń i Przestęp...   \n",
       "98712172                                                      \n",
       "98710136                            KI Komisariat Strawczyn   \n",
       "98708690  KI KMP Kielce Wydział ds. Wykroczeń i Przestęp...   \n",
       "98708448                          KI Komisariat Koprzywnica   \n",
       "98708714              KI KMP Kielce Wydział Ruchu Drogowego   \n",
       "98712187                                                      \n",
       "98709445        KI KPP Starachowice Wydział Ruchu Drogowego   \n",
       "98708540       KI KPP Ostrowiec Św. Wydział Ruchu Drogowego   \n",
       "98712250                                                      \n",
       "98709290             KI KPP Staszów Wydział Ruchu Drogowego   \n",
       "98708697              KI KMP Kielce Wydział Ruchu Drogowego   \n",
       "98708676              KI KMP Kielce Wydział Ruchu Drogowego   \n",
       "98712197                                                      \n",
       "98708530       KI KPP Ostrowiec Św. Wydział Ruchu Drogowego   \n",
       "98709514                            KI Komisariat Bodzentyn   \n",
       "98708655              KI KMP Kielce Wydział Ruchu Drogowego   \n",
       "98711013  KI KMP Kielce Wydział ds. Wykroczeń i Przestęp...   \n",
       "98712145                            KI Komisariat Bodzentyn   \n",
       "98708720              KI KMP Kielce Wydział Ruchu Drogowego   \n",
       "98711970  KI KMP Kielce Wydział ds. Wykroczeń i Przestęp...   \n",
       "98708668              KI KMP Kielce Wydział Ruchu Drogowego   \n",
       "98711976  KI KMP Kielce Wydział ds. Wykroczeń i Przestęp...   \n",
       "98714132                              KI Komisariat Ćmielów   \n",
       "98710998  KI KMP Kielce Wydział ds. Wykroczeń i Przestęp...   \n",
       "98709034                                     KI KPP Końskie   \n",
       "98709185                             KI Komisariat Połaniec   \n",
       "\n",
       "               JEDNOSTKA_OPERATORA                 NR_KW                  WOJ  \\\n",
       "ID                                                                              \n",
       "98078604            WR KMP Wrocław             KW 142/14    WOJ. DOLNOŚLĄSKIE   \n",
       "98078600            WR KMP Legnica              KW 61/14    WOJ. DOLNOŚLĄSKIE   \n",
       "98078790              WR KPP Oława              KW 20/14    WOJ. DOLNOŚLĄSKIE   \n",
       "98079143            WR KMP Wrocław              KW 82/14    WOJ. DOLNOŚLĄSKIE   \n",
       "98077047              WR KPP Lubin             KW E17/14    WOJ. DOLNOŚLĄSKIE   \n",
       "98077086            WR KMP Wrocław              KW 74/14    WOJ. DOLNOŚLĄSKIE   \n",
       "98078603            WR KMP Wrocław             KW 139/14    WOJ. DOLNOŚLĄSKIE   \n",
       "98076909               WR KPP Góra              KW 13/14    WOJ. DOLNOŚLĄSKIE   \n",
       "98077048       WR KMP Jelenia Góra              KW 60/14    WOJ. DOLNOŚLĄSKIE   \n",
       "98078583            WR KMP Legnica              KW 56/14    WOJ. DOLNOŚLĄSKIE   \n",
       "98077092            WR KMP Wrocław             KW 189/14    WOJ. DOLNOŚLĄSKIE   \n",
       "98077032       WR KMP Jelenia Góra              KW 66/14    WOJ. DOLNOŚLĄSKIE   \n",
       "98079691  WR KPP Ząbkowice Śląskie              KW 19/14    WOJ. DOLNOŚLĄSKIE   \n",
       "98078537              WR KPP Lubin             KW E47/14    WOJ. DOLNOŚLĄSKIE   \n",
       "98079925       WR KPP Środa Śląska              KW 17/14    WOJ. DOLNOŚLĄSKIE   \n",
       "98079413            WR KMP Wrocław             KW 399/14    WOJ. DOLNOŚLĄSKIE   \n",
       "98079457          WR KPP Zgorzelec              KW 68/14    WOJ. DOLNOŚLĄSKIE   \n",
       "98078584            WR KMP Wrocław             KW 111/14    WOJ. DOLNOŚLĄSKIE   \n",
       "98077102            WR KMP Wrocław             KW 203/14    WOJ. DOLNOŚLĄSKIE   \n",
       "98078844        WR KPP Bolesławiec              KW 78/14    WOJ. DOLNOŚLĄSKIE   \n",
       "98077987           WR KPP Świdnica              KW 58/14    WOJ. DOLNOŚLĄSKIE   \n",
       "98077064       WR KMP Jelenia Góra              KW 99/14    WOJ. DOLNOŚLĄSKIE   \n",
       "98077130            WR KMP Wrocław             KW 430/14    WOJ. DOLNOŚLĄSKIE   \n",
       "98080152            WR KMP Wrocław             KW 516/14    WOJ. DOLNOŚLĄSKIE   \n",
       "98079916       WR KPP Środa Śląska              KW 14/14    WOJ. DOLNOŚLĄSKIE   \n",
       "98237041           WR KPP Świdnica             KW 181/14    WOJ. DOLNOŚLĄSKIE   \n",
       "98079434            WR KMP Wrocław             KW 472/14    WOJ. DOLNOŚLĄSKIE   \n",
       "98079299          WR KMP Wałbrzych             KW 107/14    WOJ. DOLNOŚLĄSKIE   \n",
       "98077073            WR KMP Wrocław              KW 21/14    WOJ. DOLNOŚLĄSKIE   \n",
       "98080374        WR KPP Bolesławiec               KW 7/14    WOJ. DOLNOŚLĄSKIE   \n",
       "...                            ...                   ...                  ...   \n",
       "98712349         KI KPP Sandomierz            KW 746/14K  WOJ. ŚWIĘTOKRZYSKIE   \n",
       "98708683             KI KMP Kielce          KW 5186/14/K  WOJ. ŚWIĘTOKRZYSKIE   \n",
       "98710158             KI KMP Kielce          KW 5180/14/K  WOJ. ŚWIĘTOKRZYSKIE   \n",
       "98711959             KI KMP Kielce          KW 5198/14/K  WOJ. ŚWIĘTOKRZYSKIE   \n",
       "98712172        KI KPP Busko-Zdrój  Nr Rejestru 723/14/K  WOJ. ŚWIĘTOKRZYSKIE   \n",
       "98710136             KI KMP Kielce          KW 5181/14/K  WOJ. ŚWIĘTOKRZYSKIE   \n",
       "98708690             KI KMP Kielce          KW 5187/14/K  WOJ. ŚWIĘTOKRZYSKIE   \n",
       "98708448         KI KPP Sandomierz      KW 10903/744/14K  WOJ. ŚWIĘTOKRZYSKIE   \n",
       "98708714             KI KMP Kielce          KW 5190/14/K  WOJ. ŚWIĘTOKRZYSKIE   \n",
       "98712187        KI KPP Busko-Zdrój  Nr Rejestru 724/14/K  WOJ. ŚWIĘTOKRZYSKIE   \n",
       "98709445       KI KPP Starachowice          Ldz 736/14/K  WOJ. ŚWIĘTOKRZYSKIE   \n",
       "98708540      KI KPP Ostrowiec Św.     KW SWD-19475/14/K  WOJ. ŚWIĘTOKRZYSKIE   \n",
       "98712250        KI KPP Busko-Zdrój  Nr Rejestru 727/14/K  WOJ. ŚWIĘTOKRZYSKIE   \n",
       "98709290            KI KPP Staszów          Ldz 488/14/K  WOJ. ŚWIĘTOKRZYSKIE   \n",
       "98708697             KI KMP Kielce          KW 5188/14/K  WOJ. ŚWIĘTOKRZYSKIE   \n",
       "98708676             KI KMP Kielce          KW 5185/14/K  WOJ. ŚWIĘTOKRZYSKIE   \n",
       "98712197        KI KPP Busko-Zdrój  Nr Rejestru 725/14/K  WOJ. ŚWIĘTOKRZYSKIE   \n",
       "98708530      KI KPP Ostrowiec Św.     KW SWD-19480/14/K  WOJ. ŚWIĘTOKRZYSKIE   \n",
       "98709514             KI KMP Kielce          KW 5182/14/K  WOJ. ŚWIĘTOKRZYSKIE   \n",
       "98708655             KI KMP Kielce          KW 5183/14/K  WOJ. ŚWIĘTOKRZYSKIE   \n",
       "98711013             KI KMP Kielce          KW 5197/14/K  WOJ. ŚWIĘTOKRZYSKIE   \n",
       "98712145             KI KMP Kielce          KW 5200/14/K  WOJ. ŚWIĘTOKRZYSKIE   \n",
       "98708720             KI KMP Kielce          KW 5191/14/K  WOJ. ŚWIĘTOKRZYSKIE   \n",
       "98711970             KI KMP Kielce          KW 5195/14/K  WOJ. ŚWIĘTOKRZYSKIE   \n",
       "98708668             KI KMP Kielce          KW 5184/14/K  WOJ. ŚWIĘTOKRZYSKIE   \n",
       "98711976             KI KMP Kielce          KW 5192/14/K  WOJ. ŚWIĘTOKRZYSKIE   \n",
       "98714132      KI KPP Ostrowiec Św.     KW SWD-19502/14/W  WOJ. ŚWIĘTOKRZYSKIE   \n",
       "98710998             KI KMP Kielce          KW 5193/14/W  WOJ. ŚWIĘTOKRZYSKIE   \n",
       "98709034            KI KPP Końskie  Nr Rejestru 566/14/K  WOJ. ŚWIĘTOKRZYSKIE   \n",
       "98709185            KI KPP Staszów          Ldz 487/14/K  WOJ. ŚWIĘTOKRZYSKIE   \n",
       "\n",
       "                                   GMINA                POWIAT  \\\n",
       "ID                                                               \n",
       "98078604  WROCŁAW-PSIE POLE - OBSZAR MIE        POWIAT WROCŁAW   \n",
       "98078600        LEGNICA - OBSZAR MIEJSKI        POWIAT LEGNICA   \n",
       "98078790          OŁAWA - OBSZAR MIEJSKI        POWIAT OŁAWSKI   \n",
       "98079143  WROCŁAW-STARE MIASTO - OBSZAR         POWIAT WROCŁAW   \n",
       "98077047          LUBIN - OBSZAR WIEJSKI       POWIAT LUBIŃSKI   \n",
       "98077086  WROCŁAW-FABRYCZNA - OBSZAR MIE        POWIAT WROCŁAW   \n",
       "98078603  KĄTY WROCŁAWSKIE - OBSZAR WIEJ     POWIAT WROCŁAWSKI   \n",
       "98076909           GÓRA - OBSZAR WIEJSKI       POWIAT GÓROWSKI   \n",
       "98077048    MYSŁAKOWICE - OBSZAR WIEJSKI  POWIAT JELENIOGÓRSKI   \n",
       "98078583        LEGNICA - OBSZAR MIEJSKI        POWIAT LEGNICA   \n",
       "98077092  WROCŁAW-ŚRÓDMIEŚCIE - OBSZAR M        POWIAT WROCŁAW   \n",
       "98077032    MYSŁAKOWICE - OBSZAR WIEJSKI  POWIAT JELENIOGÓRSKI   \n",
       "98079691     ZŁOTY STOK - OBSZAR WIEJSKI     POWIAT ZĄBKOWICKI   \n",
       "98078537          LUBIN - OBSZAR MIEJSKI       POWIAT LUBIŃSKI   \n",
       "98079925       MIĘKINIA - OBSZAR WIEJSKI        POWIAT ŚREDZKI   \n",
       "98079413  WROCŁAW-STARE MIASTO - OBSZAR         POWIAT WROCŁAW   \n",
       "98079457        ZAWIDÓW - OBSZAR MIEJSKI    POWIAT ZGORZELECKI   \n",
       "98078584      SIECHNICE - OBSZAR WIEJSKI     POWIAT WROCŁAWSKI   \n",
       "98077102  WROCŁAW-STARE MIASTO - OBSZAR         POWIAT WROCŁAW   \n",
       "98078844    BOLESŁAWIEC - OBSZAR MIEJSKI  POWIAT BOLESŁAWIECKI   \n",
       "98077987     DOBROMIERZ - OBSZAR WIEJSKI      POWIAT ŚWIDNICKI   \n",
       "98077064        KARPACZ - OBSZAR MIEJSKI  POWIAT JELENIOGÓRSKI   \n",
       "98077130  WROCŁAW-FABRYCZNA - OBSZAR MIE        POWIAT WROCŁAW   \n",
       "98080152  KĄTY WROCŁAWSKIE - OBSZAR WIEJ     POWIAT WROCŁAWSKI   \n",
       "98079916       MIĘKINIA - OBSZAR WIEJSKI        POWIAT ŚREDZKI   \n",
       "98237041    ŚWIEBODZICE - OBSZAR MIEJSKI      POWIAT ŚWIDNICKI   \n",
       "98079434  WROCŁAW-PSIE POLE - OBSZAR MIE        POWIAT WROCŁAW   \n",
       "98079299      WAŁBRZYCH - OBSZAR MIEJSKI      POWIAT WAŁBRZYCH   \n",
       "98077073  WROCŁAW-KRZYKI - OBSZAR MIEJSK        POWIAT WROCŁAW   \n",
       "98080374   NOWOGRODZIEC - OBSZAR WIEJSKI  POWIAT BOLESŁAWIECKI   \n",
       "...                                  ...                   ...   \n",
       "98712349      SAMBORZEC - OBSZAR WIEJSKI   POWIAT SANDOMIERSKI   \n",
       "98708683         KIELCE - OBSZAR MIEJSKI         POWIAT KIELCE   \n",
       "98710158        CHĘCINY - OBSZAR MIEJSKI       POWIAT KIELECKI   \n",
       "98711959       MORAWICA - OBSZAR WIEJSKI       POWIAT KIELECKI   \n",
       "98712172   NOWY KORCZYN - OBSZAR WIEJSKI          POWIAT BUSKI   \n",
       "98710136          MNIÓW - OBSZAR WIEJSKI       POWIAT KIELECKI   \n",
       "98708690      DALESZYCE - OBSZAR WIEJSKI       POWIAT KIELECKI   \n",
       "98708448      SAMBORZEC - OBSZAR WIEJSKI   POWIAT SANDOMIERSKI   \n",
       "98708714         KIELCE - OBSZAR MIEJSKI         POWIAT KIELCE   \n",
       "98712187    BUSKO-ZDRÓJ - OBSZAR MIEJSKI          POWIAT BUSKI   \n",
       "98709445   STARACHOWICE - OBSZAR MIEJSKI  POWIAT STARACHOWICKI   \n",
       "98708540  OSTROWIEC ŚWIĘTOKRZYSKI - OBSZ    POWIAT OSTROWIECKI   \n",
       "98712250    BUSKO-ZDRÓJ - OBSZAR MIEJSKI          POWIAT BUSKI   \n",
       "98709290        ŁUBNICE - OBSZAR WIEJSKI     POWIAT STASZOWSKI   \n",
       "98708697         MASŁÓW - OBSZAR WIEJSKI       POWIAT KIELECKI   \n",
       "98708676         KIELCE - OBSZAR MIEJSKI         POWIAT KIELCE   \n",
       "98712197    BUSKO-ZDRÓJ - OBSZAR WIEJSKI          POWIAT BUSKI   \n",
       "98708530  OSTROWIEC ŚWIĘTOKRZYSKI - OBSZ    POWIAT OSTROWIECKI   \n",
       "98709514      BODZENTYN - OBSZAR MIEJSKI       POWIAT KIELECKI   \n",
       "98708655         KIELCE - OBSZAR MIEJSKI         POWIAT KIELCE   \n",
       "98711013         KIELCE - OBSZAR MIEJSKI         POWIAT KIELCE   \n",
       "98712145      BODZENTYN - OBSZAR WIEJSKI       POWIAT KIELECKI   \n",
       "98708720         KIELCE - OBSZAR MIEJSKI         POWIAT KIELCE   \n",
       "98711970       ZAGNAŃSK - OBSZAR WIEJSKI       POWIAT KIELECKI   \n",
       "98708668         KIELCE - OBSZAR MIEJSKI         POWIAT KIELCE   \n",
       "98711976      BODZENTYN - OBSZAR MIEJSKI       POWIAT KIELECKI   \n",
       "98714132      BODZECHÓW - OBSZAR WIEJSKI    POWIAT OSTROWIECKI   \n",
       "98710998         KIELCE - OBSZAR MIEJSKI         POWIAT KIELCE   \n",
       "98709034      GOWARCZÓW - OBSZAR WIEJSKI        POWIAT KONECKI   \n",
       "98709185        ŁUBNICE - OBSZAR WIEJSKI     POWIAT STASZOWSKI   \n",
       "\n",
       "                      MIEJSCOWOSC                 ULICA_ADRES NUMER_DOMU  \\\n",
       "ID                                                                         \n",
       "98078604                  WROCŁAW      BOLESŁAWA KRZYWOUSTEGO         45   \n",
       "98078600                  LEGNICA                   POZNAŃSKA         53   \n",
       "98078790                    OŁAWA                      WILCZA         47   \n",
       "98079143                  WROCŁAW                  KRUSZWICKA         19   \n",
       "98077047                                                                   \n",
       "98077086                  WROCŁAW                 KOSMONAUTÓW              \n",
       "98078603                                                                   \n",
       "98076909                                                                   \n",
       "98077048              MYSŁAKOWICE                     STAWOWA              \n",
       "98078583                  LEGNICA      ALEJA RZECZYPOSPOLITEJ              \n",
       "98077092                  WROCŁAW    PLAC STANISŁAWA STASZICA              \n",
       "98077032                  ŁOMNICA             ŚWIERCZEWSKIEGO       111A   \n",
       "98079691               CHWALISŁAW                                    111   \n",
       "98078537                    LUBIN                    HUTNICZA              \n",
       "98079925                 LUBIATÓW                                          \n",
       "98079413                  WROCŁAW                  JĘCZMIENNA         13   \n",
       "98079457                  ZAWIDÓW                                          \n",
       "98078584      ŻERNIKI WROCŁAWSKIE                                          \n",
       "98077102                  WROCŁAW                     GRODZKA              \n",
       "98078844              BOLESŁAWIEC                STAROSZKOLNA          6   \n",
       "98077987                  ROZTOKA                      3 MAJA        101   \n",
       "98077064                  KARPACZ          KONSTYTUCJI 3 MAJA         35   \n",
       "98077130                  WROCŁAW                    LOTNICZA              \n",
       "98080152              GNIECHOWICE                  WROCŁAWSKA              \n",
       "98079916              PISARZOWICE                  WROCŁAWSKA         46   \n",
       "98237041              ŚWIEBODZICE                                          \n",
       "98079434                  WROCŁAW                    SUŁOWSKA         11   \n",
       "98079299                WAŁBRZYCH                       DŁUGA              \n",
       "98077073                  WROCŁAW  GEN. KAZIMIERZA PUŁASKIEGO         22   \n",
       "98080374                                                                   \n",
       "...                           ...                         ...        ...   \n",
       "98712349                SAMBORZEC                                     69   \n",
       "98708683                   KIELCE               ŚWIĘTOKRZYSKA         20   \n",
       "98710158                  CHĘCINY                                      1   \n",
       "98711959                   BILCZA                    KIELECKA              \n",
       "98712172             NOWY KORCZYN                                          \n",
       "98710136                    MNIÓW                    KIELECKA         56   \n",
       "98708690                    SUKÓW                                          \n",
       "98708448               STROCHCICE                                     13   \n",
       "98708714                   KIELCE                    ŹRÓDŁOWA              \n",
       "98712187              BUSKO-ZDRÓJ                  DMOWSKIEGO              \n",
       "98709445             STARACHOWICE               AL.WYZWOLENIA         25   \n",
       "98708540  OSTROWIEC ŚWIĘTOKRZYSKI           OSIEDLE SŁONECZNE         36   \n",
       "98712250              BUSKO-ZDRÓJ                                          \n",
       "98709290                 BUDZISKA                                          \n",
       "98708697                WIŚNIÓWKA                                          \n",
       "98708676                   KIELCE                   1-GO MAJA        156   \n",
       "98712197                  BRONINA                                          \n",
       "98708530  OSTROWIEC ŚWIĘTOKRZYSKI              OSIEDLE OGRODY         36   \n",
       "98709514         ŚWIĘTA KATARZYNA                 ŻEROMSKIEGO         22   \n",
       "98708655                   KIELCE                  WARSZAWSKA        147   \n",
       "98711013                   KIELCE                  KOŚCIUSZKI         12   \n",
       "98712145                BODZENTYN                                     66   \n",
       "98708720                   KIELCE                   JESIONOWA              \n",
       "98711970                ZACHEŁMIE                                     55   \n",
       "98708668                   KIELCE                   1-GO MAJA              \n",
       "98711976                BODZENTYN               SUCHEDNIOWSKA         63   \n",
       "98714132                   MIŁKÓW                 OSTROWIECKA        100   \n",
       "98710998                   KIELCE               CZĘSTOCHOWSKA              \n",
       "98709034                   BĘBNÓW                   WSCHODNIA              \n",
       "98709185                  WILKOWA                                     57   \n",
       "\n",
       "           ...     KM_HM ODLEGLOSC_SKRZYZ                    KIERUNEK  \\\n",
       "ID         ...                                                          \n",
       "98078604   ...                                                          \n",
       "98078600   ...                                                          \n",
       "98078790   ...                                                          \n",
       "98079143   ...                                                          \n",
       "98077047   ...      12.6                                                \n",
       "98077086   ...                                                          \n",
       "98078603   ...                        300                BOGDASZOWICE   \n",
       "98076909   ...       2.5                                                \n",
       "98077048   ...                         50                JELENIA GÓRA   \n",
       "98078583   ...                         12                   MONIUSZKI   \n",
       "98077092   ...                                                          \n",
       "98077032   ...                                                          \n",
       "98079691   ...                                                          \n",
       "98078537   ...                        100  UL. BOLESŁAWA KRUPIŃSKIEGO   \n",
       "98079925   ...       9.8                                                \n",
       "98079413   ...                                                          \n",
       "98079457   ...        .4                                                \n",
       "98078584   ...       7.7                                                \n",
       "98077102   ...                                                          \n",
       "98078844   ...                                                          \n",
       "98077987   ...                                                          \n",
       "98077064   ...                                                          \n",
       "98077130   ...                                                          \n",
       "98080152   ...      75.2                                                \n",
       "98079916   ...         2                                                \n",
       "98237041   ...      30.9                                                \n",
       "98079434   ...                                                          \n",
       "98079299   ...       1.1                                                \n",
       "98077073   ...                                                          \n",
       "98080374   ...      20.7                                                \n",
       "...        ...       ...              ...                         ...   \n",
       "98712349   ...     198.5                                                \n",
       "98708683   ...                                                          \n",
       "98710158   ...                                                          \n",
       "98711959   ...        20                                                \n",
       "98712172   ...       278                                                \n",
       "98710136   ...      62.6                                                \n",
       "98708690   ...                        500                        W764   \n",
       "98708448   ...     192.8                                                \n",
       "98708714   ...                                                          \n",
       "98712187   ...       1.6                                                \n",
       "98709445   ...     267.3                                                \n",
       "98708540   ...                                                          \n",
       "98712250   ...                                                          \n",
       "98709290   ...                                                          \n",
       "98708697   ...        .3                                                \n",
       "98708676   ...                                                          \n",
       "98712197   ...                                                          \n",
       "98708530   ...                                                          \n",
       "98709514   ...       5.1                                                \n",
       "98708655   ...                                                          \n",
       "98711013   ...                                                          \n",
       "98712145   ...       1.3                                                \n",
       "98708720   ...                                                          \n",
       "98711970   ...                                                          \n",
       "98708668   ...                         50                JAGIELLOŃSKA   \n",
       "98711976   ...      15.1                                                \n",
       "98714132   ...      73.9                                                \n",
       "98710998   ...                                                          \n",
       "98709034   ...                                                          \n",
       "98709185   ...                                                          \n",
       "\n",
       "          ZSSD_KOD2 STREFA_ZAMIESZKALA SKRZ_KOD  WSP_GPS_X  WSP_GPS_Y  \\\n",
       "ID                                                                      \n",
       "98078604                                         17*04'223  51*08'150   \n",
       "98078600                                                                \n",
       "98078790                                     06                         \n",
       "98079143                                                                \n",
       "98077047                                                                \n",
       "98077086         A8                          07                         \n",
       "98078603                                                                \n",
       "98076909                                                                \n",
       "98077048                                                                \n",
       "98078583                                                                \n",
       "98077092         16                          07                         \n",
       "98077032                                                                \n",
       "98079691                                                                \n",
       "98078537                                                                \n",
       "98079925                                                                \n",
       "98079413                                                                \n",
       "98079457                                                                \n",
       "98078584                                                                \n",
       "98077102         16                          07                         \n",
       "98078844                                     07                         \n",
       "98077987                                                                \n",
       "98077064                                                                \n",
       "98077130         GM                          07                         \n",
       "98080152                                                                \n",
       "98079916                                                                \n",
       "98237041                                                                \n",
       "98079434                                                                \n",
       "98079299                                     07                         \n",
       "98077073                                                                \n",
       "98080374                                                                \n",
       "...             ...                ...      ...        ...        ...   \n",
       "98712349                                         21*39'230  50*38'530   \n",
       "98708683                                         20*38'446  50*52'475   \n",
       "98710158                                         20*28'171  50*48'108   \n",
       "98711959                                         20*37'095  50*46'503   \n",
       "98712172                                         20*78'455  50*29'116   \n",
       "98710136                                         20*40'462  51*01'180   \n",
       "98708690                                         20*41'138  50*49'098   \n",
       "98708448                                         21*42'500  50*40'070   \n",
       "98708714         78                          07  20*38'247  50*51'462   \n",
       "98712187                                         20*93'262  50*44'058   \n",
       "98709445                                         21*07'336  51*03'511   \n",
       "98708540                             T           21*23'320  50*56'430   \n",
       "98712250                                         20*42'566  50*28'533   \n",
       "98709290                                         21*12'411  50*22'311   \n",
       "98708697                                         20*40'209  50*56'064   \n",
       "98708676                                         20*36'525  50*53'141   \n",
       "98712197                                         20*72'212  50*47'240   \n",
       "98708530                             T           21*23'468  50*56'461   \n",
       "98709514                                         20*52'931  50*54'360   \n",
       "98708655                                         20*38'507  50*53'256   \n",
       "98711013                                         20*38'104  50*52'143   \n",
       "98712145                                     07  20*56'407  50*56'357   \n",
       "98708720          P                          07  20*37'436  50*53'141   \n",
       "98711970                                         20*41'901  50*58'425   \n",
       "98708668                                         20*61'571  50*88'514   \n",
       "98711976                                         20*56'101  50*56'832   \n",
       "98714132                                         21*22'389  50*53'420   \n",
       "98710998          P                          07  20*36'208  50*53'178   \n",
       "98709034                                         20*25'126  51*14'205   \n",
       "98709185                                         21*09'469  50*27'133   \n",
       "\n",
       "         spip_kod SSUP_KOD  \n",
       "ID                          \n",
       "98078604              None  \n",
       "98078600              None  \n",
       "98078790       A5     None  \n",
       "98079143       A5       89  \n",
       "98077047       08     None  \n",
       "98077086              None  \n",
       "98078603              None  \n",
       "98076909       08     None  \n",
       "98077048              None  \n",
       "98078583              None  \n",
       "98077092              None  \n",
       "98077032                90  \n",
       "98079691                90  \n",
       "98078537              None  \n",
       "98079925                90  \n",
       "98079413       A5     None  \n",
       "98079457              None  \n",
       "98078584       A5     None  \n",
       "98077102              None  \n",
       "98078844              None  \n",
       "98077987       03       90  \n",
       "98077064              None  \n",
       "98077130              None  \n",
       "98080152              None  \n",
       "98079916              None  \n",
       "98237041              None  \n",
       "98079434              None  \n",
       "98079299              None  \n",
       "98077073              None  \n",
       "98080374              None  \n",
       "...           ...      ...  \n",
       "98712349              None  \n",
       "98708683              None  \n",
       "98710158              None  \n",
       "98711959       A5     None  \n",
       "98712172              None  \n",
       "98710136       A5     None  \n",
       "98708690       08     None  \n",
       "98708448       A5     None  \n",
       "98708714              None  \n",
       "98712187              None  \n",
       "98709445              None  \n",
       "98708540              None  \n",
       "98712250       A5     None  \n",
       "98709290              None  \n",
       "98708697              None  \n",
       "98708676              None  \n",
       "98712197       A5     None  \n",
       "98708530              None  \n",
       "98709514              None  \n",
       "98708655              None  \n",
       "98711013       A4     None  \n",
       "98712145              None  \n",
       "98708720              None  \n",
       "98711970       08     None  \n",
       "98708668              None  \n",
       "98711976              None  \n",
       "98714132              None  \n",
       "98710998              None  \n",
       "98709034              None  \n",
       "98709185              None  \n",
       "\n",
       "[382998 rows x 38 columns]"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "zd"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Przydatną metodą jest describe, która pokazuje szczegóły pól numerycznych."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>PREDKOSC_DOPUSZCZALNA</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>382998.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>56.293680</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>20.323763</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>50.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>50.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>50.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>909.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       PREDKOSC_DOPUSZCZALNA\n",
       "count          382998.000000\n",
       "mean               56.293680\n",
       "std                20.323763\n",
       "min                 0.000000\n",
       "25%                50.000000\n",
       "50%                50.000000\n",
       "75%                50.000000\n",
       "max               909.000000"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "zd.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Jak widać w danych mamy błędy, które potem będzie trzeba korygować."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 6. Dostęp do danych"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "JEDNOSTKA_MIEJSCA                  WR KPP Góra\n",
       "JEDNOSTKA_LIKWIDUJACA              WR KPP Góra\n",
       "JEDNOSTKA_OPERATORA                WR KPP Góra\n",
       "NR_KW                                 KW 13/14\n",
       "WOJ                          WOJ. DOLNOŚLĄSKIE\n",
       "GMINA                    GÓRA - OBSZAR WIEJSKI\n",
       "POWIAT                         POWIAT GÓROWSKI\n",
       "MIEJSCOWOSC                                   \n",
       "ULICA_ADRES                                   \n",
       "NUMER_DOMU                                    \n",
       "DATA_ZDARZENIA             2014-01-01T15:41:00\n",
       "DATA_ZDARZ                 2014-01-01 00:00:00\n",
       "GODZINA_ZDARZ                         15:41:00\n",
       "PREDKOSC_DOPUSZCZALNA                       90\n",
       "SZOS_KOD                                    05\n",
       "SZRD_KOD                                    09\n",
       "DROGA_PUBLICZNA                              T\n",
       "NADR_KOD                                    01\n",
       "STNA_KOD                                    02\n",
       "RODR_KOD                                    05\n",
       "SYSW_KOD                                    03\n",
       "OZPO_KOD                                    A2\n",
       "GEOD_KOD                                      \n",
       "ZABU_KOD                                    02\n",
       "CHMZ_KOD                                    A1\n",
       "SSWA_KOD                                    04\n",
       "ZSSD_KOD                                    10\n",
       "ULICA_SKRZYZ                              None\n",
       "KM_HM                                      2.5\n",
       "ODLEGLOSC_SKRZYZ                              \n",
       "KIERUNEK                                      \n",
       "ZSSD_KOD2                                     \n",
       "STREFA_ZAMIESZKALA                            \n",
       "SKRZ_KOD                                      \n",
       "WSP_GPS_X                                     \n",
       "WSP_GPS_Y                                     \n",
       "spip_kod                                    08\n",
       "SSUP_KOD                                  None\n",
       "Name: 98076909, dtype: object"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "zd.loc[98076909]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Do poszczególnych wierszy możemy się dostać po indeksie."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "pandas.core.series.Series"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type(zd.loc[98076909])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Otrzymujemy w ten sposób drugą ważną strukturę Series."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'WOJ. DOLNOŚLĄSKIE'"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "zd.loc[98076909][\"WOJ\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'WOJ. DOLNOŚLĄSKIE'"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "zd.loc[98076909].WOJ"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Do poszczególnych wartości możemy dostać się metodą słownikową lub tak, jak do atrybutu obiektu."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "ID\n",
       "98078604                    WROCŁAW\n",
       "98078600                    LEGNICA\n",
       "98078790                      OŁAWA\n",
       "98079143                    WROCŁAW\n",
       "98077047                           \n",
       "98077086                    WROCŁAW\n",
       "98078603                           \n",
       "98076909                           \n",
       "98077048                MYSŁAKOWICE\n",
       "98078583                    LEGNICA\n",
       "98077092                    WROCŁAW\n",
       "98077032                    ŁOMNICA\n",
       "98079691                 CHWALISŁAW\n",
       "98078537                      LUBIN\n",
       "98079925                   LUBIATÓW\n",
       "98079413                    WROCŁAW\n",
       "98079457                    ZAWIDÓW\n",
       "98078584        ŻERNIKI WROCŁAWSKIE\n",
       "98077102                    WROCŁAW\n",
       "98078844                BOLESŁAWIEC\n",
       "98077987                    ROZTOKA\n",
       "98077064                    KARPACZ\n",
       "98077130                    WROCŁAW\n",
       "98080152                GNIECHOWICE\n",
       "98079916                PISARZOWICE\n",
       "98237041                ŚWIEBODZICE\n",
       "98079434                    WROCŁAW\n",
       "98079299                  WAŁBRZYCH\n",
       "98077073                    WROCŁAW\n",
       "98080374                           \n",
       "                     ...           \n",
       "98712349                  SAMBORZEC\n",
       "98708683                     KIELCE\n",
       "98710158                    CHĘCINY\n",
       "98711959                     BILCZA\n",
       "98712172               NOWY KORCZYN\n",
       "98710136                      MNIÓW\n",
       "98708690                      SUKÓW\n",
       "98708448                 STROCHCICE\n",
       "98708714                     KIELCE\n",
       "98712187                BUSKO-ZDRÓJ\n",
       "98709445               STARACHOWICE\n",
       "98708540    OSTROWIEC ŚWIĘTOKRZYSKI\n",
       "98712250                BUSKO-ZDRÓJ\n",
       "98709290                   BUDZISKA\n",
       "98708697                  WIŚNIÓWKA\n",
       "98708676                     KIELCE\n",
       "98712197                    BRONINA\n",
       "98708530    OSTROWIEC ŚWIĘTOKRZYSKI\n",
       "98709514           ŚWIĘTA KATARZYNA\n",
       "98708655                     KIELCE\n",
       "98711013                     KIELCE\n",
       "98712145                  BODZENTYN\n",
       "98708720                     KIELCE\n",
       "98711970                  ZACHEŁMIE\n",
       "98708668                     KIELCE\n",
       "98711976                  BODZENTYN\n",
       "98714132                     MIŁKÓW\n",
       "98710998                     KIELCE\n",
       "98709034                     BĘBNÓW\n",
       "98709185                    WILKOWA\n",
       "Name: MIEJSCOWOSC, dtype: object"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "zd[\"MIEJSCOWOSC\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "ID\n",
       "98078604                    WROCŁAW\n",
       "98078600                    LEGNICA\n",
       "98078790                      OŁAWA\n",
       "98079143                    WROCŁAW\n",
       "98077047                           \n",
       "98077086                    WROCŁAW\n",
       "98078603                           \n",
       "98076909                           \n",
       "98077048                MYSŁAKOWICE\n",
       "98078583                    LEGNICA\n",
       "98077092                    WROCŁAW\n",
       "98077032                    ŁOMNICA\n",
       "98079691                 CHWALISŁAW\n",
       "98078537                      LUBIN\n",
       "98079925                   LUBIATÓW\n",
       "98079413                    WROCŁAW\n",
       "98079457                    ZAWIDÓW\n",
       "98078584        ŻERNIKI WROCŁAWSKIE\n",
       "98077102                    WROCŁAW\n",
       "98078844                BOLESŁAWIEC\n",
       "98077987                    ROZTOKA\n",
       "98077064                    KARPACZ\n",
       "98077130                    WROCŁAW\n",
       "98080152                GNIECHOWICE\n",
       "98079916                PISARZOWICE\n",
       "98237041                ŚWIEBODZICE\n",
       "98079434                    WROCŁAW\n",
       "98079299                  WAŁBRZYCH\n",
       "98077073                    WROCŁAW\n",
       "98080374                           \n",
       "                     ...           \n",
       "98712349                  SAMBORZEC\n",
       "98708683                     KIELCE\n",
       "98710158                    CHĘCINY\n",
       "98711959                     BILCZA\n",
       "98712172               NOWY KORCZYN\n",
       "98710136                      MNIÓW\n",
       "98708690                      SUKÓW\n",
       "98708448                 STROCHCICE\n",
       "98708714                     KIELCE\n",
       "98712187                BUSKO-ZDRÓJ\n",
       "98709445               STARACHOWICE\n",
       "98708540    OSTROWIEC ŚWIĘTOKRZYSKI\n",
       "98712250                BUSKO-ZDRÓJ\n",
       "98709290                   BUDZISKA\n",
       "98708697                  WIŚNIÓWKA\n",
       "98708676                     KIELCE\n",
       "98712197                    BRONINA\n",
       "98708530    OSTROWIEC ŚWIĘTOKRZYSKI\n",
       "98709514           ŚWIĘTA KATARZYNA\n",
       "98708655                     KIELCE\n",
       "98711013                     KIELCE\n",
       "98712145                  BODZENTYN\n",
       "98708720                     KIELCE\n",
       "98711970                  ZACHEŁMIE\n",
       "98708668                     KIELCE\n",
       "98711976                  BODZENTYN\n",
       "98714132                     MIŁKÓW\n",
       "98710998                     KIELCE\n",
       "98709034                     BĘBNÓW\n",
       "98709185                    WILKOWA\n",
       "Name: MIEJSCOWOSC, dtype: object"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "zd.MIEJSCOWOSC"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "Podobnie dostajemy się do całej kolumny."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>JEDNOSTKA_MIEJSCA</th>\n",
       "      <th>JEDNOSTKA_LIKWIDUJACA</th>\n",
       "      <th>JEDNOSTKA_OPERATORA</th>\n",
       "      <th>NR_KW</th>\n",
       "      <th>WOJ</th>\n",
       "      <th>GMINA</th>\n",
       "      <th>POWIAT</th>\n",
       "      <th>MIEJSCOWOSC</th>\n",
