VRK rinkimų duomenys

rinkimai.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import matplotlib as mpl"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 137,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "mpl.rc('font', family='Ubuntu', size=14)\n",
    "mpl.rc('figure', figsize=(16, 10))\n",
    "pd.set_option('display.max_colwidth', 500)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "476K\tkandidatai.csv\r\n",
      "84K\torganizacijos.csv\r\n",
      "3,7M\torganizaciju_nariai.csv\r\n",
      "20K\trinkimai.csv\r\n"
     ]
    }
   ],
   "source": [
    "!du -sh *.csv"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "kandidatai = pd.read_csv('kandidatai.csv', encoding='utf-8')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "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>0</th>\n",
       "      <th>1</th>\n",
       "      <th>2</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>RINKIMU_TURO_ID</th>\n",
       "      <td>640</td>\n",
       "      <td>640</td>\n",
       "      <td>640</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>VARDAS</th>\n",
       "      <td>ALGIRDAS</td>\n",
       "      <td>AURIMAS OMAS PETRAS</td>\n",
       "      <td>ZENONAS PETRAS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PAVARDE</th>\n",
       "      <td>ABROMAITIS</td>\n",
       "      <td>ABUKAUSKAS</td>\n",
       "      <td>ADOMAITIS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GIMIMO_DATA</th>\n",
       "      <td>1934-01-22</td>\n",
       "      <td>1937-02-02</td>\n",
       "      <td>1945-04-23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>VIENMANDATÄ–_APYGARDA</th>\n",
       "      <td>Naujamiesčio</td>\n",
       "      <td>Pramonės</td>\n",
       "      <td>Kelmės</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>VIENMANDATÄ–_ORGANIZACIJA</th>\n",
       "      <td>12498</td>\n",
       "      <td>12478</td>\n",
       "      <td>12456</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DAUGIAMANDATÄ–_ORGANIZACIJA</th>\n",
       "      <td>12498</td>\n",
       "      <td>12478</td>\n",
       "      <td>12456</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                        0                    1               2\n",
       "RINKIMU_TURO_ID                       640                  640             640\n",
       "VARDAS                           ALGIRDAS  AURIMAS OMAS PETRAS  ZENONAS PETRAS\n",
       "PAVARDE                        ABROMAITIS           ABUKAUSKAS       ADOMAITIS\n",
       "GIMIMO_DATA                    1934-01-22           1937-02-02      1945-04-23\n",
       "VIENMANDATÄ–_APYGARDA        Naujamiesčio             Pramonės          Kelmės\n",
       "VIENMANDATÄ–_ORGANIZACIJA           12498                12478           12456\n",
       "DAUGIAMANDATÄ–_ORGANIZACIJA         12498                12478           12456"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "kandidatai.head(3).T"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(8560, 7)"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "kandidatai.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 168,
   "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>VARDAS</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>KAZIMIRA DANUTĖ PRUNSKIENĖ</th>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZIGMANTAS KYBJŪSIV</th>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RIMANTAS JONAS DAGYS</th>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>VALDEMAR SONYZĖDVPI</th>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EUGENIJUS GENTVILAS</th>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>KAZYS BOBELIS</th>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>VALDAS ADAMKUS</th>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GRAŽINA PALIOKIENĖ</th>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>JONAS ŠIMĖNAS</th>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ARTŪRAS ŽUOPYV</th>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                            VARDAS\n",
       "KAZIMIRA DANUTĖ PRUNSKIENĖ       7\n",
       "ZIGMANTAS KYBJŪSIV               6\n",
       "RIMANTAS JONAS DAGYS             6\n",
       "VALDEMAR SONYZĖDVPI              6\n",
       "EUGENIJUS GENTVILAS              6\n",
       "KAZYS BOBELIS                    6\n",
       "VALDAS ADAMKUS                   6\n",
       "GRAŽINA PALIOKIENĖ               5\n",
       "JONAS ŠIMĖNAS                    5\n",
       "ARTŪRAS ŽUOPYV                   5"
      ]
     },
     "execution_count": 168,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(\n",
    "    kandidatai.\n",
    "    groupby(kandidatai.VARDAS + ' ' + kandidatai.PAVARDE).\n",
    "    agg({'VARDAS': 'count'}).\n",
    "    sort_values('VARDAS', ascending=False).\n",
    "    head(10)\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "kandidatai['apygarda'] = kandidatai['VIENMANDATÄ–_APYGARDA']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f5281c3e550>"
      ]
     },
     "execution_count": 97,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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TIskOSR6U5BFJtp3s+UiSJEmSpicTHxq1JEcmOWWCwr0U+DbwM+CpyyG+JEmSJEleZ7ui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\nAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f5281d6f668>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "(\n",
    "    kandidatai.groupby(kandidatai['apygarda']).\n",
    "    count()[['GIMIMO_DATA']].\n",
    "    sort_values(['GIMIMO_DATA']).\n",
    "    rename(columns={'GIMIMO_DATA': 'Kandidatų sk.'}).\n",
    "    plot.barh(figsize=(16, 24))\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "orgnariai = pd.read_csv('organizaciju_nariai.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "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>0</th>\n",
       "      <th>1</th>\n",
       "      <th>2</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>ORGANIZACIJOS_ID</th>\n",
       "      <td>11330</td>\n",
       "      <td>11330</td>\n",
       "      <td>11330</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>VARDAS</th>\n",
       "      <td>ANGELĖ</td>\n",
       "      <td>LIONGINA VITALIJA</td>\n",
       "      <td>ALGIMANTAS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PAVARDE</th>\n",