       "      <th>ULICA_ADRES</th>\n",
       "      <th>NUMER_DOMU</th>\n",
       "      <th>...</th>\n",
       "      <th>KM_HM</th>\n",
       "      <th>ODLEGLOSC_SKRZYZ</th>\n",
       "      <th>KIERUNEK</th>\n",
       "      <th>ZSSD_KOD2</th>\n",
       "      <th>STREFA_ZAMIESZKALA</th>\n",
       "      <th>SKRZ_KOD</th>\n",
       "      <th>WSP_GPS_X</th>\n",
       "      <th>WSP_GPS_Y</th>\n",
       "      <th>spip_kod</th>\n",
       "      <th>SSUP_KOD</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ID</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>98084190</th>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>Ldz K-9/14</td>\n",
       "      <td>WOJ. PODLASKIE</td>\n",
       "      <td>BIAŁYSTOK - OBSZAR MIEJSKI</td>\n",
       "      <td>POWIAT BIAŁYSTOK</td>\n",
       "      <td>BIAŁYSTOK</td>\n",
       "      <td>ZABŁUDOWSKA</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>GM</td>\n",
       "      <td></td>\n",
       "      <td>07</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98079899</th>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>Ldz K-1/14</td>\n",
       "      <td>WOJ. PODLASKIE</td>\n",
       "      <td>BIAŁYSTOK - OBSZAR MIEJSKI</td>\n",
       "      <td>POWIAT BIAŁYSTOK</td>\n",
       "      <td>BIAŁYSTOK</td>\n",
       "      <td>BOHATERÓW MONTE CASSINO</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>P2</td>\n",
       "      <td></td>\n",
       "      <td>07</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98164377</th>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>Ldz K-883/14</td>\n",
       "      <td>WOJ. PODLASKIE</td>\n",
       "      <td>BIAŁYSTOK - OBSZAR MIEJSKI</td>\n",
       "      <td>POWIAT BIAŁYSTOK</td>\n",
       "      <td>BIAŁYSTOK</td>\n",
       "      <td>POLESKA</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>67</td>\n",
       "      <td></td>\n",
       "      <td>08</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>88</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98112804</th>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>Ldz K-268/14</td>\n",
       "      <td>WOJ. PODLASKIE</td>\n",
       "      <td>BIAŁYSTOK - OBSZAR MIEJSKI</td>\n",
       "      <td>POWIAT BIAŁYSTOK</td>\n",
       "      <td>BIAŁYSTOK</td>\n",
       "      <td>BOHATERÓW MONTE CASSINO</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>P2</td>\n",
       "      <td></td>\n",
       "      <td>07</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98138036</th>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok Wydział Patrolowo - Interwenc...</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>Ldz K-576/14</td>\n",
       "      <td>WOJ. PODLASKIE</td>\n",
       "      <td>BIAŁYSTOK - OBSZAR MIEJSKI</td>\n",
       "      <td>POWIAT BIAŁYSTOK</td>\n",
       "      <td>BIAŁYSTOK</td>\n",
       "      <td>KS. POPIEŁUSZKI</td>\n",
       "      <td>1</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>88</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98079928</th>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>Ldz K-3/14</td>\n",
       "      <td>WOJ. PODLASKIE</td>\n",
       "      <td>BIAŁYSTOK - OBSZAR MIEJSKI</td>\n",
       "      <td>POWIAT BIAŁYSTOK</td>\n",
       "      <td>BIAŁYSTOK</td>\n",
       "      <td>PRODUKCYJNA</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>8</td>\n",
       "      <td></td>\n",
       "      <td>07</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98082711</th>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>Ldz K-11/14</td>\n",
       "      <td>WOJ. PODLASKIE</td>\n",
       "      <td>BIAŁYSTOK - OBSZAR MIEJSKI</td>\n",
       "      <td>POWIAT BIAŁYSTOK</td>\n",
       "      <td>BIAŁYSTOK</td>\n",
       "      <td>ŚW. PIO</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>P1</td>\n",
       "      <td></td>\n",
       "      <td>07</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98079927</th>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>Ldz K-2/14</td>\n",
       "      <td>WOJ. PODLASKIE</td>\n",
       "      <td>BIAŁYSTOK - OBSZAR MIEJSKI</td>\n",
       "      <td>POWIAT BIAŁYSTOK</td>\n",
       "      <td>BIAŁYSTOK</td>\n",
       "      <td>KS. POPIEŁUSZKI</td>\n",
       "      <td>88</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>08</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98232534</th>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>Ldz K-1627/14</td>\n",
       "      <td>WOJ. PODLASKIE</td>\n",
       "      <td>BIAŁYSTOK - OBSZAR MIEJSKI</td>\n",
       "      <td>POWIAT BIAŁYSTOK</td>\n",
       "      <td>BIAŁYSTOK</td>\n",
       "      <td>ŚWIĘTOJAŃSKA</td>\n",
       "      <td>12</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>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98079931</th>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>Ldz K-5/14</td>\n",
       "      <td>WOJ. PODLASKIE</td>\n",
       "      <td>BIAŁYSTOK - OBSZAR MIEJSKI</td>\n",
       "      <td>POWIAT BIAŁYSTOK</td>\n",
       "      <td>BIAŁYSTOK</td>\n",
       "      <td>SKŁODOWSKIEJ CURIE</td>\n",
       "      <td>3</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>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98264780</th>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>Ldz K-2003/14</td>\n",
       "      <td>WOJ. PODLASKIE</td>\n",
       "      <td>BIAŁYSTOK - OBSZAR MIEJSKI</td>\n",
       "      <td>POWIAT BIAŁYSTOK</td>\n",
       "      <td>BIAŁYSTOK</td>\n",
       "      <td>ANTONIUKOWSKA</td>\n",
       "      <td>56</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>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98119774</th>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>Ldz K-322/14</td>\n",
       "      <td>WOJ. PODLASKIE</td>\n",
       "      <td>BIAŁYSTOK - OBSZAR MIEJSKI</td>\n",
       "      <td>POWIAT BIAŁYSTOK</td>\n",
       "      <td>BIAŁYSTOK</td>\n",
       "      <td>AL. PIŁSUDSKIEGO</td>\n",
       "      <td>17</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>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98082707</th>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>Ldz K-10/14</td>\n",
       "      <td>WOJ. PODLASKIE</td>\n",
       "      <td>BIAŁYSTOK - OBSZAR MIEJSKI</td>\n",
       "      <td>POWIAT BIAŁYSTOK</td>\n",
       "      <td>BIAŁYSTOK</td>\n",
       "      <td>ŚWIĘTOJAŃSKA</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>GM</td>\n",
       "      <td></td>\n",
       "      <td>07</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98079934</th>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>Ldz K-8/14</td>\n",
       "      <td>WOJ. PODLASKIE</td>\n",
       "      <td>BIAŁYSTOK - OBSZAR MIEJSKI</td>\n",
       "      <td>POWIAT BIAŁYSTOK</td>\n",
       "      <td>BIAŁYSTOK</td>\n",
       "      <td>BARANOWICKA</td>\n",
       "      <td>32</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>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98118888</th>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>Ldz K-321/14</td>\n",
       "      <td>WOJ. PODLASKIE</td>\n",
       "      <td>BIAŁYSTOK - OBSZAR MIEJSKI</td>\n",
       "      <td>POWIAT BIAŁYSTOK</td>\n",
       "      <td>BIAŁYSTOK</td>\n",
       "      <td>BARANOWICKA</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>G1</td>\n",
       "      <td></td>\n",
       "      <td>07</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98079933</th>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>Ldz K-7/14</td>\n",
       "      <td>WOJ. PODLASKIE</td>\n",
       "      <td>BIAŁYSTOK - OBSZAR MIEJSKI</td>\n",
       "      <td>POWIAT BIAŁYSTOK</td>\n",
       "      <td>BIAŁYSTOK</td>\n",
       "      <td>KLEEBERGA</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>07</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98079932</th>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>Ldz K-6/14</td>\n",
       "      <td>WOJ. PODLASKIE</td>\n",
       "      <td>BIAŁYSTOK - OBSZAR MIEJSKI</td>\n",
       "      <td>POWIAT BIAŁYSTOK</td>\n",
       "      <td>BIAŁYSTOK</td>\n",
       "      <td>KLEEBERGA</td>\n",
       "      <td>1</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>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98082730</th>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>Ldz K-14/14</td>\n",
       "      <td>WOJ. PODLASKIE</td>\n",
       "      <td>BIAŁYSTOK - OBSZAR MIEJSKI</td>\n",
       "      <td>POWIAT BIAŁYSTOK</td>\n",
       "      <td>BIAŁYSTOK</td>\n",
       "      <td>AL. JANA PAWŁA II</td>\n",
       "      <td>57</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>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98082727</th>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>Ldz K-13/14</td>\n",
       "      <td>WOJ. PODLASKIE</td>\n",
       "      <td>BIAŁYSTOK - OBSZAR MIEJSKI</td>\n",
       "      <td>POWIAT BIAŁYSTOK</td>\n",
       "      <td>BIAŁYSTOK</td>\n",
       "      <td>SIENKIEWICZA</td>\n",
       "      <td>22</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>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98081778</th>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>Ldz K-17/14</td>\n",
       "      <td>WOJ. PODLASKIE</td>\n",
       "      <td>BIAŁYSTOK - OBSZAR MIEJSKI</td>\n",
       "      <td>POWIAT BIAŁYSTOK</td>\n",
       "      <td>BIAŁYSTOK</td>\n",
       "      <td>LIPOWA</td>\n",
       "      <td>14</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>88</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98082718</th>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>Ldz K-12/14</td>\n",
       "      <td>WOJ. PODLASKIE</td>\n",
       "      <td>BIAŁYSTOK - OBSZAR MIEJSKI</td>\n",
       "      <td>POWIAT BIAŁYSTOK</td>\n",
       "      <td>BIAŁYSTOK</td>\n",
       "      <td>CIOŁKOWSKIEGO</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>07</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98159189</th>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>Ldz K-838/14</td>\n",
       "      <td>WOJ. PODLASKIE</td>\n",
       "      <td>BIAŁYSTOK - OBSZAR MIEJSKI</td>\n",
       "      <td>POWIAT BIAŁYSTOK</td>\n",
       "      <td>BIAŁYSTOK</td>\n",
       "      <td>DĄBROWSKIEGO</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>P2</td>\n",
       "      <td></td>\n",
       "      <td>07</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98098291</th>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>Ldz K-139/14</td>\n",
       "      <td>WOJ. PODLASKIE</td>\n",
       "      <td>BIAŁYSTOK - OBSZAR MIEJSKI</td>\n",
       "      <td>POWIAT BIAŁYSTOK</td>\n",
       "      <td>BIAŁYSTOK</td>\n",
       "      <td>WASILKOWSKA</td>\n",
       "      <td>1</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>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98081783</th>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>Ldz K-18/14</td>\n",
       "      <td>WOJ. PODLASKIE</td>\n",
       "      <td>BIAŁYSTOK - OBSZAR MIEJSKI</td>\n",
       "      <td>POWIAT BIAŁYSTOK</td>\n",
       "      <td>BIAŁYSTOK</td>\n",
       "      <td>TOWAROWA</td>\n",
       "      <td>12</td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>T</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98138011</th>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>Ldz K-461/14</td>\n",
       "      <td>WOJ. PODLASKIE</td>\n",
       "      <td>BIAŁYSTOK - OBSZAR MIEJSKI</td>\n",
       "      <td>POWIAT BIAŁYSTOK</td>\n",
       "      <td>BIAŁYSTOK</td>\n",
       "      <td>KOMISJI EDUKACJI NARODOWEJ</td>\n",
       "      <td>40</td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>T</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98138579</th>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td></td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>Ldz K-511/14</td>\n",
       "      <td>WOJ. PODLASKIE</td>\n",
       "      <td>BIAŁYSTOK - OBSZAR MIEJSKI</td>\n",
       "      <td>POWIAT BIAŁYSTOK</td>\n",
       "      <td>BIAŁYSTOK</td>\n",
       "      <td>BEMA</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>P2</td>\n",
       "      <td></td>\n",
       "      <td>07</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98082878</th>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>DS W-1/14</td>\n",
       "      <td>WOJ. PODLASKIE</td>\n",
       "      <td>BIAŁYSTOK - OBSZAR MIEJSKI</td>\n",
       "      <td>POWIAT BIAŁYSTOK</td>\n",
       "      <td>BIAŁYSTOK</td>\n",
       "      <td>KOŁŁĄTAJA</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>GM</td>\n",
       "      <td></td>\n",
       "      <td>07</td>\n",
       "      <td>23*10'131</td>\n",
       "      <td>53*14'475</td>\n",
       "      <td></td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98082735</th>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>Ldz K-15/14</td>\n",
       "      <td>WOJ. PODLASKIE</td>\n",
       "      <td>BIAŁYSTOK - OBSZAR MIEJSKI</td>\n",
       "      <td>POWIAT BIAŁYSTOK</td>\n",
       "      <td>BIAŁYSTOK</td>\n",
       "      <td>PIASTOWSKA</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>07</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98083458</th>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>Ldz K-24/14</td>\n",
       "      <td>WOJ. PODLASKIE</td>\n",
       "      <td>BIAŁYSTOK - OBSZAR MIEJSKI</td>\n",
       "      <td>POWIAT BIAŁYSTOK</td>\n",
       "      <td>BIAŁYSTOK</td>\n",
       "      <td>KLEEBERGA</td>\n",
       "      <td>36</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>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98081790</th>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>Ldz K-22/14</td>\n",
       "      <td>WOJ. PODLASKIE</td>\n",
       "      <td>BIAŁYSTOK - OBSZAR MIEJSKI</td>\n",
       "      <td>POWIAT BIAŁYSTOK</td>\n",
       "      <td>BIAŁYSTOK</td>\n",
       "      <td>BERLINGA</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>GM</td>\n",
       "      <td></td>\n",
       "      <td>07</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>None</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",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98706931</th>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>Ldz K-5298/14</td>\n",
       "      <td>WOJ. PODLASKIE</td>\n",
       "      <td>BIAŁYSTOK - OBSZAR MIEJSKI</td>\n",
       "      <td>POWIAT BIAŁYSTOK</td>\n",
       "      <td>BIAŁYSTOK</td>\n",
       "      <td>KOPERNIKA</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>G</td>\n",
       "      <td></td>\n",
       "      <td>07</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98707948</th>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>Ldz K-5299/14</td>\n",
       "      <td>WOJ. PODLASKIE</td>\n",
       "      <td>BIAŁYSTOK - OBSZAR MIEJSKI</td>\n",
       "      <td>POWIAT BIAŁYSTOK</td>\n",
       "      <td>BIAŁYSTOK</td>\n",
       "      <td>PIASTA</td>\n",
       "      <td>140</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>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98704712</th>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>Ldz K-5010/14</td>\n",
       "      <td>WOJ. PODLASKIE</td>\n",
       "      <td>BIAŁYSTOK - OBSZAR MIEJSKI</td>\n",
       "      <td>POWIAT BIAŁYSTOK</td>\n",
       "      <td>BIAŁYSTOK</td>\n",
       "      <td>AL. JANA PAWŁA II</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>GM</td>\n",
       "      <td></td>\n",
       "      <td>08</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98707343</th>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>Ldz K-5291/14</td>\n",
       "      <td>WOJ. PODLASKIE</td>\n",
       "      <td>BIAŁYSTOK - OBSZAR MIEJSKI</td>\n",
       "      <td>POWIAT BIAŁYSTOK</td>\n",
       "      <td>BIAŁYSTOK</td>\n",
       "      <td>KOLEJOWA</td>\n",
       "      <td>16</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>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98708002</th>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>Ldz K-5314/14</td>\n",
       "      <td>WOJ. PODLASKIE</td>\n",
       "      <td>BIAŁYSTOK - OBSZAR MIEJSKI</td>\n",
       "      <td>POWIAT BIAŁYSTOK</td>\n",
       "      <td>BIAŁYSTOK</td>\n",
       "      <td>ŚW. ROCHA</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>P2</td>\n",
       "      <td></td>\n",
       "      <td>07</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98705451</th>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>Ldz K-5300/14</td>\n",
       "      <td>WOJ. PODLASKIE</td>\n",
       "      <td>BIAŁYSTOK - OBSZAR MIEJSKI</td>\n",
       "      <td>POWIAT BIAŁYSTOK</td>\n",
       "      <td>BIAŁYSTOK</td>\n",
       "      <td>PUŁASKIEGO</td>\n",
       "      <td>127</td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>T</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98708038</th>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>Ldz K-5323/14</td>\n",
       "      <td>WOJ. PODLASKIE</td>\n",
       "      <td>BIAŁYSTOK - OBSZAR MIEJSKI</td>\n",
       "      <td>POWIAT BIAŁYSTOK</td>\n",
       "      <td>BIAŁYSTOK</td>\n",
       "      <td>BRANICKIEGO</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>P1</td>\n",
       "      <td></td>\n",
       "      <td>07</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98709138</th>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>Ldz K-5315/14</td>\n",
       "      <td>WOJ. PODLASKIE</td>\n",
       "      <td>BIAŁYSTOK - OBSZAR MIEJSKI</td>\n",
       "      <td>POWIAT BIAŁYSTOK</td>\n",
       "      <td>BIAŁYSTOK</td>\n",
       "      <td>BERLINGA</td>\n",
       "      <td>10</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>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98709390</th>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>Ldz K-5343/14</td>\n",
       "      <td>WOJ. PODLASKIE</td>\n",
       "      <td>BIAŁYSTOK - OBSZAR MIEJSKI</td>\n",
       "      <td>POWIAT BIAŁYSTOK</td>\n",
       "      <td>BIAŁYSTOK</td>\n",
       "      <td>NOWY ŚWIAT</td>\n",
       "      <td>3</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>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98705878</th>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>Ldz K-5325/14</td>\n",
       "      <td>WOJ. PODLASKIE</td>\n",
       "      <td>BIAŁYSTOK - OBSZAR MIEJSKI</td>\n",
       "      <td>POWIAT BIAŁYSTOK</td>\n",
       "      <td>BIAŁYSTOK</td>\n",
       "      <td>ZACHODNIA</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>G1</td>\n",
       "      <td></td>\n",
       "      <td>07</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98710201</th>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>Ldz K-5345/14</td>\n",
       "      <td>WOJ. PODLASKIE</td>\n",
       "      <td>BIAŁYSTOK - OBSZAR MIEJSKI</td>\n",
       "      <td>POWIAT BIAŁYSTOK</td>\n",
       "      <td>BIAŁYSTOK</td>\n",
       "      <td>POLESKA</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>G1</td>\n",
       "      <td></td>\n",
       "      <td>08</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98709366</th>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>Ldz K-5344/14</td>\n",
       "      <td>WOJ. PODLASKIE</td>\n",
       "      <td>BIAŁYSTOK - OBSZAR MIEJSKI</td>\n",
       "      <td>POWIAT BIAŁYSTOK</td>\n",
       "      <td>BIAŁYSTOK</td>\n",
       "      <td>KS. POPIEŁUSZKI</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>G1</td>\n",
       "      <td></td>\n",
       "      <td>07</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98708043</th>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>Ldz K-5322/14</td>\n",
       "      <td>WOJ. PODLASKIE</td>\n",
       "      <td>BIAŁYSTOK - OBSZAR MIEJSKI</td>\n",
       "      <td>POWIAT BIAŁYSTOK</td>\n",
       "      <td>BIAŁYSTOK</td>\n",
       "      <td>ZWYCIĘSTWA</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>P1</td>\n",
       "      <td></td>\n",
       "      <td>07</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98709089</th>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>Ldz K-5319/14</td>\n",
       "      <td>WOJ. PODLASKIE</td>\n",
       "      <td>BIAŁYSTOK - OBSZAR MIEJSKI</td>\n",
       "      <td>POWIAT BIAŁYSTOK</td>\n",
       "      <td>BIAŁYSTOK</td>\n",
       "      <td>SULIKA</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>P1</td>\n",
       "      <td></td>\n",
       "      <td>07</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98709415</th>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>Ldz K-5342/14</td>\n",
       "      <td>WOJ. PODLASKIE</td>\n",
       "      <td>BIAŁYSTOK - OBSZAR MIEJSKI</td>\n",
       "      <td>POWIAT BIAŁYSTOK</td>\n",
       "      <td>BIAŁYSTOK</td>\n",
       "      <td>BIAŁÓWNY</td>\n",
       "      <td>10</td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>T</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98709061</th>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>Ldz K-5320/14</td>\n",
       "      <td>WOJ. PODLASKIE</td>\n",
       "      <td>BIAŁYSTOK - OBSZAR MIEJSKI</td>\n",
       "      <td>POWIAT BIAŁYSTOK</td>\n",
       "      <td>BIAŁYSTOK</td>\n",
       "      <td>BOHATERÓW MONTE CASSINO</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>G1</td>\n",
       "      <td></td>\n",
       "      <td>07</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98710035</th>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>Ldz K-5330/14</td>\n",
       "      <td>WOJ. PODLASKIE</td>\n",
       "      <td>BIAŁYSTOK - OBSZAR MIEJSKI</td>\n",
       "      <td>POWIAT BIAŁYSTOK</td>\n",
       "      <td>BIAŁYSTOK</td>\n",
       "      <td>MACZKA</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>P2</td>\n",
       "      <td></td>\n",
       "      <td>08</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98709436</th>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>Ldz K-5341/14</td>\n",
       "      <td>WOJ. PODLASKIE</td>\n",
       "      <td>BIAŁYSTOK - OBSZAR MIEJSKI</td>\n",
       "      <td>POWIAT BIAŁYSTOK</td>\n",
       "      <td>BIAŁYSTOK</td>\n",
       "      <td>ANTONIUKOWSKA</td>\n",
       "      <td>48</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>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98726083</th>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>Ldz K-147/15</td>\n",
       "      <td>WOJ. PODLASKIE</td>\n",
       "      <td>BIAŁYSTOK - OBSZAR MIEJSKI</td>\n",
       "      <td>POWIAT BIAŁYSTOK</td>\n",
       "      <td>BIAŁYSTOK</td>\n",
       "      <td>ŚWIĘTOJAŃSKA</td>\n",
       "      <td>12</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>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98708333</th>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>Ldz K-5324/14</td>\n",
       "      <td>WOJ. PODLASKIE</td>\n",
       "      <td>BIAŁYSTOK - OBSZAR MIEJSKI</td>\n",
       "      <td>POWIAT BIAŁYSTOK</td>\n",
       "      <td>BIAŁYSTOK</td>\n",
       "      <td>MŁYNOWA</td>\n",
       "      <td>20</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>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98709122</th>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>Ldz K-5318/14</td>\n",
       "      <td>WOJ. PODLASKIE</td>\n",
       "      <td>BIAŁYSTOK - OBSZAR MIEJSKI</td>\n",
       "      <td>POWIAT BIAŁYSTOK</td>\n",
       "      <td>BIAŁYSTOK</td>\n",
       "      <td>SIENKIEWICZA</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>G1</td>\n",
       "      <td></td>\n",
       "      <td>07</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98709151</th>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>Ldz K-5317/14</td>\n",
       "      <td>WOJ. PODLASKIE</td>\n",
       "      <td>BIAŁYSTOK - OBSZAR MIEJSKI</td>\n",
       "      <td>POWIAT BIAŁYSTOK</td>\n",
       "      <td>BIAŁYSTOK</td>\n",
       "      <td>OGRODOWA</td>\n",
       "      <td>10</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>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98710230</th>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>Ldz K-5347/14</td>\n",
       "      <td>WOJ. PODLASKIE</td>\n",
       "      <td>BIAŁYSTOK - OBSZAR MIEJSKI</td>\n",
       "      <td>POWIAT BIAŁYSTOK</td>\n",
       "      <td>BIAŁYSTOK</td>\n",
       "      <td>KAPRALSKA</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>G1</td>\n",
       "      <td></td>\n",
       "      <td>07</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98709425</th>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>Ldz K-5340/14</td>\n",
       "      <td>WOJ. PODLASKIE</td>\n",
       "      <td>BIAŁYSTOK - OBSZAR MIEJSKI</td>\n",
       "      <td>POWIAT BIAŁYSTOK</td>\n",
       "      <td>BIAŁYSTOK</td>\n",
       "      <td>SIKORSKIEGO</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>G1</td>\n",
       "      <td></td>\n",
       "      <td>07</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98710146</th>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>Ldz K-5338/14</td>\n",
       "      <td>WOJ. PODLASKIE</td>\n",
       "      <td>BIAŁYSTOK - OBSZAR MIEJSKI</td>\n",
       "      <td>POWIAT BIAŁYSTOK</td>\n",
       "      <td>BIAŁYSTOK</td>\n",
       "      <td>ZWIERZYNIECKA</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>G</td>\n",
       "      <td></td>\n",
       "      <td>07</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98710285</th>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>Ldz K-5350/14</td>\n",
       "      <td>WOJ. PODLASKIE</td>\n",
       "      <td>BIAŁYSTOK - OBSZAR MIEJSKI</td>\n",
       "      <td>POWIAT BIAŁYSTOK</td>\n",
       "      <td>BIAŁYSTOK</td>\n",
       "      <td>DOJLIDY GÓRNE</td>\n",
       "      <td>15</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>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98710191</th>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>Ldz K-5337/14</td>\n",
       "      <td>WOJ. PODLASKIE</td>\n",
       "      <td>BIAŁYSTOK - OBSZAR MIEJSKI</td>\n",
       "      <td>POWIAT BIAŁYSTOK</td>\n",
       "      <td>BIAŁYSTOK</td>\n",
       "      <td>POLESKA</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>P2</td>\n",
       "      <td></td>\n",
       "      <td>07</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>A5</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98710251</th>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>Ldz K-5346/14</td>\n",
       "      <td>WOJ. PODLASKIE</td>\n",
       "      <td>BIAŁYSTOK - OBSZAR MIEJSKI</td>\n",
       "      <td>POWIAT BIAŁYSTOK</td>\n",
       "      <td>BIAŁYSTOK</td>\n",
       "      <td>CIOŁKOWSKIEGO</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>P2</td>\n",
       "      <td></td>\n",
       "      <td>07</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98710156</th>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>Ldz K-5339/14</td>\n",
       "      <td>WOJ. PODLASKIE</td>\n",
       "      <td>BIAŁYSTOK - OBSZAR MIEJSKI</td>\n",
       "      <td>POWIAT BIAŁYSTOK</td>\n",
       "      <td>BIAŁYSTOK</td>\n",
       "      <td>GAJOWA</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>G</td>\n",
       "      <td></td>\n",
       "      <td>07</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98709741</th>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>Ldz K-5348/14</td>\n",
       "      <td>WOJ. PODLASKIE</td>\n",
       "      <td>BIAŁYSTOK - OBSZAR MIEJSKI</td>\n",
       "      <td>POWIAT BIAŁYSTOK</td>\n",
       "      <td>BIAŁYSTOK</td>\n",
       "      <td>BIAŁÓWNY</td>\n",
       "      <td>4</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>None</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>4137 rows × 38 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         JEDNOSTKA_MIEJSCA                              JEDNOSTKA_LIKWIDUJACA  \\\n",
       "ID                                                                              \n",
       "98084190  BK KMP Białystok                                   BK KMP Białystok   \n",
       "98079899  BK KMP Białystok                                   BK KMP Białystok   \n",
       "98164377  BK KMP Białystok                                   BK KMP Białystok   \n",
       "98112804  BK KMP Białystok                                   BK KMP Białystok   \n",
       "98138036  BK KMP Białystok  BK KMP Białystok Wydział Patrolowo - Interwenc...   \n",
       "98079928  BK KMP Białystok                                   BK KMP Białystok   \n",
       "98082711  BK KMP Białystok                                   BK KMP Białystok   \n",
       "98079927  BK KMP Białystok                                   BK KMP Białystok   \n",
       "98232534  BK KMP Białystok                                   BK KMP Białystok   \n",
       "98079931  BK KMP Białystok                                   BK KMP Białystok   \n",
       "98264780  BK KMP Białystok                                   BK KMP Białystok   \n",
       "98119774  BK KMP Białystok                                   BK KMP Białystok   \n",
       "98082707  BK KMP Białystok                                   BK KMP Białystok   \n",
       "98079934  BK KMP Białystok                                   BK KMP Białystok   \n",
       "98118888  BK KMP Białystok                                   BK KMP Białystok   \n",
       "98079933  BK KMP Białystok                                   BK KMP Białystok   \n",
       "98079932  BK KMP Białystok                                   BK KMP Białystok   \n",
       "98082730  BK KMP Białystok                                   BK KMP Białystok   \n",
       "98082727  BK KMP Białystok                                   BK KMP Białystok   \n",
       "98081778  BK KMP Białystok                                   BK KMP Białystok   \n",
       "98082718  BK KMP Białystok                                   BK KMP Białystok   \n",
       "98159189  BK KMP Białystok                                   BK KMP Białystok   \n",
       "98098291  BK KMP Białystok                                   BK KMP Białystok   \n",
       "98081783  BK KMP Białystok                                   BK KMP Białystok   \n",
       "98138011  BK KMP Białystok                                   BK KMP Białystok   \n",
       "98138579  BK KMP Białystok                                                      \n",
       "98082878  BK KMP Białystok                                   BK KMP Białystok   \n",
       "98082735  BK KMP Białystok                                   BK KMP Białystok   \n",
       "98083458  BK KMP Białystok                                   BK KMP Białystok   \n",
       "98081790  BK KMP Białystok                                   BK KMP Białystok   \n",
       "...                    ...                                                ...   \n",
       "98706931  BK KMP Białystok                                   BK KMP Białystok   \n",
       "98707948  BK KMP Białystok                                   BK KMP Białystok   \n",
       "98704712  BK KMP Białystok                                   BK KMP Białystok   \n",
       "98707343  BK KMP Białystok                                   BK KMP Białystok   \n",
       "98708002  BK KMP Białystok                                   BK KMP Białystok   \n",
       "98705451  BK KMP Białystok                                   BK KMP Białystok   \n",
       "98708038  BK KMP Białystok                                   BK KMP Białystok   \n",
       "98709138  BK KMP Białystok                                   BK KMP Białystok   \n",
       "98709390  BK KMP Białystok                                   BK KMP Białystok   \n",
       "98705878  BK KMP Białystok                                   BK KMP Białystok   \n",
       "98710201  BK KMP Białystok                                   BK KMP Białystok   \n",
       "98709366  BK KMP Białystok                                   BK KMP Białystok   \n",
       "98708043  BK KMP Białystok                                   BK KMP Białystok   \n",
       "98709089  BK KMP Białystok                                   BK KMP Białystok   \n",
       "98709415  BK KMP Białystok                                   BK KMP Białystok   \n",
       "98709061  BK KMP Białystok                                   BK KMP Białystok   \n",
       "98710035  BK KMP Białystok                                   BK KMP Białystok   \n",
       "98709436  BK KMP Białystok                                   BK KMP Białystok   \n",
       "98726083  BK KMP Białystok                                   BK KMP Białystok   \n",
       "98708333  BK KMP Białystok                                   BK KMP Białystok   \n",
       "98709122  BK KMP Białystok                                   BK KMP Białystok   \n",
       "98709151  BK KMP Białystok                                   BK KMP Białystok   \n",
       "98710230  BK KMP Białystok                                   BK KMP Białystok   \n",
       "98709425  BK KMP Białystok                                   BK KMP Białystok   \n",
       "98710146  BK KMP Białystok                                   BK KMP Białystok   \n",
       "98710285  BK KMP Białystok                                   BK KMP Białystok   \n",
       "98710191  BK KMP Białystok                                   BK KMP Białystok   \n",
       "98710251  BK KMP Białystok                                   BK KMP Białystok   \n",
       "98710156  BK KMP Białystok                                   BK KMP Białystok   \n",
       "98709741  BK KMP Białystok                                   BK KMP Białystok   \n",
       "\n",
       "         JEDNOSTKA_OPERATORA          NR_KW             WOJ  \\\n",
       "ID                                                            \n",
       "98084190    BK KMP Białystok     Ldz K-9/14  WOJ. PODLASKIE   \n",
       "98079899    BK KMP Białystok     Ldz K-1/14  WOJ. PODLASKIE   \n",
       "98164377    BK KMP Białystok   Ldz K-883/14  WOJ. PODLASKIE   \n",
       "98112804    BK KMP Białystok   Ldz K-268/14  WOJ. PODLASKIE   \n",
       "98138036    BK KMP Białystok   Ldz K-576/14  WOJ. PODLASKIE   \n",
       "98079928    BK KMP Białystok     Ldz K-3/14  WOJ. PODLASKIE   \n",
       "98082711    BK KMP Białystok    Ldz K-11/14  WOJ. PODLASKIE   \n",
       "98079927    BK KMP Białystok     Ldz K-2/14  WOJ. PODLASKIE   \n",
       "98232534    BK KMP Białystok  Ldz K-1627/14  WOJ. PODLASKIE   \n",
       "98079931    BK KMP Białystok     Ldz K-5/14  WOJ. PODLASKIE   \n",
       "98264780    BK KMP Białystok  Ldz K-2003/14  WOJ. PODLASKIE   \n",
       "98119774    BK KMP Białystok   Ldz K-322/14  WOJ. PODLASKIE   \n",
       "98082707    BK KMP Białystok    Ldz K-10/14  WOJ. PODLASKIE   \n",
       "98079934    BK KMP Białystok     Ldz K-8/14  WOJ. PODLASKIE   \n",
       "98118888    BK KMP Białystok   Ldz K-321/14  WOJ. PODLASKIE   \n",
       "98079933    BK KMP Białystok     Ldz K-7/14  WOJ. PODLASKIE   \n",
       "98079932    BK KMP Białystok     Ldz K-6/14  WOJ. PODLASKIE   \n",
       "98082730    BK KMP Białystok    Ldz K-14/14  WOJ. PODLASKIE   \n",
       "98082727    BK KMP Białystok    Ldz K-13/14  WOJ. PODLASKIE   \n",
       "98081778    BK KMP Białystok    Ldz K-17/14  WOJ. PODLASKIE   \n",
       "98082718    BK KMP Białystok    Ldz K-12/14  WOJ. PODLASKIE   \n",
       "98159189    BK KMP Białystok   Ldz K-838/14  WOJ. PODLASKIE   \n",
       "98098291    BK KMP Białystok   Ldz K-139/14  WOJ. PODLASKIE   \n",
       "98081783    BK KMP Białystok    Ldz K-18/14  WOJ. PODLASKIE   \n",
       "98138011    BK KMP Białystok   Ldz K-461/14  WOJ. PODLASKIE   \n",
       "98138579    BK KMP Białystok   Ldz K-511/14  WOJ. PODLASKIE   \n",
       "98082878    BK KMP Białystok      DS W-1/14  WOJ. PODLASKIE   \n",
       "98082735    BK KMP Białystok    Ldz K-15/14  WOJ. PODLASKIE   \n",
       "98083458    BK KMP Białystok    Ldz K-24/14  WOJ. PODLASKIE   \n",
       "98081790    BK KMP Białystok    Ldz K-22/14  WOJ. PODLASKIE   \n",
       "...                      ...            ...             ...   \n",
       "98706931    BK KMP Białystok  Ldz K-5298/14  WOJ. PODLASKIE   \n",
       "98707948    BK KMP Białystok  Ldz K-5299/14  WOJ. PODLASKIE   \n",
       "98704712    BK KMP Białystok  Ldz K-5010/14  WOJ. PODLASKIE   \n",
       "98707343    BK KMP Białystok  Ldz K-5291/14  WOJ. PODLASKIE   \n",
       "98708002    BK KMP Białystok  Ldz K-5314/14  WOJ. PODLASKIE   \n",
       "98705451    BK KMP Białystok  Ldz K-5300/14  WOJ. PODLASKIE   \n",
       "98708038    BK KMP Białystok  Ldz K-5323/14  WOJ. PODLASKIE   \n",
       "98709138    BK KMP Białystok  Ldz K-5315/14  WOJ. PODLASKIE   \n",
       "98709390    BK KMP Białystok  Ldz K-5343/14  WOJ. PODLASKIE   \n",
       "98705878    BK KMP Białystok  Ldz K-5325/14  WOJ. PODLASKIE   \n",
       "98710201    BK KMP Białystok  Ldz K-5345/14  WOJ. PODLASKIE   \n",
       "98709366    BK KMP Białystok  Ldz K-5344/14  WOJ. PODLASKIE   \n",
       "98708043    BK KMP Białystok  Ldz K-5322/14  WOJ. PODLASKIE   \n",
       "98709089    BK KMP Białystok  Ldz K-5319/14  WOJ. PODLASKIE   \n",
       "98709415    BK KMP Białystok  Ldz K-5342/14  WOJ. PODLASKIE   \n",
       "98709061    BK KMP Białystok  Ldz K-5320/14  WOJ. PODLASKIE   \n",
       "98710035    BK KMP Białystok  Ldz K-5330/14  WOJ. PODLASKIE   \n",
       "98709436    BK KMP Białystok  Ldz K-5341/14  WOJ. PODLASKIE   \n",
       "98726083    BK KMP Białystok   Ldz K-147/15  WOJ. PODLASKIE   \n",
       "98708333    BK KMP Białystok  Ldz K-5324/14  WOJ. PODLASKIE   \n",
       "98709122    BK KMP Białystok  Ldz K-5318/14  WOJ. PODLASKIE   \n",
       "98709151    BK KMP Białystok  Ldz K-5317/14  WOJ. PODLASKIE   \n",
       "98710230    BK KMP Białystok  Ldz K-5347/14  WOJ. PODLASKIE   \n",
       "98709425    BK KMP Białystok  Ldz K-5340/14  WOJ. PODLASKIE   \n",
       "98710146    BK KMP Białystok  Ldz K-5338/14  WOJ. PODLASKIE   \n",
       "98710285    BK KMP Białystok  Ldz K-5350/14  WOJ. PODLASKIE   \n",
       "98710191    BK KMP Białystok  Ldz K-5337/14  WOJ. PODLASKIE   \n",
       "98710251    BK KMP Białystok  Ldz K-5346/14  WOJ. PODLASKIE   \n",
       "98710156    BK KMP Białystok  Ldz K-5339/14  WOJ. PODLASKIE   \n",
       "98709741    BK KMP Białystok  Ldz K-5348/14  WOJ. PODLASKIE   \n",
       "\n",
       "                               GMINA            POWIAT MIEJSCOWOSC  \\\n",
       "ID                                                                   \n",
       "98084190  BIAŁYSTOK - OBSZAR MIEJSKI  POWIAT BIAŁYSTOK   BIAŁYSTOK   \n",
       "98079899  BIAŁYSTOK - OBSZAR MIEJSKI  POWIAT BIAŁYSTOK   BIAŁYSTOK   \n",
       "98164377  BIAŁYSTOK - OBSZAR MIEJSKI  POWIAT BIAŁYSTOK   BIAŁYSTOK   \n",
       "98112804  BIAŁYSTOK - OBSZAR MIEJSKI  POWIAT BIAŁYSTOK   BIAŁYSTOK   \n",
       "98138036  BIAŁYSTOK - OBSZAR MIEJSKI  POWIAT BIAŁYSTOK   BIAŁYSTOK   \n",
       "98079928  BIAŁYSTOK - OBSZAR MIEJSKI  POWIAT BIAŁYSTOK   BIAŁYSTOK   \n",
       "98082711  BIAŁYSTOK - OBSZAR MIEJSKI  POWIAT BIAŁYSTOK   BIAŁYSTOK   \n",
       "98079927  BIAŁYSTOK - OBSZAR MIEJSKI  POWIAT BIAŁYSTOK   BIAŁYSTOK   \n",
       "98232534  BIAŁYSTOK - OBSZAR MIEJSKI  POWIAT BIAŁYSTOK   BIAŁYSTOK   \n",
       "98079931  BIAŁYSTOK - OBSZAR MIEJSKI  POWIAT BIAŁYSTOK   BIAŁYSTOK   \n",
       "98264780  BIAŁYSTOK - OBSZAR MIEJSKI  POWIAT BIAŁYSTOK   BIAŁYSTOK   \n",
       "98119774  BIAŁYSTOK - OBSZAR MIEJSKI  POWIAT BIAŁYSTOK   BIAŁYSTOK   \n",
       "98082707  BIAŁYSTOK - OBSZAR MIEJSKI  POWIAT BIAŁYSTOK   BIAŁYSTOK   \n",
       "98079934  BIAŁYSTOK - OBSZAR MIEJSKI  POWIAT BIAŁYSTOK   BIAŁYSTOK   \n",
       "98118888  BIAŁYSTOK - OBSZAR MIEJSKI  POWIAT BIAŁYSTOK   BIAŁYSTOK   \n",
       "98079933  BIAŁYSTOK - OBSZAR MIEJSKI  POWIAT BIAŁYSTOK   BIAŁYSTOK   \n",
       "98079932  BIAŁYSTOK - OBSZAR MIEJSKI  POWIAT BIAŁYSTOK   BIAŁYSTOK   \n",
       "98082730  BIAŁYSTOK - OBSZAR MIEJSKI  POWIAT BIAŁYSTOK   BIAŁYSTOK   \n",
       "98082727  BIAŁYSTOK - OBSZAR MIEJSKI  POWIAT BIAŁYSTOK   BIAŁYSTOK   \n",
       "98081778  BIAŁYSTOK - OBSZAR MIEJSKI  POWIAT BIAŁYSTOK   BIAŁYSTOK   \n",
       "98082718  BIAŁYSTOK - OBSZAR MIEJSKI  POWIAT BIAŁYSTOK   BIAŁYSTOK   \n",
       "98159189  BIAŁYSTOK - OBSZAR MIEJSKI  POWIAT BIAŁYSTOK   BIAŁYSTOK   \n",
       "98098291  BIAŁYSTOK - OBSZAR MIEJSKI  POWIAT BIAŁYSTOK   BIAŁYSTOK   \n",
       "98081783  BIAŁYSTOK - OBSZAR MIEJSKI  POWIAT BIAŁYSTOK   BIAŁYSTOK   \n",
       "98138011  BIAŁYSTOK - OBSZAR MIEJSKI  POWIAT BIAŁYSTOK   BIAŁYSTOK   \n",
       "98138579  BIAŁYSTOK - OBSZAR MIEJSKI  POWIAT BIAŁYSTOK   BIAŁYSTOK   \n",
       "98082878  BIAŁYSTOK - OBSZAR MIEJSKI  POWIAT BIAŁYSTOK   BIAŁYSTOK   \n",
       "98082735  BIAŁYSTOK - OBSZAR MIEJSKI  POWIAT BIAŁYSTOK   BIAŁYSTOK   \n",
       "98083458  BIAŁYSTOK - OBSZAR MIEJSKI  POWIAT BIAŁYSTOK   BIAŁYSTOK   \n",
       "98081790  BIAŁYSTOK - OBSZAR MIEJSKI  POWIAT BIAŁYSTOK   BIAŁYSTOK   \n",
       "...                              ...               ...         ...   \n",
       "98706931  BIAŁYSTOK - OBSZAR MIEJSKI  POWIAT BIAŁYSTOK   BIAŁYSTOK   \n",
       "98707948  BIAŁYSTOK - OBSZAR MIEJSKI  POWIAT BIAŁYSTOK   BIAŁYSTOK   \n",
       "98704712  BIAŁYSTOK - OBSZAR MIEJSKI  POWIAT BIAŁYSTOK   BIAŁYSTOK   \n",
       "98707343  BIAŁYSTOK - OBSZAR MIEJSKI  POWIAT BIAŁYSTOK   BIAŁYSTOK   \n",
       "98708002  BIAŁYSTOK - OBSZAR MIEJSKI  POWIAT BIAŁYSTOK   BIAŁYSTOK   \n",
       "98705451  BIAŁYSTOK - OBSZAR MIEJSKI  POWIAT BIAŁYSTOK   BIAŁYSTOK   \n",
       "98708038  BIAŁYSTOK - OBSZAR MIEJSKI  POWIAT BIAŁYSTOK   BIAŁYSTOK   \n",
       "98709138  BIAŁYSTOK - OBSZAR MIEJSKI  POWIAT BIAŁYSTOK   BIAŁYSTOK   \n",
       "98709390  BIAŁYSTOK - OBSZAR MIEJSKI  POWIAT BIAŁYSTOK   BIAŁYSTOK   \n",
       "98705878  BIAŁYSTOK - OBSZAR MIEJSKI  POWIAT BIAŁYSTOK   BIAŁYSTOK   \n",
       "98710201  BIAŁYSTOK - OBSZAR MIEJSKI  POWIAT BIAŁYSTOK   BIAŁYSTOK   \n",
       "98709366  BIAŁYSTOK - OBSZAR MIEJSKI  POWIAT BIAŁYSTOK   BIAŁYSTOK   \n",
       "98708043  BIAŁYSTOK - OBSZAR MIEJSKI  POWIAT BIAŁYSTOK   BIAŁYSTOK   \n",
       "98709089  BIAŁYSTOK - OBSZAR MIEJSKI  POWIAT BIAŁYSTOK   BIAŁYSTOK   \n",
       "98709415  BIAŁYSTOK - OBSZAR MIEJSKI  POWIAT BIAŁYSTOK   BIAŁYSTOK   \n",
       "98709061  BIAŁYSTOK - OBSZAR MIEJSKI  POWIAT BIAŁYSTOK   BIAŁYSTOK   \n",
       "98710035  BIAŁYSTOK - OBSZAR MIEJSKI  POWIAT BIAŁYSTOK   BIAŁYSTOK   \n",
       "98709436  BIAŁYSTOK - OBSZAR MIEJSKI  POWIAT BIAŁYSTOK   BIAŁYSTOK   \n",
       "98726083  BIAŁYSTOK - OBSZAR MIEJSKI  POWIAT BIAŁYSTOK   BIAŁYSTOK   \n",
       "98708333  BIAŁYSTOK - OBSZAR MIEJSKI  POWIAT BIAŁYSTOK   BIAŁYSTOK   \n",
       "98709122  BIAŁYSTOK - OBSZAR MIEJSKI  POWIAT BIAŁYSTOK   BIAŁYSTOK   \n",
       "98709151  BIAŁYSTOK - OBSZAR MIEJSKI  POWIAT BIAŁYSTOK   BIAŁYSTOK   \n",
       "98710230  BIAŁYSTOK - OBSZAR MIEJSKI  POWIAT BIAŁYSTOK   BIAŁYSTOK   \n",
       "98709425  BIAŁYSTOK - OBSZAR MIEJSKI  POWIAT BIAŁYSTOK   BIAŁYSTOK   \n",
       "98710146  BIAŁYSTOK - OBSZAR MIEJSKI  POWIAT BIAŁYSTOK   BIAŁYSTOK   \n",
       "98710285  BIAŁYSTOK - OBSZAR MIEJSKI  POWIAT BIAŁYSTOK   BIAŁYSTOK   \n",
       "98710191  BIAŁYSTOK - OBSZAR MIEJSKI  POWIAT BIAŁYSTOK   BIAŁYSTOK   \n",
       "98710251  BIAŁYSTOK - OBSZAR MIEJSKI  POWIAT BIAŁYSTOK   BIAŁYSTOK   \n",
       "98710156  BIAŁYSTOK - OBSZAR MIEJSKI  POWIAT BIAŁYSTOK   BIAŁYSTOK   \n",
       "98709741  BIAŁYSTOK - OBSZAR MIEJSKI  POWIAT BIAŁYSTOK   BIAŁYSTOK   \n",
       "\n",
       "                         ULICA_ADRES NUMER_DOMU   ...    KM_HM  \\\n",
       "ID                                                ...            \n",
       "98084190                 ZABŁUDOWSKA              ...            \n",
       "98079899     BOHATERÓW MONTE CASSINO              ...            \n",
       "98164377                     POLESKA              ...            \n",
       "98112804     BOHATERÓW MONTE CASSINO              ...            \n",
       "98138036             KS. POPIEŁUSZKI          1   ...            \n",
       "98079928                 PRODUKCYJNA              ...            \n",
       "98082711                     ŚW. PIO              ...            \n",
       "98079927             KS. POPIEŁUSZKI         88   ...            \n",
       "98232534                ŚWIĘTOJAŃSKA         12   ...            \n",
       "98079931          SKŁODOWSKIEJ CURIE          3   ...            \n",
       "98264780               ANTONIUKOWSKA         56   ...            \n",
       "98119774            AL. PIŁSUDSKIEGO         17   ...            \n",
       "98082707                ŚWIĘTOJAŃSKA              ...            \n",
       "98079934                 BARANOWICKA         32   ...            \n",
       "98118888                 BARANOWICKA              ...            \n",
       "98079933                   KLEEBERGA              ...            \n",
       "98079932                   KLEEBERGA          1   ...            \n",
       "98082730           AL. JANA PAWŁA II         57   ...            \n",
       "98082727                SIENKIEWICZA         22   ...            \n",
       "98081778                      LIPOWA         14   ...            \n",
       "98082718               CIOŁKOWSKIEGO              ...            \n",
       "98159189                DĄBROWSKIEGO              ...            \n",
       "98098291                 WASILKOWSKA          1   ...            \n",
       "98081783                    TOWAROWA         12   ...            \n",
       "98138011  KOMISJI EDUKACJI NARODOWEJ         40   ...            \n",
       "98138579                        BEMA              ...            \n",
       "98082878                   KOŁŁĄTAJA              ...            \n",
       "98082735                  PIASTOWSKA              ...            \n",
       "98083458                   KLEEBERGA         36   ...            \n",
       "98081790                    BERLINGA              ...            \n",
       "...                              ...        ...   ...      ...   \n",
       "98706931                   KOPERNIKA              ...            \n",
       "98707948                      PIASTA        140   ...            \n",
       "98704712           AL. JANA PAWŁA II              ...            \n",
       "98707343                    KOLEJOWA         16   ...            \n",
       "98708002                   ŚW. ROCHA              ...            \n",
       "98705451                  PUŁASKIEGO        127   ...            \n",
       "98708038                 BRANICKIEGO              ...            \n",
       "98709138                    BERLINGA         10   ...            \n",
       "98709390                  NOWY ŚWIAT          3   ...            \n",
       "98705878                   ZACHODNIA              ...            \n",
       "98710201                     POLESKA              ...            \n",
       "98709366             KS. POPIEŁUSZKI              ...            \n",
       "98708043                  ZWYCIĘSTWA              ...            \n",
       "98709089                      SULIKA              ...            \n",
       "98709415                    BIAŁÓWNY         10   ...            \n",
       "98709061     BOHATERÓW MONTE CASSINO              ...            \n",
       "98710035                      MACZKA              ...            \n",
       "98709436               ANTONIUKOWSKA         48   ...            \n",
       "98726083                ŚWIĘTOJAŃSKA         12   ...            \n",
       "98708333                     MŁYNOWA         20   ...            \n",
       "98709122                SIENKIEWICZA              ...            \n",
       "98709151                    OGRODOWA         10   ...            \n",
       "98710230                   KAPRALSKA              ...            \n",
       "98709425                 SIKORSKIEGO              ...            \n",
       "98710146               ZWIERZYNIECKA              ...            \n",
       "98710285               DOJLIDY GÓRNE         15   ...            \n",
       "98710191                     POLESKA              ...            \n",
       "98710251               CIOŁKOWSKIEGO              ...            \n",
       "98710156                      GAJOWA              ...            \n",
       "98709741                    BIAŁÓWNY          4   ...            \n",
       "\n",
       "         ODLEGLOSC_SKRZYZ KIERUNEK  ZSSD_KOD2 STREFA_ZAMIESZKALA SKRZ_KOD  \\\n",
       "ID                                                                          \n",
       "98084190                                   GM                          07   \n",
       "98079899                                   P2                          07   \n",
       "98164377                                   67                          08   \n",
       "98112804                                   P2                          07   \n",
       "98138036                                                                    \n",
       "98079928                                    8                          07   \n",
       "98082711                                   P1                          07   \n",
       "98079927                                                                    \n",
       "98232534                                                                    \n",
       "98079931                                                                    \n",
       "98264780                                                                    \n",
       "98119774                                                                    \n",
       "98082707                                   GM                          07   \n",
       "98079934                                                                    \n",
       "98118888                                   G1                          07   \n",
       "98079933                                                               07   \n",
       "98079932                                                                    \n",
       "98082730                                                                    \n",
       "98082727                                                                    \n",
       "98081778                                                                    \n",
       "98082718                                                               07   \n",
       "98159189                                   P2                          07   \n",
       "98098291                                                                    \n",
       "98081783                                                       T            \n",
       "98138011                                                       T            \n",
       "98138579                                   P2                          07   \n",
       "98082878                                   GM                          07   \n",
       "98082735                                                               07   \n",
       "98083458                                                                    \n",
       "98081790                                   GM                          07   \n",
       "...                   ...      ...        ...                ...      ...   \n",
       "98706931                                    G                          07   \n",
       "98707948                                                                    \n",
       "98704712                                   GM                          08   \n",
       "98707343                                                                    \n",
       "98708002                                   P2                          07   \n",
       "98705451                                                       T            \n",
       "98708038                                   P1                          07   \n",
       "98709138                                                                    \n",
       "98709390                                                                    \n",
       "98705878                                   G1                          07   \n",
       "98710201                                   G1                          08   \n",
       "98709366                                   G1                          07   \n",
       "98708043                                   P1                          07   \n",
       "98709089                                   P1                          07   \n",
       "98709415                                                       T            \n",
       "98709061                                   G1                          07   \n",
       "98710035                                   P2                          08   \n",
       "98709436                                                                    \n",
       "98726083                                                                    \n",
       "98708333                                                                    \n",
       "98709122                                   G1                          07   \n",
       "98709151                                                                    \n",
       "98710230                                   G1                          07   \n",
       "98709425                                   G1                          07   \n",
       "98710146                                    G                          07   \n",
       "98710285                                                                    \n",
       "98710191                                   P2                          07   \n",
       "98710251                                   P2                          07   \n",
       "98710156                                    G                          07   \n",
       "98709741                                                                    \n",
       "\n",
       "          WSP_GPS_X  WSP_GPS_Y spip_kod SSUP_KOD  \n",
       "ID                                                \n",
       "98084190                                    None  \n",
       "98079899                                    None  \n",
       "98164377                                      88  \n",
       "98112804                                    None  \n",
       "98138036                                      88  \n",
       "98079928                                    None  \n",
       "98082711                                    None  \n",
       "98079927                             08     None  \n",
       "98232534                                    None  \n",
       "98079931                                    None  \n",
       "98264780                                    None  \n",
       "98119774                                    None  \n",
       "98082707                                    None  \n",
       "98079934                                    None  \n",
       "98118888                                    None  \n",
       "98079933                                    None  \n",
       "98079932                                    None  \n",
       "98082730                                    None  \n",
       "98082727                                    None  \n",
       "98081778                                      88  \n",
       "98082718                                    None  \n",
       "98159189                                    None  \n",
       "98098291                                    None  \n",
       "98081783                                    None  \n",
       "98138011                                    None  \n",
       "98138579                                    None  \n",
       "98082878  23*10'131  53*14'475              None  \n",
       "98082735                                    None  \n",
       "98083458                                    None  \n",
       "98081790                                    None  \n",
       "...             ...        ...      ...      ...  \n",
       "98706931                                    None  \n",
       "98707948                                    None  \n",
       "98704712                                    None  \n",
       "98707343                                    None  \n",
       "98708002                                    None  \n",
       "98705451                                    None  \n",
       "98708038                                    None  \n",
       "98709138                                    None  \n",
       "98709390                                    None  \n",
       "98705878                                    None  \n",
       "98710201                                    None  \n",
       "98709366                                    None  \n",
       "98708043                                    None  \n",
       "98709089                                    None  \n",
       "98709415                                    None  \n",
       "98709061                                    None  \n",
       "98710035                                    None  \n",
       "98709436                                    None  \n",
       "98726083                                    None  \n",
       "98708333                                    None  \n",
       "98709122                                    None  \n",
       "98709151                                    None  \n",
       "98710230                                    None  \n",
       "98709425                                    None  \n",
       "98710146                                    None  \n",
       "98710285                                    None  \n",
       "98710191                             A5     None  \n",
       "98710251                                    None  \n",
       "98710156                                    None  \n",
       "98709741                                    None  \n",
       "\n",
       "[4137 rows x 38 columns]"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "zd[zd[\"MIEJSCOWOSC\"] == \"BIAŁYSTOK\"]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Aby przefiltrować dane, używamy takiej notacji."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(4137, 38)"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "zd[zd[\"MIEJSCOWOSC\"] == \"BIAŁYSTOK\"].shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(4137, 38)"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "zd[zd[\"MIEJSCOWOSC\"].str.upper() == \"BIAŁYSTOK\"].shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Jeżeli nie mamy pewności, czy wielkość znaków jest zachowana, możemy użyć metody z atrybutu str. Str ma różne przydatne metody do przetwarzania stringów."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>JEDNOSTKA_MIEJSCA</th>\n",
       "      <th>JEDNOSTKA_LIKWIDUJACA</th>\n",
       "      <th>JEDNOSTKA_OPERATORA</th>\n",
       "      <th>NR_KW</th>\n",
       "      <th>WOJ</th>\n",
       "      <th>GMINA</th>\n",
       "      <th>POWIAT</th>\n",
       "      <th>MIEJSCOWOSC</th>\n",
       "      <th>ULICA_ADRES</th>\n",
       "      <th>NUMER_DOMU</th>\n",
       "      <th>...</th>\n",
       "      <th>KM_HM</th>\n",
       "      <th>ODLEGLOSC_SKRZYZ</th>\n",
       "      <th>KIERUNEK</th>\n",
       "      <th>ZSSD_KOD2</th>\n",
       "      <th>STREFA_ZAMIESZKALA</th>\n",
       "      <th>SKRZ_KOD</th>\n",
       "      <th>WSP_GPS_X</th>\n",
       "      <th>WSP_GPS_Y</th>\n",
       "      <th>spip_kod</th>\n",
       "      <th>SSUP_KOD</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ID</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>98081778</th>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>Ldz K-17/14</td>\n",
       "      <td>WOJ. PODLASKIE</td>\n",
       "      <td>BIAŁYSTOK - OBSZAR MIEJSKI</td>\n",
       "      <td>POWIAT BIAŁYSTOK</td>\n",
       "      <td>BIAŁYSTOK</td>\n",
       "      <td>LIPOWA</td>\n",
       "      <td>14</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>88</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98093745</th>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>Ldz K-99/14</td>\n",
       "      <td>WOJ. PODLASKIE</td>\n",
       "      <td>BIAŁYSTOK - OBSZAR MIEJSKI</td>\n",
       "      <td>POWIAT BIAŁYSTOK</td>\n",
       "      <td>BIAŁYSTOK</td>\n",
       "      <td>LIPOWA</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>G1</td>\n",
       "      <td></td>\n",
       "      <td>07</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98112781</th>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>Ldz K-265/14</td>\n",
       "      <td>WOJ. PODLASKIE</td>\n",
       "      <td>BIAŁYSTOK - OBSZAR MIEJSKI</td>\n",
       "      <td>POWIAT BIAŁYSTOK</td>\n",
       "      <td>BIAŁYSTOK</td>\n",
       "      <td>LIPOWA</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>G1</td>\n",
       "      <td></td>\n",
       "      <td>07</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>87</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98111179</th>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>Ldz K-279/14</td>\n",
       "      <td>WOJ. PODLASKIE</td>\n",
       "      <td>BIAŁYSTOK - OBSZAR MIEJSKI</td>\n",
       "      <td>POWIAT BIAŁYSTOK</td>\n",
       "      <td>BIAŁYSTOK</td>\n",
       "      <td>LIPOWA</td>\n",
       "      <td>34</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>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98122490</th>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>Ldz K-373/14</td>\n",
       "      <td>WOJ. PODLASKIE</td>\n",
       "      <td>BIAŁYSTOK - OBSZAR MIEJSKI</td>\n",
       "      <td>POWIAT BIAŁYSTOK</td>\n",
       "      <td>BIAŁYSTOK</td>\n",
       "      <td>LIPOWA</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>G1</td>\n",
       "      <td></td>\n",
       "      <td>07</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>88</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98134404</th>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>Ldz K-567/14</td>\n",
       "      <td>WOJ. PODLASKIE</td>\n",
       "      <td>BIAŁYSTOK - OBSZAR MIEJSKI</td>\n",
       "      <td>POWIAT BIAŁYSTOK</td>\n",
       "      <td>BIAŁYSTOK</td>\n",
       "      <td>LIPOWA</td>\n",
       "      <td>51</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>88</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98134696</th>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>Ldz K-529/14</td>\n",
       "      <td>WOJ. PODLASKIE</td>\n",
       "      <td>BIAŁYSTOK - OBSZAR MIEJSKI</td>\n",
       "      <td>POWIAT BIAŁYSTOK</td>\n",
       "      <td>BIAŁYSTOK</td>\n",
       "      <td>LIPOWA</td>\n",
       "      <td>3</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>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98242296</th>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>Ldz K-1720/14</td>\n",
       "      <td>WOJ. PODLASKIE</td>\n",
       "      <td>BIAŁYSTOK - OBSZAR MIEJSKI</td>\n",
       "      <td>POWIAT BIAŁYSTOK</td>\n",
       "      <td>BIAŁYSTOK</td>\n",
       "      <td>LIPOWA</td>\n",
       "      <td>37</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>86</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98142477</th>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>Ldz K-621/14</td>\n",
       "      <td>WOJ. PODLASKIE</td>\n",
       "      <td>BIAŁYSTOK - OBSZAR MIEJSKI</td>\n",
       "      <td>POWIAT BIAŁYSTOK</td>\n",
       "      <td>BIAŁYSTOK</td>\n",
       "      <td>LIPOWA</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>G1</td>\n",
       "      <td></td>\n",
       "      <td>07</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98158215</th>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>Ldz K-845/14</td>\n",
       "      <td>WOJ. PODLASKIE</td>\n",
       "      <td>BIAŁYSTOK - OBSZAR MIEJSKI</td>\n",
       "      <td>POWIAT BIAŁYSTOK</td>\n",
       "      <td>BIAŁYSTOK</td>\n",
       "      <td>LIPOWA</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>G1</td>\n",
       "      <td></td>\n",
       "      <td>07</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98167686</th>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>Ldz K-898/14</td>\n",
       "      <td>WOJ. PODLASKIE</td>\n",
       "      <td>BIAŁYSTOK - OBSZAR MIEJSKI</td>\n",
       "      <td>POWIAT BIAŁYSTOK</td>\n",
       "      <td>BIAŁYSTOK</td>\n",
       "      <td>LIPOWA</td>\n",
       "      <td>34</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>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98224984</th>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>Ldz K-1549/14</td>\n",
       "      <td>WOJ. PODLASKIE</td>\n",
       "      <td>BIAŁYSTOK - OBSZAR MIEJSKI</td>\n",
       "      <td>POWIAT BIAŁYSTOK</td>\n",
       "      <td>BIAŁYSTOK</td>\n",
       "      <td>LIPOWA</td>\n",
       "      <td>47/1</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>88</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98198125</th>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>Ldz K-1262/14</td>\n",
       "      <td>WOJ. PODLASKIE</td>\n",
       "      <td>BIAŁYSTOK - OBSZAR MIEJSKI</td>\n",
       "      <td>POWIAT BIAŁYSTOK</td>\n",
       "      <td>BIAŁYSTOK</td>\n",
       "      <td>LIPOWA</td>\n",
       "      <td>12</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>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98649451</th>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>Ldz K-2169/14</td>\n",
       "      <td>WOJ. PODLASKIE</td>\n",
       "      <td>BIAŁYSTOK - OBSZAR MIEJSKI</td>\n",
       "      <td>POWIAT BIAŁYSTOK</td>\n",
       "      <td>BIAŁYSTOK</td>\n",
       "      <td>LIPOWA</td>\n",
       "      <td>37</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>A5</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98245032</th>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>Ldz K-1750/14</td>\n",
       "      <td>WOJ. PODLASKIE</td>\n",
       "      <td>BIAŁYSTOK - OBSZAR MIEJSKI</td>\n",
       "      <td>POWIAT BIAŁYSTOK</td>\n",
       "      <td>BIAŁYSTOK</td>\n",
       "      <td>LIPOWA</td>\n",
       "      <td>31</td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>G1</td>\n",
       "      <td></td>\n",
       "      <td>07</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98245677</th>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>Ldz K-1787/14</td>\n",
       "      <td>WOJ. PODLASKIE</td>\n",
       "      <td>BIAŁYSTOK - OBSZAR MIEJSKI</td>\n",
       "      <td>POWIAT BIAŁYSTOK</td>\n",
       "      <td>BIAŁYSTOK</td>\n",
       "      <td>LIPOWA</td>\n",
       "      <td>10</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>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98256478</th>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>Ldz K-1904/14</td>\n",
       "      <td>WOJ. PODLASKIE</td>\n",
       "      <td>BIAŁYSTOK - OBSZAR MIEJSKI</td>\n",
       "      <td>POWIAT BIAŁYSTOK</td>\n",
       "      <td>BIAŁYSTOK</td>\n",
       "      <td>LIPOWA</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>G1</td>\n",
       "      <td></td>\n",
       "      <td>07</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98263532</th>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>Ldz K-1967/14</td>\n",
       "      <td>WOJ. PODLASKIE</td>\n",
       "      <td>BIAŁYSTOK - OBSZAR MIEJSKI</td>\n",
       "      <td>POWIAT BIAŁYSTOK</td>\n",
       "      <td>BIAŁYSTOK</td>\n",
       "      <td>LIPOWA</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>G1</td>\n",
       "      <td></td>\n",
       "      <td>07</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98260673</th>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td></td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>Ldz K-1975/14</td>\n",
       "      <td>WOJ. PODLASKIE</td>\n",
       "      <td>BIAŁYSTOK - OBSZAR MIEJSKI</td>\n",
       "      <td>POWIAT BIAŁYSTOK</td>\n",
       "      <td>BIAŁYSTOK</td>\n",
       "      <td>LIPOWA</td>\n",
       "      <td>22</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>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98277011</th>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>Ldz K-2170/14</td>\n",
       "      <td>WOJ. PODLASKIE</td>\n",
       "      <td>BIAŁYSTOK - OBSZAR MIEJSKI</td>\n",
       "      <td>POWIAT BIAŁYSTOK</td>\n",
       "      <td>BIAŁYSTOK</td>\n",
       "      <td>LIPOWA</td>\n",
       "      <td>16</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>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98279343</th>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>Ldz K-2191/14</td>\n",
       "      <td>WOJ. PODLASKIE</td>\n",
       "      <td>BIAŁYSTOK - OBSZAR MIEJSKI</td>\n",
       "      <td>POWIAT BIAŁYSTOK</td>\n",
       "      <td>BIAŁYSTOK</td>\n",
       "      <td>LIPOWA</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>G1</td>\n",
       "      <td></td>\n",
       "      <td>07</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98318157</th>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>Ldz K-2518/14</td>\n",
       "      <td>WOJ. PODLASKIE</td>\n",
       "      <td>BIAŁYSTOK - OBSZAR MIEJSKI</td>\n",
       "      <td>POWIAT BIAŁYSTOK</td>\n",
       "      <td>BIAŁYSTOK</td>\n",
       "      <td>LIPOWA</td>\n",
       "      <td>16</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>A4</td>\n",
       "      <td>90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98318153</th>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>Ldz K-2517/14</td>\n",
       "      <td>WOJ. PODLASKIE</td>\n",
       "      <td>BIAŁYSTOK - OBSZAR MIEJSKI</td>\n",
       "      <td>POWIAT BIAŁYSTOK</td>\n",
       "      <td>BIAŁYSTOK</td>\n",
       "      <td>LIPOWA</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>G1</td>\n",
       "      <td></td>\n",
       "      <td>07</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98351079</th>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>Ldz K-2855/14</td>\n",
       "      <td>WOJ. PODLASKIE</td>\n",
       "      <td>BIAŁYSTOK - OBSZAR MIEJSKI</td>\n",
       "      <td>POWIAT BIAŁYSTOK</td>\n",
       "      <td>BIAŁYSTOK</td>\n",
       "      <td>LIPOWA</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>G1</td>\n",
       "      <td></td>\n",
       "      <td>07</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98349055</th>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>Ldz K-2849/14</td>\n",
       "      <td>WOJ. PODLASKIE</td>\n",
       "      <td>BIAŁYSTOK - OBSZAR MIEJSKI</td>\n",
       "      <td>POWIAT BIAŁYSTOK</td>\n",
       "      <td>BIAŁYSTOK</td>\n",
       "      <td>LIPOWA</td>\n",
       "      <td>47/1</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>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98394484</th>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>Ldz K-3296/14</td>\n",
       "      <td>WOJ. PODLASKIE</td>\n",
       "      <td>BIAŁYSTOK - OBSZAR MIEJSKI</td>\n",
       "      <td>POWIAT BIAŁYSTOK</td>\n",
       "      <td>BIAŁYSTOK</td>\n",
       "      <td>LIPOWA</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>G1</td>\n",
       "      <td></td>\n",
       "      <td>07</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98358735</th>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>Ldz K-2912/14</td>\n",
       "      <td>WOJ. PODLASKIE</td>\n",
       "      <td>BIAŁYSTOK - OBSZAR MIEJSKI</td>\n",
       "      <td>POWIAT BIAŁYSTOK</td>\n",
       "      <td>BIAŁYSTOK</td>\n",
       "      <td>LIPOWA</td>\n",
       "      <td>29</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>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98357610</th>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>Ldz K-2915/14</td>\n",
       "      <td>WOJ. PODLASKIE</td>\n",
       "      <td>BIAŁYSTOK - OBSZAR MIEJSKI</td>\n",
       "      <td>POWIAT BIAŁYSTOK</td>\n",
       "      <td>BIAŁYSTOK</td>\n",
       "      <td>LIPOWA</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>G1</td>\n",
       "      <td></td>\n",
       "      <td>07</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98381448</th>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>Ldz K-3116/14</td>\n",
       "      <td>WOJ. PODLASKIE</td>\n",
       "      <td>BIAŁYSTOK - OBSZAR MIEJSKI</td>\n",
       "      <td>POWIAT BIAŁYSTOK</td>\n",
       "      <td>BIAŁYSTOK</td>\n",
       "      <td>LIPOWA</td>\n",
       "      <td>26</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>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98394467</th>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>Ldz K-3308/14</td>\n",
       "      <td>WOJ. PODLASKIE</td>\n",
       "      <td>BIAŁYSTOK - OBSZAR MIEJSKI</td>\n",
       "      <td>POWIAT BIAŁYSTOK</td>\n",
       "      <td>BIAŁYSTOK</td>\n",
       "      <td>LIPOWA</td>\n",
       "      <td>4</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>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98401668</th>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>Ldz K-3422/14</td>\n",
       "      <td>WOJ. PODLASKIE</td>\n",
       "      <td>BIAŁYSTOK - OBSZAR MIEJSKI</td>\n",
       "      <td>POWIAT BIAŁYSTOK</td>\n",
       "      <td>BIAŁYSTOK</td>\n",
       "      <td>LIPOWA</td>\n",
       "      <td>32</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>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98420962</th>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>Ldz K-3661/14</td>\n",
       "      <td>WOJ. PODLASKIE</td>\n",
       "      <td>BIAŁYSTOK - OBSZAR MIEJSKI</td>\n",
       "      <td>POWIAT BIAŁYSTOK</td>\n",
       "      <td>BIAŁYSTOK</td>\n",
       "      <td>LIPOWA</td>\n",
       "      <td>34</td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>P2</td>\n",
       "      <td></td>\n",
       "      <td>07</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98450060</th>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>Ldz K-3878/14</td>\n",
       "      <td>WOJ. PODLASKIE</td>\n",
       "      <td>BIAŁYSTOK - OBSZAR MIEJSKI</td>\n",
       "      <td>POWIAT BIAŁYSTOK</td>\n",
       "      <td>BIAŁYSTOK</td>\n",
       "      <td>LIPOWA</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>G1</td>\n",
       "      <td></td>\n",
       "      <td>07</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98452752</th>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>Ldz K-3918/14</td>\n",
       "      <td>WOJ. PODLASKIE</td>\n",
       "      <td>BIAŁYSTOK - OBSZAR MIEJSKI</td>\n",
       "      <td>POWIAT BIAŁYSTOK</td>\n",
       "      <td>BIAŁYSTOK</td>\n",
       "      <td>LIPOWA</td>\n",
       "      <td>16</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>90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98667493</th>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>Ldz K-4594/14</td>\n",
       "      <td>WOJ. PODLASKIE</td>\n",
       "      <td>BIAŁYSTOK - OBSZAR MIEJSKI</td>\n",
       "      <td>POWIAT BIAŁYSTOK</td>\n",
       "      <td>BIAŁYSTOK</td>\n",
       "      <td>LIPOWA</td>\n",
       "      <td>28</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>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98643877</th>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td></td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>Ldz K-4493/14</td>\n",
       "      <td>WOJ. PODLASKIE</td>\n",
       "      <td>BIAŁYSTOK - OBSZAR MIEJSKI</td>\n",
       "      <td>POWIAT BIAŁYSTOK</td>\n",
       "      <td>BIAŁYSTOK</td>\n",
       "      <td>LIPOWA</td>\n",
       "      <td>32</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>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98621250</th>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>Ldz K-4151/14</td>\n",
       "      <td>WOJ. PODLASKIE</td>\n",
       "      <td>BIAŁYSTOK - OBSZAR MIEJSKI</td>\n",
       "      <td>POWIAT BIAŁYSTOK</td>\n",
       "      <td>BIAŁYSTOK</td>\n",
       "      <td>LIPOWA</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>G1</td>\n",
       "      <td></td>\n",
       "      <td>07</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98461366</th>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>Ldz K-3976/14</td>\n",
       "      <td>WOJ. PODLASKIE</td>\n",
       "      <td>BIAŁYSTOK - OBSZAR MIEJSKI</td>\n",
       "      <td>POWIAT BIAŁYSTOK</td>\n",
       "      <td>BIAŁYSTOK</td>\n",
       "      <td>LIPOWA</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>G1</td>\n",
       "      <td></td>\n",
       "      <td>07</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>88</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98474407</th>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>Ldz K-4024/14</td>\n",
       "      <td>WOJ. PODLASKIE</td>\n",
       "      <td>BIAŁYSTOK - OBSZAR MIEJSKI</td>\n",
       "      <td>POWIAT BIAŁYSTOK</td>\n",
       "      <td>BIAŁYSTOK</td>\n",
       "      <td>LIPOWA</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>P2</td>\n",
       "      <td></td>\n",
       "      <td>07</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98484203</th>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>Ldz K-4082/14</td>\n",
       "      <td>WOJ. PODLASKIE</td>\n",
       "      <td>BIAŁYSTOK - OBSZAR MIEJSKI</td>\n",
       "      <td>POWIAT BIAŁYSTOK</td>\n",
       "      <td>BIAŁYSTOK</td>\n",
       "      <td>LIPOWA</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>P2</td>\n",
       "      <td></td>\n",
       "      <td>07</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98509333</th>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>Ldz K-4076/14</td>\n",
       "      <td>WOJ. PODLASKIE</td>\n",
       "      <td>BIAŁYSTOK - OBSZAR MIEJSKI</td>\n",
       "      <td>POWIAT BIAŁYSTOK</td>\n",
       "      <td>BIAŁYSTOK</td>\n",
       "      <td>LIPOWA</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>G1</td>\n",
       "      <td></td>\n",
       "      <td>07</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98631536</th>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>Ldz K-4317/14</td>\n",
       "      <td>WOJ. PODLASKIE</td>\n",
       "      <td>BIAŁYSTOK - OBSZAR MIEJSKI</td>\n",
       "      <td>POWIAT BIAŁYSTOK</td>\n",
       "      <td>BIAŁYSTOK</td>\n",
       "      <td>LIPOWA</td>\n",
       "      <td>17</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>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98631541</th>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>Ldz K-4316/14</td>\n",
       "      <td>WOJ. PODLASKIE</td>\n",
       "      <td>BIAŁYSTOK - OBSZAR MIEJSKI</td>\n",
       "      <td>POWIAT BIAŁYSTOK</td>\n",
       "      <td>BIAŁYSTOK</td>\n",
       "      <td>LIPOWA</td>\n",
       "      <td>17</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>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98643892</th>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>Ldz K-4463/14</td>\n",
       "      <td>WOJ. PODLASKIE</td>\n",
       "      <td>BIAŁYSTOK - OBSZAR MIEJSKI</td>\n",
       "      <td>POWIAT BIAŁYSTOK</td>\n",
       "      <td>BIAŁYSTOK</td>\n",
       "      <td>LIPOWA</td>\n",
       "      <td>32</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>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98661421</th>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>Ldz K-4712/14</td>\n",
       "      <td>WOJ. PODLASKIE</td>\n",
       "      <td>BIAŁYSTOK - OBSZAR MIEJSKI</td>\n",
       "      <td>POWIAT BIAŁYSTOK</td>\n",
       "      <td>BIAŁYSTOK</td>\n",
       "      <td>LIPOWA</td>\n",
       "      <td>12</td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>I2</td>\n",
       "      <td></td>\n",
       "      <td>07</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98673855</th>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>Ldz K-4847/14</td>\n",
       "      <td>WOJ. PODLASKIE</td>\n",
       "      <td>BIAŁYSTOK - OBSZAR MIEJSKI</td>\n",
       "      <td>POWIAT BIAŁYSTOK</td>\n",
       "      <td>BIAŁYSTOK</td>\n",
       "      <td>LIPOWA</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>P2</td>\n",
       "      <td></td>\n",
       "      <td>07</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98677050</th>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>BK KMP Białystok</td>\n",
       "      <td>Ldz K-4883/14</td>\n",
       "      <td>WOJ. PODLASKIE</td>\n",
       "      <td>BIAŁYSTOK - OBSZAR MIEJSKI</td>\n",
       "      <td>POWIAT BIAŁYSTOK</td>\n",
       "      <td>BIAŁYSTOK</td>\n",
       "      <td>LIPOWA</td>\n",
       "      <td>12</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>None</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>47 rows × 38 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         JEDNOSTKA_MIEJSCA JEDNOSTKA_LIKWIDUJACA JEDNOSTKA_OPERATORA  \\\n",
       "ID                                                                     \n",
       "98081778  BK KMP Białystok      BK KMP Białystok    BK KMP Białystok   \n",
       "98093745  BK KMP Białystok      BK KMP Białystok    BK KMP Białystok   \n",
       "98112781  BK KMP Białystok      BK KMP Białystok    BK KMP Białystok   \n",
       "98111179  BK KMP Białystok      BK KMP Białystok    BK KMP Białystok   \n",
       "98122490  BK KMP Białystok      BK KMP Białystok    BK KMP Białystok   \n",
       "98134404  BK KMP Białystok      BK KMP Białystok    BK KMP Białystok   \n",
       "98134696  BK KMP Białystok      BK KMP Białystok    BK KMP Białystok   \n",
       "98242296  BK KMP Białystok      BK KMP Białystok    BK KMP Białystok   \n",
       "98142477  BK KMP Białystok      BK KMP Białystok    BK KMP Białystok   \n",
       "98158215  BK KMP Białystok      BK KMP Białystok    BK KMP Białystok   \n",
       "98167686  BK KMP Białystok      BK KMP Białystok    BK KMP Białystok   \n",
       "98224984  BK KMP Białystok      BK KMP Białystok    BK KMP Białystok   \n",
       "98198125  BK KMP Białystok      BK KMP Białystok    BK KMP Białystok   \n",
       "98649451  BK KMP Białystok      BK KMP Białystok    BK KMP Białystok   \n",
       "98245032  BK KMP Białystok      BK KMP Białystok    BK KMP Białystok   \n",
       "98245677  BK KMP Białystok      BK KMP Białystok    BK KMP Białystok   \n",
       "98256478  BK KMP Białystok      BK KMP Białystok    BK KMP Białystok   \n",
       "98263532  BK KMP Białystok      BK KMP Białystok    BK KMP Białystok   \n",
       "98260673  BK KMP Białystok                          BK KMP Białystok   \n",
       "98277011  BK KMP Białystok      BK KMP Białystok    BK KMP Białystok   \n",
       "98279343  BK KMP Białystok      BK KMP Białystok    BK KMP Białystok   \n",
       "98318157  BK KMP Białystok      BK KMP Białystok    BK KMP Białystok   \n",
       "98318153  BK KMP Białystok      BK KMP Białystok    BK KMP Białystok   \n",
       "98351079  BK KMP Białystok      BK KMP Białystok    BK KMP Białystok   \n",
       "98349055  BK KMP Białystok      BK KMP Białystok    BK KMP Białystok   \n",
       "98394484  BK KMP Białystok      BK KMP Białystok    BK KMP Białystok   \n",
       "98358735  BK KMP Białystok      BK KMP Białystok    BK KMP Białystok   \n",
       "98357610  BK KMP Białystok      BK KMP Białystok    BK KMP Białystok   \n",
       "98381448  BK KMP Białystok      BK KMP Białystok    BK KMP Białystok   \n",
       "98394467  BK KMP Białystok      BK KMP Białystok    BK KMP Białystok   \n",
       "98401668  BK KMP Białystok      BK KMP Białystok    BK KMP Białystok   \n",
       "98420962  BK KMP Białystok      BK KMP Białystok    BK KMP Białystok   \n",
       "98450060  BK KMP Białystok      BK KMP Białystok    BK KMP Białystok   \n",
       "98452752  BK KMP Białystok      BK KMP Białystok    BK KMP Białystok   \n",
       "98667493  BK KMP Białystok      BK KMP Białystok    BK KMP Białystok   \n",
       "98643877  BK KMP Białystok                          BK KMP Białystok   \n",
       "98621250  BK KMP Białystok      BK KMP Białystok    BK KMP Białystok   \n",
       "98461366  BK KMP Białystok      BK KMP Białystok    BK KMP Białystok   \n",
       "98474407  BK KMP Białystok      BK KMP Białystok    BK KMP Białystok   \n",
       "98484203  BK KMP Białystok      BK KMP Białystok    BK KMP Białystok   \n",
       "98509333  BK KMP Białystok      BK KMP Białystok    BK KMP Białystok   \n",
       "98631536  BK KMP Białystok      BK KMP Białystok    BK KMP Białystok   \n",
       "98631541  BK KMP Białystok      BK KMP Białystok    BK KMP Białystok   \n",
       "98643892  BK KMP Białystok      BK KMP Białystok    BK KMP Białystok   \n",
       "98661421  BK KMP Białystok      BK KMP Białystok    BK KMP Białystok   \n",
       "98673855  BK KMP Białystok      BK KMP Białystok    BK KMP Białystok   \n",
       "98677050  BK KMP Białystok      BK KMP Białystok    BK KMP Białystok   \n",
       "\n",
       "                  NR_KW             WOJ                       GMINA  \\\n",
       "ID                                                                    \n",
       "98081778    Ldz K-17/14  WOJ. PODLASKIE  BIAŁYSTOK - OBSZAR MIEJSKI   \n",
       "98093745    Ldz K-99/14  WOJ. PODLASKIE  BIAŁYSTOK - OBSZAR MIEJSKI   \n",
       "98112781   Ldz K-265/14  WOJ. PODLASKIE  BIAŁYSTOK - OBSZAR MIEJSKI   \n",
       "98111179   Ldz K-279/14  WOJ. PODLASKIE  BIAŁYSTOK - OBSZAR MIEJSKI   \n",
       "98122490   Ldz K-373/14  WOJ. PODLASKIE  BIAŁYSTOK - OBSZAR MIEJSKI   \n",
       "98134404   Ldz K-567/14  WOJ. PODLASKIE  BIAŁYSTOK - OBSZAR MIEJSKI   \n",
       "98134696   Ldz K-529/14  WOJ. PODLASKIE  BIAŁYSTOK - OBSZAR MIEJSKI   \n",
       "98242296  Ldz K-1720/14  WOJ. PODLASKIE  BIAŁYSTOK - OBSZAR MIEJSKI   \n",
       "98142477   Ldz K-621/14  WOJ. PODLASKIE  BIAŁYSTOK - OBSZAR MIEJSKI   \n",
       "98158215   Ldz K-845/14  WOJ. PODLASKIE  BIAŁYSTOK - OBSZAR MIEJSKI   \n",
       "98167686   Ldz K-898/14  WOJ. PODLASKIE  BIAŁYSTOK - OBSZAR MIEJSKI   \n",
       "98224984  Ldz K-1549/14  WOJ. PODLASKIE  BIAŁYSTOK - OBSZAR MIEJSKI   \n",
       "98198125  Ldz K-1262/14  WOJ. PODLASKIE  BIAŁYSTOK - OBSZAR MIEJSKI   \n",
       "98649451  Ldz K-2169/14  WOJ. PODLASKIE  BIAŁYSTOK - OBSZAR MIEJSKI   \n",
       "98245032  Ldz K-1750/14  WOJ. PODLASKIE  BIAŁYSTOK - OBSZAR MIEJSKI   \n",
       "98245677  Ldz K-1787/14  WOJ. PODLASKIE  BIAŁYSTOK - OBSZAR MIEJSKI   \n",
       "98256478  Ldz K-1904/14  WOJ. PODLASKIE  BIAŁYSTOK - OBSZAR MIEJSKI   \n",
       "98263532  Ldz K-1967/14  WOJ. PODLASKIE  BIAŁYSTOK - OBSZAR MIEJSKI   \n",
       "98260673  Ldz K-1975/14  WOJ. PODLASKIE  BIAŁYSTOK - OBSZAR MIEJSKI   \n",
       "98277011  Ldz K-2170/14  WOJ. PODLASKIE  BIAŁYSTOK - OBSZAR MIEJSKI   \n",
       "98279343  Ldz K-2191/14  WOJ. PODLASKIE  BIAŁYSTOK - OBSZAR MIEJSKI   \n",
       "98318157  Ldz K-2518/14  WOJ. PODLASKIE  BIAŁYSTOK - OBSZAR MIEJSKI   \n",
       "98318153  Ldz K-2517/14  WOJ. PODLASKIE  BIAŁYSTOK - OBSZAR MIEJSKI   \n",
       "98351079  Ldz K-2855/14  WOJ. PODLASKIE  BIAŁYSTOK - OBSZAR MIEJSKI   \n",
       "98349055  Ldz K-2849/14  WOJ. PODLASKIE  BIAŁYSTOK - OBSZAR MIEJSKI   \n",
       "98394484  Ldz K-3296/14  WOJ. PODLASKIE  BIAŁYSTOK - OBSZAR MIEJSKI   \n",
       "98358735  Ldz K-2912/14  WOJ. PODLASKIE  BIAŁYSTOK - OBSZAR MIEJSKI   \n",
       "98357610  Ldz K-2915/14  WOJ. PODLASKIE  BIAŁYSTOK - OBSZAR MIEJSKI   \n",
       "98381448  Ldz K-3116/14  WOJ. PODLASKIE  BIAŁYSTOK - OBSZAR MIEJSKI   \n",
       "98394467  Ldz K-3308/14  WOJ. PODLASKIE  BIAŁYSTOK - OBSZAR MIEJSKI   \n",
       "98401668  Ldz K-3422/14  WOJ. PODLASKIE  BIAŁYSTOK - OBSZAR MIEJSKI   \n",
       "98420962  Ldz K-3661/14  WOJ. PODLASKIE  BIAŁYSTOK - OBSZAR MIEJSKI   \n",
       "98450060  Ldz K-3878/14  WOJ. PODLASKIE  BIAŁYSTOK - OBSZAR MIEJSKI   \n",
       "98452752  Ldz K-3918/14  WOJ. PODLASKIE  BIAŁYSTOK - OBSZAR MIEJSKI   \n",
       "98667493  Ldz K-4594/14  WOJ. PODLASKIE  BIAŁYSTOK - OBSZAR MIEJSKI   \n",
       "98643877  Ldz K-4493/14  WOJ. PODLASKIE  BIAŁYSTOK - OBSZAR MIEJSKI   \n",
       "98621250  Ldz K-4151/14  WOJ. PODLASKIE  BIAŁYSTOK - OBSZAR MIEJSKI   \n",
       "98461366  Ldz K-3976/14  WOJ. PODLASKIE  BIAŁYSTOK - OBSZAR MIEJSKI   \n",
       "98474407  Ldz K-4024/14  WOJ. PODLASKIE  BIAŁYSTOK - OBSZAR MIEJSKI   \n",
       "98484203  Ldz K-4082/14  WOJ. PODLASKIE  BIAŁYSTOK - OBSZAR MIEJSKI   \n",
       "98509333  Ldz K-4076/14  WOJ. PODLASKIE  BIAŁYSTOK - OBSZAR MIEJSKI   \n",
       "98631536  Ldz K-4317/14  WOJ. PODLASKIE  BIAŁYSTOK - OBSZAR MIEJSKI   \n",
       "98631541  Ldz K-4316/14  WOJ. PODLASKIE  BIAŁYSTOK - OBSZAR MIEJSKI   \n",
       "98643892  Ldz K-4463/14  WOJ. PODLASKIE  BIAŁYSTOK - OBSZAR MIEJSKI   \n",
       "98661421  Ldz K-4712/14  WOJ. PODLASKIE  BIAŁYSTOK - OBSZAR MIEJSKI   \n",
       "98673855  Ldz K-4847/14  WOJ. PODLASKIE  BIAŁYSTOK - OBSZAR MIEJSKI   \n",
       "98677050  Ldz K-4883/14  WOJ. PODLASKIE  BIAŁYSTOK - OBSZAR MIEJSKI   \n",
       "\n",
       "                    POWIAT MIEJSCOWOSC ULICA_ADRES NUMER_DOMU   ...    KM_HM  \\\n",
       "ID                                                              ...            \n",
       "98081778  POWIAT BIAŁYSTOK   BIAŁYSTOK      LIPOWA         14   ...            \n",
       "98093745  POWIAT BIAŁYSTOK   BIAŁYSTOK      LIPOWA              ...            \n",
       "98112781  POWIAT BIAŁYSTOK   BIAŁYSTOK      LIPOWA              ...            \n",
       "98111179  POWIAT BIAŁYSTOK   BIAŁYSTOK      LIPOWA         34   ...            \n",
       "98122490  POWIAT BIAŁYSTOK   BIAŁYSTOK      LIPOWA              ...            \n",
       "98134404  POWIAT BIAŁYSTOK   BIAŁYSTOK      LIPOWA         51   ...            \n",
       "98134696  POWIAT BIAŁYSTOK   BIAŁYSTOK      LIPOWA          3   ...            \n",
       "98242296  POWIAT BIAŁYSTOK   BIAŁYSTOK      LIPOWA         37   ...            \n",
       "98142477  POWIAT BIAŁYSTOK   BIAŁYSTOK      LIPOWA              ...            \n",
       "98158215  POWIAT BIAŁYSTOK   BIAŁYSTOK      LIPOWA              ...            \n",
       "98167686  POWIAT BIAŁYSTOK   BIAŁYSTOK      LIPOWA         34   ...            \n",
       "98224984  POWIAT BIAŁYSTOK   BIAŁYSTOK      LIPOWA       47/1   ...            \n",
       "98198125  POWIAT BIAŁYSTOK   BIAŁYSTOK      LIPOWA         12   ...            \n",
       "98649451  POWIAT BIAŁYSTOK   BIAŁYSTOK      LIPOWA         37   ...            \n",
       "98245032  POWIAT BIAŁYSTOK   BIAŁYSTOK      LIPOWA         31   ...            \n",
       "98245677  POWIAT BIAŁYSTOK   BIAŁYSTOK      LIPOWA         10   ...            \n",
       "98256478  POWIAT BIAŁYSTOK   BIAŁYSTOK      LIPOWA              ...            \n",
       "98263532  POWIAT BIAŁYSTOK   BIAŁYSTOK      LIPOWA              ...            \n",
       "98260673  POWIAT BIAŁYSTOK   BIAŁYSTOK      LIPOWA         22   ...            \n",
       "98277011  POWIAT BIAŁYSTOK   BIAŁYSTOK      LIPOWA         16   ...            \n",
       "98279343  POWIAT BIAŁYSTOK   BIAŁYSTOK      LIPOWA              ...            \n",
       "98318157  POWIAT BIAŁYSTOK   BIAŁYSTOK      LIPOWA         16   ...            \n",
       "98318153  POWIAT BIAŁYSTOK   BIAŁYSTOK      LIPOWA              ...            \n",
       "98351079  POWIAT BIAŁYSTOK   BIAŁYSTOK      LIPOWA              ...            \n",
       "98349055  POWIAT BIAŁYSTOK   BIAŁYSTOK      LIPOWA       47/1   ...            \n",
       "98394484  POWIAT BIAŁYSTOK   BIAŁYSTOK      LIPOWA              ...            \n",
       "98358735  POWIAT BIAŁYSTOK   BIAŁYSTOK      LIPOWA         29   ...            \n",
       "98357610  POWIAT BIAŁYSTOK   BIAŁYSTOK      LIPOWA              ...            \n",
       "98381448  POWIAT BIAŁYSTOK   BIAŁYSTOK      LIPOWA         26   ...            \n",
       "98394467  POWIAT BIAŁYSTOK   BIAŁYSTOK      LIPOWA          4   ...            \n",
       "98401668  POWIAT BIAŁYSTOK   BIAŁYSTOK      LIPOWA         32   ...            \n",
       "98420962  POWIAT BIAŁYSTOK   BIAŁYSTOK      LIPOWA         34   ...            \n",
       "98450060  POWIAT BIAŁYSTOK   BIAŁYSTOK      LIPOWA              ...            \n",
       "98452752  POWIAT BIAŁYSTOK   BIAŁYSTOK      LIPOWA         16   ...            \n",
       "98667493  POWIAT BIAŁYSTOK   BIAŁYSTOK      LIPOWA         28   ...            \n",
       "98643877  POWIAT BIAŁYSTOK   BIAŁYSTOK      LIPOWA         32   ...            \n",
       "98621250  POWIAT BIAŁYSTOK   BIAŁYSTOK      LIPOWA              ...            \n",
       "98461366  POWIAT BIAŁYSTOK   BIAŁYSTOK      LIPOWA              ...            \n",
       "98474407  POWIAT BIAŁYSTOK   BIAŁYSTOK      LIPOWA              ...            \n",
       "98484203  POWIAT BIAŁYSTOK   BIAŁYSTOK      LIPOWA              ...            \n",
       "98509333  POWIAT BIAŁYSTOK   BIAŁYSTOK      LIPOWA              ...            \n",
       "98631536  POWIAT BIAŁYSTOK   BIAŁYSTOK      LIPOWA         17   ...            \n",
       "98631541  POWIAT BIAŁYSTOK   BIAŁYSTOK      LIPOWA         17   ...            \n",
       "98643892  POWIAT BIAŁYSTOK   BIAŁYSTOK      LIPOWA         32   ...            \n",
       "98661421  POWIAT BIAŁYSTOK   BIAŁYSTOK      LIPOWA         12   ...            \n",
       "98673855  POWIAT BIAŁYSTOK   BIAŁYSTOK      LIPOWA              ...            \n",
       "98677050  POWIAT BIAŁYSTOK   BIAŁYSTOK      LIPOWA         12   ...            \n",
       "\n",
       "         ODLEGLOSC_SKRZYZ KIERUNEK  ZSSD_KOD2 STREFA_ZAMIESZKALA SKRZ_KOD  \\\n",
       "ID                                                                          \n",
       "98081778                                                                    \n",
       "98093745                                   G1                          07   \n",
       "98112781                                   G1                          07   \n",
       "98111179                                                                    \n",
       "98122490                                   G1                          07   \n",
       "98134404                                                                    \n",
       "98134696                                                                    \n",
       "98242296                                                                    \n",
       "98142477                                   G1                          07   \n",
       "98158215                                   G1                          07   \n",
       "98167686                                                                    \n",
       "98224984                                                                    \n",
       "98198125                                                                    \n",
       "98649451                                                                    \n",
       "98245032                                   G1                          07   \n",
       "98245677                                                                    \n",
       "98256478                                   G1                          07   \n",
       "98263532                                   G1                          07   \n",
       "98260673                                                                    \n",
       "98277011                                                                    \n",
       "98279343                                   G1                          07   \n",
       "98318157                                                                    \n",
       "98318153                                   G1                          07   \n",
       "98351079                                   G1                          07   \n",
       "98349055                                                                    \n",
       "98394484                                   G1                          07   \n",
       "98358735                                                                    \n",
       "98357610                                   G1                          07   \n",
       "98381448                                                                    \n",
       "98394467                                                                    \n",
       "98401668                                                                    \n",
       "98420962                                   P2                          07   \n",
       "98450060                                   G1                          07   \n",
       "98452752                                                                    \n",
       "98667493                                                                    \n",
       "98643877                                                                    \n",
       "98621250                                   G1                          07   \n",
       "98461366                                   G1                          07   \n",
       "98474407                                   P2                          07   \n",
       "98484203                                   P2                          07   \n",
       "98509333                                   G1                          07   \n",
       "98631536                                                                    \n",
       "98631541                                                                    \n",
       "98643892                                                                    \n",
       "98661421                                   I2                          07   \n",
       "98673855                                   P2                          07   \n",
       "98677050                                                                    \n",
       "\n",
       "         WSP_GPS_X WSP_GPS_Y spip_kod SSUP_KOD  \n",
       "ID                                              \n",
       "98081778                                    88  \n",
       "98093745                                  None  \n",
       "98112781                                    87  \n",
       "98111179                                  None  \n",
       "98122490                                    88  \n",
       "98134404                                    88  \n",
       "98134696                                  None  \n",
       "98242296                                    86  \n",
       "98142477                                  None  \n",
       "98158215                                  None  \n",
       "98167686                                  None  \n",
       "98224984                                    88  \n",
       "98198125                                  None  \n",
       "98649451                           A5     None  \n",
       "98245032                                  None  \n",
       "98245677                                  None  \n",
       "98256478                                  None  \n",
       "98263532                                  None  \n",
       "98260673                                  None  \n",
       "98277011                                  None  \n",
       "98279343                                  None  \n",
       "98318157                           A4       90  \n",
       "98318153                                  None  \n",
       "98351079                                  None  \n",
       "98349055                                  None  \n",
       "98394484                                  None  \n",
       "98358735                                  None  \n",
       "98357610                                  None  \n",
       "98381448                                  None  \n",
       "98394467                                  None  \n",
       "98401668                                  None  \n",
       "98420962                                  None  \n",
       "98450060                                  None  \n",
       "98452752                                    90  \n",
       "98667493                                  None  \n",
       "98643877                                  None  \n",
       "98621250                                  None  \n",
       "98461366                                    88  \n",
       "98474407                                  None  \n",
       "98484203                                  None  \n",
       "98509333                                  None  \n",
       "98631536                                  None  \n",
       "98631541                                  None  \n",
       "98643892                                  None  \n",
       "98661421                                  None  \n",
       "98673855                                  None  \n",
       "98677050                                  None  \n",
       "\n",
       "[47 rows x 38 columns]"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "zd[(zd.MIEJSCOWOSC == \"BIAŁYSTOK\") & (zd.ULICA_ADRES == \"LIPOWA\")]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Jeżeli chcemy zrobić warunek na dwóch kolumnach, to używamy operatora bitowego oraz koniecznie obejmujemy wyrażenia w nawiasy."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "W ten sposób uzyskaliśmy listę zdarzeń w 2014 roku, które miały miejsce na ulicy Lipowej w Białymstoku."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "## 7. Ograniczanie kolumn"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Praca na całej tabeli jest uciążliwa, w szczególności jak większość kolumn nie jest potrzebna."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "zd_small = zd[[\"WOJ\", \"GMINA\", \"MIEJSCOWOSC\", \"DATA_ZDARZ\",]]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Aby pobrać część kolumn z tabeli, podajemy ich listę."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>WOJ</th>\n",
       "      <th>GMINA</th>\n",
       "      <th>MIEJSCOWOSC</th>\n",
       "      <th>DATA_ZDARZ</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ID</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>98078604</th>\n",
       "      <td>WOJ. DOLNOŚLĄSKIE</td>\n",
       "      <td>WROCŁAW-PSIE POLE - OBSZAR MIE</td>\n",
       "      <td>WROCŁAW</td>\n",
       "      <td>2014-01-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98078600</th>\n",
       "      <td>WOJ. DOLNOŚLĄSKIE</td>\n",
       "      <td>LEGNICA - OBSZAR MIEJSKI</td>\n",
       "      <td>LEGNICA</td>\n",
       "      <td>2014-01-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98078790</th>\n",
       "      <td>WOJ. DOLNOŚLĄSKIE</td>\n",
       "      <td>OŁAWA - OBSZAR MIEJSKI</td>\n",
       "      <td>OŁAWA</td>\n",
       "      <td>2014-01-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98079143</th>\n",
       "      <td>WOJ. DOLNOŚLĄSKIE</td>\n",
       "      <td>WROCŁAW-STARE MIASTO - OBSZAR</td>\n",
       "      <td>WROCŁAW</td>\n",
       "      <td>2014-01-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98077047</th>\n",
       "      <td>WOJ. DOLNOŚLĄSKIE</td>\n",
       "      <td>LUBIN - OBSZAR WIEJSKI</td>\n",
       "      <td></td>\n",
       "      <td>2014-01-01</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                        WOJ                           GMINA MIEJSCOWOSC  \\\n",
       "ID                                                                        \n",
       "98078604  WOJ. DOLNOŚLĄSKIE  WROCŁAW-PSIE POLE - OBSZAR MIE     WROCŁAW   \n",
       "98078600  WOJ. DOLNOŚLĄSKIE        LEGNICA - OBSZAR MIEJSKI     LEGNICA   \n",
       "98078790  WOJ. DOLNOŚLĄSKIE          OŁAWA - OBSZAR MIEJSKI       OŁAWA   \n",
       "98079143  WOJ. DOLNOŚLĄSKIE  WROCŁAW-STARE MIASTO - OBSZAR      WROCŁAW   \n",
       "98077047  WOJ. DOLNOŚLĄSKIE          LUBIN - OBSZAR WIEJSKI               \n",
       "\n",
       "         DATA_ZDARZ  \n",
       "ID                   \n",
       "98078604 2014-01-01  \n",
       "98078600 2014-01-01  \n",
       "98078790 2014-01-01  \n",
       "98079143 2014-01-01  \n",
       "98077047 2014-01-01  "
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "zd_small.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Takie dane przyjemniej się ogląda."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 8. Agregacje"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Pandas daje fajne możliwości agregacji danych."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "WOJ. MAZOWIECKIE            58494\n",
       "WOJ. ŚLĄSKIE                47561\n",
       "WOJ. DOLNOŚLĄSKIE           34583\n",
       "WOJ. WIELKOPOLSKIE          31052\n",
       "WOJ. MAŁOPOLSKIE            29842\n",
       "WOJ. ŁÓDZKIE                26760\n",
       "WOJ. KUJAWSKO-POMORSKIE     23207\n",
       "WOJ. POMORSKIE              21852\n",
       "WOJ. LUBELSKIE              18669\n",
       "WOJ. PODKARPACKIE           16495\n",
       "WOJ. ZACHODNIOPOMORSKIE     16350\n",
       "WOJ. WARMIŃSKO-MAZURSKIE    15567\n",
       "WOJ. PODLASKIE              12039\n",
       "WOJ. ŚWIĘTOKRZYSKIE         11480\n",
       "WOJ. LUBUSKIE               10729\n",
       "WOJ. OPOLSKIE                8318\n",
       "Name: WOJ, dtype: int64"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "zd.WOJ.value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Przydatną metodą jest value counts, która zlicza występowanie każdej wartości."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Widzimy liczby zdarzeń w poszczególnych województwach posortowanych od największej wartości."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Do wizualizacji danych najlepiej służą wykresy. Matplotlib bardzo dobrze integruje się z notatnikiem. Aby pokazywać wykresy w notatniku, używamy magicznej komendy."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f12d25b7e48>"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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O4ZOBZ5OGeX4IbGTbki4BDgIuA34AHGP7bEkHAFvaPkDSHGAv23M61CNCRIdGc+aFc0aI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\nAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f12d25b7438>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "zd.WOJ.value_counts().plot(kind=\"bar\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Prosty wykres słupkowy pokazuje, jak kształtują się dane."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Na razie zostawmy województwa i przejdźmy do innej tabeli."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 33.3 s, sys: 136 ms, total: 33.4 s\n",
      "Wall time: 33.4 s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "u = pd.read_sql_table(\"uczestnicy\", eng)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Tabela pokazuje uczestników zdarzeń. Są to wszyscy uczestnicy, również pasażerowie."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Notebooki możemy eksportować w różnych formatach, np. bezpośrednio do skryptu Pythona."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ID</th>\n",
       "      <th>ZSZD_ID</th>\n",
       "      <th>ZSPO_ID</th>\n",
       "      <th>SSRU_KOD</th>\n",
       "      <th>DATA_UR</th>\n",
       "      <th>SOBY_KOD</th>\n",
       "      <th>PLEC</th>\n",
       "      <th>SUSU_KOD</th>\n",
       "      <th>LICZBA_LAT_KIEROWANIA</th>\n",
       "      <th>SPSZ_KOD</th>\n",
       "      <th>...</th>\n",
       "      <th>SUSW_KOD</th>\n",
       "      <th>STUC_KOD</th>\n",
       "      <th>POD_WPLYWEM</th>\n",
       "      <th>SUSB_KOD</th>\n",
       "      <th>OBCOKRAJOWIEC</th>\n",
       "      <th>ZBIEGL_Z_MIEJSCA</th>\n",
       "      <th>SPPI_KOD</th>\n",
       "      <th>MIEJSCE_W_POJ</th>\n",
       "      <th>SUZZ_KOD</th>\n",
       "      <th>INWALIDA</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>114590657</td>\n",
       "      <td>98078604</td>\n",
       "      <td>112257713</td>\n",
       "      <td>K</td>\n",
       "      <td>1949-01-07</td>\n",
       "      <td>PL</td>\n",
       "      <td>M</td>\n",
       "      <td>P</td>\n",
       "      <td>11</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>1</th>\n",
       "      <td>114590671</td>\n",
       "      <td>98078604</td>\n",
       "      <td>NaN</td>\n",
       "      <td>I</td>\n",
       "      <td>1963-03-01</td>\n",
       "      <td>PL</td>\n",
       "      <td>M</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td>A</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>08</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>114590669</td>\n",
       "      <td>98078604</td>\n",
       "      <td>NaN</td>\n",
       "      <td>I</td>\n",
       "      <td>1972-07-28</td>\n",
       "      <td>PL</td>\n",
       "      <td>K</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td>A</td>\n",
       "      <td>RC</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>08</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>114590648</td>\n",
       "      <td>98078600</td>\n",
       "      <td>112257703</td>\n",
       "      <td>K</td>\n",
       "      <td>1972-05-16</td>\n",
       "      <td>PL</td>\n",
       "      <td>K</td>\n",
       "      <td>P</td>\n",
       "      <td>6</td>\n",
       "      <td>01</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>4</th>\n",
       "      <td>114590955</td>\n",
       "      <td>98078790</td>\n",
       "      <td>112257995</td>\n",
       "      <td>K</td>\n",
       "      <td>1977-02-10</td>\n",
       "      <td>PL</td>\n",
       "      <td>M</td>\n",
       "      <td>P</td>\n",
       "      <td>NaN</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>T</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 21 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "          ID   ZSZD_ID    ZSPO_ID SSRU_KOD    DATA_UR SOBY_KOD PLEC SUSU_KOD  \\\n",
       "0  114590657  98078604  112257713        K 1949-01-07       PL    M        P   \n",
       "1  114590671  98078604        NaN        I 1963-03-01       PL    M            \n",
       "2  114590669  98078604        NaN        I 1972-07-28       PL    K            \n",
       "3  114590648  98078600  112257703        K 1972-05-16       PL    K        P   \n",
       "4  114590955  98078790  112257995        K 1977-02-10       PL    M        P   \n",
       "\n",
       "   LICZBA_LAT_KIEROWANIA SPSZ_KOD   ...    SUSW_KOD STUC_KOD POD_WPLYWEM  \\\n",
       "0                     11            ...                                    \n",
       "1                    NaN            ...           A                        \n",
       "2                    NaN            ...           A       RC               \n",
       "3                      6       01   ...                                    \n",
       "4                    NaN            ...                                    \n",
       "\n",
       "  SUSB_KOD OBCOKRAJOWIEC ZBIEGL_Z_MIEJSCA SPPI_KOD MIEJSCE_W_POJ SUZZ_KOD  \\\n",
       "0                                                                           \n",
       "1                                               08                          \n",
       "2                                               08                          \n",
       "3                                                                           \n",
       "4                                       T                                   \n",
       "\n",
       "  INWALIDA  \n",
       "0           \n",
       "1           \n",
       "2           \n",
       "3           \n",
       "4           \n",
       "\n",
       "[5 rows x 21 columns]"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "u.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Możemy zobaczyć, co znajduje się w danych."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "98255888    27\n",
       "98343608    23\n",
       "98113492    21\n",
       "98186360    18\n",
       "98236241    16\n",
       "98300840    14\n",
       "98318505    14\n",
       "98270076    13\n",
       "98197241    13\n",
       "98269462    13\n",
       "98682243    13\n",
       "98284079    13\n",
       "98170218    13\n",
       "98387439    13\n",
       "98115462    12\n",
       "98456304    12\n",
       "98348117    12\n",
       "98626198    12\n",
       "98082564    12\n",
       "98123516    12\n",
       "98341705    11\n",
       "98109792    11\n",
       "98322344    11\n",
       "98394010    11\n",
       "98141968    11\n",
       "98239301    11\n",
       "98106086    11\n",
       "98272611    11\n",
       "98319322    11\n",
       "98415015    11\n",
       "98670828    11\n",
       "98078430    10\n",
       "98128015    10\n",
       "98221782    10\n",
       "98333543    10\n",
       "98257413    10\n",
       "98424532    10\n",
       "98276534    10\n",
       "98212064    10\n",
       "98247470     9\n",
       "98089869     9\n",
       "98656495     9\n",
       "98335820     9\n",
       "98399258     9\n",
       "98158635     9\n",
       "98194851     9\n",
       "98186421     9\n",
       "98278637     9\n",
       "98125650     9\n",
       "98341920     9\n",
       "Name: ZSZD_ID, dtype: int64"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "u.ZSZD_ID.value_counts()[:50]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Kolumna ZSZD_ID jest idem zdarzenia. Jak zliczymy te wartości, uzyskamy liczbę uczestników w każdym zdarzeniu. Widzimy zdarzenia z największą liczbą uczestników."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "u_zd = u.ZSZD_ID.value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Dane w takiej formie mało nam mówią, więc spróbujmy to przełożyć do tabeli zdarzeń."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(382998,)"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "u_zd.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(382998, 38)"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "zd.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Jak widzimy, mamy dwie tabele o tym samym rozmiarze."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "zd[\"Uczestnicy\"] = u_zd"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Jeżeli indeksy się zgadzają, możemy przypisać serię bezpośrednio do kolumny DataFrame."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "zd_by_users = zd.sort_values(\"Uczestnicy\", ascending=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Możemy posortować tabelę po liczbie uczestników."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>WOJ</th>\n",
       "      <th>GMINA</th>\n",
       "      <th>MIEJSCOWOSC</th>\n",
       "      <th>DATA_ZDARZ</th>\n",
       "      <th>Uczestnicy</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ID</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>98255888</th>\n",
       "      <td>WOJ. LUBELSKIE</td>\n",
       "      <td>SPICZYN - OBSZAR WIEJSKI</td>\n",
       "      <td>STAWEK</td>\n",
       "      <td>2014-05-27</td>\n",
       "      <td>27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98343608</th>\n",
       "      <td>WOJ. POMORSKIE</td>\n",
       "      <td>SOPOT - OBSZAR MIEJSKI</td>\n",
       "      <td>SOPOT</td>\n",
       "      <td>2014-07-19</td>\n",
       "      <td>23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98113492</th>\n",
       "      <td>WOJ. MAZOWIECKIE</td>\n",
       "      <td>WIŚNIEWO - OBSZAR WIEJSKI</td>\n",
       "      <td>KOSINY KAPICZNE</td>\n",
       "      <td>2014-01-30</td>\n",
       "      <td>21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98186360</th>\n",
       "      <td>WOJ. ŁÓDZKIE</td>\n",
       "      <td>ŁÓDŹ-BAŁUTY - OBSZAR MIEJSKI</td>\n",
       "      <td>ŁÓDŹ</td>\n",
       "      <td>2014-04-07</td>\n",
       "      <td>18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98236241</th>\n",
       "      <td>WOJ. ŚLĄSKIE</td>\n",
       "      <td>BIELSKO-BIAŁA - OBSZAR MIEJSKI</td>\n",
       "      <td>BIELSKO-BIAŁA</td>\n",
       "      <td>2014-05-14</td>\n",
       "      <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98300840</th>\n",
       "      <td>WOJ. ZACHODNIOPOMORSKIE</td>\n",
       "      <td>KOBYLANKA - OBSZAR WIEJSKI</td>\n",
       "      <td></td>\n",
       "      <td>2014-07-01</td>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98318505</th>\n",
       "      <td>WOJ. WIELKOPOLSKIE</td>\n",
       "      <td>BLIZANÓW - OBSZAR WIEJSKI</td>\n",
       "      <td>JANKÓW PIERWSZY</td>\n",
       "      <td>2014-07-14</td>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98197241</th>\n",
       "      <td>WOJ. MAZOWIECKIE</td>\n",
       "      <td>ZAKROCZYM - OBSZAR MIEJSKI</td>\n",
       "      <td>ZAKROCZYN</td>\n",
       "      <td>2014-04-11</td>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98170218</th>\n",
       "      <td>WOJ. MAZOWIECKIE</td>\n",
       "      <td>RADOM - OBSZAR MIEJSKI</td>\n",
       "      <td>RADOM</td>\n",
       "      <td>2014-03-21</td>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98387439</th>\n",
       "      <td>WOJ. MAŁOPOLSKIE</td>\n",
       "      <td>WADOWICE - OBSZAR MIEJSKI</td>\n",
       "      <td>WADOWICE</td>\n",
       "      <td>2014-08-25</td>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98270076</th>\n",
       "      <td>WOJ. LUBUSKIE</td>\n",
       "      <td>SULECHÓW - OBSZAR WIEJSKI</td>\n",
       "      <td></td>\n",
       "      <td>2014-06-04</td>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98284079</th>\n",
       "      <td>WOJ. POMORSKIE</td>\n",
       "      <td>CEDRY WIELKIE - OBSZAR WIEJSKI</td>\n",
       "      <td>CEDRY MAŁE</td>\n",
       "      <td>2014-06-13</td>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98682243</th>\n",
       "      <td>WOJ. WIELKOPOLSKIE</td>\n",
       "      <td>POZNAŃ - OBSZAR MIEJSKI</td>\n",
       "      <td>POZNAŃ</td>\n",
       "      <td>2014-12-11</td>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98269462</th>\n",
       "      <td>WOJ. OPOLSKIE</td>\n",
       "      <td>GOGOLIN - OBSZAR MIEJSKI</td>\n",
       "      <td></td>\n",
       "      <td>2014-06-05</td>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98082564</th>\n",
       "      <td>WOJ. ZACHODNIOPOMORSKIE</td>\n",
       "      <td>GOLCZEWO - OBSZAR WIEJSKI</td>\n",
       "      <td>WYSOKA KAMIEŃSKA</td>\n",
       "      <td>2014-01-03</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98456304</th>\n",
       "      <td>WOJ. ŁÓDZKIE</td>\n",
       "      <td>ŁÓDŹ-ŚRÓDMIEŚCIE - OBSZAR MIEJ</td>\n",
       "      <td>ŁÓDŹ</td>\n",
       "      <td>2014-10-11</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98348117</th>\n",
       "      <td>WOJ. ŁÓDZKIE</td>\n",
       "      <td>BOLIMÓW - OBSZAR WIEJSKI</td>\n",
       "      <td></td>\n",
       "      <td>2014-08-03</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98115462</th>\n",
       "      <td>WOJ. POMORSKIE</td>\n",
       "      <td>GARDEJA - OBSZAR WIEJSKI</td>\n",
       "      <td>OTŁÓWKO</td>\n",
       "      <td>2014-01-29</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98626198</th>\n",
       "      <td>WOJ. DOLNOŚLĄSKIE</td>\n",
       "      <td>WROCŁAW-KRZYKI - OBSZAR MIEJSK</td>\n",
       "      <td>WROCŁAW</td>\n",
       "      <td>2014-10-30</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98123516</th>\n",
       "      <td>WOJ. ŚLĄSKIE</td>\n",
       "      <td>KATOWICE - OBSZAR MIEJSKI</td>\n",
       "      <td>KATOWICE</td>\n",
       "      <td>2014-02-06</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                              WOJ                           GMINA  \\\n",
       "ID                                                                  \n",
       "98255888           WOJ. LUBELSKIE        SPICZYN - OBSZAR WIEJSKI   \n",
       "98343608           WOJ. POMORSKIE          SOPOT - OBSZAR MIEJSKI   \n",
       "98113492         WOJ. MAZOWIECKIE       WIŚNIEWO - OBSZAR WIEJSKI   \n",
       "98186360             WOJ. ŁÓDZKIE    ŁÓDŹ-BAŁUTY - OBSZAR MIEJSKI   \n",
       "98236241             WOJ. ŚLĄSKIE  BIELSKO-BIAŁA - OBSZAR MIEJSKI   \n",
       "98300840  WOJ. ZACHODNIOPOMORSKIE      KOBYLANKA - OBSZAR WIEJSKI   \n",
       "98318505       WOJ. WIELKOPOLSKIE       BLIZANÓW - OBSZAR WIEJSKI   \n",
       "98197241         WOJ. MAZOWIECKIE      ZAKROCZYM - OBSZAR MIEJSKI   \n",
       "98170218         WOJ. MAZOWIECKIE          RADOM - OBSZAR MIEJSKI   \n",
       "98387439         WOJ. MAŁOPOLSKIE       WADOWICE - OBSZAR MIEJSKI   \n",
       "98270076            WOJ. LUBUSKIE       SULECHÓW - OBSZAR WIEJSKI   \n",
       "98284079           WOJ. POMORSKIE  CEDRY WIELKIE - OBSZAR WIEJSKI   \n",
       "98682243       WOJ. WIELKOPOLSKIE         POZNAŃ - OBSZAR MIEJSKI   \n",
       "98269462            WOJ. OPOLSKIE        GOGOLIN - OBSZAR MIEJSKI   \n",
       "98082564  WOJ. ZACHODNIOPOMORSKIE       GOLCZEWO - OBSZAR WIEJSKI   \n",
       "98456304             WOJ. ŁÓDZKIE  ŁÓDŹ-ŚRÓDMIEŚCIE - OBSZAR MIEJ   \n",
       "98348117             WOJ. ŁÓDZKIE        BOLIMÓW - OBSZAR WIEJSKI   \n",
       "98115462           WOJ. POMORSKIE        GARDEJA - OBSZAR WIEJSKI   \n",
       "98626198        WOJ. DOLNOŚLĄSKIE  WROCŁAW-KRZYKI - OBSZAR MIEJSK   \n",
       "98123516             WOJ. ŚLĄSKIE       KATOWICE - OBSZAR MIEJSKI   \n",
       "\n",
       "               MIEJSCOWOSC DATA_ZDARZ  Uczestnicy  \n",
       "ID                                                 \n",
       "98255888            STAWEK 2014-05-27          27  \n",
       "98343608             SOPOT 2014-07-19          23  \n",
       "98113492   KOSINY KAPICZNE 2014-01-30          21  \n",
       "98186360              ŁÓDŹ 2014-04-07          18  \n",
       "98236241     BIELSKO-BIAŁA 2014-05-14          16  \n",
       "98300840                   2014-07-01          14  \n",
       "98318505   JANKÓW PIERWSZY 2014-07-14          14  \n",
       "98197241         ZAKROCZYN 2014-04-11          13  \n",
       "98170218             RADOM 2014-03-21          13  \n",
       "98387439          WADOWICE 2014-08-25          13  \n",
       "98270076                   2014-06-04          13  \n",
       "98284079        CEDRY MAŁE 2014-06-13          13  \n",
       "98682243            POZNAŃ 2014-12-11          13  \n",
       "98269462                   2014-06-05          13  \n",
       "98082564  WYSOKA KAMIEŃSKA 2014-01-03          12  \n",
       "98456304              ŁÓDŹ 2014-10-11          12  \n",
       "98348117                   2014-08-03          12  \n",
       "98115462           OTŁÓWKO 2014-01-29          12  \n",
       "98626198           WROCŁAW 2014-10-30          12  \n",
       "98123516          KATOWICE 2014-02-06          12  "
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "zd_by_users.head(20)[[\"WOJ\", \"GMINA\", \"MIEJSCOWOSC\", \"DATA_ZDARZ\", \"Uczestnicy\"]]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Wyświetlmy 100 zdarzeń z największą liczbą uczestników i pokażmy kilka interesujących kolumn."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "gus = pd.read_csv(\"./data/dane_gus.csv\", index_col=[\"woj\"], converters={\"woj\": lambda s: s.strip()})"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Wróćmy do województw. Aby przeanalizować zdarzenia, przydadzą nam się dodatkowe dane. Przy okazji pokażę, jak ładować dane z plików CSV. \n",
    "\n",
    "Dane pobrałem z Głóœnego Urzędu Statystycznego i połączyłem wcześniej w jeden plik CSV.\n",
    "\n",
    "Dane z GUS mają dodatkową spację w nazwie województwa. Dane z każdej kolumny możemy przetworzyć podając funkcję do słownika converters."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Drogi ekspresowe</th>\n",
       "      <th>Ludność</th>\n",
       "      <th>Samochody osobowe</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>woj</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>ŁÓDZKIE</th>\n",
       "      <td>405</td>\n",
       "      <td>2504136</td>\n",
       "      <td>1314040</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MAZOWIECKIE</th>\n",
       "      <td>238</td>\n",
       "      <td>5334511</td>\n",
       "      <td>3042527</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MAŁOPOLSKIE</th>\n",
       "      <td>173</td>\n",
       "      <td>3368336</td>\n",
       "      <td>1663398</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ŚLĄSKIE</th>\n",
       "      <td>292</td>\n",
       "      <td>4585924</td>\n",
       "      <td>2330091</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LUBELSKIE</th>\n",
       "      <td>79</td>\n",
       "      <td>2147746</td>\n",
       "      <td>1059870</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PODKARPACKIE</th>\n",
       "      <td>123</td>\n",
       "      <td>2129187</td>\n",
       "      <td>983443</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PODLASKIE</th>\n",
       "      <td>33</td>\n",
       "      <td>1191918</td>\n",
       "      <td>533088</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ŚWIĘTOKRZYSKIE</th>\n",
       "      <td>57</td>\n",
       "      <td>1263176</td>\n",
       "      <td>609767</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LUBUSKIE</th>\n",
       "      <td>232</td>\n",
       "      <td>1020307</td>\n",
       "      <td>558162</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>WIELKOPOLSKIE</th>\n",
       "      <td>358</td>\n",
       "      <td>3472579</td>\n",
       "      <td>2016910</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZACHODNIOPOMORSKIE</th>\n",
       "      <td>160</td>\n",
       "      <td>1715431</td>\n",
       "      <td>841273</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DOLNOŚLĄSKIE</th>\n",
       "      <td>286</td>\n",
       "      <td>2908457</td>\n",
       "      <td>1552886</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OPOLSKIE</th>\n",
       "      <td>88</td>\n",
       "      <td>1000858</td>\n",
       "      <td>565010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>KUJAWSKO-POMORSKIE</th>\n",
       "      <td>200</td>\n",
       "      <td>2089992</td>\n",
       "      <td>1066512</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>POMORSKIE</th>\n",
       "      <td>138</td>\n",
       "      <td>2302077</td>\n",
       "      <td>1193806</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>WARMIŃSKO-MAZURSKIE</th>\n",
       "      <td>141</td>\n",
       "      <td>1443967</td>\n",
       "      <td>673080</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                     Drogi ekspresowe  Ludność  Samochody osobowe\n",
       "woj                                                              \n",
       "ŁÓDZKIE                           405  2504136            1314040\n",
       "MAZOWIECKIE                       238  5334511            3042527\n",
       "MAŁOPOLSKIE                       173  3368336            1663398\n",
       "ŚLĄSKIE                           292  4585924            2330091\n",
       "LUBELSKIE                          79  2147746            1059870\n",
       "PODKARPACKIE                      123  2129187             983443\n",
       "PODLASKIE                          33  1191918             533088\n",
       "ŚWIĘTOKRZYSKIE                     57  1263176             609767\n",
       "LUBUSKIE                          232  1020307             558162\n",
       "WIELKOPOLSKIE                     358  3472579            2016910\n",
       "ZACHODNIOPOMORSKIE                160  1715431             841273\n",
       "DOLNOŚLĄSKIE                      286  2908457            1552886\n",
       "OPOLSKIE                           88  1000858             565010\n",
       "KUJAWSKO-POMORSKIE                200  2089992            1066512\n",
       "POMORSKIE                         138  2302077            1193806\n",
       "WARMIŃSKO-MAZURSKIE               141  1443967             673080"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gus"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Mamy informacje o liczbie kilometrów dróg ekspresowych i autostrad, ludności oraz liczbie zarejestrowanych samochodów osobowych."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "woj_summary = pd.DataFrame({'Zdarzenia': zd.WOJ.value_counts()})"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "DataFramne można tworzyć używając konstruktora i np. podając w słowniku, jakie mają być kolumny."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Aby dane były zgodne z tym, co dostalimy, usuńmy WOJ. z indeksu."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "woj_summary.index = woj_summary.index.str.replace(\"WOJ. \", \"\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Możemy to zrobić za pomocą metody w poznanym wcześniej atrybucie str."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "woj_summary.index = woj_summary.index.map(lambda w: w.replace(\"WOJ. \", \"\"))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Lub poprzez metodę map, do której możemy przekazać słownik tłumaczący lub funkcję."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Zdarzenia</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>MAZOWIECKIE</th>\n",
       "      <td>58494</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ŚLĄSKIE</th>\n",
       "      <td>47561</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DOLNOŚLĄSKIE</th>\n",
       "      <td>34583</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>WIELKOPOLSKIE</th>\n",
       "      <td>31052</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MAŁOPOLSKIE</th>\n",
       "      <td>29842</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ŁÓDZKIE</th>\n",
       "      <td>26760</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>KUJAWSKO-POMORSKIE</th>\n",
       "      <td>23207</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>POMORSKIE</th>\n",
       "      <td>21852</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LUBELSKIE</th>\n",
       "      <td>18669</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PODKARPACKIE</th>\n",
       "      <td>16495</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZACHODNIOPOMORSKIE</th>\n",
       "      <td>16350</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>WARMIŃSKO-MAZURSKIE</th>\n",
       "      <td>15567</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PODLASKIE</th>\n",
       "      <td>12039</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ŚWIĘTOKRZYSKIE</th>\n",
       "      <td>11480</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LUBUSKIE</th>\n",
       "      <td>10729</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OPOLSKIE</th>\n",
       "      <td>8318</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                     Zdarzenia\n",
       "MAZOWIECKIE              58494\n",
       "ŚLĄSKIE                  47561\n",
       "DOLNOŚLĄSKIE             34583\n",
       "WIELKOPOLSKIE            31052\n",
       "MAŁOPOLSKIE              29842\n",
       "ŁÓDZKIE                  26760\n",
       "KUJAWSKO-POMORSKIE       23207\n",
       "POMORSKIE                21852\n",
       "LUBELSKIE                18669\n",
       "PODKARPACKIE             16495\n",
       "ZACHODNIOPOMORSKIE       16350\n",
       "WARMIŃSKO-MAZURSKIE      15567\n",
       "PODLASKIE                12039\n",
       "ŚWIĘTOKRZYSKIE           11480\n",
       "LUBUSKIE                 10729\n",
       "OPOLSKIE                  8318"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "woj_summary"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "woj_summary = woj_summary.merge(gus, left_index=True, right_index=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Połączmy dwie tabele. Robimy to za pomocą metody merge. Możemy podać po czym połączyć. W tym przypadku łączymy po dwóch indeksach."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
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       "      <th>Zdarzenia</th>\n",
       "      <th>Drogi ekspresowe</th>\n",
       "      <th>Ludność</th>\n",
       "      <th>Samochody osobowe</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>ŁÓDZKIE</th>\n",
       "      <td>26760</td>\n",
       "      <td>405</td>\n",
       "      <td>2504136</td>\n",
       "      <td>1314040</td>\n",
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       "    <tr>\n",
       "      <th>MAZOWIECKIE</th>\n",
       "      <td>58494</td>\n",
       "      <td>238</td>\n",
       "      <td>5334511</td>\n",
       "      <td>3042527</td>\n",
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       "    <tr>\n",
       "      <th>MAŁOPOLSKIE</th>\n",
       "      <td>29842</td>\n",
       "      <td>173</td>\n",
       "      <td>3368336</td>\n",
       "      <td>1663398</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ŚLĄSKIE</th>\n",
       "      <td>47561</td>\n",
       "      <td>292</td>\n",
       "      <td>4585924</td>\n",
       "      <td>2330091</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LUBELSKIE</th>\n",
       "      <td>18669</td>\n",
       "      <td>79</td>\n",
       "      <td>2147746</td>\n",
       "      <td>1059870</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PODKARPACKIE</th>\n",
       "      <td>16495</td>\n",
       "      <td>123</td>\n",
       "      <td>2129187</td>\n",
       "      <td>983443</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PODLASKIE</th>\n",
       "      <td>12039</td>\n",
       "      <td>33</td>\n",
       "      <td>1191918</td>\n",
       "      <td>533088</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ŚWIĘTOKRZYSKIE</th>\n",
       "      <td>11480</td>\n",
       "      <td>57</td>\n",
       "      <td>1263176</td>\n",
       "      <td>609767</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LUBUSKIE</th>\n",
       "      <td>10729</td>\n",
       "      <td>232</td>\n",
       "      <td>1020307</td>\n",
       "      <td>558162</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>WIELKOPOLSKIE</th>\n",
       "      <td>31052</td>\n",
       "      <td>358</td>\n",
       "      <td>3472579</td>\n",
       "      <td>2016910</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZACHODNIOPOMORSKIE</th>\n",
       "      <td>16350</td>\n",
       "      <td>160</td>\n",
       "      <td>1715431</td>\n",
       "      <td>841273</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DOLNOŚLĄSKIE</th>\n",
       "      <td>34583</td>\n",
       "      <td>286</td>\n",
       "      <td>2908457</td>\n",
       "      <td>1552886</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OPOLSKIE</th>\n",
       "      <td>8318</td>\n",
       "      <td>88</td>\n",
       "      <td>1000858</td>\n",
       "      <td>565010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>KUJAWSKO-POMORSKIE</th>\n",
       "      <td>23207</td>\n",
       "      <td>200</td>\n",
       "      <td>2089992</td>\n",
       "      <td>1066512</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>POMORSKIE</th>\n",
       "      <td>21852</td>\n",
       "      <td>138</td>\n",
       "      <td>2302077</td>\n",
       "      <td>1193806</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>WARMIŃSKO-MAZURSKIE</th>\n",
       "      <td>15567</td>\n",
       "      <td>141</td>\n",
       "      <td>1443967</td>\n",
       "      <td>673080</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                     Zdarzenia  Drogi ekspresowe  Ludność  Samochody osobowe\n",
       "ŁÓDZKIE                  26760               405  2504136            1314040\n",
       "MAZOWIECKIE              58494               238  5334511            3042527\n",
       "MAŁOPOLSKIE              29842               173  3368336            1663398\n",
       "ŚLĄSKIE                  47561               292  4585924            2330091\n",
       "LUBELSKIE                18669                79  2147746            1059870\n",
       "PODKARPACKIE             16495               123  2129187             983443\n",
       "PODLASKIE                12039                33  1191918             533088\n",
       "ŚWIĘTOKRZYSKIE           11480                57  1263176             609767\n",
       "LUBUSKIE                 10729               232  1020307             558162\n",
       "WIELKOPOLSKIE            31052               358  3472579            2016910\n",
       "ZACHODNIOPOMORSKIE       16350               160  1715431             841273\n",
       "DOLNOŚLĄSKIE             34583               286  2908457            1552886\n",
       "OPOLSKIE                  8318                88  1000858             565010\n",
       "KUJAWSKO-POMORSKIE       23207               200  2089992            1066512\n",
       "POMORSKIE                21852               138  2302077            1193806\n",
       "WARMIŃSKO-MAZURSKIE      15567               141  1443967             673080"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "woj_summary"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "woj_summary[\"Samochody na 1000 osób\"] = woj_summary.apply(lambda df: (round(df[\"Samochody osobowe\"]/(df[\"Ludność\"]/1000))), axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "woj_summary[\"Samochody na 1000 osób\"] = (woj_summary[\"Samochody osobowe\"]/(woj_summary[\"Ludność\"]/1000)).round()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Możemy wyliczyć nowe kolumny, np. liczba samochodów na 1000 osób."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f12b5b25a20>"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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NMaYh2KAbY0xDsEE3xpiGYINujDENwQbdGGMagg26McY0BBt0Y4xpCDboxhjTEGzQjTGm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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f12c9d8f4e0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "woj_summary[\"Samochody na 1000 osób\"].sort_values(inplace=False, ascending=False).plot(kind=\"bar\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Zdarzenia</th>\n",
       "      <th>Drogi ekspresowe</th>\n",
       "      <th>Ludność</th>\n",
       "      <th>Samochody osobowe</th>\n",
       "      <th>Samochody na 1000 osób</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>ŁÓDZKIE</th>\n",
       "      <td>26760</td>\n",
       "      <td>405</td>\n",
       "      <td>2504136</td>\n",
       "      <td>1314040</td>\n",
       "      <td>525</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MAZOWIECKIE</th>\n",
       "      <td>58494</td>\n",
       "      <td>238</td>\n",
       "      <td>5334511</td>\n",
       "      <td>3042527</td>\n",
       "      <td>570</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MAŁOPOLSKIE</th>\n",
       "      <td>29842</td>\n",
       "      <td>173</td>\n",
       "      <td>3368336</td>\n",
       "      <td>1663398</td>\n",
       "      <td>494</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ŚLĄSKIE</th>\n",
       "      <td>47561</td>\n",
       "      <td>292</td>\n",
       "      <td>4585924</td>\n",
       "      <td>2330091</td>\n",
       "      <td>508</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LUBELSKIE</th>\n",
       "      <td>18669</td>\n",
       "      <td>79</td>\n",
       "      <td>2147746</td>\n",
       "      <td>1059870</td>\n",
       "      <td>493</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PODKARPACKIE</th>\n",
       "      <td>16495</td>\n",
       "      <td>123</td>\n",
       "      <td>2129187</td>\n",
       "      <td>983443</td>\n",
       "      <td>462</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PODLASKIE</th>\n",
       "      <td>12039</td>\n",
       "      <td>33</td>\n",
       "      <td>1191918</td>\n",
       "      <td>533088</td>\n",
       "      <td>447</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ŚWIĘTOKRZYSKIE</th>\n",
       "      <td>11480</td>\n",
       "      <td>57</td>\n",
       "      <td>1263176</td>\n",
       "      <td>609767</td>\n",
       "      <td>483</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LUBUSKIE</th>\n",
       "      <td>10729</td>\n",
       "      <td>232</td>\n",
       "      <td>1020307</td>\n",
       "      <td>558162</td>\n",
       "      <td>547</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>WIELKOPOLSKIE</th>\n",
       "      <td>31052</td>\n",
       "      <td>358</td>\n",
       "      <td>3472579</td>\n",
       "      <td>2016910</td>\n",
       "      <td>581</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZACHODNIOPOMORSKIE</th>\n",
       "      <td>16350</td>\n",
       "      <td>160</td>\n",
       "      <td>1715431</td>\n",
       "      <td>841273</td>\n",
       "      <td>490</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DOLNOŚLĄSKIE</th>\n",
       "      <td>34583</td>\n",
       "      <td>286</td>\n",
       "      <td>2908457</td>\n",
       "      <td>1552886</td>\n",
       "      <td>534</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OPOLSKIE</th>\n",
       "      <td>8318</td>\n",
       "      <td>88</td>\n",
       "      <td>1000858</td>\n",
       "      <td>565010</td>\n",
       "      <td>565</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>KUJAWSKO-POMORSKIE</th>\n",
       "      <td>23207</td>\n",
       "      <td>200</td>\n",
       "      <td>2089992</td>\n",
       "      <td>1066512</td>\n",
       "      <td>510</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>POMORSKIE</th>\n",
       "      <td>21852</td>\n",
       "      <td>138</td>\n",
       "      <td>2302077</td>\n",
       "      <td>1193806</td>\n",
       "      <td>519</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>WARMIŃSKO-MAZURSKIE</th>\n",
       "      <td>15567</td>\n",
       "      <td>141</td>\n",
       "      <td>1443967</td>\n",
       "      <td>673080</td>\n",
       "      <td>466</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                     Zdarzenia  Drogi ekspresowe  Ludność  Samochody osobowe  \\\n",
       "ŁÓDZKIE                  26760               405  2504136            1314040   \n",
       "MAZOWIECKIE              58494               238  5334511            3042527   \n",
       "MAŁOPOLSKIE              29842               173  3368336            1663398   \n",
       "ŚLĄSKIE                  47561               292  4585924            2330091   \n",
       "LUBELSKIE                18669                79  2147746            1059870   \n",
       "PODKARPACKIE             16495               123  2129187             983443   \n",
       "PODLASKIE                12039                33  1191918             533088   \n",
       "ŚWIĘTOKRZYSKIE           11480                57  1263176             609767   \n",
       "LUBUSKIE                 10729               232  1020307             558162   \n",
       "WIELKOPOLSKIE            31052               358  3472579            2016910   \n",
       "ZACHODNIOPOMORSKIE       16350               160  1715431             841273   \n",
       "DOLNOŚLĄSKIE             34583               286  2908457            1552886   \n",
       "OPOLSKIE                  8318                88  1000858             565010   \n",
       "KUJAWSKO-POMORSKIE       23207               200  2089992            1066512   \n",
       "POMORSKIE                21852               138  2302077            1193806   \n",
       "WARMIŃSKO-MAZURSKIE      15567               141  1443967             673080   \n",
       "\n",
       "                     Samochody na 1000 osób  \n",
       "ŁÓDZKIE                                 525  \n",
       "MAZOWIECKIE                             570  \n",
       "MAŁOPOLSKIE                             494  \n",
       "ŚLĄSKIE                                 508  \n",
       "LUBELSKIE                               493  \n",
       "PODKARPACKIE                            462  \n",
       "PODLASKIE                               447  \n",
       "ŚWIĘTOKRZYSKIE                          483  \n",
       "LUBUSKIE                                547  \n",
       "WIELKOPOLSKIE                           581  \n",
       "ZACHODNIOPOMORSKIE                      490  \n",
       "DOLNOŚLĄSKIE                            534  \n",
       "OPOLSKIE                                565  \n",
       "KUJAWSKO-POMORSKIE                      510  \n",
       "POMORSKIE                               519  \n",
       "WARMIŃSKO-MAZURSKIE                     466  "
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "woj_summary"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Może sprawdźmy, jak się prezentuje ta wartość w poszczególnych województwach.\n",
    "Większość metod przyjmuje parametr inplace, który wskazuje, czy wykonać operację w miejscu, czy zrobić kopię."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Zdarzenia</th>\n",
       "      <th>Drogi ekspresowe</th>\n",
       "      <th>Ludność</th>\n",
       "      <th>Samochody osobowe</th>\n",
       "      <th>Samochody na 1000 osób</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>16.000000</td>\n",
       "      <td>16.000000</td>\n",
       "      <td>16.000000</td>\n",
       "      <td>16.000000</td>\n",
       "      <td>16.00000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>23937.375000</td>\n",
       "      <td>187.687500</td>\n",
       "      <td>2404912.625000</td>\n",
       "      <td>1250241.437500</td>\n",
       "      <td>512.12500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>13880.098409</td>\n",
       "      <td>107.702503</td>\n",
       "      <td>1264515.375751</td>\n",
       "      <td>718807.944895</td>\n",
       "      <td>39.77583</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>8318.000000</td>\n",
       "      <td>33.000000</td>\n",
       "      <td>1000858.000000</td>\n",
       "      <td>533088.000000</td>\n",
       "      <td>447.00000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>14685.000000</td>\n",
       "      <td>114.250000</td>\n",
       "      <td>1398769.250000</td>\n",
       "      <td>657251.750000</td>\n",
       "      <td>488.25000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>20260.500000</td>\n",
       "      <td>166.500000</td>\n",
       "      <td>2138466.500000</td>\n",
       "      <td>1063191.000000</td>\n",
       "      <td>509.00000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>30144.500000</td>\n",
       "      <td>250.000000</td>\n",
       "      <td>3023426.750000</td>\n",
       "      <td>1580514.000000</td>\n",
       "      <td>537.25000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>58494.000000</td>\n",
       "      <td>405.000000</td>\n",
       "      <td>5334511.000000</td>\n",
       "      <td>3042527.000000</td>\n",
       "      <td>581.00000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          Zdarzenia  Drogi ekspresowe         Ludność  Samochody osobowe  \\\n",
       "count     16.000000         16.000000       16.000000          16.000000   \n",
       "mean   23937.375000        187.687500  2404912.625000     1250241.437500   \n",
       "std    13880.098409        107.702503  1264515.375751      718807.944895   \n",
       "min     8318.000000         33.000000  1000858.000000      533088.000000   \n",
       "25%    14685.000000        114.250000  1398769.250000      657251.750000   \n",
       "50%    20260.500000        166.500000  2138466.500000     1063191.000000   \n",
       "75%    30144.500000        250.000000  3023426.750000     1580514.000000   \n",
       "max    58494.000000        405.000000  5334511.000000     3042527.000000   \n",
       "\n",
       "       Samochody na 1000 osób  \n",
       "count                16.00000  \n",
       "mean                512.12500  \n",
       "std                  39.77583  \n",
       "min                 447.00000  \n",
       "25%                 488.25000  \n",
       "50%                 509.00000  \n",
       "75%                 537.25000  \n",
       "max                 581.00000  "
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "woj_summary.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Tak, jak wczesniej mówiłem, bardzo wprzydatną metodą jest describe. Możemy zobaczyć najważniejsze właściwości danych."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.97877694417334093"
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "woj_summary.Zdarzenia.corr(woj_summary[\"Ludność\"])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "W Pandas bardzo łatwo możemy sprawdzić korelację."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Jak widać, pomiędzy zdarzeniami a ludnością jest bardzo silna korelacja."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "woj_summary[\"Zdarzenia na 1000 osób\"] = woj_summary.apply(lambda df: (round(df[\"Zdarzenia\"]/(df[\"Ludność\"]/1000))), axis=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Wyliczmy jeszcze jedną wartość. Zdarzenia na 1000 osób."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Zdarzenia</th>\n",
       "      <th>Drogi ekspresowe</th>\n",
       "      <th>Ludność</th>\n",
       "      <th>Samochody osobowe</th>\n",
       "      <th>Samochody na 1000 osób</th>\n",
       "      <th>Zdarzenia na 1000 osób</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>ŁÓDZKIE</th>\n",
       "      <td>26760</td>\n",
       "      <td>405</td>\n",
       "      <td>2504136</td>\n",
       "      <td>1314040</td>\n",
       "      <td>525</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MAZOWIECKIE</th>\n",
       "      <td>58494</td>\n",
       "      <td>238</td>\n",
       "      <td>5334511</td>\n",
       "      <td>3042527</td>\n",
       "      <td>570</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MAŁOPOLSKIE</th>\n",
       "      <td>29842</td>\n",
       "      <td>173</td>\n",
       "      <td>3368336</td>\n",
       "      <td>1663398</td>\n",
       "      <td>494</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ŚLĄSKIE</th>\n",
       "      <td>47561</td>\n",
       "      <td>292</td>\n",
       "      <td>4585924</td>\n",
       "      <td>2330091</td>\n",
       "      <td>508</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LUBELSKIE</th>\n",
       "      <td>18669</td>\n",
       "      <td>79</td>\n",
       "      <td>2147746</td>\n",
       "      <td>1059870</td>\n",
       "      <td>493</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PODKARPACKIE</th>\n",
       "      <td>16495</td>\n",
       "      <td>123</td>\n",
       "      <td>2129187</td>\n",
       "      <td>983443</td>\n",
       "      <td>462</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PODLASKIE</th>\n",
       "      <td>12039</td>\n",
       "      <td>33</td>\n",
       "      <td>1191918</td>\n",
       "      <td>533088</td>\n",
       "      <td>447</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ŚWIĘTOKRZYSKIE</th>\n",
       "      <td>11480</td>\n",
       "      <td>57</td>\n",
       "      <td>1263176</td>\n",
       "      <td>609767</td>\n",
       "      <td>483</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LUBUSKIE</th>\n",
       "      <td>10729</td>\n",
       "      <td>232</td>\n",
       "      <td>1020307</td>\n",
       "      <td>558162</td>\n",
       "      <td>547</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>WIELKOPOLSKIE</th>\n",
       "      <td>31052</td>\n",
       "      <td>358</td>\n",
       "      <td>3472579</td>\n",
       "      <td>2016910</td>\n",
       "      <td>581</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZACHODNIOPOMORSKIE</th>\n",
       "      <td>16350</td>\n",
       "      <td>160</td>\n",
       "      <td>1715431</td>\n",
       "      <td>841273</td>\n",
       "      <td>490</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DOLNOŚLĄSKIE</th>\n",
       "      <td>34583</td>\n",
       "      <td>286</td>\n",
       "      <td>2908457</td>\n",
       "      <td>1552886</td>\n",
       "      <td>534</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OPOLSKIE</th>\n",
       "      <td>8318</td>\n",
       "      <td>88</td>\n",
       "      <td>1000858</td>\n",
       "      <td>565010</td>\n",
       "      <td>565</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>KUJAWSKO-POMORSKIE</th>\n",
       "      <td>23207</td>\n",
       "      <td>200</td>\n",
       "      <td>2089992</td>\n",
       "      <td>1066512</td>\n",
       "      <td>510</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>POMORSKIE</th>\n",
       "      <td>21852</td>\n",
       "      <td>138</td>\n",
       "      <td>2302077</td>\n",
       "      <td>1193806</td>\n",
       "      <td>519</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>WARMIŃSKO-MAZURSKIE</th>\n",
       "      <td>15567</td>\n",
       "      <td>141</td>\n",
       "      <td>1443967</td>\n",
       "      <td>673080</td>\n",
       "      <td>466</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                     Zdarzenia  Drogi ekspresowe  Ludność  Samochody osobowe  \\\n",
       "ŁÓDZKIE                  26760               405  2504136            1314040   \n",
       "MAZOWIECKIE              58494               238  5334511            3042527   \n",
       "MAŁOPOLSKIE              29842               173  3368336            1663398   \n",
       "ŚLĄSKIE                  47561               292  4585924            2330091   \n",
       "LUBELSKIE                18669                79  2147746            1059870   \n",
       "PODKARPACKIE             16495               123  2129187             983443   \n",
       "PODLASKIE                12039                33  1191918             533088   \n",
       "ŚWIĘTOKRZYSKIE           11480                57  1263176             609767   \n",
       "LUBUSKIE                 10729               232  1020307             558162   \n",
       "WIELKOPOLSKIE            31052               358  3472579            2016910   \n",
       "ZACHODNIOPOMORSKIE       16350               160  1715431             841273   \n",
       "DOLNOŚLĄSKIE             34583               286  2908457            1552886   \n",
       "OPOLSKIE                  8318                88  1000858             565010   \n",
       "KUJAWSKO-POMORSKIE       23207               200  2089992            1066512   \n",
       "POMORSKIE                21852               138  2302077            1193806   \n",
       "WARMIŃSKO-MAZURSKIE      15567               141  1443967             673080   \n",
       "\n",
       "                     Samochody na 1000 osób  Zdarzenia na 1000 osób  \n",
       "ŁÓDZKIE                                 525                      11  \n",
       "MAZOWIECKIE                             570                      11  \n",
       "MAŁOPOLSKIE                             494                       9  \n",
       "ŚLĄSKIE                                 508                      10  \n",
       "LUBELSKIE                               493                       9  \n",
       "PODKARPACKIE                            462                       8  \n",
       "PODLASKIE                               447                      10  \n",
       "ŚWIĘTOKRZYSKIE                          483                       9  \n",
       "LUBUSKIE                                547                      11  \n",
       "WIELKOPOLSKIE                           581                       9  \n",
       "ZACHODNIOPOMORSKIE                      490                      10  \n",
       "DOLNOŚLĄSKIE                            534                      12  \n",
       "OPOLSKIE                                565                       8  \n",
       "KUJAWSKO-POMORSKIE                      510                      11  \n",
       "POMORSKIE                               519                       9  \n",
       "WARMIŃSKO-MAZURSKIE                     466                      11  "
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "woj_summary"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Zdarzenia</th>\n",
       "      <th>Drogi ekspresowe</th>\n",
       "      <th>Ludność</th>\n",
       "      <th>Samochody osobowe</th>\n",
       "      <th>Samochody na 1000 osób</th>\n",
       "      <th>Zdarzenia na 1000 osób</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Zdarzenia</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.587665</td>\n",
       "      <td>0.978777</td>\n",
       "      <td>0.977379</td>\n",
       "      <td>0.413082</td>\n",
       "      <td>0.356099</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Drogi ekspresowe</th>\n",
       "      <td>0.587665</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.558080</td>\n",
       "      <td>0.585551</td>\n",
       "      <td>0.580470</td>\n",
       "      <td>0.481336</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ludność</th>\n",
       "      <td>0.978777</td>\n",
       "      <td>0.558080</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.992027</td>\n",
       "      <td>0.393556</td>\n",
       "      <td>0.184134</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Samochody osobowe</th>\n",
       "      <td>0.977379</td>\n",
       "      <td>0.585551</td>\n",
       "      <td>0.992027</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.488983</td>\n",
       "      <td>0.201790</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Samochody na 1000 osób</th>\n",
       "      <td>0.413082</td>\n",
       "      <td>0.580470</td>\n",
       "      <td>0.393556</td>\n",
       "      <td>0.488983</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.120051</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zdarzenia na 1000 osób</th>\n",
       "      <td>0.356099</td>\n",
       "      <td>0.481336</td>\n",
       "      <td>0.184134</td>\n",
       "      <td>0.201790</td>\n",
       "      <td>0.120051</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                        Zdarzenia  Drogi ekspresowe   Ludność  \\\n",
       "Zdarzenia                1.000000          0.587665  0.978777   \n",
       "Drogi ekspresowe         0.587665          1.000000  0.558080   \n",
       "Ludność                  0.978777          0.558080  1.000000   \n",
       "Samochody osobowe        0.977379          0.585551  0.992027   \n",
       "Samochody na 1000 osób   0.413082          0.580470  0.393556   \n",
       "Zdarzenia na 1000 osób   0.356099          0.481336  0.184134   \n",
       "\n",
       "                        Samochody osobowe  Samochody na 1000 osób  \\\n",
       "Zdarzenia                        0.977379                0.413082   \n",
       "Drogi ekspresowe                 0.585551                0.580470   \n",
       "Ludność                          0.992027                0.393556   \n",
       "Samochody osobowe                1.000000                0.488983   \n",
       "Samochody na 1000 osób           0.488983                1.000000   \n",
       "Zdarzenia na 1000 osób           0.201790                0.120051   \n",
       "\n",
       "                        Zdarzenia na 1000 osób  \n",
       "Zdarzenia                             0.356099  \n",
       "Drogi ekspresowe                      0.481336  \n",
       "Ludność                               0.184134  \n",
       "Samochody osobowe                     0.201790  \n",
       "Samochody na 1000 osób                0.120051  \n",
       "Zdarzenia na 1000 osób                1.000000  "
      ]
     },
     "execution_count": 62,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "woj_summary.corr()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Możemy łatwo wygenerować całą tablicę korelacji."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/climbus/anaconda3/lib/python3.4/site-packages/matplotlib/__init__.py:872: UserWarning: axes.color_cycle is deprecated and replaced with axes.prop_cycle; please use the latter.\n",
      "  warnings.warn(self.msg_depr % (key, alt_key))\n"
     ]
    }
   ],
   "source": [
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Fajne cyferki, ale może to jakoś zwizualizować? Pomocna może być biblioteka seaborn."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f12a2576c50>"
      ]
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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Ltm3bhoeHBzVq1LjmmERE5NZl+hP/GcXpKzhFRUXExMRQXFxMlSpViI6Oti0o/r2QkBB2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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f12a25762b0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.heatmap(woj_summary.corr())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Pokażmy heatmapę korelacji."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "u_o = u.copy()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Zróbmy kopię bazy uczestników, żeby przeanalizować obrażenia."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "u_o[\"WOJ\"] = u_o[\"ZSZD_ID\"].apply(lambda i: zd.at[i, \"WOJ\"].replace(\"WOJ. \", \"\"))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Przypiszmy województwo do każdego uczestnika. Pomocna będzie metoda apply, która wykonuje daną funkcję na każdym rekordzie serii."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>ID</th>\n",
       "      <th>ZSZD_ID</th>\n",
       "      <th>ZSPO_ID</th>\n",
       "      <th>SSRU_KOD</th>\n",
       "      <th>DATA_UR</th>\n",
       "      <th>SOBY_KOD</th>\n",
       "      <th>PLEC</th>\n",
       "      <th>SUSU_KOD</th>\n",
       "      <th>LICZBA_LAT_KIEROWANIA</th>\n",
       "      <th>SPSZ_KOD</th>\n",
       "      <th>SRUZ_KOD</th>\n",
       "      <th>SUSW_KOD</th>\n",
       "      <th>POD_WPLYWEM</th>\n",
       "      <th>SUSB_KOD</th>\n",
       "      <th>OBCOKRAJOWIEC</th>\n",
       "      <th>ZBIEGL_Z_MIEJSCA</th>\n",
       "      <th>SPPI_KOD</th>\n",
       "      <th>MIEJSCE_W_POJ</th>\n",
       "      <th>SUZZ_KOD</th>\n",
       "      <th>INWALIDA</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>WOJ</th>\n",
       "      <th>STUC_KOD</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">DOLNOŚLĄSKIE</th>\n",
       "      <th></th>\n",
       "      <td>60200</td>\n",
       "      <td>60200</td>\n",
       "      <td>59422</td>\n",
       "      <td>60200</td>\n",
       "      <td>57157</td>\n",
       "      <td>60200</td>\n",
       "      <td>60200</td>\n",
       "      <td>60200</td>\n",
       "      <td>53264</td>\n",
       "      <td>60200</td>\n",
       "      <td>60200</td>\n",
       "      <td>60200</td>\n",
       "      <td>60200</td>\n",
       "      <td>60200</td>\n",
       "      <td>60200</td>\n",
       "      <td>60200</td>\n",
       "      <td>60200</td>\n",
       "      <td>60200</td>\n",
       "      <td>60200</td>\n",
       "      <td>60200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RC</th>\n",
       "      <td>1108</td>\n",
       "      <td>1108</td>\n",
       "      <td>813</td>\n",
       "      <td>1108</td>\n",
       "      <td>1108</td>\n",
       "      <td>1108</td>\n",
       "      <td>1108</td>\n",
       "      <td>1108</td>\n",
       "      <td>332</td>\n",
       "      <td>1108</td>\n",
       "      <td>1108</td>\n",
       "      <td>1108</td>\n",
       "      <td>1108</td>\n",
       "      <td>1108</td>\n",
       "      <td>1108</td>\n",
       "      <td>1108</td>\n",
       "      <td>1108</td>\n",
       "      <td>1108</td>\n",
       "      <td>1108</td>\n",
       "      <td>1108</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RL</th>\n",
       "      <td>2046</td>\n",
       "      <td>2046</td>\n",
       "      <td>1748</td>\n",
       "      <td>2046</td>\n",
       "      <td>2046</td>\n",
       "      <td>2046</td>\n",
       "      <td>2046</td>\n",
       "      <td>2046</td>\n",
       "      <td>780</td>\n",
       "      <td>2046</td>\n",
       "      <td>2046</td>\n",
       "      <td>2046</td>\n",
       "      <td>2046</td>\n",
       "      <td>2046</td>\n",
       "      <td>2046</td>\n",
       "      <td>2046</td>\n",
       "      <td>2046</td>\n",
       "      <td>2046</td>\n",
       "      <td>2046</td>\n",
       "      <td>2046</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZC</th>\n",
       "      <td>63</td>\n",
       "      <td>63</td>\n",
       "      <td>33</td>\n",
       "      <td>63</td>\n",
       "      <td>63</td>\n",
       "      <td>63</td>\n",
       "      <td>63</td>\n",
       "      <td>63</td>\n",
       "      <td>13</td>\n",
       "      <td>63</td>\n",
       "      <td>63</td>\n",
       "      <td>63</td>\n",
       "      <td>63</td>\n",
       "      <td>63</td>\n",
       "      <td>63</td>\n",
       "      <td>63</td>\n",
       "      <td>63</td>\n",
       "      <td>63</td>\n",
       "      <td>63</td>\n",
       "      <td>63</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZM</th>\n",
       "      <td>179</td>\n",
       "      <td>179</td>\n",
       "      <td>130</td>\n",
       "      <td>179</td>\n",
       "      <td>179</td>\n",
       "      <td>179</td>\n",
       "      <td>179</td>\n",
       "      <td>179</td>\n",
       "      <td>71</td>\n",
       "      <td>179</td>\n",
       "      <td>179</td>\n",
       "      <td>179</td>\n",
       "      <td>179</td>\n",
       "      <td>179</td>\n",
       "      <td>179</td>\n",
       "      <td>179</td>\n",
       "      <td>179</td>\n",
       "      <td>179</td>\n",
       "      <td>179</td>\n",
       "      <td>179</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">KUJAWSKO-POMORSKIE</th>\n",
       "      <th></th>\n",
       "      <td>41619</td>\n",
       "      <td>41619</td>\n",
       "      <td>41057</td>\n",
       "      <td>41619</td>\n",
       "      <td>39368</td>\n",
       "      <td>41619</td>\n",
       "      <td>41619</td>\n",
       "      <td>41619</td>\n",
       "      <td>25505</td>\n",
       "      <td>41619</td>\n",
       "      <td>41619</td>\n",
       "      <td>41619</td>\n",
       "      <td>41619</td>\n",
       "      <td>41619</td>\n",
       "      <td>41619</td>\n",
       "      <td>41619</td>\n",
       "      <td>41619</td>\n",
       "      <td>41619</td>\n",
       "      <td>41619</td>\n",
       "      <td>41619</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RC</th>\n",
       "      <td>458</td>\n",
       "      <td>458</td>\n",
       "      <td>359</td>\n",
       "      <td>458</td>\n",
       "      <td>458</td>\n",
       "      <td>458</td>\n",
       "      <td>458</td>\n",
       "      <td>458</td>\n",
       "      <td>137</td>\n",
       "      <td>458</td>\n",
       "      <td>458</td>\n",
       "      <td>458</td>\n",
       "      <td>458</td>\n",
       "      <td>458</td>\n",
       "      <td>458</td>\n",
       "      <td>458</td>\n",
       "      <td>458</td>\n",
       "      <td>458</td>\n",
       "      <td>458</td>\n",
       "      <td>458</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RL</th>\n",
       "      <td>654</td>\n",
       "      <td>654</td>\n",
       "      <td>487</td>\n",
       "      <td>654</td>\n",
       "      <td>653</td>\n",
       "      <td>654</td>\n",
       "      <td>654</td>\n",
       "      <td>654</td>\n",
       "      <td>115</td>\n",
       "      <td>654</td>\n",
       "      <td>654</td>\n",
       "      <td>654</td>\n",
       "      <td>654</td>\n",
       "      <td>654</td>\n",
       "      <td>654</td>\n",
       "      <td>654</td>\n",
       "      <td>654</td>\n",
       "      <td>654</td>\n",
       "      <td>654</td>\n",
       "      <td>654</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZC</th>\n",
       "      <td>68</td>\n",
       "      <td>68</td>\n",
       "      <td>35</td>\n",
       "      <td>68</td>\n",
       "      <td>68</td>\n",
       "      <td>68</td>\n",
       "      <td>68</td>\n",
       "      <td>68</td>\n",
       "      <td>9</td>\n",
       "      <td>68</td>\n",
       "      <td>68</td>\n",
       "      <td>68</td>\n",
       "      <td>68</td>\n",
       "      <td>68</td>\n",
       "      <td>68</td>\n",
       "      <td>68</td>\n",
       "      <td>68</td>\n",
       "      <td>68</td>\n",
       "      <td>68</td>\n",
       "      <td>68</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZM</th>\n",
       "      <td>111</td>\n",
       "      <td>111</td>\n",
       "      <td>88</td>\n",
       "      <td>111</td>\n",
       "      <td>111</td>\n",
       "      <td>111</td>\n",
       "      <td>111</td>\n",
       "      <td>111</td>\n",
       "      <td>40</td>\n",
       "      <td>111</td>\n",
       "      <td>111</td>\n",
       "      <td>111</td>\n",
       "      <td>111</td>\n",
       "      <td>111</td>\n",
       "      <td>111</td>\n",
       "      <td>111</td>\n",
       "      <td>111</td>\n",
       "      <td>111</td>\n",
       "      <td>111</td>\n",
       "      <td>111</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">LUBELSKIE</th>\n",
       "      <th></th>\n",
       "      <td>32355</td>\n",
       "      <td>32355</td>\n",
       "      <td>31914</td>\n",
       "      <td>32355</td>\n",
       "      <td>30981</td>\n",
       "      <td>32355</td>\n",
       "      <td>32355</td>\n",
       "      <td>32355</td>\n",
       "      <td>28560</td>\n",
       "      <td>32355</td>\n",
       "      <td>32355</td>\n",
       "      <td>32355</td>\n",
       "      <td>32355</td>\n",
       "      <td>32355</td>\n",
       "      <td>32355</td>\n",
       "      <td>32355</td>\n",
       "      <td>32355</td>\n",
       "      <td>32355</td>\n",
       "      <td>32355</td>\n",
       "      <td>32355</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RC</th>\n",
       "      <td>677</td>\n",
       "      <td>677</td>\n",
       "      <td>485</td>\n",
       "      <td>677</td>\n",
       "      <td>677</td>\n",
       "      <td>677</td>\n",
       "      <td>677</td>\n",
       "      <td>677</td>\n",
       "      <td>190</td>\n",
       "      <td>677</td>\n",
       "      <td>677</td>\n",
       "      <td>677</td>\n",
       "      <td>677</td>\n",
       "      <td>677</td>\n",
       "      <td>677</td>\n",
       "      <td>677</td>\n",
       "      <td>677</td>\n",
       "      <td>677</td>\n",
       "      <td>677</td>\n",
       "      <td>677</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RL</th>\n",
       "      <td>990</td>\n",
       "      <td>990</td>\n",
       "      <td>806</td>\n",
       "      <td>990</td>\n",
       "      <td>990</td>\n",
       "      <td>990</td>\n",
       "      <td>990</td>\n",
       "      <td>990</td>\n",
       "      <td>295</td>\n",
       "      <td>990</td>\n",
       "      <td>990</td>\n",
       "      <td>990</td>\n",
       "      <td>990</td>\n",
       "      <td>990</td>\n",
       "      <td>990</td>\n",
       "      <td>990</td>\n",
       "      <td>990</td>\n",
       "      <td>990</td>\n",
       "      <td>990</td>\n",
       "      <td>990</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZC</th>\n",
       "      <td>63</td>\n",
       "      <td>63</td>\n",
       "      <td>38</td>\n",
       "      <td>63</td>\n",
       "      <td>63</td>\n",
       "      <td>63</td>\n",
       "      <td>63</td>\n",
       "      <td>63</td>\n",
       "      <td>14</td>\n",
       "      <td>63</td>\n",
       "      <td>63</td>\n",
       "      <td>63</td>\n",
       "      <td>63</td>\n",
       "      <td>63</td>\n",
       "      <td>63</td>\n",
       "      <td>63</td>\n",
       "      <td>63</td>\n",
       "      <td>63</td>\n",
       "      <td>63</td>\n",
       "      <td>63</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZM</th>\n",
       "      <td>132</td>\n",
       "      <td>132</td>\n",
       "      <td>87</td>\n",
       "      <td>132</td>\n",
       "      <td>132</td>\n",
       "      <td>132</td>\n",
       "      <td>132</td>\n",
       "      <td>132</td>\n",
       "      <td>49</td>\n",
       "      <td>132</td>\n",
       "      <td>132</td>\n",
       "      <td>132</td>\n",
       "      <td>132</td>\n",
       "      <td>132</td>\n",
       "      <td>132</td>\n",
       "      <td>132</td>\n",
       "      <td>132</td>\n",
       "      <td>132</td>\n",
       "      <td>132</td>\n",
       "      <td>132</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">LUBUSKIE</th>\n",
       "      <th></th>\n",
       "      <td>18271</td>\n",
       "      <td>18271</td>\n",
       "      <td>18032</td>\n",
       "      <td>18271</td>\n",
       "      <td>17091</td>\n",
       "      <td>18271</td>\n",
       "      <td>18271</td>\n",
       "      <td>18271</td>\n",
       "      <td>15122</td>\n",
       "      <td>18271</td>\n",
       "      <td>18271</td>\n",
       "      <td>18271</td>\n",
       "      <td>18271</td>\n",
       "      <td>18271</td>\n",
       "      <td>18271</td>\n",
       "      <td>18271</td>\n",
       "      <td>18271</td>\n",
       "      <td>18271</td>\n",
       "      <td>18271</td>\n",
       "      <td>18271</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RC</th>\n",
       "      <td>379</td>\n",
       "      <td>379</td>\n",
       "      <td>298</td>\n",
       "      <td>379</td>\n",
       "      <td>378</td>\n",
       "      <td>379</td>\n",
       "      <td>379</td>\n",
       "      <td>379</td>\n",
       "      <td>125</td>\n",
       "      <td>379</td>\n",
       "      <td>379</td>\n",
       "      <td>379</td>\n",
       "      <td>379</td>\n",
       "      <td>379</td>\n",
       "      <td>379</td>\n",
       "      <td>379</td>\n",
       "      <td>379</td>\n",
       "      <td>379</td>\n",
       "      <td>379</td>\n",
       "      <td>379</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RL</th>\n",
       "      <td>578</td>\n",
       "      <td>578</td>\n",
       "      <td>517</td>\n",
       "      <td>578</td>\n",
       "      <td>578</td>\n",
       "      <td>578</td>\n",
       "      <td>578</td>\n",
       "      <td>578</td>\n",
       "      <td>235</td>\n",
       "      <td>578</td>\n",
       "      <td>578</td>\n",
       "      <td>578</td>\n",
       "      <td>578</td>\n",
       "      <td>578</td>\n",
       "      <td>578</td>\n",
       "      <td>578</td>\n",
       "      <td>578</td>\n",
       "      <td>578</td>\n",
       "      <td>578</td>\n",
       "      <td>578</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZC</th>\n",
       "      <td>25</td>\n",
       "      <td>25</td>\n",
       "      <td>14</td>\n",
       "      <td>25</td>\n",
       "      <td>25</td>\n",
       "      <td>25</td>\n",
       "      <td>25</td>\n",
       "      <td>25</td>\n",
       "      <td>8</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>ZM</th>\n",
       "      <td>56</td>\n",
       "      <td>56</td>\n",
       "      <td>48</td>\n",
       "      <td>56</td>\n",
       "      <td>56</td>\n",
       "      <td>56</td>\n",
       "      <td>56</td>\n",
       "      <td>56</td>\n",
       "      <td>28</td>\n",
       "      <td>56</td>\n",
       "      <td>56</td>\n",
       "      <td>56</td>\n",
       "      <td>56</td>\n",
       "      <td>56</td>\n",
       "      <td>56</td>\n",
       "      <td>56</td>\n",
       "      <td>56</td>\n",
       "      <td>56</td>\n",
       "      <td>56</td>\n",
       "      <td>56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">MAZOWIECKIE</th>\n",
       "      <th></th>\n",
       "      <td>108194</td>\n",
       "      <td>108194</td>\n",
       "      <td>106735</td>\n",
       "      <td>108194</td>\n",
       "      <td>101084</td>\n",
       "      <td>108194</td>\n",
       "      <td>108194</td>\n",
       "      <td>108194</td>\n",
       "      <td>78739</td>\n",
       "      <td>108194</td>\n",
       "      <td>108194</td>\n",
       "      <td>108194</td>\n",
       "      <td>108194</td>\n",
       "      <td>108194</td>\n",
       "      <td>108194</td>\n",
       "      <td>108194</td>\n",
       "      <td>108194</td>\n",
       "      <td>108194</td>\n",
       "      <td>108194</td>\n",
       "      <td>108194</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RC</th>\n",
       "      <td>1205</td>\n",
       "      <td>1205</td>\n",
       "      <td>923</td>\n",
       "      <td>1205</td>\n",
       "      <td>1195</td>\n",
       "      <td>1205</td>\n",
       "      <td>1205</td>\n",
       "      <td>1205</td>\n",
       "      <td>267</td>\n",
       "      <td>1205</td>\n",
       "      <td>1205</td>\n",
       "      <td>1205</td>\n",
       "      <td>1205</td>\n",
       "      <td>1205</td>\n",
       "      <td>1205</td>\n",
       "      <td>1205</td>\n",
       "      <td>1205</td>\n",
       "      <td>1205</td>\n",
       "      <td>1205</td>\n",
       "      <td>1205</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RL</th>\n",
       "      <td>4006</td>\n",
       "      <td>4006</td>\n",
       "      <td>3109</td>\n",
       "      <td>4006</td>\n",
       "      <td>4000</td>\n",
       "      <td>4006</td>\n",
       "      <td>4006</td>\n",
       "      <td>4006</td>\n",
       "      <td>871</td>\n",
       "      <td>4006</td>\n",
       "      <td>4006</td>\n",
       "      <td>4006</td>\n",
       "      <td>4006</td>\n",
       "      <td>4006</td>\n",
       "      <td>4006</td>\n",
       "      <td>4006</td>\n",
       "      <td>4006</td>\n",
       "      <td>4006</td>\n",
       "      <td>4006</td>\n",
       "      <td>4006</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZC</th>\n",
       "      <td>159</td>\n",
       "      <td>159</td>\n",
       "      <td>93</td>\n",
       "      <td>159</td>\n",
       "      <td>156</td>\n",
       "      <td>159</td>\n",
       "      <td>159</td>\n",
       "      <td>159</td>\n",
       "      <td>31</td>\n",
       "      <td>159</td>\n",
       "      <td>159</td>\n",
       "      <td>159</td>\n",
       "      <td>159</td>\n",
       "      <td>159</td>\n",
       "      <td>159</td>\n",
       "      <td>159</td>\n",
       "      <td>159</td>\n",
       "      <td>159</td>\n",
       "      <td>159</td>\n",
       "      <td>159</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZM</th>\n",
       "      <td>359</td>\n",
       "      <td>359</td>\n",
       "      <td>234</td>\n",
       "      <td>359</td>\n",
       "      <td>357</td>\n",
       "      <td>359</td>\n",
       "      <td>359</td>\n",
       "      <td>359</td>\n",
       "      <td>78</td>\n",
       "      <td>359</td>\n",
       "      <td>359</td>\n",
       "      <td>359</td>\n",
       "      <td>359</td>\n",
       "      <td>359</td>\n",
       "      <td>359</td>\n",
       "      <td>359</td>\n",
       "      <td>359</td>\n",
       "      <td>359</td>\n",
       "      <td>359</td>\n",
       "      <td>359</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">MAŁOPOLSKIE</th>\n",
       "      <th></th>\n",
       "      <td>50223</td>\n",
       "      <td>50223</td>\n",
       "      <td>49731</td>\n",
       "      <td>50223</td>\n",
       "      <td>47255</td>\n",
       "      <td>50223</td>\n",
       "      <td>50223</td>\n",
       "      <td>50223</td>\n",
       "      <td>41335</td>\n",
       "      <td>50223</td>\n",
       "      <td>50223</td>\n",
       "      <td>50223</td>\n",
       "      <td>50223</td>\n",
       "      <td>50223</td>\n",
       "      <td>50223</td>\n",
       "      <td>50223</td>\n",
       "      <td>50223</td>\n",
       "      <td>50223</td>\n",
       "      <td>50223</td>\n",
       "      <td>50223</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RC</th>\n",
       "      <td>1318</td>\n",
       "      <td>1318</td>\n",
       "      <td>920</td>\n",
       "      <td>1318</td>\n",
       "      <td>1318</td>\n",
       "      <td>1318</td>\n",
       "      <td>1318</td>\n",
       "      <td>1318</td>\n",
       "      <td>317</td>\n",
       "      <td>1318</td>\n",
       "      <td>1318</td>\n",
       "      <td>1318</td>\n",
       "      <td>1318</td>\n",
       "      <td>1318</td>\n",
       "      <td>1318</td>\n",
       "      <td>1318</td>\n",
       "      <td>1318</td>\n",
       "      <td>1318</td>\n",
       "      <td>1318</td>\n",
       "      <td>1318</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RL</th>\n",
       "      <td>3487</td>\n",
       "      <td>3487</td>\n",
       "      <td>2910</td>\n",
       "      <td>3487</td>\n",
       "      <td>3485</td>\n",
       "      <td>3487</td>\n",
       "      <td>3487</td>\n",
       "      <td>3487</td>\n",
       "      <td>1237</td>\n",
       "      <td>3487</td>\n",
       "      <td>3487</td>\n",
       "      <td>3487</td>\n",
       "      <td>3487</td>\n",
       "      <td>3487</td>\n",
       "      <td>3487</td>\n",
       "      <td>3487</td>\n",
       "      <td>3487</td>\n",
       "      <td>3487</td>\n",
       "      <td>3487</td>\n",
       "      <td>3487</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZC</th>\n",
       "      <td>81</td>\n",
       "      <td>81</td>\n",
       "      <td>47</td>\n",
       "      <td>81</td>\n",
       "      <td>81</td>\n",
       "      <td>81</td>\n",
       "      <td>81</td>\n",
       "      <td>81</td>\n",
       "      <td>14</td>\n",
       "      <td>81</td>\n",
       "      <td>81</td>\n",
       "      <td>81</td>\n",
       "      <td>81</td>\n",
       "      <td>81</td>\n",
       "      <td>81</td>\n",
       "      <td>81</td>\n",
       "      <td>81</td>\n",
       "      <td>81</td>\n",
       "      <td>81</td>\n",
       "      <td>81</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZM</th>\n",
       "      <td>153</td>\n",
       "      <td>153</td>\n",
       "      <td>76</td>\n",
       "      <td>153</td>\n",
       "      <td>153</td>\n",
       "      <td>153</td>\n",
       "      <td>153</td>\n",
       "      <td>153</td>\n",
       "      <td>40</td>\n",
       "      <td>153</td>\n",
       "      <td>153</td>\n",
       "      <td>153</td>\n",
       "      <td>153</td>\n",
       "      <td>153</td>\n",
       "      <td>153</td>\n",
       "      <td>153</td>\n",
       "      <td>153</td>\n",
       "      <td>153</td>\n",
       "      <td>153</td>\n",
       "      <td>153</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\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",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">WARMIŃSKO-MAZURSKIE</th>\n",
       "      <th></th>\n",
       "      <td>25113</td>\n",
       "      <td>25113</td>\n",
       "      <td>24788</td>\n",
       "      <td>25113</td>\n",
       "      <td>23603</td>\n",
       "      <td>25113</td>\n",
       "      <td>25113</td>\n",
       "      <td>25113</td>\n",
       "      <td>17181</td>\n",
       "      <td>25113</td>\n",
       "      <td>25113</td>\n",
       "      <td>25113</td>\n",
       "      <td>25113</td>\n",
       "      <td>25113</td>\n",
       "      <td>25113</td>\n",
       "      <td>25113</td>\n",
       "      <td>25113</td>\n",
       "      <td>25113</td>\n",
       "      <td>25113</td>\n",
       "      <td>25113</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RC</th>\n",
       "      <td>570</td>\n",
       "      <td>570</td>\n",
       "      <td>446</td>\n",
       "      <td>570</td>\n",
       "      <td>570</td>\n",
       "      <td>570</td>\n",
       "      <td>570</td>\n",
       "      <td>570</td>\n",
       "      <td>156</td>\n",
       "      <td>570</td>\n",
       "      <td>570</td>\n",
       "      <td>570</td>\n",
       "      <td>570</td>\n",
       "      <td>570</td>\n",
       "      <td>570</td>\n",
       "      <td>570</td>\n",
       "      <td>570</td>\n",
       "      <td>570</td>\n",
       "      <td>570</td>\n",
       "      <td>570</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RL</th>\n",
       "      <td>1482</td>\n",
       "      <td>1482</td>\n",
       "      <td>1276</td>\n",
       "      <td>1482</td>\n",
       "      <td>1479</td>\n",
       "      <td>1482</td>\n",
       "      <td>1482</td>\n",
       "      <td>1482</td>\n",
       "      <td>420</td>\n",
       "      <td>1482</td>\n",
       "      <td>1482</td>\n",
       "      <td>1482</td>\n",
       "      <td>1482</td>\n",
       "      <td>1482</td>\n",
       "      <td>1482</td>\n",
       "      <td>1482</td>\n",
       "      <td>1482</td>\n",
       "      <td>1482</td>\n",
       "      <td>1482</td>\n",
       "      <td>1482</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZC</th>\n",
       "      <td>45</td>\n",
       "      <td>45</td>\n",
       "      <td>22</td>\n",
       "      <td>45</td>\n",
       "      <td>45</td>\n",
       "      <td>45</td>\n",
       "      <td>45</td>\n",
       "      <td>45</td>\n",
       "      <td>7</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>45</td>\n",
       "      <td>45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZM</th>\n",
       "      <td>103</td>\n",
       "      <td>103</td>\n",
       "      <td>83</td>\n",
       "      <td>103</td>\n",
       "      <td>103</td>\n",
       "      <td>103</td>\n",
       "      <td>103</td>\n",
       "      <td>103</td>\n",
       "      <td>36</td>\n",
       "      <td>103</td>\n",
       "      <td>103</td>\n",
       "      <td>103</td>\n",
       "      <td>103</td>\n",
       "      <td>103</td>\n",
       "      <td>103</td>\n",
       "      <td>103</td>\n",
       "      <td>103</td>\n",
       "      <td>103</td>\n",
       "      <td>103</td>\n",
       "      <td>103</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">WIELKOPOLSKIE</th>\n",
       "      <th></th>\n",
       "      <td>53946</td>\n",
       "      <td>53946</td>\n",
       "      <td>53276</td>\n",
       "      <td>53946</td>\n",
       "      <td>51363</td>\n",
       "      <td>53946</td>\n",
       "      <td>53946</td>\n",
       "      <td>53946</td>\n",
       "      <td>46021</td>\n",
       "      <td>53946</td>\n",
       "      <td>53946</td>\n",
       "      <td>53946</td>\n",
       "      <td>53946</td>\n",
       "      <td>53946</td>\n",
       "      <td>53946</td>\n",
       "      <td>53946</td>\n",
       "      <td>53946</td>\n",
       "      <td>53946</td>\n",
       "      <td>53946</td>\n",
       "      <td>53946</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RC</th>\n",
       "      <td>927</td>\n",
       "      <td>927</td>\n",
       "      <td>702</td>\n",
       "      <td>927</td>\n",
       "      <td>927</td>\n",
       "      <td>927</td>\n",
       "      <td>927</td>\n",
       "      <td>927</td>\n",
       "      <td>300</td>\n",
       "      <td>927</td>\n",
       "      <td>927</td>\n",
       "      <td>927</td>\n",
       "      <td>927</td>\n",
       "      <td>927</td>\n",
       "      <td>927</td>\n",
       "      <td>927</td>\n",
       "      <td>927</td>\n",
       "      <td>927</td>\n",
       "      <td>927</td>\n",
       "      <td>927</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RL</th>\n",
       "      <td>1881</td>\n",
       "      <td>1881</td>\n",
       "      <td>1555</td>\n",
       "      <td>1881</td>\n",
       "      <td>1880</td>\n",
       "      <td>1881</td>\n",
       "      <td>1881</td>\n",
       "      <td>1881</td>\n",
       "      <td>640</td>\n",
       "      <td>1881</td>\n",
       "      <td>1881</td>\n",
       "      <td>1881</td>\n",
       "      <td>1881</td>\n",
       "      <td>1881</td>\n",
       "      <td>1881</td>\n",
       "      <td>1881</td>\n",
       "      <td>1881</td>\n",
       "      <td>1881</td>\n",
       "      <td>1881</td>\n",
       "      <td>1881</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZC</th>\n",
       "      <td>83</td>\n",
       "      <td>83</td>\n",
       "      <td>54</td>\n",
       "      <td>83</td>\n",
       "      <td>83</td>\n",
       "      <td>83</td>\n",
       "      <td>83</td>\n",
       "      <td>83</td>\n",
       "      <td>22</td>\n",
       "      <td>83</td>\n",
       "      <td>83</td>\n",
       "      <td>83</td>\n",
       "      <td>83</td>\n",
       "      <td>83</td>\n",
       "      <td>83</td>\n",
       "      <td>83</td>\n",
       "      <td>83</td>\n",
       "      <td>83</td>\n",
       "      <td>83</td>\n",
       "      <td>83</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZM</th>\n",
       "      <td>185</td>\n",
       "      <td>185</td>\n",
       "      <td>138</td>\n",
       "      <td>185</td>\n",
       "      <td>185</td>\n",
       "      <td>185</td>\n",
       "      <td>185</td>\n",
       "      <td>185</td>\n",
       "      <td>77</td>\n",
       "      <td>185</td>\n",
       "      <td>185</td>\n",
       "      <td>185</td>\n",
       "      <td>185</td>\n",
       "      <td>185</td>\n",
       "      <td>185</td>\n",
       "      <td>185</td>\n",
       "      <td>185</td>\n",
       "      <td>185</td>\n",
       "      <td>185</td>\n",
       "      <td>185</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">ZACHODNIOPOMORSKIE</th>\n",
       "      <th></th>\n",
       "      <td>29157</td>\n",
       "      <td>29157</td>\n",
       "      <td>28919</td>\n",
       "      <td>29157</td>\n",
       "      <td>27540</td>\n",
       "      <td>29157</td>\n",
       "      <td>29157</td>\n",
       "      <td>29157</td>\n",
       "      <td>20086</td>\n",
       "      <td>29157</td>\n",
       "      <td>29157</td>\n",
       "      <td>29157</td>\n",
       "      <td>29157</td>\n",
       "      <td>29157</td>\n",
       "      <td>29157</td>\n",
       "      <td>29157</td>\n",
       "      <td>29157</td>\n",
       "      <td>29157</td>\n",
       "      <td>29157</td>\n",
       "      <td>29157</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RC</th>\n",
       "      <td>523</td>\n",
       "      <td>523</td>\n",
       "      <td>373</td>\n",
       "      <td>523</td>\n",
       "      <td>521</td>\n",
       "      <td>523</td>\n",
       "      <td>523</td>\n",
       "      <td>523</td>\n",
       "      <td>155</td>\n",
       "      <td>523</td>\n",
       "      <td>523</td>\n",
       "      <td>523</td>\n",
       "      <td>523</td>\n",
       "      <td>523</td>\n",
       "      <td>523</td>\n",
       "      <td>523</td>\n",
       "      <td>523</td>\n",
       "      <td>523</td>\n",
       "      <td>523</td>\n",
       "      <td>523</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RL</th>\n",
       "      <td>1194</td>\n",
       "      <td>1194</td>\n",
       "      <td>954</td>\n",
       "      <td>1194</td>\n",
       "      <td>1194</td>\n",
       "      <td>1194</td>\n",
       "      <td>1194</td>\n",
       "      <td>1194</td>\n",
       "      <td>354</td>\n",
       "      <td>1194</td>\n",
       "      <td>1194</td>\n",
       "      <td>1194</td>\n",
       "      <td>1194</td>\n",
       "      <td>1194</td>\n",
       "      <td>1194</td>\n",
       "      <td>1194</td>\n",
       "      <td>1194</td>\n",
       "      <td>1194</td>\n",
       "      <td>1194</td>\n",
       "      <td>1194</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZC</th>\n",
       "      <td>36</td>\n",
       "      <td>36</td>\n",
       "      <td>25</td>\n",
       "      <td>36</td>\n",
       "      <td>36</td>\n",
       "      <td>36</td>\n",
       "      <td>36</td>\n",
       "      <td>36</td>\n",
       "      <td>11</td>\n",
       "      <td>36</td>\n",
       "      <td>36</td>\n",
       "      <td>36</td>\n",
       "      <td>36</td>\n",
       "      <td>36</td>\n",
       "      <td>36</td>\n",
       "      <td>36</td>\n",
       "      <td>36</td>\n",
       "      <td>36</td>\n",
       "      <td>36</td>\n",
       "      <td>36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZM</th>\n",
       "      <td>111</td>\n",
       "      <td>111</td>\n",
       "      <td>83</td>\n",
       "      <td>111</td>\n",
       "      <td>111</td>\n",
       "      <td>111</td>\n",
       "      <td>111</td>\n",
       "      <td>111</td>\n",
       "      <td>42</td>\n",
       "      <td>111</td>\n",
       "      <td>111</td>\n",
       "      <td>111</td>\n",
       "      <td>111</td>\n",
       "      <td>111</td>\n",
       "      <td>111</td>\n",
       "      <td>111</td>\n",
       "      <td>111</td>\n",
       "      <td>111</td>\n",
       "      <td>111</td>\n",
       "      <td>111</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">ŁÓDZKIE</th>\n",
       "      <th></th>\n",
       "      <td>43762</td>\n",
       "      <td>43762</td>\n",
       "      <td>43404</td>\n",
       "      <td>43762</td>\n",
       "      <td>41735</td>\n",
       "      <td>43762</td>\n",
       "      <td>43762</td>\n",
       "      <td>43762</td>\n",
       "      <td>39759</td>\n",
       "      <td>43762</td>\n",
       "      <td>43762</td>\n",
       "      <td>43762</td>\n",
       "      <td>43762</td>\n",
       "      <td>43762</td>\n",
       "      <td>43762</td>\n",
       "      <td>43762</td>\n",
       "      <td>43762</td>\n",
       "      <td>43762</td>\n",
       "      <td>43762</td>\n",
       "      <td>43762</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RC</th>\n",
       "      <td>1291</td>\n",
       "      <td>1291</td>\n",
       "      <td>952</td>\n",
       "      <td>1291</td>\n",
       "      <td>1289</td>\n",
       "      <td>1291</td>\n",
       "      <td>1291</td>\n",
       "      <td>1291</td>\n",
       "      <td>397</td>\n",
       "      <td>1291</td>\n",
       "      <td>1291</td>\n",
       "      <td>1291</td>\n",
       "      <td>1291</td>\n",
       "      <td>1291</td>\n",
       "      <td>1291</td>\n",
       "      <td>1291</td>\n",
       "      <td>1291</td>\n",
       "      <td>1291</td>\n",
       "      <td>1291</td>\n",
       "      <td>1291</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RL</th>\n",
       "      <td>3516</td>\n",
       "      <td>3516</td>\n",
       "      <td>2962</td>\n",
       "      <td>3516</td>\n",
       "      <td>3513</td>\n",
       "      <td>3516</td>\n",
       "      <td>3516</td>\n",
       "      <td>3516</td>\n",
       "      <td>1431</td>\n",
       "      <td>3516</td>\n",
       "      <td>3516</td>\n",
       "      <td>3516</td>\n",
       "      <td>3516</td>\n",
       "      <td>3516</td>\n",
       "      <td>3516</td>\n",
       "      <td>3516</td>\n",
       "      <td>3516</td>\n",
       "      <td>3516</td>\n",
       "      <td>3516</td>\n",
       "      <td>3516</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZC</th>\n",
       "      <td>86</td>\n",
       "      <td>86</td>\n",
       "      <td>53</td>\n",
       "      <td>86</td>\n",
       "      <td>86</td>\n",
       "      <td>86</td>\n",
       "      <td>86</td>\n",
       "      <td>86</td>\n",
       "      <td>25</td>\n",
       "      <td>86</td>\n",
       "      <td>86</td>\n",
       "      <td>86</td>\n",
       "      <td>86</td>\n",
       "      <td>86</td>\n",
       "      <td>86</td>\n",
       "      <td>86</td>\n",
       "      <td>86</td>\n",
       "      <td>86</td>\n",
       "      <td>86</td>\n",
       "      <td>86</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZM</th>\n",
       "      <td>170</td>\n",
       "      <td>170</td>\n",
       "      <td>102</td>\n",
       "      <td>170</td>\n",
       "      <td>170</td>\n",
       "      <td>170</td>\n",
       "      <td>170</td>\n",
       "      <td>170</td>\n",
       "      <td>59</td>\n",
       "      <td>170</td>\n",
       "      <td>170</td>\n",
       "      <td>170</td>\n",
       "      <td>170</td>\n",
       "      <td>170</td>\n",
       "      <td>170</td>\n",
       "      <td>170</td>\n",
       "      <td>170</td>\n",
       "      <td>170</td>\n",
       "      <td>170</td>\n",
       "      <td>170</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">ŚLĄSKIE</th>\n",
       "      <th></th>\n",
       "      <td>84034</td>\n",
       "      <td>84034</td>\n",
       "      <td>83209</td>\n",
       "      <td>84034</td>\n",
       "      <td>79116</td>\n",
       "      <td>84034</td>\n",
       "      <td>84034</td>\n",
       "      <td>84034</td>\n",
       "      <td>74358</td>\n",
       "      <td>84034</td>\n",
       "      <td>84034</td>\n",
       "      <td>84034</td>\n",
       "      <td>84034</td>\n",
       "      <td>84034</td>\n",
       "      <td>84034</td>\n",
       "      <td>84034</td>\n",
       "      <td>84034</td>\n",
       "      <td>84034</td>\n",
       "      <td>84034</td>\n",
       "      <td>84034</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RC</th>\n",
       "      <td>1274</td>\n",
       "      <td>1274</td>\n",
       "      <td>901</td>\n",
       "      <td>1274</td>\n",
       "      <td>1274</td>\n",
       "      <td>1274</td>\n",
       "      <td>1274</td>\n",
       "      <td>1274</td>\n",
       "      <td>383</td>\n",
       "      <td>1274</td>\n",
       "      <td>1274</td>\n",
       "      <td>1274</td>\n",
       "      <td>1274</td>\n",
       "      <td>1274</td>\n",
       "      <td>1274</td>\n",
       "      <td>1274</td>\n",
       "      <td>1274</td>\n",
       "      <td>1274</td>\n",
       "      <td>1274</td>\n",
       "      <td>1274</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RL</th>\n",
       "      <td>4050</td>\n",
       "      <td>4050</td>\n",
       "      <td>3259</td>\n",
       "      <td>4050</td>\n",
       "      <td>4050</td>\n",
       "      <td>4050</td>\n",
       "      <td>4050</td>\n",
       "      <td>4050</td>\n",
       "      <td>1467</td>\n",
       "      <td>4050</td>\n",
       "      <td>4050</td>\n",
       "      <td>4050</td>\n",
       "      <td>4050</td>\n",
       "      <td>4050</td>\n",
       "      <td>4050</td>\n",
       "      <td>4050</td>\n",
       "      <td>4050</td>\n",
       "      <td>4050</td>\n",
       "      <td>4050</td>\n",
       "      <td>4050</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZC</th>\n",
       "      <td>91</td>\n",
       "      <td>91</td>\n",
       "      <td>46</td>\n",
       "      <td>91</td>\n",
       "      <td>90</td>\n",
       "      <td>91</td>\n",
       "      <td>91</td>\n",
       "      <td>91</td>\n",
       "      <td>24</td>\n",
       "      <td>91</td>\n",
       "      <td>91</td>\n",
       "      <td>91</td>\n",
       "      <td>91</td>\n",
       "      <td>91</td>\n",
       "      <td>91</td>\n",
       "      <td>91</td>\n",
       "      <td>91</td>\n",
       "      <td>91</td>\n",
       "      <td>91</td>\n",
       "      <td>91</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZM</th>\n",
       "      <td>158</td>\n",
       "      <td>158</td>\n",
       "      <td>93</td>\n",
       "      <td>158</td>\n",
       "      <td>158</td>\n",
       "      <td>158</td>\n",
       "      <td>158</td>\n",
       "      <td>158</td>\n",
       "      <td>51</td>\n",
       "      <td>158</td>\n",
       "      <td>158</td>\n",
       "      <td>158</td>\n",
       "      <td>158</td>\n",
       "      <td>158</td>\n",
       "      <td>158</td>\n",
       "      <td>158</td>\n",
       "      <td>158</td>\n",
       "      <td>158</td>\n",
       "      <td>158</td>\n",
       "      <td>158</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">ŚWIĘTOKRZYSKIE</th>\n",
       "      <th></th>\n",
       "      <td>19429</td>\n",
       "      <td>19429</td>\n",
       "      <td>19195</td>\n",
       "      <td>19429</td>\n",
       "      <td>17818</td>\n",
       "      <td>19429</td>\n",
       "      <td>19429</td>\n",
       "      <td>19429</td>\n",
       "      <td>16031</td>\n",
       "      <td>19429</td>\n",
       "      <td>19429</td>\n",
       "      <td>19429</td>\n",
       "      <td>19429</td>\n",
       "      <td>19429</td>\n",
       "      <td>19429</td>\n",
       "      <td>19429</td>\n",
       "      <td>19429</td>\n",
       "      <td>19429</td>\n",
       "      <td>19429</td>\n",
       "      <td>19429</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RC</th>\n",
       "      <td>430</td>\n",
       "      <td>430</td>\n",
       "      <td>321</td>\n",
       "      <td>430</td>\n",
       "      <td>430</td>\n",
       "      <td>430</td>\n",
       "      <td>430</td>\n",
       "      <td>430</td>\n",
       "      <td>105</td>\n",
       "      <td>430</td>\n",
       "      <td>430</td>\n",
       "      <td>430</td>\n",
       "      <td>430</td>\n",
       "      <td>430</td>\n",
       "      <td>430</td>\n",
       "      <td>430</td>\n",
       "      <td>430</td>\n",
       "      <td>430</td>\n",
       "      <td>430</td>\n",
       "      <td>430</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RL</th>\n",
       "      <td>1191</td>\n",
       "      <td>1191</td>\n",
       "      <td>1034</td>\n",
       "      <td>1191</td>\n",
       "      <td>1191</td>\n",
       "      <td>1191</td>\n",
       "      <td>1191</td>\n",
       "      <td>1191</td>\n",
       "      <td>438</td>\n",
       "      <td>1191</td>\n",
       "      <td>1191</td>\n",
       "      <td>1191</td>\n",
       "      <td>1191</td>\n",
       "      <td>1191</td>\n",
       "      <td>1191</td>\n",
       "      <td>1191</td>\n",
       "      <td>1191</td>\n",
       "      <td>1191</td>\n",
       "      <td>1191</td>\n",
       "      <td>1191</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZC</th>\n",
       "      <td>49</td>\n",
       "      <td>49</td>\n",
       "      <td>28</td>\n",
       "      <td>49</td>\n",
       "      <td>49</td>\n",
       "      <td>49</td>\n",
       "      <td>49</td>\n",
       "      <td>49</td>\n",
       "      <td>10</td>\n",
       "      <td>49</td>\n",
       "      <td>49</td>\n",
       "      <td>49</td>\n",
       "      <td>49</td>\n",
       "      <td>49</td>\n",
       "      <td>49</td>\n",
       "      <td>49</td>\n",
       "      <td>49</td>\n",
       "      <td>49</td>\n",
       "      <td>49</td>\n",
       "      <td>49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZM</th>\n",
       "      <td>81</td>\n",
       "      <td>81</td>\n",
       "      <td>45</td>\n",
       "      <td>81</td>\n",
       "      <td>81</td>\n",
       "      <td>81</td>\n",
       "      <td>81</td>\n",
       "      <td>81</td>\n",
       "      <td>24</td>\n",
       "      <td>81</td>\n",
       "      <td>81</td>\n",
       "      <td>81</td>\n",
       "      <td>81</td>\n",
       "      <td>81</td>\n",
       "      <td>81</td>\n",
       "      <td>81</td>\n",
       "      <td>81</td>\n",
       "      <td>81</td>\n",
       "      <td>81</td>\n",
       "      <td>81</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>80 rows × 20 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                  ID  ZSZD_ID  ZSPO_ID  SSRU_KOD  DATA_UR  \\\n",
       "WOJ                 STUC_KOD                                                \n",
       "DOLNOŚLĄSKIE                   60200    60200    59422     60200    57157   \n",
       "                    RC          1108     1108      813      1108     1108   \n",
       "                    RL          2046     2046     1748      2046     2046   \n",
       "                    ZC            63       63       33        63       63   \n",
       "                    ZM           179      179      130       179      179   \n",
       "KUJAWSKO-POMORSKIE             41619    41619    41057     41619    39368   \n",
       "                    RC           458      458      359       458      458   \n",
       "                    RL           654      654      487       654      653   \n",
       "                    ZC            68       68       35        68       68   \n",
       "                    ZM           111      111       88       111      111   \n",
       "LUBELSKIE                      32355    32355    31914     32355    30981   \n",
       "                    RC           677      677      485       677      677   \n",
       "                    RL           990      990      806       990      990   \n",
       "                    ZC            63       63       38        63       63   \n",
       "                    ZM           132      132       87       132      132   \n",
       "LUBUSKIE                       18271    18271    18032     18271    17091   \n",
       "                    RC           379      379      298       379      378   \n",
       "                    RL           578      578      517       578      578   \n",
       "                    ZC            25       25       14        25       25   \n",
       "                    ZM            56       56       48        56       56   \n",
       "MAZOWIECKIE                   108194   108194   106735    108194   101084   \n",
       "                    RC          1205     1205      923      1205     1195   \n",
       "                    RL          4006     4006     3109      4006     4000   \n",
       "                    ZC           159      159       93       159      156   \n",
       "                    ZM           359      359      234       359      357   \n",
       "MAŁOPOLSKIE                    50223    50223    49731     50223    47255   \n",
       "                    RC          1318     1318      920      1318     1318   \n",
       "                    RL          3487     3487     2910      3487     3485   \n",
       "                    ZC            81       81       47        81       81   \n",
       "                    ZM           153      153       76       153      153   \n",
       "...                              ...      ...      ...       ...      ...   \n",
       "WARMIŃSKO-MAZURSKIE            25113    25113    24788     25113    23603   \n",
       "                    RC           570      570      446       570      570   \n",
       "                    RL          1482     1482     1276      1482     1479   \n",
       "                    ZC            45       45       22        45       45   \n",
       "                    ZM           103      103       83       103      103   \n",
       "WIELKOPOLSKIE                  53946    53946    53276     53946    51363   \n",
       "                    RC           927      927      702       927      927   \n",
       "                    RL          1881     1881     1555      1881     1880   \n",
       "                    ZC            83       83       54        83       83   \n",
       "                    ZM           185      185      138       185      185   \n",
       "ZACHODNIOPOMORSKIE             29157    29157    28919     29157    27540   \n",
       "                    RC           523      523      373       523      521   \n",
       "                    RL          1194     1194      954      1194     1194   \n",
       "                    ZC            36       36       25        36       36   \n",
       "                    ZM           111      111       83       111      111   \n",
       "ŁÓDZKIE                        43762    43762    43404     43762    41735   \n",
       "                    RC          1291     1291      952      1291     1289   \n",
       "                    RL          3516     3516     2962      3516     3513   \n",
       "                    ZC            86       86       53        86       86   \n",
       "                    ZM           170      170      102       170      170   \n",
       "ŚLĄSKIE                        84034    84034    83209     84034    79116   \n",
       "                    RC          1274     1274      901      1274     1274   \n",
       "                    RL          4050     4050     3259      4050     4050   \n",
       "                    ZC            91       91       46        91       90   \n",
       "                    ZM           158      158       93       158      158   \n",
       "ŚWIĘTOKRZYSKIE                 19429    19429    19195     19429    17818   \n",
       "                    RC           430      430      321       430      430   \n",
       "                    RL          1191     1191     1034      1191     1191   \n",
       "                    ZC            49       49       28        49       49   \n",
       "                    ZM            81       81       45        81       81   \n",
       "\n",
       "                              SOBY_KOD    PLEC  SUSU_KOD  \\\n",
       "WOJ                 STUC_KOD                               \n",
       "DOLNOŚLĄSKIE                     60200   60200     60200   \n",
       "                    RC            1108    1108      1108   \n",
       "                    RL            2046    2046      2046   \n",
       "                    ZC              63      63        63   \n",
       "                    ZM             179     179       179   \n",
       "KUJAWSKO-POMORSKIE               41619   41619     41619   \n",
       "                    RC             458     458       458   \n",
       "                    RL             654     654       654   \n",
       "                    ZC              68      68        68   \n",
       "                    ZM             111     111       111   \n",
       "LUBELSKIE                        32355   32355     32355   \n",
       "                    RC             677     677       677   \n",
       "                    RL             990     990       990   \n",
       "                    ZC              63      63        63   \n",
       "                    ZM             132     132       132   \n",
       "LUBUSKIE                         18271   18271     18271   \n",
       "                    RC             379     379       379   \n",
       "                    RL             578     578       578   \n",
       "                    ZC              25      25        25   \n",
       "                    ZM              56      56        56   \n",
       "MAZOWIECKIE                     108194  108194    108194   \n",
       "                    RC            1205    1205      1205   \n",
       "                    RL            4006    4006      4006   \n",
       "                    ZC             159     159       159   \n",
       "                    ZM             359     359       359   \n",
       "MAŁOPOLSKIE                      50223   50223     50223   \n",
       "                    RC            1318    1318      1318   \n",
       "                    RL            3487    3487      3487   \n",
       "                    ZC              81      81        81   \n",
       "                    ZM             153     153       153   \n",
       "...                                ...     ...       ...   \n",
       "WARMIŃSKO-MAZURSKIE              25113   25113     25113   \n",
       "                    RC             570     570       570   \n",
       "                    RL            1482    1482      1482   \n",
       "                    ZC              45      45        45   \n",
       "                    ZM             103     103       103   \n",
       "WIELKOPOLSKIE                    53946   53946     53946   \n",
       "                    RC             927     927       927   \n",
       "                    RL            1881    1881      1881   \n",
       "                    ZC              83      83        83   \n",
       "                    ZM             185     185       185   \n",
       "ZACHODNIOPOMORSKIE               29157   29157     29157   \n",
       "                    RC             523     523       523   \n",
       "                    RL            1194    1194      1194   \n",
       "                    ZC              36      36        36   \n",
       "                    ZM             111     111       111   \n",
       "ŁÓDZKIE                          43762   43762     43762   \n",
       "                    RC            1291    1291      1291   \n",
       "                    RL            3516    3516      3516   \n",
       "                    ZC              86      86        86   \n",
       "                    ZM             170     170       170   \n",
       "ŚLĄSKIE                          84034   84034     84034   \n",
       "                    RC            1274    1274      1274   \n",
       "                    RL            4050    4050      4050   \n",
       "                    ZC              91      91        91   \n",
       "                    ZM             158     158       158   \n",
       "ŚWIĘTOKRZYSKIE                   19429   19429     19429   \n",
       "                    RC             430     430       430   \n",
       "                    RL            1191    1191      1191   \n",
       "                    ZC              49      49        49   \n",
       "                    ZM              81      81        81   \n",
       "\n",
       "                              LICZBA_LAT_KIEROWANIA  SPSZ_KOD  SRUZ_KOD  \\\n",
       "WOJ                 STUC_KOD                                              \n",
       "DOLNOŚLĄSKIE                                  53264     60200     60200   \n",
       "                    RC                          332      1108      1108   \n",
       "                    RL                          780      2046      2046   \n",
       "                    ZC                           13        63        63   \n",
       "                    ZM                           71       179       179   \n",
       "KUJAWSKO-POMORSKIE                            25505     41619     41619   \n",
       "                    RC                          137       458       458   \n",
       "                    RL                          115       654       654   \n",
       "                    ZC                            9        68        68   \n",
       "                    ZM                           40       111       111   \n",
       "LUBELSKIE                                     28560     32355     32355   \n",
       "                    RC                          190       677       677   \n",
       "                    RL                          295       990       990   \n",
       "                    ZC                           14        63        63   \n",
       "                    ZM                           49       132       132   \n",
       "LUBUSKIE                                      15122     18271     18271   \n",
       "                    RC                          125       379       379   \n",
       "                    RL                          235       578       578   \n",
       "                    ZC                            8        25        25   \n",
       "                    ZM                           28        56        56   \n",
       "MAZOWIECKIE                                   78739    108194    108194   \n",
       "                    RC                          267      1205      1205   \n",
       "                    RL                          871      4006      4006   \n",
       "                    ZC                           31       159       159   \n",
       "                    ZM                           78       359       359   \n",
       "MAŁOPOLSKIE                                   41335     50223     50223   \n",
       "                    RC                          317      1318      1318   \n",
       "                    RL                         1237      3487      3487   \n",
       "                    ZC                           14        81        81   \n",
       "                    ZM                           40       153       153   \n",
       "...                                             ...       ...       ...   \n",
       "WARMIŃSKO-MAZURSKIE                           17181     25113     25113   \n",
       "                    RC                          156       570       570   \n",
       "                    RL                          420      1482      1482   \n",
       "                    ZC                            7        45        45   \n",
       "                    ZM                           36       103       103   \n",
       "WIELKOPOLSKIE                                 46021     53946     53946   \n",
       "                    RC                          300       927       927   \n",
       "                    RL                          640      1881      1881   \n",
       "                    ZC                           22        83        83   \n",
       "                    ZM                           77       185       185   \n",
       "ZACHODNIOPOMORSKIE                            20086     29157     29157   \n",
       "                    RC                          155       523       523   \n",
       "                    RL                          354      1194      1194   \n",
       "                    ZC                           11        36        36   \n",
       "                    ZM                           42       111       111   \n",
       "ŁÓDZKIE                                       39759     43762     43762   \n",
       "                    RC                          397      1291      1291   \n",
       "                    RL                         1431      3516      3516   \n",
       "                    ZC                           25        86        86   \n",
       "                    ZM                           59       170       170   \n",
       "ŚLĄSKIE                                       74358     84034     84034   \n",
       "                    RC                          383      1274      1274   \n",
       "                    RL                         1467      4050      4050   \n",
       "                    ZC                           24        91        91   \n",
       "                    ZM                           51       158       158   \n",
       "ŚWIĘTOKRZYSKIE                                16031     19429     19429   \n",
       "                    RC                          105       430       430   \n",
       "                    RL                          438      1191      1191   \n",
       "                    ZC                           10        49        49   \n",
       "                    ZM                           24        81        81   \n",
       "\n",
       "                              SUSW_KOD  POD_WPLYWEM  SUSB_KOD  OBCOKRAJOWIEC  \\\n",
       "WOJ                 STUC_KOD                                                   \n",
       "DOLNOŚLĄSKIE                     60200        60200     60200          60200   \n",
       "                    RC            1108         1108      1108           1108   \n",
       "                    RL            2046         2046      2046           2046   \n",
       "                    ZC              63           63        63             63   \n",
       "                    ZM             179          179       179            179   \n",
       "KUJAWSKO-POMORSKIE               41619        41619     41619          41619   \n",
       "                    RC             458          458       458            458   \n",
       "                    RL             654          654       654            654   \n",
       "                    ZC              68           68        68             68   \n",
       "                    ZM             111          111       111            111   \n",
       "LUBELSKIE                        32355        32355     32355          32355   \n",
       "                    RC             677          677       677            677   \n",
       "                    RL             990          990       990            990   \n",
       "                    ZC              63           63        63             63   \n",
       "                    ZM             132          132       132            132   \n",
       "LUBUSKIE                         18271        18271     18271          18271   \n",
       "                    RC             379          379       379            379   \n",
       "                    RL             578          578       578            578   \n",
       "                    ZC              25           25        25             25   \n",
       "                    ZM              56           56        56             56   \n",
       "MAZOWIECKIE                     108194       108194    108194         108194   \n",
       "                    RC            1205         1205      1205           1205   \n",
       "                    RL            4006         4006      4006           4006   \n",
       "                    ZC             159          159       159            159   \n",
       "                    ZM             359          359       359            359   \n",
       "MAŁOPOLSKIE                      50223        50223     50223          50223   \n",
       "                    RC            1318         1318      1318           1318   \n",
       "                    RL            3487         3487      3487           3487   \n",
       "                    ZC              81           81        81             81   \n",
       "                    ZM             153          153       153            153   \n",
       "...                                ...          ...       ...            ...   \n",
       "WARMIŃSKO-MAZURSKIE              25113        25113     25113          25113   \n",
       "                    RC             570          570       570            570   \n",
       "                    RL            1482         1482      1482           1482   \n",
       "                    ZC              45           45        45             45   \n",
       "                    ZM             103          103       103            103   \n",
       "WIELKOPOLSKIE                    53946        53946     53946          53946   \n",
       "                    RC             927          927       927            927   \n",
       "                    RL            1881         1881      1881           1881   \n",
       "                    ZC              83           83        83             83   \n",
       "                    ZM             185          185       185            185   \n",
       "ZACHODNIOPOMORSKIE               29157        29157     29157          29157   \n",
       "                    RC             523          523       523            523   \n",
       "                    RL            1194         1194      1194           1194   \n",
       "                    ZC              36           36        36             36   \n",
       "                    ZM             111          111       111            111   \n",
       "ŁÓDZKIE                          43762        43762     43762          43762   \n",
       "                    RC            1291         1291      1291           1291   \n",
       "                    RL            3516         3516      3516           3516   \n",
       "                    ZC              86           86        86             86   \n",
       "                    ZM             170          170       170            170   \n",
       "ŚLĄSKIE                          84034        84034     84034          84034   \n",
       "                    RC            1274         1274      1274           1274   \n",
       "                    RL            4050         4050      4050           4050   \n",
       "                    ZC              91           91        91             91   \n",
       "                    ZM             158          158       158            158   \n",
       "ŚWIĘTOKRZYSKIE                   19429        19429     19429          19429   \n",
       "                    RC             430          430       430            430   \n",
       "                    RL            1191         1191      1191           1191   \n",
       "                    ZC              49           49        49             49   \n",
       "                    ZM              81           81        81             81   \n",
       "\n",
       "                              ZBIEGL_Z_MIEJSCA  SPPI_KOD  MIEJSCE_W_POJ  \\\n",
       "WOJ                 STUC_KOD                                              \n",
       "DOLNOŚLĄSKIE                             60200     60200          60200   \n",
       "                    RC                    1108      1108           1108   \n",
       "                    RL                    2046      2046           2046   \n",
       "                    ZC                      63        63             63   \n",
       "                    ZM                     179       179            179   \n",
       "KUJAWSKO-POMORSKIE                       41619     41619          41619   \n",
       "                    RC                     458       458            458   \n",
       "                    RL                     654       654            654   \n",
       "                    ZC                      68        68             68   \n",
       "                    ZM                     111       111            111   \n",
       "LUBELSKIE                                32355     32355          32355   \n",
       "                    RC                     677       677            677   \n",
       "                    RL                     990       990            990   \n",
       "                    ZC                      63        63             63   \n",
       "                    ZM                     132       132            132   \n",
       "LUBUSKIE                                 18271     18271          18271   \n",
       "                    RC                     379       379            379   \n",
       "                    RL                     578       578            578   \n",
       "                    ZC                      25        25             25   \n",
       "                    ZM                      56        56             56   \n",
       "MAZOWIECKIE                             108194    108194         108194   \n",
       "                    RC                    1205      1205           1205   \n",
       "                    RL                    4006      4006           4006   \n",
       "                    ZC                     159       159            159   \n",
       "                    ZM                     359       359            359   \n",
       "MAŁOPOLSKIE                              50223     50223          50223   \n",
       "                    RC                    1318      1318           1318   \n",
       "                    RL                    3487      3487           3487   \n",
       "                    ZC                      81        81             81   \n",
       "                    ZM                     153       153            153   \n",
       "...                                        ...       ...            ...   \n",
       "WARMIŃSKO-MAZURSKIE                      25113     25113          25113   \n",
       "                    RC                     570       570            570   \n",
       "                    RL                    1482      1482           1482   \n",
       "                    ZC                      45        45             45   \n",
       "                    ZM                     103       103            103   \n",
       "WIELKOPOLSKIE                            53946     53946          53946   \n",
       "                    RC                     927       927            927   \n",
       "                    RL                    1881      1881           1881   \n",
       "                    ZC                      83        83             83   \n",
       "                    ZM                     185       185            185   \n",
       "ZACHODNIOPOMORSKIE                       29157     29157          29157   \n",
       "                    RC                     523       523            523   \n",
       "                    RL                    1194      1194           1194   \n",
       "                    ZC                      36        36             36   \n",
       "                    ZM                     111       111            111   \n",
       "ŁÓDZKIE                                  43762     43762          43762   \n",
       "                    RC                    1291      1291           1291   \n",
       "                    RL                    3516      3516           3516   \n",
       "                    ZC                      86        86             86   \n",
       "                    ZM                     170       170            170   \n",
       "ŚLĄSKIE                                  84034     84034          84034   \n",
       "                    RC                    1274      1274           1274   \n",
       "                    RL                    4050      4050           4050   \n",
       "                    ZC                      91        91             91   \n",
       "                    ZM                     158       158            158   \n",
       "ŚWIĘTOKRZYSKIE                           19429     19429          19429   \n",
       "                    RC                     430       430            430   \n",
       "                    RL                    1191      1191           1191   \n",
       "                    ZC                      49        49             49   \n",
       "                    ZM                      81        81             81   \n",
       "\n",
       "                              SUZZ_KOD  INWALIDA  \n",
       "WOJ                 STUC_KOD                      \n",
       "DOLNOŚLĄSKIE                     60200     60200  \n",
       "                    RC            1108      1108  \n",
       "                    RL            2046      2046  \n",
       "                    ZC              63        63  \n",
       "                    ZM             179       179  \n",
       "KUJAWSKO-POMORSKIE               41619     41619  \n",
       "                    RC             458       458  \n",
       "                    RL             654       654  \n",
       "                    ZC              68        68  \n",
       "                    ZM             111       111  \n",
       "LUBELSKIE                        32355     32355  \n",
       "                    RC             677       677  \n",
       "                    RL             990       990  \n",
       "                    ZC              63        63  \n",
       "                    ZM             132       132  \n",
       "LUBUSKIE                         18271     18271  \n",
       "                    RC             379       379  \n",
       "                    RL             578       578  \n",
       "                    ZC              25        25  \n",
       "                    ZM              56        56  \n",
       "MAZOWIECKIE                     108194    108194  \n",
       "                    RC            1205      1205  \n",
       "                    RL            4006      4006  \n",
       "                    ZC             159       159  \n",
       "                    ZM             359       359  \n",
       "MAŁOPOLSKIE                      50223     50223  \n",
       "                    RC            1318      1318  \n",
       "                    RL            3487      3487  \n",
       "                    ZC              81        81  \n",
       "                    ZM             153       153  \n",
       "...                                ...       ...  \n",
       "WARMIŃSKO-MAZURSKIE              25113     25113  \n",
       "                    RC             570       570  \n",
       "                    RL            1482      1482  \n",
       "                    ZC              45        45  \n",
       "                    ZM             103       103  \n",
       "WIELKOPOLSKIE                    53946     53946  \n",
       "                    RC             927       927  \n",
       "                    RL            1881      1881  \n",
       "                    ZC              83        83  \n",
       "                    ZM             185       185  \n",
       "ZACHODNIOPOMORSKIE               29157     29157  \n",
       "                    RC             523       523  \n",
       "                    RL            1194      1194  \n",
       "                    ZC              36        36  \n",
       "                    ZM             111       111  \n",
       "ŁÓDZKIE                          43762     43762  \n",
       "                    RC            1291      1291  \n",
       "                    RL            3516      3516  \n",
       "                    ZC              86        86  \n",
       "                    ZM             170       170  \n",
       "ŚLĄSKIE                          84034     84034  \n",
       "                    RC            1274      1274  \n",
       "                    RL            4050      4050  \n",
       "                    ZC              91        91  \n",
       "                    ZM             158       158  \n",
       "ŚWIĘTOKRZYSKIE                   19429     19429  \n",
       "                    RC             430       430  \n",
       "                    RL            1191      1191  \n",
       "                    ZC              49        49  \n",
       "                    ZM              81        81  \n",
       "\n",
       "[80 rows x 20 columns]"
      ]
     },
     "execution_count": 67,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "u_o.groupby([\"WOJ\", \"STUC_KOD\"]).count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "u_o_grouped = u_o.groupby([\"WOJ\", \"STUC_KOD\"]).count()[\"ID\"]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Pogrupujmy po wojewódzwtach i wartościach z kolumny STUC_KOD. W kolumnie tej jest informacja o obrażeniach. \n",
    "\n",
    "__RL__ - ranni lekko;\n",
    "__RC__ - ranni ciężko;\n",
    "__ZC__ - zmarli w ciągu 30 dni;\n",
    "__ZM__ - zmarli na miejscu."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "WOJ                  STUC_KOD\n",
       "DOLNOŚLĄSKIE                      60200\n",
       "                     RC            1108\n",
       "                     RL            2046\n",
       "                     ZC              63\n",
       "                     ZM             179\n",
       "KUJAWSKO-POMORSKIE                41619\n",
       "                     RC             458\n",
       "                     RL             654\n",
       "                     ZC              68\n",
       "                     ZM             111\n",
       "LUBELSKIE                         32355\n",
       "                     RC             677\n",
       "                     RL             990\n",
       "                     ZC              63\n",
       "                     ZM             132\n",
       "LUBUSKIE                          18271\n",
       "                     RC             379\n",
       "                     RL             578\n",
       "                     ZC              25\n",
       "                     ZM              56\n",
       "MAZOWIECKIE                      108194\n",
       "                     RC            1205\n",
       "                     RL            4006\n",
       "                     ZC             159\n",
       "                     ZM             359\n",
       "MAŁOPOLSKIE                       50223\n",
       "                     RC            1318\n",
       "                     RL            3487\n",
       "                     ZC              81\n",
       "                     ZM             153\n",
       "                                  ...  \n",
       "WARMIŃSKO-MAZURSKIE               25113\n",
       "                     RC             570\n",
       "                     RL            1482\n",
       "                     ZC              45\n",
       "                     ZM             103\n",
       "WIELKOPOLSKIE                     53946\n",
       "                     RC             927\n",
       "                     RL            1881\n",
       "                     ZC              83\n",
       "                     ZM             185\n",
       "ZACHODNIOPOMORSKIE                29157\n",
       "                     RC             523\n",
       "                     RL            1194\n",
       "                     ZC              36\n",
       "                     ZM             111\n",
       "ŁÓDZKIE                           43762\n",
       "                     RC            1291\n",
       "                     RL            3516\n",
       "                     ZC              86\n",
       "                     ZM             170\n",
       "ŚLĄSKIE                           84034\n",
       "                     RC            1274\n",
       "                     RL            4050\n",
       "                     ZC              91\n",
       "                     ZM             158\n",
       "ŚWIĘTOKRZYSKIE                    19429\n",
       "                     RC             430\n",
       "                     RL            1191\n",
       "                     ZC              49\n",
       "                     ZM              81\n",
       "Name: ID, dtype: int64"
      ]
     },
     "execution_count": 69,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "u_o_grouped"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Zobaczmy, co tu mamy."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "pandas.core.series.Series"
      ]
     },
     "execution_count": 70,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type(u_o_grouped)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Jak widać, mamy serię. Serię możemy przekształcić w data frame metodą unstack."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "woj_obrazenia = u_o_grouped.unstack()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>STUC_KOD</th>\n",
       "      <th></th>\n",
       "      <th>RC</th>\n",
       "      <th>RL</th>\n",
       "      <th>ZC</th>\n",
       "      <th>ZM</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>WOJ</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>DOLNOŚLĄSKIE</th>\n",
       "      <td>60200</td>\n",
       "      <td>1108</td>\n",
       "      <td>2046</td>\n",
       "      <td>63</td>\n",
       "      <td>179</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>KUJAWSKO-POMORSKIE</th>\n",
       "      <td>41619</td>\n",
       "      <td>458</td>\n",
       "      <td>654</td>\n",
       "      <td>68</td>\n",
       "      <td>111</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LUBELSKIE</th>\n",
       "      <td>32355</td>\n",
       "      <td>677</td>\n",
       "      <td>990</td>\n",
       "      <td>63</td>\n",
       "      <td>132</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LUBUSKIE</th>\n",
       "      <td>18271</td>\n",
       "      <td>379</td>\n",
       "      <td>578</td>\n",
       "      <td>25</td>\n",
       "      <td>56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MAZOWIECKIE</th>\n",
       "      <td>108194</td>\n",
       "      <td>1205</td>\n",
       "      <td>4006</td>\n",
       "      <td>159</td>\n",
       "      <td>359</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MAŁOPOLSKIE</th>\n",
       "      <td>50223</td>\n",
       "      <td>1318</td>\n",
       "      <td>3487</td>\n",
       "      <td>81</td>\n",
       "      <td>153</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OPOLSKIE</th>\n",
       "      <td>14255</td>\n",
       "      <td>179</td>\n",
       "      <td>678</td>\n",
       "      <td>36</td>\n",
       "      <td>68</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PODKARPACKIE</th>\n",
       "      <td>28117</td>\n",
       "      <td>453</td>\n",
       "      <td>1731</td>\n",
       "      <td>59</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PODLASKIE</th>\n",
       "      <td>21553</td>\n",
       "      <td>429</td>\n",
       "      <td>364</td>\n",
       "      <td>39</td>\n",
       "      <td>87</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>POMORSKIE</th>\n",
       "      <td>38592</td>\n",
       "      <td>475</td>\n",
       "      <td>3001</td>\n",
       "      <td>56</td>\n",
       "      <td>125</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>WARMIŃSKO-MAZURSKIE</th>\n",
       "      <td>25113</td>\n",
       "      <td>570</td>\n",
       "      <td>1482</td>\n",
       "      <td>45</td>\n",
       "      <td>103</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>WIELKOPOLSKIE</th>\n",
       "      <td>53946</td>\n",
       "      <td>927</td>\n",
       "      <td>1881</td>\n",
       "      <td>83</td>\n",
       "      <td>185</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZACHODNIOPOMORSKIE</th>\n",
       "      <td>29157</td>\n",
       "      <td>523</td>\n",
       "      <td>1194</td>\n",
       "      <td>36</td>\n",
       "      <td>111</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ŁÓDZKIE</th>\n",
       "      <td>43762</td>\n",
       "      <td>1291</td>\n",
       "      <td>3516</td>\n",
       "      <td>86</td>\n",
       "      <td>170</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ŚLĄSKIE</th>\n",
       "      <td>84034</td>\n",
       "      <td>1274</td>\n",
       "      <td>4050</td>\n",
       "      <td>91</td>\n",
       "      <td>158</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ŚWIĘTOKRZYSKIE</th>\n",
       "      <td>19429</td>\n",
       "      <td>430</td>\n",
       "      <td>1191</td>\n",
       "      <td>49</td>\n",
       "      <td>81</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "STUC_KOD                       RC    RL   ZC   ZM\n",
       "WOJ                                              \n",
       "DOLNOŚLĄSKIE          60200  1108  2046   63  179\n",
       "KUJAWSKO-POMORSKIE    41619   458   654   68  111\n",
       "LUBELSKIE             32355   677   990   63  132\n",
       "LUBUSKIE              18271   379   578   25   56\n",
       "MAZOWIECKIE          108194  1205  4006  159  359\n",
       "MAŁOPOLSKIE           50223  1318  3487   81  153\n",
       "OPOLSKIE              14255   179   678   36   68\n",
       "PODKARPACKIE          28117   453  1731   59   85\n",
       "PODLASKIE             21553   429   364   39   87\n",
       "POMORSKIE             38592   475  3001   56  125\n",
       "WARMIŃSKO-MAZURSKIE   25113   570  1482   45  103\n",
       "WIELKOPOLSKIE         53946   927  1881   83  185\n",
       "ZACHODNIOPOMORSKIE    29157   523  1194   36  111\n",
       "ŁÓDZKIE               43762  1291  3516   86  170\n",
       "ŚLĄSKIE               84034  1274  4050   91  158\n",
       "ŚWIĘTOKRZYSKIE        19429   430  1191   49   81"
      ]
     },
     "execution_count": 72,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "woj_obrazenia"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Wartości z drugiego poziomu indeksu przechodzą do kolumn."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "woj_obrazenia[\"Śmierć\"] = woj_obrazenia[\"ZM\"] + woj_obrazenia[\"ZC\"]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "W pandas bardzo fajnie pracuje się na seriach. Suma dwóch serii powoduje zsumowanie poszczególnych rekordów. W ten sposób łatwo uzyskamy ofiary śmiertelne."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>STUC_KOD</th>\n",
       "      <th></th>\n",
       "      <th>RC</th>\n",
       "      <th>RL</th>\n",
       "      <th>ZC</th>\n",
       "      <th>ZM</th>\n",
       "      <th>Śmierć</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>WOJ</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>DOLNOŚLĄSKIE</th>\n",
       "      <td>60200</td>\n",
       "      <td>1108</td>\n",
       "      <td>2046</td>\n",
       "      <td>63</td>\n",
       "      <td>179</td>\n",
       "      <td>242</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>KUJAWSKO-POMORSKIE</th>\n",
       "      <td>41619</td>\n",
       "      <td>458</td>\n",
       "      <td>654</td>\n",
       "      <td>68</td>\n",
       "      <td>111</td>\n",
       "      <td>179</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LUBELSKIE</th>\n",
       "      <td>32355</td>\n",
       "      <td>677</td>\n",
       "      <td>990</td>\n",
       "      <td>63</td>\n",
       "      <td>132</td>\n",
       "      <td>195</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LUBUSKIE</th>\n",
       "      <td>18271</td>\n",
       "      <td>379</td>\n",
       "      <td>578</td>\n",
       "      <td>25</td>\n",
       "      <td>56</td>\n",
       "      <td>81</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MAZOWIECKIE</th>\n",
       "      <td>108194</td>\n",
       "      <td>1205</td>\n",
       "      <td>4006</td>\n",
       "      <td>159</td>\n",
       "      <td>359</td>\n",
       "      <td>518</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MAŁOPOLSKIE</th>\n",
       "      <td>50223</td>\n",
       "      <td>1318</td>\n",
       "      <td>3487</td>\n",
       "      <td>81</td>\n",
       "      <td>153</td>\n",
       "      <td>234</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OPOLSKIE</th>\n",
       "      <td>14255</td>\n",
       "      <td>179</td>\n",
       "      <td>678</td>\n",
       "      <td>36</td>\n",
       "      <td>68</td>\n",
       "      <td>104</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PODKARPACKIE</th>\n",
       "      <td>28117</td>\n",
       "      <td>453</td>\n",
       "      <td>1731</td>\n",
       "      <td>59</td>\n",
       "      <td>85</td>\n",
       "      <td>144</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PODLASKIE</th>\n",
       "      <td>21553</td>\n",
       "      <td>429</td>\n",
       "      <td>364</td>\n",
       "      <td>39</td>\n",
       "      <td>87</td>\n",
       "      <td>126</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>POMORSKIE</th>\n",
       "      <td>38592</td>\n",
       "      <td>475</td>\n",
       "      <td>3001</td>\n",
       "      <td>56</td>\n",
       "      <td>125</td>\n",
       "      <td>181</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>WARMIŃSKO-MAZURSKIE</th>\n",
       "      <td>25113</td>\n",
       "      <td>570</td>\n",
       "      <td>1482</td>\n",
       "      <td>45</td>\n",
       "      <td>103</td>\n",
       "      <td>148</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>WIELKOPOLSKIE</th>\n",
       "      <td>53946</td>\n",
       "      <td>927</td>\n",
       "      <td>1881</td>\n",
       "      <td>83</td>\n",
       "      <td>185</td>\n",
       "      <td>268</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZACHODNIOPOMORSKIE</th>\n",
       "      <td>29157</td>\n",
       "      <td>523</td>\n",
       "      <td>1194</td>\n",
       "      <td>36</td>\n",
       "      <td>111</td>\n",
       "      <td>147</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ŁÓDZKIE</th>\n",
       "      <td>43762</td>\n",
       "      <td>1291</td>\n",
       "      <td>3516</td>\n",
       "      <td>86</td>\n",
       "      <td>170</td>\n",
       "      <td>256</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ŚLĄSKIE</th>\n",
       "      <td>84034</td>\n",
       "      <td>1274</td>\n",
       "      <td>4050</td>\n",
       "      <td>91</td>\n",
       "      <td>158</td>\n",
       "      <td>249</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ŚWIĘTOKRZYSKIE</th>\n",
       "      <td>19429</td>\n",
       "      <td>430</td>\n",
       "      <td>1191</td>\n",
       "      <td>49</td>\n",
       "      <td>81</td>\n",
       "      <td>130</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "STUC_KOD                       RC    RL   ZC   ZM  Śmierć\n",
       "WOJ                                                      \n",
       "DOLNOŚLĄSKIE          60200  1108  2046   63  179     242\n",
       "KUJAWSKO-POMORSKIE    41619   458   654   68  111     179\n",
       "LUBELSKIE             32355   677   990   63  132     195\n",
       "LUBUSKIE              18271   379   578   25   56      81\n",
       "MAZOWIECKIE          108194  1205  4006  159  359     518\n",
       "MAŁOPOLSKIE           50223  1318  3487   81  153     234\n",
       "OPOLSKIE              14255   179   678   36   68     104\n",
       "PODKARPACKIE          28117   453  1731   59   85     144\n",
       "PODLASKIE             21553   429   364   39   87     126\n",
       "POMORSKIE             38592   475  3001   56  125     181\n",
       "WARMIŃSKO-MAZURSKIE   25113   570  1482   45  103     148\n",
       "WIELKOPOLSKIE         53946   927  1881   83  185     268\n",
       "ZACHODNIOPOMORSKIE    29157   523  1194   36  111     147\n",
       "ŁÓDZKIE               43762  1291  3516   86  170     256\n",
       "ŚLĄSKIE               84034  1274  4050   91  158     249\n",
       "ŚWIĘTOKRZYSKIE        19429   430  1191   49   81     130"
      ]
     },
     "execution_count": 74,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "woj_obrazenia"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "woj_summary[\"Śmierć\"] = woj_obrazenia[\"Śmierć\"]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "A może dodamy informację o ofiarach śmiertelnych do wcześniejszej analizy województw?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Zdarzenia</th>\n",
       "      <th>Drogi ekspresowe</th>\n",
       "      <th>Ludność</th>\n",
       "      <th>Samochody osobowe</th>\n",
       "      <th>Samochody na 1000 osób</th>\n",
       "      <th>Zdarzenia na 1000 osób</th>\n",
       "      <th>Śmierć</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>ŁÓDZKIE</th>\n",
       "      <td>26760</td>\n",
       "      <td>405</td>\n",
       "      <td>2504136</td>\n",
       "      <td>1314040</td>\n",
       "      <td>525</td>\n",
       "      <td>11</td>\n",
       "      <td>256</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MAZOWIECKIE</th>\n",
       "      <td>58494</td>\n",
       "      <td>238</td>\n",
       "      <td>5334511</td>\n",
       "      <td>3042527</td>\n",
       "      <td>570</td>\n",
       "      <td>11</td>\n",
       "      <td>518</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MAŁOPOLSKIE</th>\n",
       "      <td>29842</td>\n",
       "      <td>173</td>\n",
       "      <td>3368336</td>\n",
       "      <td>1663398</td>\n",
       "      <td>494</td>\n",
       "      <td>9</td>\n",
       "      <td>234</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ŚLĄSKIE</th>\n",
       "      <td>47561</td>\n",
       "      <td>292</td>\n",
       "      <td>4585924</td>\n",
       "      <td>2330091</td>\n",
       "      <td>508</td>\n",
       "      <td>10</td>\n",
       "      <td>249</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LUBELSKIE</th>\n",
       "      <td>18669</td>\n",
       "      <td>79</td>\n",
       "      <td>2147746</td>\n",
       "      <td>1059870</td>\n",
       "      <td>493</td>\n",
       "      <td>9</td>\n",
       "      <td>195</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PODKARPACKIE</th>\n",
       "      <td>16495</td>\n",
       "      <td>123</td>\n",
       "      <td>2129187</td>\n",
       "      <td>983443</td>\n",
       "      <td>462</td>\n",
       "      <td>8</td>\n",
       "      <td>144</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PODLASKIE</th>\n",
       "      <td>12039</td>\n",
       "      <td>33</td>\n",
       "      <td>1191918</td>\n",
       "      <td>533088</td>\n",
       "      <td>447</td>\n",
       "      <td>10</td>\n",
       "      <td>126</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ŚWIĘTOKRZYSKIE</th>\n",
       "      <td>11480</td>\n",
       "      <td>57</td>\n",
       "      <td>1263176</td>\n",
       "      <td>609767</td>\n",
       "      <td>483</td>\n",
       "      <td>9</td>\n",
       "      <td>130</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LUBUSKIE</th>\n",
       "      <td>10729</td>\n",
       "      <td>232</td>\n",
       "      <td>1020307</td>\n",
       "      <td>558162</td>\n",
       "      <td>547</td>\n",
       "      <td>11</td>\n",
       "      <td>81</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>WIELKOPOLSKIE</th>\n",
       "      <td>31052</td>\n",
       "      <td>358</td>\n",
       "      <td>3472579</td>\n",
       "      <td>2016910</td>\n",
       "      <td>581</td>\n",
       "      <td>9</td>\n",
       "      <td>268</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZACHODNIOPOMORSKIE</th>\n",
       "      <td>16350</td>\n",
       "      <td>160</td>\n",
       "      <td>1715431</td>\n",
       "      <td>841273</td>\n",
       "      <td>490</td>\n",
       "      <td>10</td>\n",
       "      <td>147</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DOLNOŚLĄSKIE</th>\n",
       "      <td>34583</td>\n",
       "      <td>286</td>\n",
       "      <td>2908457</td>\n",
       "      <td>1552886</td>\n",
       "      <td>534</td>\n",
       "      <td>12</td>\n",
       "      <td>242</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OPOLSKIE</th>\n",
       "      <td>8318</td>\n",
       "      <td>88</td>\n",
       "      <td>1000858</td>\n",
       "      <td>565010</td>\n",
       "      <td>565</td>\n",
       "      <td>8</td>\n",
       "      <td>104</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>KUJAWSKO-POMORSKIE</th>\n",
       "      <td>23207</td>\n",
       "      <td>200</td>\n",
       "      <td>2089992</td>\n",
       "      <td>1066512</td>\n",
       "      <td>510</td>\n",
       "      <td>11</td>\n",
       "      <td>179</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>POMORSKIE</th>\n",
       "      <td>21852</td>\n",
       "      <td>138</td>\n",
       "      <td>2302077</td>\n",
       "      <td>1193806</td>\n",
       "      <td>519</td>\n",
       "      <td>9</td>\n",
       "      <td>181</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>WARMIŃSKO-MAZURSKIE</th>\n",
       "      <td>15567</td>\n",
       "      <td>141</td>\n",
       "      <td>1443967</td>\n",
       "      <td>673080</td>\n",
       "      <td>466</td>\n",
       "      <td>11</td>\n",
       "      <td>148</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                     Zdarzenia  Drogi ekspresowe  Ludność  Samochody osobowe  \\\n",
       "ŁÓDZKIE                  26760               405  2504136            1314040   \n",
       "MAZOWIECKIE              58494               238  5334511            3042527   \n",
       "MAŁOPOLSKIE              29842               173  3368336            1663398   \n",
       "ŚLĄSKIE                  47561               292  4585924            2330091   \n",
       "LUBELSKIE                18669                79  2147746            1059870   \n",
       "PODKARPACKIE             16495               123  2129187             983443   \n",
       "PODLASKIE                12039                33  1191918             533088   \n",
       "ŚWIĘTOKRZYSKIE           11480                57  1263176             609767   \n",
       "LUBUSKIE                 10729               232  1020307             558162   \n",
       "WIELKOPOLSKIE            31052               358  3472579            2016910   \n",
       "ZACHODNIOPOMORSKIE       16350               160  1715431             841273   \n",
       "DOLNOŚLĄSKIE             34583               286  2908457            1552886   \n",
       "OPOLSKIE                  8318                88  1000858             565010   \n",
       "KUJAWSKO-POMORSKIE       23207               200  2089992            1066512   \n",
       "POMORSKIE                21852               138  2302077            1193806   \n",
       "WARMIŃSKO-MAZURSKIE      15567               141  1443967             673080   \n",
       "\n",
       "                     Samochody na 1000 osób  Zdarzenia na 1000 osób  Śmierć  \n",
       "ŁÓDZKIE                                 525                      11     256  \n",
       "MAZOWIECKIE                             570                      11     518  \n",
       "MAŁOPOLSKIE                             494                       9     234  \n",
       "ŚLĄSKIE                                 508                      10     249  \n",
       "LUBELSKIE                               493                       9     195  \n",
       "PODKARPACKIE                            462                       8     144  \n",
       "PODLASKIE                               447                      10     126  \n",
       "ŚWIĘTOKRZYSKIE                          483                       9     130  \n",
       "LUBUSKIE                                547                      11      81  \n",
       "WIELKOPOLSKIE                           581                       9     268  \n",
       "ZACHODNIOPOMORSKIE                      490                      10     147  \n",
       "DOLNOŚLĄSKIE                            534                      12     242  \n",
       "OPOLSKIE                                565                       8     104  \n",
       "KUJAWSKO-POMORSKIE                      510                      11     179  \n",
       "POMORSKIE                               519                       9     181  \n",
       "WARMIŃSKO-MAZURSKIE                     466                      11     148  "
      ]
     },
     "execution_count": 76,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "woj_summary"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f12a20c8d30>"
      ]
     },
     "execution_count": 77,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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LL6hfv36lXjM2NpYxY8bQunXrSr1OZfnq2feNDsFuxn210OgQ7ObtAQONDsFuzhWVGB2C\n3bhU9iKGP5BXw8srzY6qtLTM6BDspuPYxyqt7+eCXrx2o6t47+t3bL6/atUqNm7caL0ty1dffcXO\nnTt59dVXy7X54YcfGDNmDIcOHWLIkCEsWbKEWrVqXbVfh6/g2MuwYcMoKCigpKSEp556qtKTG3DM\n+wqIiIjYk7e3Nzk5OdbXeXl5l21ySUlJsS48btq0KX/605/Yt28ffn5+V+1XCc7/9+mnn/7h15w3\nb94ffk0REZEb5VKJ97Px8/Pj0KFDZGdn06BBA5YtW8a7775brk3jxo3ZtGkT9913H0ePHuXAgQM0\nadLEZr9KcERERMSmypxxcHV1Zdy4cdbblJjNZnx9fUlKSsJkMjFgwABGjBhhvWEuwMsvv2y9HcrV\nKMERERERQ3Xt2pWuXbuWOzZw4P/WE3p5eVlvVnu9lOCIiIiITY74NHElOCIiImKTA+Y3jn+jPxER\nEZHfUwVHREREbNIUlYiIiDgdUyVuE68smqISERERp6MKjoiIiNjkiHfeV4IjIiIiNmkNjoiIiDgd\nB8xvtAZHREREnI8qOCIiImKTI05RqYIjIiIiTkcVHBEREbHJEe+DowRHREREbHLEKSolOFJhE5al\nGR2C3bw9YKDRIdjNS18mGR2C3bi4uBodgt0kv/GU0SHYTaOufkaHYDcPR8YbHYLdpI19rNL6dsD8\nRmtwRERExPmogiMiIiI2OeKdjFXBEREREaejCo6IiIjYpEXGIiIi4nQcML9RgiMiIiK2OWIFR2tw\nRERExOmogiMiIiI2OeKdjFXBEREREaejCo6IiIjY5Ij3wVGCIyIiIja5OF5+owRHREREbHPECo7W\n4IiIiIjTUQVHREREbHLECo4SHBEREbHJEdfgaIpKrmjBggWcOnXK6DBEREQqRAmOgfz9/St8blxc\nHKtXr7ZjNP/z4YcfUqtWLTw8PCqlfxERcSwmk6nCX0bRFJWBjPrBDxgwAE9PT+vr7OxsPvzwQxo3\nbgzAsGHDDIlLRESqJgdcgqMEp6qJi4vjoYceomfPnsCFKs8PP/wAQHx8PJs2baJRo0ZUq/a/H11Q\nUBDR0dF88803lJSUMG3aNJo3b87JkycZO3Yshw8fpmbNmsTHx9OyZUvatm1LXFyc9fx58+YBUFhY\nSEJCArt27cLFxYWRI0cSHBz8B45eRETEPjRFVcVdrPKsXr2agwcPsmLFCt58801r0nNRvXr1SElJ\nYeDAgcyZMweA999/n7vvvpslS5bw3HPPMWrUKAAsFku5cy++njVrFh4eHqSlpfHVV1/RoUOHyh6e\niIg4ABeTqcJfhsVs2JXlhmRkZBAaGgqAl5fXZcnHxUrLPffcQ3Z2NgCZmZlERkYC0KFDB06ePMmZ\nM2cu69tkMmGxWPj+++955JFHrMfr1KlTKWMRERHHYrqJf4yiBKeKcXV1paysDLhQWTl//vx1nefu\n7g6Ai4sLJSUlFbq2I97nQERE5EqU4Bjo91NFAD4+PuzatQuAdevWWZOVwMBAli9fTllZGfn5+aSn\np1+z//vuu48lS5YAkJ6ejqenJ7Vq1bpiHCaTiU6dOvHZZ59Zj2ubuIiIwIVFxhX9MooWGRuoqKiI\nbt26WROMRx99lAEDBjBixAiioqLo3LkzNWrUAC5MQW3evJnQ0FAaN25cbov51SovzzzzDGPHjiUi\nIoKaNWsyZcoUm+2HDx9OfHw84eHhuLq6MnLkSHr06GHnUYuIiKMxci1NRSnBMdBPP/10xeNffvml\n9fuXXnrJ+v24ceOu2H7dunXW7++55x7rrqi6desyc+bMy9pfqXIEULNmTd58881rBy4iIlLFKcG5\nBR05coSRI0cCF5Kd06dP06dPH4OjEhGRqsoR12gqwbkFvf/++0aHICIiDsQB8xstMhYRERHnowqO\niIiI2KQpKhEREXE6Lo6X32iKSkRERJyPKjgiIiJik6aoRERExOk4YH6jKSoRERFxPqrgiIiIiE16\nVIOIiIg4HUdcg6MpKhEREXE6quCIiIiITQ5YwFGCIyIiIrZpikpERESkClAFR0RERGxywAKOEhwR\nERGxzRG3iWuKSkRERJyOKjgiwLmiEqNDsBsXF1ejQ7CbsrJSo0Owm+M5BUaHYDcNz583OgS7KSot\nNjoEh+CABRwlOCIiImKbdlGJiIiIVAFKcERERMQmk6niX9fj22+/JSQkhF69evHRRx9dsU16ejpR\nUVGEhYURGxt7zT41RSUiIiI2VeYUVVlZGQkJCXzyySd4eXlhNpvp3r07vr6+1jYFBQXEx8czZ84c\nvL29OXbs2DX7VQVHREREDJOVlUWzZs3w8fHBzc2N0NBQ1q1bV65NWloaPXv2xNvbG4B69epds18l\nOCIiImJTZU5R5eXl0ahRI+trb29v8vPzy7U5cOAAJ0+eJDY2lr59+5KamnrNfjVFJSIiIjYZfaO/\n0tJSfvrpJ+bOnUthYSEDBw7E39+fZs2aXfUcJTgiIiJiGG9vb3Jycqyv8/Ly8PLyuqyNp6cn1atX\np3r16gQEBPDzzz/bTHA0RSUiIiI2VeYUlZ+fH4cOHSI7O5vi4mKWLVtG9+7dy7Xp3r07mZmZlJaW\ncvbsWbKyssotQr4SVXBERETEpsrcReXq6sq4ceN47LHHsFgsmM1mfH19SUpKwmQyMWDAAHx9fenc\nuTMRERG4uLjQv39//vznP9vsVwmOiIiIGKpr16507dq13LGBAweWe/3444/z+OOPX3efSnBERETE\nJgd8UoMSHBEREbFNz6ISERERqQJUwRERERGbHLCAowRHREREbNMUVQV88MEHhIWFERERQXR0NFlZ\nWX94DHFxcaxevdqw8x3lmiIiIo7C0ArO9u3b2bBhA6mpqVSrVo0TJ05w/vx5I0MSERGR33HAAo6x\nFZz//ve/eHp6Uq3ahTzrtttuo0GDBgDMnDmTfv36ER4ezmuvvWY9JzY2lsmTJ9O3b19CQ0PZuXMn\nzzzzDL169eK9996ztvvnP/9JeHg44eHhzJ0713o8NTWViIgIoqKiGD16tPX4li1bGDhwIMHBweUq\nI1OmTCE8PJyIiAiWL19uPR4fH0/v3r0ZMmQIv/32GwCbN2/m6aeftrb5/vvvGTly5GXj3rRpE9HR\n0URERPDKK69Yk7q3336bsLAwIiMjmTp1KgDZ2dn89a9/JTIykiFDhpCbm2vt57vvvqNv376EhISw\nfv16AIqLi4mLiyM8PJyYmBi2bNkCwLBhw9izZw8A0dHRzJo1C4Dp06ezYMECABITEzGbzURGRjJj\nxgxbPzoREbmFmEymCn8ZxdAKTqdOnZg5cyYhISF07NiRPn36EBgYCFxIZC4mC6NGjWL9+vV069YN\nAHd3dxYtWsS8efN46qmnSE1NpU6dOgQHBzNkyBB+/fVXFi9ezMKFCyktLaV///60b9+eatWqMXv2\nbL788kvq1q3LqVOnrLEcPXqUpKQk9u7dy4gRI+jZsyerVq1iz549pKWl8dtvv2E2m7n//vv54Ycf\nOHjwICtWrCA/P5/Q0FDMZjMdOnQgPj6e48eP4+npyaJFizCbzeXGfDEBmTdvHk2bNmX06NF88cUX\nREREsHbtWlauXAnA6dOnAUhISCAmJobIyEgWLVpEQkICM2fOBCAnJ4dFixZx8OBBBg8ezJo1a5g/\nfz4uLi6kpaWxb98+Hn/8cVatWsV9991HRkYGjRs3xtXVlW3btgGQkZFBfHw83333HQcPHmThwoVY\nLBZGjBhBRkYGAQEBlfcvgIiISCUxtIJTs2ZNFi9eTEJCAvXq1eP555+3PgJ906ZN9O/fn/DwcNLT\n0/nPf/5jPS8oKAiAli1b0rJlS+rXr4+7uztNmzblyJEjZGZmEhwcTPXq1alZsyY9e/Zk69atbN68\nmZCQEOrWrQuAh4eHtc8ePXoA4Ovra63IbNu2jdDQUADq16/P/fffT1ZWFlu3brUe9/LyokOHDtZ+\nIiMjWbJkCQUFBezYseOyOzPu27ePJk2a0LRpUwCioqLIyMigTp06/N///R+vvPIKa9asoXr16sCF\nabywsDBr3xcTE4DevXsD0KxZM5o2bcq+ffvIzMwkIiICgBYtWuDj48OBAwcICAhg69atZGZm0q1b\nNwoLCzl37hzZ2dnccccdbNy4ke+++47o6Giio6PZv38/Bw8erOBPVkREnEllPouqshi+i8pkMhEY\nGEhgYCAtW7YkNTWVPn36EB8fT0pKCt7e3syYMYOioiLrOe7u7gC4uLjg5uZWrr/S0tLLrmGxWKyl\nMovFcsU4LvZ5sf2VXOzHlujoaIYPH467uzshISG4uFyeQ16pf1dXVxYsWMCmTZtYuXIln332Wbmp\ntSu5NJarxXbxWn5+fuzatYumTZvywAMPcOLECZKTk2ndurW17bBhw+jfv7/Na4qIyK3HxQEX4Rha\nwfl9lWD37t34+PhQVFSEyWTC09OTM2fOsGrVqhvqNyAggLVr11JUVERhYSFr164lICCA9u3bs2rV\nKk6cOAHAyZMnr3j+xaQgICCA5cuXU1ZWxrFjx8jIyKBNmzYEBgZaj+fn55Oenm4918vLCy8vL2bP\nnk1MTMxlfbdo0YKcnBwOHz4MwJIlSwgMDOTs2bMUFBTQtWtX4uLi+Pe//w1Au3btWLp0qbXtpVNG\nK1euxGKxcOjQIX799VeaN29OQEAAaWlp1s/3yJEjNG/eHDc3Nxo2bMjKlSvx9/enXbt2zJkzxzol\n2LlzZxYtWkRhYSFw4XH1x44du6HPXUREnJMqODeosLCQhIQETp8+jaurK82aNSM+Pp46derQr18/\nQkNDadCgAX5+ftZzbFVQLr539913Ex0dbV3/0r9/f+666y4Ahg8fTmxsLK6urrRq1YrJkydftZ/g\n4GC2b99OZGQkJpOJUaNGUb9+fYKDg9m8eTOhoaE0btwYf3//cudHRERw4sQJWrRocVnf7u7uTJo0\niWeffZbS0lL8/PwYOHAgJ06c4KmnnrJWquLi4gB49dVXiYuLY86cOdSrV69cvI0aNcJsNnPmzBne\neOMN3N3defjhhxk/fjzh4eG4ubkxZcoUa5UrICCAzZs34+7uTkBAAHl5edaEqVOnTuzbt48BAwYA\nUKtWLd566y3q1at31c9bRESkqjJZrjYfIxWWkJDA3XffTd++fY0OpVIF+vY0OgS7GRcWbnQIdvPa\nksVGh2A3ZWWXTzk7qo9HPGp0CHbTqm+g0SHYjTn6DaNDsJvVuxZUWt9rx8yu8Lk93hxux0iun+E3\n+nM2MTEx7Nmzx7rQV0RERP54hi8ydjYpKSlGhyAiImJXDrjGWAmOiIiI2GZycbwMRwmOiIiI2OSI\nFRytwRERERGnowqOiIiI2GTkM6UqShUcERERcTqq4IiIiIhNDljAUYIjIiIitjniFJUSHBEREbHJ\nAfMbrcERERER56MKjoiIiNjmgCUcVXBERETE6aiCIyIiIjZpkbGIiIg4HQfMb5TgiIiIiG2O+LBN\nrcERERERp6MKjoiIiNikKSq5pcyNe9zoEOxm34//NToEu0l+4ymjQ7Cb4zkFRodgN0988InRIdhN\nxlMRRodgN1OGOs9YpDwlOCIiImKTdlGJiIiI03HA/EYJjoiIiNjmiBUc7aISERERp6MKjoiIiNjk\ngAUcVXBERETE+aiCIyIiIjY54hocJTgiIiJimwPO9yjBEREREZscsYLjgDmZiIiIiG2q4IiIiIhN\nDljAUQVHREREnI8qOCIiImKTI67BUYIjIiIiNjlgfqMER0RERK7BATMcrcG5hS1YsIBTp04ZHYaI\niIjdXTPB+eCDDwgLCyMiIoLo6GiysrL+iLjKiYuLY/Xq1Yadf6OGDh1KYGAgw4cPL3f8119/pX//\n/vTq1YsXXniBkpIS63sTJkygZ8+eREZGsnv3buvxb7/9lpCQEHr16sVHH31ktxg//vhjatSogYeH\nBwCLFy8mISHBbv2LiIjzMLmYKvxlFJtTVNu3b2fDhg2kpqZSrVo1Tpw4wfnz5/+o2BzW0KFDOXfu\nHElJSeWOv/322wwZMoTevXszfvx4Fi5cyMCBA9mwYQOHDh1i9erV7Nixg/Hjx5OcnExZWRkJCQl8\n8skneHlp685ZAAAgAElEQVR5YTab6d69O76+vjcd4xNPPHHZMUdcRCYiInIlNis4//3vf/H09KRa\ntQt50G233UaDBg0AmDlzJv369SM8PJzXXnvNek5sbCyTJ0+mb9++hIaGsnPnTp555hl69erFe++9\nZ233z3/+k/DwcMLDw5k7d671eGpqKhEREURFRTF69Gjr8S1btjBw4ECCg4PLVWOmTJlCeHg4ERER\nLF++3Ho8Pj6e3r17M2TIEH777TcANm/ezNNPP21t8/333zNy5MjLxh0UFMT7779PTEwMERER7N+/\nH4CsrCwGDhxITEwMgwYN4sCBA1f83Dp06EDNmjUvO75582Z69eoFQHR0NGvXrgVg3bp1REVFAXDv\nvfdSUFDA0aNHycrKolmzZvj4+ODm5kZoaCjr1q27rN/s7Gz++te/EhkZyZAhQ8jNzQVgxYoVhIeH\nExUVRWxsLADFxcXExcURHh5OTEwM6enp1n5ycnKIjY2lV69ezJgx44pjExGRW4/JVPEvo9is4HTq\n1ImZM2cSEhJCx44d6dOnD4GBgcCFROZisjBq1CjWr19Pt27dAHB3d2fRokXMmzePp556itTUVOrU\nqUNwcDBDhgzh119/ZfHixSxcuJDS0lL69+9P+/btqVatGrNnz+bLL7+kbt265daHHD16lKSkJPbu\n3cuIESPo2bMnq1atYs+ePaSlpfHbb79hNpu5//77+eGHHzh48CArVqwgPz+f0NBQzGYzHTp0ID4+\nnuPHj+Pp6cmiRYswm81XHHu9evVISUnh888/JzExkQkTJuDr68vnn3+Oi4sLmzZt4t1332X69OnX\n9UEfP36cunXr4uJyIads2LAheXl5AOTn59OwYUNr24vv5eXl0ahRI+txb29vdu7ceVnfCQkJxMTE\nEBkZyaJFi0hISGDmzJnMmjWLxMREvLy8OH36NADz58/HxcWFtLQ09u3bx+OPP86qVasA2LlzJ8uW\nLaN69eqYzWYeeughWrdufV3jExER5+WIFX6bFZyaNWta12bUq1eP559/ntTUVAA2bdpE//79CQ8P\nJz09nf/85z/W84KCggBo2bIlLVu2pH79+ri7u9O0aVOOHDlCZmYmwcHBVK9enZo1a9KzZ0+2bt3K\n5s2bCQkJoW7dugDW9SEAPXr0AMDX19dakdm2bRuhoaEA1K9fn/vvv5+srCy2bt1qPe7l5UWHDh2s\n/URGRrJkyRIKCgrYsWMHXbt2veLYg4ODAbjnnnvIyckBoKCggGeffZbw8HAmTZrEL7/8cl0f8o2y\nWCw31H779u2EhYUBF8a3bds2ANq1a8eYMWNYsGCBdb1PZmYmERERALRo0QIfHx9rJapTp054eHhQ\nvXp1goODyczMtNOIRETEkTldBQcuZG2BgYEEBgbSsmVLUlNT6dOnD/Hx8aSkpODt7c2MGTMoKiqy\nnuPu7g6Ai4sLbm5u5forLS297BoWiwWTyYTJZLrqH/eLfV5sfyUX+7ElOjqa4cOH4+7uTkhIiLWi\ncrXrubi4WJODadOm0aFDB2bMmEF2djaDBw+2ea1LeXp6curUKcrKynBxcSE3Nxdvb2/gQhJ2cVoJ\nsL53/vx5a3IFkJeXh5eX12V9X23Mb7zxBllZWaxfv56YmBhSUlIua3PpZ/n7fhwxYxcREYFrVHD2\n79/PwYMHra93796Nj48PRUVFmEwmPD09OXPmjHWK43oFBASwdu1aioqKKCwsZO3atQQEBNC+fXtW\nrVrFiRMnADh58uQVz7/4RzkgIIDly5dTVlbGsWPHyMjIoE2bNgQGBlqP5+fnl1tn4uXlhZeXF7Nn\nzyYmJuaG4i4oKLAmJVdKFq4U46Xat2/PypUrgQu7lrp37w5A9+7drZWx7du34+Hhwe23346fnx+H\nDh0iOzub4uJili1bZj3nUv7+/ixduhSAJUuWEBAQAMDhw4dp06YNzz77LPXr1yc3N5eAgACWLFkC\nXPj5HjlyhObNmwPw3XffcerUKc6dO8fatWtp167dDX0+IiLipBywhGOzglNYWEhCQgKnT5/G1dWV\nZs2aER8fT506dejXrx+hoaE0aNAAPz8/6zm2/q//4nt333030dHR1vUv/fv356677gJg+PDhxMbG\n4urqSqtWrZg8efJV+wkODmb79u1ERkZiMpkYNWoU9evXJzg4mM2bNxMaGkrjxo3x9/cvd35ERAQn\nTpygRYsWNuP8vaFDhzJ69Gg++OADHnzwwauO85FHHmH//v0UFhbSrVs3Jk6cSKdOnXjxxRd54YUX\nmDZtGq1atbKO/8EHH2TDhg0EBwdTo0YN65hdXV0ZN24cjz32GBaLBbPZfMUdVK+++ipxcXHMmTOH\nevXqWc+fOnWqdfqpY8eO3HXXXbRo0YLx48cTHh6Om5sbU6ZMsVbZ2rRpw8iRI8nLyyMyMlLrb0RE\nxGGZLDe64MMJJCQkcPfdd9O3b1+jQ3FoP/3jS6NDsJt9P/7X6BDspqV/w2s3chDHcwqMDsFunvjg\nE6NDsJuMnbYr2I7kxznLr93IQfg/F1tpff/4UdK1G11F6ycH2jGS63fL3ck4JiaGPXv2WBfaioiI\niG0OOEN16z2L6lprZ0REROR3HHDTyS1XwREREZGq5XofS5SVlUXr1q2v6/FLSnBERETEpsqcorr4\nWKLExESWLl3KsmXL2Lt37xXbvfPOO3Tu3Pm6YlaCIyIiIoa53scSffrpp/Tq1Yt69epdV79KcERE\nRMSmynya+JUeS5Sfn39Zm7Vr1/Lwww9fd8y33CJjERERuTFG39l+0qRJvPzyy9bX13OHGyU4IiIi\nYlsl5jfe3t7XfCzRrl27eP7557FYLBw/fpxvv/2WatWqXfHu/hcpwRERERHDXPpYogYNGrBs2TLe\nfffdcm0uXZMTFxfHQw89ZDO5ASU4IiIicg2VOUV1tccSJSUlYTKZGDBgQIX6VYIjIiIihuratStd\nu3Ytd2zgwCs/4uFKz6i8EiU4IiIiYpPRi4wrQgmOiIiI2OaAN5VRgiMiIiI2OWIFxwFzMhERERHb\nVMERERERm1TBEREREakCVMERERER2xyvgKMERyqupmcNo0OwG6+GtY0OwW4adfUzOgS7aXj+vNEh\n2E3GUxFGh2A3AX4xRodgNyvnjDM6BIdwPQ/NrGqU4IiIiIhtWoMjIiIiYjxVcERERMQmByzgqIIj\nIiIizkcVHBEREbHJEe+DowRHREREbNMuKhEREXE2jljB0RocERERcTqq4IiIiIhtjlfAUQVHRERE\nnI8qOCIiImKTI67BUYIjIiIiNulZVCIiIuJ8VMERERERZ+OIU1RaZHwLW7BgAadOnTI6DBEREbu7\nqQRn7dq1REVFER0dTXR0NFFRUbRq1Yp//etfl7WNi4tj9erVN3O5Chs2bBinT5/+w643dOhQAgMD\nGT58eLnjv/76K/3796dXr1688MILlJSUWN+bMGECPXv2JDIykt27d1uPf/vtt4SEhNCrVy8++ugj\nu8X48ccfU6NGDTw8PABYvHgxCQkJdutfRETESDc1RdWjRw969OhhfZ2cnExaWhpdunS56cBKS0tx\ndXW96X4APvzwQ7v0c72GDh3KuXPnSEpKKnf87bffZsiQIfTu3Zvx48ezcOFCBg4cyIYNGzh06BCr\nV69mx44djB8/nuTkZMrKykhISOCTTz7By8sLs9lM9+7d8fX1vekYn3jiicuOOWIJUkRE/gAO+OfB\nbmtw9u/fz8yZM0lOTrYei4+PZ9OmTTRq1Ihq1f53qZkzZ7J+/XrOnTuHv78/8fHxAMTGxtKqVSu2\nbdtGWFgYqampmEwmLBYL+/fvJzExkdatW5OQkMAvv/xCSUkJI0eOJCgoiMWLF/P1119z9uxZDh8+\nTI8ePXj55ZcBCAoKIiUlhdtuu42nn36a3NxciouLGTx4MP369btsLEFBQURHR/PNN99QUlLCtGnT\naN68OVlZWUyaNIni4mKqV6/O5MmTueOOOy47v0OHDmzZsuWy45s3b+bdd98FIDo6mhkzZjBw4EDW\nrVtHVFQUAPfeey8FBQUcPXqUX3/9lWbNmuHj4wNAaGgo69atuyzByc7OZuzYsZw4cYJ69eoxefJk\nGjZsyIoVK5g1axaurq7UqVOHTz/9lOLiYsaPH8+uXbtwc3Nj9OjRtG/fHoCcnBxiY2PJz88nPDyc\nkSNHXvfPX0REnNctu4uqpKSEl156ibi4OLy9vQFYs2YNBw8eZMWKFeTn5xMaGorZbAYuJDJPP/00\nAKNGjWL9+vV069bN2tfChQsBePTRRwH45ptvSExMxN/fn+nTp9OxY0cmTZpEQUEBZrOZBx54AICf\nf/6Z1NRU3NzcCAkJYfDgwXh7e5erTEyePBkPDw+Kioowm8307NmTunXrXjamevXqkZKSwueff05i\nYiITJkzA19eXzz//HBcXFzZt2sS7777L9OnTr+szOn78OHXr1sXF5cKsYMOGDcnLywMgPz+fhg0b\nWttefC8vL49GjRpZj3t7e7Nz587L+k5ISCAmJobIyEgWLVpEQkICM2fOZNasWSQmJuLl5WWdops/\nfz4uLi6kpaWxb98+Hn/8cVatWgXAzp07WbZsGdWrV8dsNvPQQw/RunXr6xqfiIg4MQes8NslwXnv\nvfdo2bIlISEh1mNbt24lNDQUAC8vLzp06GB9b9OmTSQmJnL27FlOnTrFnXfeaU1w+vTpU67vAwcO\nMHXqVD777DNcXV3ZuHEjX3/9NYmJiQCcP3+enJwcADp27EitWrUA8PX1JTs7G29vbywWi7W/uXPn\nsnbtWgByc3M5ePAgbdq0uWxMwcHBANxzzz3W9gUFBYwePZqDBw8CF6bRKsOl8V6P7du3M3PmTAAi\nIyN5++23AWjXrh1jxoyhd+/e1vFkZmYSGxsLQIsWLfDx8eHAgQMAdOrUybomJzg4mMzMTCU4IiLi\nkEsYbjrBSU9PZ82aNaSmpl5X++LiYuLj40lJScHb25sZM2ZQVFRkfb9GjRrW7wsLC3n++eeZOHEi\n9evXtx5///33L5sa2rFjB+7u7tbXrq6ulyUgW7ZsYfPmzSxYsAB3d3diY2PLXftSF/tycXGxLgae\nNm0aHTp0YMaMGWRnZzN48ODrGjOAp6cnp06doqysDBcXF3Jzc63VLi8vL3Jzc61tL753afIGkJeX\nh5eX12V9X+1fvDfeeIOsrCzWr19PTEwMKSkpl7W5NJn6fT+O+C+0iIgI3OQuqpMnTzJ27FimTp1a\nLjEBCAwMZPny5ZSVlZGfn096ejoARUVFmEwmPD09OXPmjHV65Eri4uLo27cv7dq1sx7r3Lkzn376\nqfX1pTuOrqWgoAAPDw/c3d3Zu3cvO3bsuO5zL55/MSm5UrJwqStVYdq3b8/KlSuBC7uWunfvDkD3\n7t2tCeL27dvx8PDg9ttvx8/Pj0OHDpGdnU1xcTHLli2znnMpf39/li5dCsCSJUsICAgA4PDhw7Rp\n04Znn32W+vXrk5ubS0BAAEuWLAEurJs6cuQIzZs3B+C7777j1KlTnDt3jrVr15b73EVERBzJTVVw\nvvzyS44dO8brr78OXPijbjKZePLJJ+nduzebN28mNDSUxo0b4+/vD0CdOnUwm82EhobSoEED/Pz8\nrP1dWjHIyclhzZo1HDp0iIULF2IymZgwYQJPPfUUEydOJDw8HIvFwp/+9Cdmz55tM86L/Xbp0oWk\npCRCQ0Np3rw5bdu2tdn+94YOHcro0aP54IMPePDBB696vUceeYT9+/dTWFhIt27dmDhxIp06deLF\nF1/khRdeYNq0abRq1cq6JunBBx9kw4YNBAcHU6NGDSZPngxcqEKNGzeOxx57DIvFgtlsvuIOqldf\nfZW4uDjmzJljXWQMMHXqVOv0U8eOHbnrrrto0aIF48ePJzw8HDc3N6ZMmYKbmxsAbdq0YeTIkeTl\n5REZGanpKRERucABFxmbLDe64EPk/zuwaInRIdhN/i/HjA7BbloN6Gh0CHZjOX/e6BDs5v+8G127\nkYMI8IsxOgS7WTlnnNEh2E3j7j2u3aiCjny9rsLnNgq6fObhj6BHNYiIiIhtjlfAUYIjIiIitjni\nphM9i0pEREScjhIcERERcTqaohIRERHbHHAXlRIcERERsckR1+AowRERERHblOCIiIiIs3HECo4W\nGYuIiIjTUYIjIiIiTkdTVCIiImKbdlGJiIiIs3HENThKcERERMQ2JTgiIiLibEwOOEWlRcYiIiLi\ndJTgiIiIiNPRFJWIiIjYpjU4IiIi4mwccReVyWKxWIwOQhxTr3v6Gx2C3bz+cIjRIdjNpC/XGR2C\n3RSVFhsdgt1MGRphdAh24+3XyOgQ7CbksQSjQ7CbrIMbKq3v37alV/jc+u3a2zGS66cKjoiIiNik\nXVQiIiIiVYASHBEREXE6mqISERER2xxwkbESHBEREbFNCY6IiIg4G0fcJq4ER0RERGzTLioRERER\n4ynBEREREaejKSoRERGxyWRyvHqI40UsIiIifyyTqeJf1+Hbb78lJCSEXr168dFHH132flpaGhER\nEURERDBo0CD+/e9/X7NPVXBERETEpsrcRVVWVkZCQgKffPIJXl5emM1munfvjq+vr7VNkyZNmD9/\nPnXq1OHbb79l3LhxJCcn2+xXFRwRERGxzcVU8a9ryMrKolmzZvj4+ODm5kZoaCjr1pV/aHDbtm2p\nU6eO9fu8vLxrh1yxkYqIiIjcvLy8PBo1+t8T6r29vcnPz79q+wULFtC1a9dr9qspKhEREXEImzdv\nJiUlhc8///yabVXBkcssX76cnJwco8MQEZEqwmQyVfjrWry9vcv9zcnLy8PLy+uydj///DOvvfYa\nH3zwAXXr1r1mv0pwnNDXX3/Nxx9/XKFzU1NTycvLo3HjxnaOSkREHFYl7qLy8/Pj0KFDZGdnU1xc\nzLJly+jevXu5Njk5OTz77LNMnTqVpk2bXlfImqKqombMmMH27dupVu3Cj6i0tJR7772XkSNHXvPc\noKAggoKCrvtapaWluLq6AhAVFVWxgEVExHlV4n1wXF1dGTduHI899hgWiwWz2Yyvry9JSUmYTCYG\nDBjArFmzOHnyJG+88QYWi4Vq1aqxcOFCm/0qwanC3nvvPWrXrg3A6dOnmThxIr1796Zt27Zs27YN\nPz8/+vbty/Tp0zl27Bhvv/02fn5+LF68mF27djFu3DiOHTvG66+/zpEjRwAYO3Ys/v7+zJgxg0OH\nDnH48GEaN27MW2+9xVtvvcXGjRtxcXGhf//+PPLII0YOX0REqghTJT+LqmvXrpctHB44cKD1+wkT\nJjBhwoQb6lMJjoOwWCwAHD58mPfff5/JkycTExPD0qVL+eKLL1i3bh2zZ89m5syZwP/uWTBx4kQe\nffRR2rVrx5EjR3j88cdZvnw5AHv37uWLL77A3d2dL774gpycHJYsWYLJZOLUqVPGDFRERMQOlOA4\nGB8fH/785z8DcOedd9KxY0cAWrZsecWFwZs2bWLfvn3WBKmwsJCzZ88CF6ay3N3dre0GDRpkTYw8\nPDwqfSwiIiKVRQmOg7mYkAC4uLhYX7u4uFBSUnJZe4vFQnJyMm5ubpe9V7NmzcoLVEREnEcl3sm4\nsmgXlZPr1KkT8+bNs77++eefr9jugQceICkpidLSUgBOnjz5h8QnIiJVX2VuE68sSnCc3CuvvMKu\nXbuIiIggLCyMpKSkK7br168fjRo1IiIigqioKJYuXfoHRyoiIlWWyaXiXwbRFFUVdnHdzEU+Pj5M\nnjzZ+vrS7318fEhLSwMgOjqa6OhoADw9Pfn73/9+Wd+/327u6urKmDFjGDNmjN3iFxER51DZu6gq\ngxKcKqpevXqMGjUKV1dXLBYLFouFLl26GB2WiIiIQ1CCU0U9/PDDPPzww0aHISIi4pCU4IiIiIht\nDriLSgmOiIiI2GTkbqiKUoIjIiIithm4G6qilOCIiIiIbQ64i8rxUjIRERGRa1CCIyIiIk5HU1Qi\nIiJikxYZi4iIiPPRImMRERFxNqrgiIiIiPNxwAqO40UsIiIicg1KcERERMTpaIpKREREbDI54I3+\nlOCIiIiIbVpkLCIiIs7G5ICLjJXgiIiIiG0OWMExWSwWi9FBiIiIiNiT49WcRERERK5BCY6IiIg4\nHSU4IiIi4nSU4IiIiIjTUYIjIiIiTkcJjoiIiDgdJTgiIiLidHSjP5FKdPToUd59913y8/P5xz/+\nwS+//MIPP/xAv379jA7tlpeRkcHBgwfp27cvx44d48yZMzRp0sTosCrkxx9/JDMzE5PJRLt27Wjd\nurXRIVWYM41FjKUKjlRJJ0+eJCsri61bt1q/HNGYMWPo3Lkz+fn5ANxxxx3MmzfP4KhuzKlTp6zf\nr1mzhoKCgnLvrV271oiwbsqMGTP4xz/+wUcffQTA+fPnefnllw2OqmJmzJjBmDFjOHHiBMePHycu\nLo5Zs2YZHVaFOPpYcnJyrN/Pnz+/3H87J0+eZP78+UaEdeuyiFQxycnJlrCwMEtAQIDlL3/5i8XP\nz88SGxtrdFgVEhMTY7FYLJbIyEjrsYiICKPCqZDk5GTLsmXLLBbLlWO/dGyOIiIiwlJWVlYu9rCw\nMAMjqriePXtazp07Z3199uxZS8+ePQ2MqOIcfSzLli2zzJkzx2KxOM9/K45MFRypcubNm8fChQtp\n3Lgxn376KYsXL8bDw8PosCqkZs2aHD9+HNP/f47L9u3bqVOnjsFR3Zh+/fpx+PBhAMrKyi57v7S0\n9I8O6aa5ublhMpmsP5fCwkKDI6o4Ly8vioqKrK+Li4vx9vY2MKKKc/Sx9OnTB09PT+DCfyuWS56E\nVFpayvnz540K7ZakNThS5bi7u1O9enXgwi84X19f9u/fb3BUFTN69GhGjBjBoUOHGDhwIMePH2fa\ntGlGh3XDhg0bBsA999zD5MmTeeSRRwD47LPPHHKNRO/evXnttdc4deoUycnJLFq0iP79+xsd1g1J\nSEjAZDJRp04dQkND6dSpEyaTie+++442bdoYHd4NcaaxREVFAdC5c2eee+45Bg4cCEBSUhJdunQx\nMrRbjh62KVXO008/zeTJk5k7dy6bN2/Gw8ODkpISPv74Y6NDq5CSkhL279+PxWKhefPmuLm5GR1S\nhRUWFjJr1iy+//57TCYTnTp1Yvjw4dSsWdPo0G7Yd999x8aNG4ELf4w6depkcEQ3ZvHixTbfj46O\n/oMiuXnONJaLysrK+PLLL9m0aRMADzzwAP369cPV1dXgyG4dSnCkStuyZQsFBQV06dIFd3d3o8O5\nYYMGDeL+++/nvvvuo127dtSuXdvokCrs0gWUF39tXJzigQvTPg0aNPjD46qIBQsWEBgYyB133GF0\nKHZRXFzMgQMHABw+iXaGsZSWljJq1Cjeeecdo0O5pSnBkSrj9OnT1K5dmxMnTlzx/dtuu+0Pjujm\nHT58mMzMTDIyMtixYwdubm4EBAQwduxYo0O7YeHh4fTr1w+LxWJNbC799fH1118zd+5co8K7IdOn\nTycjI4Ps7Gxat25NYGAgAQEBtGrVyujQrsupU6es69LS09MZM2YMPj4+WCwWjhw5wpQpUwgMDDQ4\nyuvjTGO51KBBg5g7d65D/o+Zs9AaHKkyXnzxRT788ENiYmIwmUzl/niaTCbWrVtnYHQV06RJE6pX\nr46bmxtubm6kp6ezd+9eo8OqEB8fHwYPHnzV97ds2fIHRnNznn32WQDOnTtHcnIyiYmJTJo0id27\ndxsc2fVZtWoVNWrUICwsjClTppCYmEiLFi0A2L9/Py+++CIpKSkGR3l9nGksl2rSpAmDBg0iKCio\n3BTukCFDDIzq1qIER6qMDz/8ELhQCXAWPXr0wNPTk7CwMMxmM+PGjcPFxTk3L146XVXVzZo1i23b\ntlFYWMjdd9/NqFGjCAgIMDqs69avXz/rmrTz589bEwK4MK3jSLt1nGksl2ratClNmzbFYrFw5swZ\no8O5JSnBkSopLy+P7OzscluQHbFMHRsbS2ZmJsuWLWP37t0EBgYSGBhI06ZNjQ7tlrZmzRpcXV3p\n1q0bgYGB+Pv7O9xUwhNPPAFc2Nn2yiuvEBERAcCSJUu45557jAzthjnTWC4aOXIkAGfPnqVGjRoG\nR3Nr0hocqXLeeustVqxYga+vb7kdB7NnzzYwqptz5swZUlJSmDNnDrm5uQ4zFXKpAQMG0LZtW37/\nK+PidOKRI0d4//33DYruxp0+fZrMzEy2bdvGypUrqVevHl988YXRYd2w4uJi5s+fT2ZmJgABAQE8\n/PDDDpewgXON5YcffuCVV16hsLCQ9evX8/PPP5OUlMTrr79udGi3DCU4UuX06tWLtLQ0h/yl9ntv\nvvkmmZmZFBYW0rZtWwICAggICHDYZx5ddLHkXqtWLYMjqZg9e/aQkZHB1q1b2bVrFw0bNiQgIIC/\n/e1vRod2U06cOEFubi533XWX0aHcNEcfS79+/Zg+fTojRowgNTUVgLCwMJYuXWpwZLcOTVFJldOk\nSRPOnz/vFAlO27ZtGTp0KLfffrvRodjFnj17GDVqFCdPngTA09OTKVOmcOeddxoc2Y155513uO++\n+4iNjcXPz88htyJfFBsbywcffEBJSQkxMTHUr18ff39/h9yp50xjAWjUqFG51866/q6qUoIjVU6N\nGjWIioqiY8eO5ZKcV1991cCoKiYkJIR169aRkZEBXFhHFBQUZHBUFffaa68xZswYOnToAFzY1jtu\n3DiSkpIMjuzGfPjhh9b7rezfv99h77cCUFBQQO3atVmwYAFRUVE8++yzhIeHGx1WhTjTWBo1asS2\nbdswmUycP3+eefPm4evra3RYtxQlOFLlBAUFOXQScKl33nmHrKws6y/pTz/9lO3bt/PCCy8YHFnF\nFBYWWpMbgPbt2zvkc5y2bNnC6NGjneJ+K6WlpeTn57NixQqee+45o8O5Kc40ltdff52JEyeSl5dH\n15FhLZEAAB8YSURBVP/X3r1HRVnmcQD/DiACq4DiXUlRl9ZbCsslMG8ol0R0AAe00AUnqYzWTEOn\nEk1TU7Ei3bOjXbygbSiICqIDXui4bRoqpGvoycQrCiZXU8EZ3v2D43ucoLZ5dXzmeef3OWfPwjv9\n8X2Orfub532e32/kSAwfPhwpKSmsY1kVKnCIxYmMjMS9e/dQXl5udGWUR4WFhdi9e7e4NR0ZGQml\nUsltgePu7o5//OMfmDRpEoDmWy48nif64IMPZNNvZdasWVCr1fD29sYzzzyDK1eucNuhWU5r6dix\nI3UyZowOGROLc+jQIaxcuRL379/HoUOHUFpairS0NC5vUUVERCA9PV3swlxTU4Np06YhJyeHcTJp\namtrsXbtWvGWy1//+le8/vrrcHFxYZzMNBERES3+DFp7RoipPv30U8ycOVMcIPprPL5q5xXt4BCL\ns27dOmRmZmLatGkAgAEDBuDq1auMU0nz8ssvIzIyEv7+/hAEAUVFRZg3bx7rWJK5uLjI4i/oX/db\nycnJ4bbfyo0bN7B06VKcPHkSQPPV6nfeeQfdunVjnMx0cljLg3M2vP77JCe0g0MsTkxMDLZv3w6l\nUiler+T523VlZSVOnz4NAHjmmWe4GUjZmrKyMnzxxRe4du0a9Hq9+HzLli0MU5lOTv1WEhISMGHC\nBKPXhjk5Odi4cSPjZKaT01oIe7SDQyxO//79kZOTA4PBgIsXLyI9PR1eXl6sY0ly4sQJDBgwAGPH\njsXu3bvx2WefYfr06ejZsyfraJLMnj0bU6ZMgUql4vrKq729PV588UUEBARAoVDAw8ODy+IGAKqq\nqhAdHS3+HhUVxc3Q01+T01pOnz4NrVaL8vJyoy8DvH5R4xEVOMTiLFy4EFqtFvb29pg7dy6ee+45\nzJo1i3UsSRYvXow9e/bg7Nmz2LRpEyZPnoz58+dj69atrKNJYmdnhxdeeIF1jEdWWFiIRYsWibOC\nrl69ivfeew+jRo1iHc1krq6u2L17NyZMmAAAyM3NFc988UZOa5k3bx6Sk5Ph6enJ9ZcBntErKmJx\njh8/Di8vL6MxDWfOnMGgQYMYppImMjIS2dnZWLduHbp27QqVSiU+49HatWvRsWNHBAcHG+148PZ/\nQmFhYVi/fj169+4NALh8+TISExOxf/9+xslMd+3aNSxduhQlJSVQKBTw8vLCu+++ix49erCOZjI5\nrWXq1Klcjv6QEypwiMUZOnQohgwZgrS0NLi5uQEAt0VBXFwcRowYgaysLGzbtg1ubm6YNGkSt9vU\nrfUnUigUOHjwIIM00kVHRyMrK0v8XRAETJ482egZIY/i22+/RW5ubouGpSEhIQxTWRd6RUUsjoeH\nB9RqNeLi4rBs2TJ4e3u3GPDIi48++gi5ublYvnw5OnfujPLycqjVataxJDt06BDrCI8kPz8fQPMN\nl5kzZ+L555+HQqHA/v37MWTIEMbpiJxkZWXhwoUL0Ov1Rq+oqMB5cqjAIRZHoVBgzJgx8PDwwJw5\ncxAdHd1qPwkedO7cGSEhIbh06RKA5tlN48aNY5zKdA8Kg9/Cy1/ahw8fFn/u1KkTioqKADQ3ZWto\naGAVi8jQ6dOnodPpWMewalTgEIvzYLemT58+2LZtGzQaDc6dO8c4lTTbt29HRkYGamtrceDAAVRU\nVGDRokXc3Qx5UBjcunULxcXFRrOovLy8uClwVqxYwToCsRLe3t44f/48+vfvzzqK1aICh1gUg8EA\npVIp/u7k5IS0tDSUl5czTCXdtm3bsGPHDsTExABoLtqqqqoYpzLdg8JgxowZ2Lt3L7p06QKguceP\nRqNhGU0SOTSUA4CffvoJBw8eRGVlJQCgS5cuGDt2LJdDHeW0FgAoKSmBUqlEz549jc7g8Hr+jkd0\nd41YFFtbW+Tm5rZ4zuMtCqC538rDf7k93A+DR9evXxeLG6D5NQ+PxadGo0FQUBCOHDmCI0eOYMyY\nMdwVahs2bBBnmg0ZMkQ8Q/Tmm29iw4YNLKOZTE5rAZq7sQ8bNgwRERHw9vbG4MGDxf+sW7eOblc9\nIbSDQyyOt7c3lixZgvHjx8PR0VF8zuM1cV9fX2i1Wty7dw/ffPMNvvzyS64npQcEBECtViM8PBwA\nkJeXh8DAQMapTCeHhnJZWVnIzc1FmzZtjJ7Hx8djwoQJSExMZJTMdHJaCwB8//33+Oijj37zcsT8\n+fMxderUJ5zK+lCBQyxOaWkpACAtLU18plAouBsHADQ3+8rMzISnpycyMjIwatQoqFQq1rEkS0lJ\nQX5+Po4fPw4AiI2NRXBwMONUppNDQzmFQoHKysoWXbFv3rzJ3aF8Oa0FaN6Jbteu3W9+zuOaeEQF\nDrE46enprCM8FgaDAcnJyVizZo14BkcOQkJCuDlU/FuWL1+OpUuXimeLvL29uTuA/PbbbyM+Ph69\ne/dG9+7dAQDl5eW4fPkyFi5cyDidaeS0lj+CCpwngwocYpEKCwvx448/Gl3dTUpKYpjIdLa2tigv\nL0djYyO3c45+zcvLS/zL+f79+9Dr9XB0dBQP6/KiZ8+e0Gq1rGM8kpEjR0Kn0+HUqVOoqKgAAHTt\n2hVDhgwx6gLOAzmtBWg+a3f79u1WPxMEAQaD4Qknsk5U4BCLk5KSgnv37uHYsWNQqVTQ6XTcNmFz\nd3fH1KlTERQUBCcnJ/F5QkICw1TSFRcXiz8LgoCDBw+ipKSEYSJpVq1ahVmzZqFt27Z46aWXcO7c\nOWg0GnGKNS9sbGzQq1cv8exK165duSwIAHmtZdiwYdi0adNvfj5ixIgnF8aK0agGYnEiIiKQk5Mj\n/vcvv/yCmTNn4ssvv2QdzWTr1q1r9Tlvu1G/R6lUYteuXaxjmGTSpEnYvXs3CgoKcPjwYWg0Grz4\n4ovYs2cP62h/WGlpKRYtWoT6+np069YNgiDgxo0bcHZ2xqJFi7g6lC+ntRDLQTs4xOI4ODgAABwd\nHVFRUYEOHTrg5s2bjFNJ86CQebBd/XsHD3nwcEfjpqYm/Pe//0Xbtm0ZJpLmwSuCwsJChIWFoX37\n9owTmW7BggVYsmQJhg4davS8pKQEGo2Gq2JNTmshloMKHGJxRo8ejbq6OqjVakRFRUGhUGDy5Mms\nY0ly+vRpvP322/jll18ANBc4y5cvx+DBgxknk+bhUQe2trbo2bMn/vnPfzJMJM3o0aMRFhYGBwcH\nLF68GFVVVdwVanfv3m1READNr0fu3r3LIJF0cloLsRz0iopYtMbGRjQ0NHD5DRtoft22aNEi+Pj4\nAACOHz+O9957T1bdTDdt2oT4+HjWMUxWU1OD9u3bw9bWFnfv3sXt27fRuXNn1rH+sPfffx+XL1+G\nUqkUOzDfuHEDu3btQq9evZCSksI44R8np7UQy0EFDrEYchno+LDWzqdERkYiOzubUaLHb/To0Sgs\nLGQdwyT379/Hv/71L7Gfj6+vL6ZMmdKi0Zyl+/rrr1sdbzBq1CjGyUwnp7UQy0AFDrEYD1rl/9ZA\nx/Xr17OMJ8myZcvQ0NCA8PBwKBQK5OXloW3btpg4cSIAPrsz/9qoUaPw9ddfs45hknfeeQd6vV6c\ne7Znzx7Y2Nhg2bJljJMRQh4XOoNDLIbcBjoCwNmzZwG0vE31ww8/cNud+dd4bFp2+vRpo4OrAQEB\nYtHJC71ej8zMTHFKPdB8tXrs2LGYPHkyV7tRcloLsRxU4BCL09pAx2vXrjFMJJ1cujI/3ODvYYIg\nGDVj5IWtrS0uX76Mp556CgBw5coV7nquJCcno3379khKSjI6t5KdnY233noLH3/8MeOEf5yc1kIs\nBxU4xOK0NtDxueeeY5xKms2bNyM6Ohp/+tOf8O677+KHH37A3LlzuVvPww3+5CA5ORnTp0+Hu7s7\nBEFAeXk5li9fzjqWSc6cOQOdTmf0rFu3bhg2bBhCQ0MZpZJGTmshloMKHGIxjhw5ghEjRiAlJQUF\nBQUoKioC0DzQUa/XM04nTVZWFv72t7/hyJEjqKmpwapVq5CcnMxdgSM3AQEByM/Px4ULFwAAffv2\n5W6chouLC/bt24fQ0FDY2NgAaO5NtH//fjg7OzNOZxo5rYVYDjpkTCzGgAED4OPjg9TUVHTt2tXo\nM15vHj3oxvz+++/D398fwcHBXHb+JZbn6tWrSE1NxdGjR+Hi4gIAqKurg7+/P+bOnQt3d3fGCf84\nOa2FWA7awSEW4+mnn0ZERARiYmKg0WgQFhYmfsZrHT548GDMmDEDV69exdy5c3H79m3xGyohj6JX\nr17i2ZTq6moAQIcOHVhGkkxOayGWg3ZwiMV4sEtTVlaGefPmwdPTEykpKXB0dOR2B6epqQmlpaVw\nd3eHs7MzqqurUVFRgb/85S+soxEZ++abbzB8+HDWMR4LOa2FPFn0VZJYHA8PD2RkZMDNzQ1KpRLf\nf/8960iSrV27FoMGDRLPETg7O+PTTz9lnIokJSWhsLAQTU1NrKOYxTvvvMM6wmMjp7WQJ4teURGL\n8fBmop2dHebNm4cRI0bgzTffRFVVFcNk0t24cQPr16/Hyy+/jMbGRsyePRsDBw5kHcvqvfDCC8jK\nysL777+PsLAwREVFoW/fvqxjmeSVV175zc9qamqeYJJHJ6e1EMtBr6iIxThw4ADGjRvX4nltbS0y\nMjKQmJjIINWjEQRBfN127NgxjBw5ksu5TXJVX1+P3NxcaLVadO/eHSqVChMnTuSisZyvry9Wr14N\nJycno+eCIGDOnDn4z3/+wyiZ6eS0FmI5aAeHWIzWihug+Qopb8XNmTNnxJ+nT5+OlJQUeHt7w9fX\nF2fOnJHFiAbeVVdXY8+ePdi9ezcGDBiAiRMn4sSJE9i1axcXDRqHDh0KBwcH+Pn5tfjMw8ODQSLp\n5LQWYjloB4cQM5g2bdpvfiaXEQ08e+2111BWVoZJkyYhMjLSqHN2VFQUdu7cyTAdIeRxoAKHEGJ1\njh49Kg5zJYTIExU4hJjRzz//jA8//BCVlZX47LPPcP78eRQXF0OlUrGOZpXy8/N/9/OQkJAnlIQQ\nYm50BocQM1qwYAGioqKg1WoBAH369MGcOXOowGHk8OHDAIBbt26huLhY3MU5duwYvLy8qMAhREao\nwCHEjKqrqzF+/Hhs2LABQPP1d+pkzM6KFSsAAAkJCdi7d6949qayshIajYZlNELIY0YFDiFm5OTk\nhOrqaigUCgBASUkJ2rdvzzgVuXHjhtHB4k6dOqG8vJxhIukuXryIDz/8EOfPn0dDQ4P4/ODBgwxT\nSSOntRD2qMAhxIwWLFiAV199FZcvX8aUKVNQXV2NtLQ01rGsXkBAANRqNcLDwwEAeXl5CAwMZJxK\nGo1Gg7///e9Yvnw5tmzZgp07d3LboVlOayHs0SFjQsxMr9ejrKwMgiDAw8ODiyZy1qCgoABFRUUA\nmhvNBQcHM04kzYNr7Q8m1z/8jDdyWgthj3ZwCDEzOzs7/PnPf2Ydg/yKl5cXbG1toVAo8Mwzz7CO\nI5m9vT2amprQu3dvbN26FV27dsUvv/zCOpYkcloLYY92cAghVicvLw+rV6+Gn58fBEHA8ePHkZyc\njLCwMNbRTHbq1Cn069cP9fX1SEtLQ319PV566SUMGzaMdTSTyWkthD0qcAghVmfixInYuHEj3Nzc\nAABVVVWIj4/Hnj17GCcjhDwu9IqKEDP46aef0K9fP6OZVA+jWVRsCYIgFjcA4OrqCl6/65WVleHz\nzz9HeXk59Hq9+JzHcSByWgthjwocQsxg06ZNWLp0KT744IMWn9EsKvaee+65FreoRo4cyTiVNLNn\nz8aUKVMQExPDfY8lOa2FsEevqAghVkmn0+HkyZMAAB8fH+5vUcmBnNZC2KMChxAzam32Ufv27eHp\n6Wn0ioQQqdauXYuOHTsiODgY9vb24nNXV1eGqaSR01oIe1TgEGJGiYmJKCkpgb+/PwDgu+++w6BB\ng3D16lXMmjULSqWScULrlJ+fj9TUVNy6dQuCIEAQBCgUCnFHhydBQUEtnikUCi67/8ppLYQ9KnAI\nMSO1Wo2VK1eiU6dOAJqni8+fPx9r1qxBXFwccnNzGSe0TsHBwdBqtejXrx/rKIQQM6FTXISY0fXr\n18XiBgDc3Nxw/fp1uLq6ws6Ozviz4ubmRsUNITJHf8MSYkZ+fn54+eWXxQZyOp0Ofn5+uHPnDg3d\nZODBmajBgwfjjTfewLhx44zOeoSEhLCKRgh5zOgVFSFmJAgC8vPzceLECQCAt7c3QkNDxeni5MnS\naDS/+/mKFSueUBJCiLlRgUOImf388884deqUOPOIbk+RxykpKQmTJ0/GyJEjZdE7pra2FpcuXUJD\nQ4P4zNfXl2Eiwiv+/9dAiAXLy8uDSqWCTqfDvn37oFKpsH//ftaxrN78+fNRV1cn/l5bW/t/d3cs\n1QsvvICcnByEhIQgNTUVFy5cYB1Jsh07diAuLg5qtRqffPIJ1Go11q5dyzoW4RSdwSHEjLRaLTIz\nM1vMPOJxqKOcnDt3Ds7OzuLvLi4uKC0tZZhIusDAQAQGBqK+vh65ublISEhA9+7doVKpMHHiRLRp\n04Z1xD9sy5YtyMzMRExMDNLT0/HTTz/ho48+Yh2LcIp2cAgxIznNPJKTpqYm1NbWir/X1NTAYDAw\nTPRoqqursXPnTuzYsQMDBgzA9OnT8cMPP2DGjBmso5nE3t4ebdu2BQA0NjaiX79+KCsrY5yK8Ip2\ncAgxIznNPJKTGTNmIDY2FmFhYRAEATqdDq+88grrWJK89tprKCsrw6RJk6DVatGlSxcAwPjx4xEV\nFcU4nWm6deuGuro6jBs3DgkJCXB2dkaPHj1YxyKcokPGhJjZw7eoeJ55JDfnz5/H0aNHoVAo4O/v\nj/79+7OOJMnRo0fx7LPPso7x2H333Xeor6/HiBEjjK7yE/JH0Q4OIWZiMBgQHx+P9PR06q9igfR6\nvfi6UK/XM05juofnnLU284ynf+du376Ndu3aoaamRnzm6ekJALhz5w4VOEQSKnAIMRNbW1vY2Nig\nvr6emvpZmM2bN2PHjh0ICQmBIAh46623EBMTg2nTprGO9ocdPnwYAHDr1i0UFxeLuzjHjh2Dl5cX\nVwXO3LlzsX79ekRFRUGhUBidU6NZVEQqekVFiBm9+uqrKC0tRWBgIJycnMTn7777LsNUJCIiAhkZ\nGeKfyZ07dxAbG4ucnBzGyUyXkJCAlStXimdvKisrodFo8PnnnzNORghbtINDiBmFhIRw9U3amtja\n2rb6M29u3LghFjcA0KlTJ5SXlzNM9GgqKipw7do1o1tt1OiPSEEFDiFmFBkZiaqqKgBAx44dGach\nD0RFRUGlUokHvg8cOIDo6GjGqaQJCAhocVMvMDCQcSppVq9ejX379qFfv35GRScVOEQKekVFiBkI\ngoB169Zh69atEAQBgiDA1tYWcXFxSEpKYh2PADhz5ozR7baBAwcyTiRdQUEBioqKADQXA7ze1AsN\nDUVOTg4dKiaPBe3gEGIGmzZtwsmTJ5GZmQl3d3cAwJUrV7B48WJs2rQJ8fHxbAMS9OrVC7a2tjAY\nDBAEAWfOnMGgQYNYx5LEy8sLtra24rwzXrm7u+P+/ftU4JDHgnZwCDEDpVKJL774osVrqaqqKsyY\nMQO7du1ilIwAwMcff4zs7Gw89dRT4jOFQoEtW7YwTCVNXl4eVq9eDT8/PwiCgOPHjyM5OZnLcSCv\nv/46zp49i4CAAKMihw7lEyloB4cQM9Dr9a2euenYsSOXPVfkZt++fSgoKJDFToGc5p0FBQUhKCiI\ndQwiE1TgEGIGvzfgkKfhh3Ll6emJ+vp6ozlhvJLTvLPIyEjcu3cP5eXl6Nu3L+s4hHNU4BBiBmfP\nnoW3t3eL54IgoLGxkUEi8rDExEQolUp4enoaFZxarZZhKmnkNO/s0KFDWLlyJe7fv49Dhw6htLQU\naWlpXP65EPboDA4hxOqEh4cjNjYWnp6esLGxEZ/7+fkxTCWdTqfDyZMnAfA97ywqKgqbN2/GtGnT\nxHNqEyZMQG5uLuNkhEe0g0MIsToODg6YPn066xiPTWhoKEJDQ1nHeGR2dnYtxpooFApGaQjvqMAh\nhFgdHx8frFmzBkFBQUYHjXm8Jp6fn4/U1FTcunVL7LmkUCjEHR2e9O/fHzk5OTAYDLh48SLS09Ph\n5eXFOhbhFL2iIoRYndaGavJ6TTw4OBharRb9+vVjHeWR3b17F1qtFv/+978BNJ8vmjVrFtq2bcs4\nGeERFTiEEMKxKVOm4KuvvmId47E4fvy42LTwAZ4bMBK2qMAhhFilwsJC/Pjjj2hoaBCf8TRGIz8/\nHwDw3Xff4eeff8a4ceOMXrfxOOR16NChGDJkCNLS0sSr75GRkcjOzmacjPCIzuAQQqxOSkoK7t27\nh2PHjkGlUkGn02HIkCGsY5nk8OHD4s+Ojo745ptvjD7nscDx8PCAWq1GXFwcli1bBm9vb257+hD2\nqMAhhFid4uJi5OTkICIiAklJSUhISMDMmTNZxzLJihUrWEd47BQKBcaMGQMPDw/MmTMH0dHRdIuK\nSGbz//8RQgiRFwcHBwDNOx8VFRVo06YNbt68yTiVNPPnz0ddXZ34e21tLTQaDcNE0j3YrenTpw+2\nbduGoqIinDt3jnEqwivawSGEWJ3Ro0ejrq4OarUaUVFRUCgUUKlUrGNJcu7cOTg7O4u/u7i4oLS0\nlGEiaQwGA5RKpfi7k5MT0tLSUF5ezjAV4RkVOIQQq/Paa68BaG6QN2bMGDQ0NLRoMMeLpqYm1NbW\nwsXFBQBQU1MDg8HAOJXpbG1tkZubi/j4eKPnPXr0YBOIcI8KHEKI1Th16hS6d++Ozp07AwB27doF\nnU6Hnj17IikpCa6urowTmm7GjBmIjY1FWFgYBEGATqfDK6+8wjqWJN7e3liyZAnGjx8PR0dH8Tld\nEydS0DVxQojViIyMxMaNG+Hq6oqioiLMmTMHCxcuRGlpKS5cuIBPPvmEdURJzp8/j6NHj0KhUMDf\n3x/9+/dnHUkSOTVgJOzRDg4hxGoYDAZxlyYvLw+xsbHiHKdJkyYxTiedXq8XD+jq9XrGaaRLT09n\nHYHICBU4hBCr0dTUBL1eDzs7O3z77bdYunSp+BmP51YAYPPmzdixYwdCQkIgCALeeustxMTEtLob\nwgPeGzASy0EFDiHEaoSHhyMuLg4dOnSAg4MDfHx8AACXLl1Cu3btGKeTJjMzE9u3b4eTkxMAYObM\nmYiNjeWywJFDA0ZiOajAIYRYjVdffRUBAQG4efMmhg8fLjaRa2pqwsKFCxmnk+7h2U0P/8wbOTRg\nJJaDChxCiFUZNmxYi2ceHh4MkjweUVFRUKlUCA4OBgAcOHAA0dHRjFNJ8+sGjB06dOC2ASNhjwoc\nQgjhWEJCAvz8/HDixAkAzSMcBg4cyDiVNK01YJw8eTLrWIRTdE2cEEI4V1tbi+vXrxsdlOa9d0xj\nYyPXDRgJe7SDQwghHPv444+RnZ2Np556SnzGW++Y/Pz83/2cx8nohD0qcAghhGP79u1DQUEB7O3t\nWUeR7PDhwwCAW7duobi4GM8++ywA4NixY/Dy8qICh0hCBQ4hhHDM09MT9fX1cHNzYx1FshUrVgBo\nHjuxd+9edOnSBQBQWVnJ7WR0wh4VOIQQwrHExEQolUp4enqiTZs24nOtVsswlTTXr18XixsA6NSp\nE00TJ5JRgUMIIRxbsGABZs6cCU9PT9jY2LCO80gCAgKgVqsRHh4OoHmcRmBgIONUhFd0i4oQQjgW\nHR2NrKws1jEem4KCAhQVFQEAfH19xf4+hJiKChxCCOHYihUrYG9vj6CgIKODxjxdEz9y5AhGjBjR\n6mf79u3D888//4QTETmgAocQQjjW2swp3q6JDxgwAD4+PkhNTUXXrl2NPouMjER2djajZIRndAaH\nEEI4lp6ezjrCI3v66acRERGBmJgYaDQahIWFiZ/Rd3AiFRU4hBDCucLCQvz4449oaGgQnyUlJTFM\nZBqFQoGYmBj4+vpi3rx5+Prrr5GSkgJHR0dxICohpuL7yD0hhFi5lJQU5OXlYevWrQAAnU7H7dVq\nDw8PZGRkwM3NDUqlEt9//z3rSIRjVOAQQgjHiouLsWrVKjg7OyMpKQlfffUVLl68yDqWSR5+DWVn\nZ4d58+ZhyZIlePPNN7lbC7Ec9IqKEEI45uDgAABwdHRERUUFOnTogJs3bzJOZZrWXqf5+/tj586d\nyMjIYJCIyAEVOIQQwrHRo0ejrq4OarUaUVFRUCgUUKlUrGOZZNy4ca0+d3FxQWJi4hNOQ+SCrokT\nQohMNDY2oqGhAe3bt2cdhRDm6AwOIYRw6NSpU0avonbt2oXZs2cjLS0NNTU1DJMRYhmowCGEEA4t\nWrRIHK5ZVFSE1NRUKJVKtGvXDikpKYzTEcIeFTiEEMIhg8EAV1dXAM1DKWNjYxEaGoo33ngDly5d\nYpyOEPaowCGEEA41NTVBr9cDAL799ls8++yz4mcGg4FVLEIsBt2iIoQQDoWHhyMuLg4dOnSAg4MD\nfHx8AACXLl1Cu3btGKcjhD26RUUIIZwqKSnBzZs3MXz4cDg5OQEAysrKcOfOHa6miRNiDlTgEEII\nIUR26AwOIYQQQmSHChxCCCGEyA4VOIQQQgiRHSpwCCGEECI7VOAQQgghRHb+B9J74bzBAJIOAAAA\nAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f12a2022710>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.heatmap(woj_summary.corr())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "I na nowo pokażemy hitmapę korelacji."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Zdarzenia</th>\n",
       "      <th>Drogi ekspresowe</th>\n",
       "      <th>Ludność</th>\n",
       "      <th>Samochody osobowe</th>\n",
       "      <th>Samochody na 1000 osób</th>\n",
       "      <th>Zdarzenia na 1000 osób</th>\n",
       "      <th>Śmierć</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Zdarzenia</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.587665</td>\n",
       "      <td>0.978777</td>\n",
       "      <td>0.977379</td>\n",
       "      <td>0.413082</td>\n",
       "      <td>0.356099</td>\n",
       "      <td>0.918691</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Drogi ekspresowe</th>\n",
       "      <td>0.587665</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.558080</td>\n",
       "      <td>0.585551</td>\n",
       "      <td>0.580470</td>\n",
       "      <td>0.481336</td>\n",
       "      <td>0.496226</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ludność</th>\n",
       "      <td>0.978777</td>\n",
       "      <td>0.558080</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.992027</td>\n",
       "      <td>0.393556</td>\n",
       "      <td>0.184134</td>\n",
       "      <td>0.901393</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Samochody osobowe</th>\n",
       "      <td>0.977379</td>\n",
       "      <td>0.585551</td>\n",
       "      <td>0.992027</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.488983</td>\n",
       "      <td>0.201790</td>\n",
       "      <td>0.926916</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Samochody na 1000 osób</th>\n",
       "      <td>0.413082</td>\n",
       "      <td>0.580470</td>\n",
       "      <td>0.393556</td>\n",
       "      <td>0.488983</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.120051</td>\n",
       "      <td>0.456917</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zdarzenia na 1000 osób</th>\n",
       "      <td>0.356099</td>\n",
       "      <td>0.481336</td>\n",
       "      <td>0.184134</td>\n",
       "      <td>0.201790</td>\n",
       "      <td>0.120051</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.303844</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Śmierć</th>\n",
       "      <td>0.918691</td>\n",
       "      <td>0.496226</td>\n",
       "      <td>0.901393</td>\n",
       "      <td>0.926916</td>\n",
       "      <td>0.456917</td>\n",
       "      <td>0.303844</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                        Zdarzenia  Drogi ekspresowe   Ludność  \\\n",
       "Zdarzenia                1.000000          0.587665  0.978777   \n",
       "Drogi ekspresowe         0.587665          1.000000  0.558080   \n",
       "Ludność                  0.978777          0.558080  1.000000   \n",
       "Samochody osobowe        0.977379          0.585551  0.992027   \n",
       "Samochody na 1000 osób   0.413082          0.580470  0.393556   \n",
       "Zdarzenia na 1000 osób   0.356099          0.481336  0.184134   \n",
       "Śmierć                   0.918691          0.496226  0.901393   \n",
       "\n",
       "                        Samochody osobowe  Samochody na 1000 osób  \\\n",
       "Zdarzenia                        0.977379                0.413082   \n",
       "Drogi ekspresowe                 0.585551                0.580470   \n",
       "Ludność                          0.992027                0.393556   \n",
       "Samochody osobowe                1.000000                0.488983   \n",
       "Samochody na 1000 osób           0.488983                1.000000   \n",
       "Zdarzenia na 1000 osób           0.201790                0.120051   \n",
       "Śmierć                           0.926916                0.456917   \n",
       "\n",
       "                        Zdarzenia na 1000 osób    Śmierć  \n",
       "Zdarzenia                             0.356099  0.918691  \n",
       "Drogi ekspresowe                      0.481336  0.496226  \n",
       "Ludność                               0.184134  0.901393  \n",
       "Samochody osobowe                     0.201790  0.926916  \n",
       "Samochody na 1000 osób                0.120051  0.456917  \n",
       "Zdarzenia na 1000 osób                1.000000  0.303844  \n",
       "Śmierć                                0.303844  1.000000  "
      ]
     },
     "execution_count": 78,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "woj_summary.corr()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Widać odrobinę większą korelację ofiar śmiertelnych z liczbą samochodów osobowych."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "woj_summary.to_excel(\"woj_summary.xls\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Raport dotyczący województw możemy łatwo zapisać do excela."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "### Feature enginering\n",
    "\n",
    "Pandas oraz notatnik są bardzo przydatne w machine learning. Pokażę, jak może być użyty to jednego z etapów uczenia się, do feature enginering. W skrócie, feature enginering jest procesem służącym do znalezienia najlepszych cech do nauki."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Wróćmy do naszej bazy zadarzeń. Załóżmy, że dla służb ratowniczych musimy dać informację, jakie najcięższe obrażenia mogą być w zdarzeniu, które się zadziało. Może to być pomocne do decyzji, jakie jednostki wysłać na miejsce."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Na początek potrzebujemy informację, jakie były najcięższe obrażenia w każdym zdarzeniu."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "u[\"val\"] = True"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Będziemy potrzebowali kolumny pomocniczej wypełnionej wartościami True."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "u_injured = pd.pivot_table(u, index=\"ZSZD_ID\", columns=\"STUC_KOD\", values=\"val\").fillna(False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>STUC_KOD</th>\n",
       "      <th></th>\n",
       "      <th>RC</th>\n",
       "      <th>RL</th>\n",
       "      <th>ZC</th>\n",
       "      <th>ZM</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZSZD_ID</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>97088137</th>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98029155</th>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98076116</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98076628</th>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98076648</th>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "STUC_KOD            RC     RL     ZC     ZM\n",
       "ZSZD_ID                                    \n",
       "97088137   True  False  False  False  False\n",
       "98029155   True  False  False  False  False\n",
       "98076116  False  False  False  False   True\n",
       "98076628   True  False  False  False  False\n",
       "98076648   True  False   True  False  False"
      ]
     },
     "execution_count": 82,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "u_injured.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "inj_list = [\"ZM\", \"ZC\", \"RC\", \"RL\"]\n",
    "def get_max_injured(zd_id):\n",
    "    for z in inj_list:\n",
    "        if u_injured.at[zd_id, z]:\n",
    "            return z\n",
    "    return \"BO\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Potrzebujemy funcję, która wybierze największe obrażenia z każdego wiersza i wstawi BO, gdy nie ma obrażeń."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "zd[\"Maksymalne obrażenia\"] = zd.index.map(get_max_injured)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Funkcję podajemy jako parametr do map."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "ml_zd = zd[[\"Maksymalne obrażenia\", \"WOJ\", \"MIEJSCOWOSC\", \"PREDKOSC_DOPUSZCZALNA\", \"Uczestnicy\"]]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Wybieramy kolumny, które mogą być znaczące."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f12a1e62160>"
      ]
     },
     "execution_count": 86,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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xgVarhaOjIxo1aoS4uLiyvwMiIiJ6rFKHvYODA0aOHIlevXqhR48esLW1Rdeu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\nKFw4AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f12a1e720b8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ml_zd.boxplot(\"PREDKOSC_DOPUSZCZALNA\", by=\"Maksymalne obrażenia\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Do analizy danych liczbowych przydatnych do klasyfikacji dobrze spradza się wykres pudełkowy."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Wynik psują nam błędy w danych. Może skorygujmy to odrobinę."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "ml_zd = ml_zd[ml_zd[\"PREDKOSC_DOPUSZCZALNA\"] <= 140]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Wykluczmy wartości większe nić 140. W Polsce nie ma dróg o takich prędkościach dopuszczalnych."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f12a1e40710>"
      ]
     },
     "execution_count": 88,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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Tn21HpVJBq9XCzMwM48ePh6urKyIjI7Fo0SLpISl5Fi1aBEtLS3z88cfIzs7G6tWrcebM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\nTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f12a1e72198>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ml_zd.boxplot(\"PREDKOSC_DOPUSZCZALNA\", by=\"Maksymalne obrażenia\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To wszystko z analizy danych.\n",
    "\n",
    "Pokażę jeszcze dwa fajne zastosowania jupytera."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Żona kupiła dla dziecka książkę Python dla dzieci. Aby nauka była przyjemniejsza, dziecko zamiast uruchamiać Pythona z linii komend może programować w przeglądarce."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from turtle import Pen"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Jako przykład posłużyć może nam wbudowany żółwik."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "t = Pen()\n",
    "t.forward(50)\n",
    "t.left(90)\n",
    "t.forward(50)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Obecnie dzieci potrzebują czegoś więcej niż wirtualny żółwik, który wygląda jak strzałeczka. Więc żona kupiła książkę \"Arduino dla dzieci\". \n",
    "\n",
    "Ja zostałem wybrany na ochotnika do uczenia. Dziecko szybko poszło w odstawkę, ja dostałem nową lutownicę i zrobiłem pierwszego prostego robota. \n",
    "\n",
    "Aby mieć większe możliwości, wymieniłem Arduino na Raspberry, podłączyłem dongla wifi i uruchomiłem jupitera na robocie."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Po wejściu na jupytera uruchomionego na Raspnerry (http://ip_robota:8888/), możemy sterować zdalnie robotem."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Kod biblioteki: https://github.com/climbus/RPiRobot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from rpirobot.run_robot import create_robot\n",
    "robot = create_robot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "robot.led.set_color((0, 255, 0))\n",
    "robot.led.on()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "robot.forward(20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "robot.left(180)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To wszystko. Mam nadzieję, że zaciekawiłem tymi narzędziami. IPython jest znakomity narzędziem do prototypowania, do analizy danych, do wizualizacji, do sprawdzania i opisywania rozwiązań oraz do dzielenia się wynikami.\n",
    "\n",
    "Pandas jest idealna dla tych, którzy nie lubią excela i wręcz niezbędna do machine learning w Pythonie."
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.4.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}