       "      <td>BIBĖIPIĖTA</td>\n",
       "      <td>BILVPIĖTA</td>\n",
       "      <td>BIOMITŠYV</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GIMIMO_DATA</th>\n",
       "      <td>1952-03-29</td>\n",
       "      <td>1952-02-24</td>\n",
       "      <td>1955-01-14</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                           0                  1           2\n",
       "ORGANIZACIJOS_ID       11330              11330       11330\n",
       "VARDAS                ANGELĖ  LIONGINA VITALIJA  ALGIMANTAS\n",
       "PAVARDE           BIBĖIPIĖTA          BILVPIĖTA   BIOMITŠYV\n",
       "GIMIMO_DATA       1952-03-29         1952-02-24  1955-01-14"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "orgnariai.head(3).T"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(93328, 4)"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "orgnariai.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 169,
   "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>VARDAS</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>ANTANAS KAZLAUSKAS</th>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>KĘSTUTIS SLAVINSKAS</th>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>VALDEMAR TOMAŠEVSKI</th>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ARTŪRAS MELIANAS</th>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>VYTAUTAS ŠUSTAUSKAS</th>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EDVARDAS KRIŠČIŪNAS</th>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BIRUTĖ VĖSAITĖ</th>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EUGENIJUS GENTVILAS</th>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>VYTAUTAS ČEPAS</th>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IRENA ŠIAULIENĖ</th>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                     VARDAS\n",
       "ANTANAS KAZLAUSKAS       15\n",
       "KĘSTUTIS SLAVINSKAS      14\n",
       "VALDEMAR TOMAŠEVSKI      14\n",
       "ARTŪRAS MELIANAS         14\n",
       "VYTAUTAS ŠUSTAUSKAS      13\n",
       "EDVARDAS KRIŠČIŪNAS      13\n",
       "BIRUTĖ VĖSAITĖ           13\n",
       "EUGENIJUS GENTVILAS      13\n",
       "VYTAUTAS ČEPAS           13\n",
       "IRENA ŠIAULIENĖ          12"
      ]
     },
     "execution_count": 169,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(\n",
    "    orgnariai.groupby(orgnariai.VARDAS + ' ' + orgnariai.PAVARDE).\n",
    "    agg({'VARDAS': 'count'}).\n",
    "    sort_values('VARDAS', ascending=False).\n",
    "    head(10)\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "organizacijos = pd.read_csv('organizacijos.csv', index_col=1)"
   ]
  },
  {
   "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>ORGANIZACIJOS_ID</th>\n",
       "      <th>14288</th>\n",
       "      <th>14284</th>\n",
       "      <th>14286</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>RINKIMU_ID</th>\n",
       "      <td>-11</td>\n",
       "      <td>-11</td>\n",
       "      <td>-11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ORGANIZACIJOS_PAVADINIMAS</th>\n",
       "      <td>Lietuvos demokratų partija</td>\n",
       "      <td>Lietuvos lenkų sąjunga</td>\n",
       "      <td>Lietuvos socialdemokratų partija</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SARASO_NUMERIS</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "ORGANIZACIJOS_ID                                14288                   14284  \\\n",
       "RINKIMU_ID                                        -11                     -11   \n",
       "ORGANIZACIJOS_PAVADINIMAS  Lietuvos demokratų partija  Lietuvos lenkų sąjunga   \n",
       "SARASO_NUMERIS                                    NaN                     NaN   \n",
       "\n",
       "ORGANIZACIJOS_ID                                      14286  \n",
       "RINKIMU_ID                                              -11  \n",
       "ORGANIZACIJOS_PAVADINIMAS  Lietuvos socialdemokratų partija  \n",
       "SARASO_NUMERIS                                          NaN  "
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "organizacijos.head(3).T"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1634, 3)"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "organizacijos.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "535"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(~organizacijos.SARASO_NUMERIS.isnull()).sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>ORGANIZACIJOS_ID</th>\n",
       "      <th>12486</th>\n",
       "      <th>12500</th>\n",
       "      <th>12504</th>\n",
       "      <th>12498</th>\n",
       "      <th>12494</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>RINKIMU_ID</th>\n",
       "      <td>-5</td>\n",
       "      <td>-5</td>\n",
       "      <td>-5</td>\n",
       "      <td>-5</td>\n",
       "      <td>-5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ORGANIZACIJOS_PAVADINIMAS</th>\n",
       "      <td>Sąjūdžio koalicija</td>\n",
       "      <td>Lietuvos Sandrauga</td>\n",
       "      <td>Lietuvos laisvės lyga</td>\n",
       "      <td>Lietuvos socialdemokratų partija</td>\n",
       "      <td>Visuomeninis politinis judėjimas Lietuvos lais...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SARASO_NUMERIS</th>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "ORGANIZACIJOS_ID                        12486               12500  \\\n",
       "RINKIMU_ID                                 -5                  -5   \n",
       "ORGANIZACIJOS_PAVADINIMAS  Sąjūdžio koalicija  Lietuvos Sandrauga   \n",
       "SARASO_NUMERIS                              1                   2   \n",
       "\n",
       "ORGANIZACIJOS_ID                           12504  \\\n",
       "RINKIMU_ID                                    -5   \n",
       "ORGANIZACIJOS_PAVADINIMAS  Lietuvos laisvės lyga   \n",
       "SARASO_NUMERIS                                 3   \n",
       "\n",
       "ORGANIZACIJOS_ID                                      12498  \\\n",
       "RINKIMU_ID                                               -5   \n",
       "ORGANIZACIJOS_PAVADINIMAS  Lietuvos socialdemokratų partija   \n",
       "SARASO_NUMERIS                                            4   \n",
       "\n",
       "ORGANIZACIJOS_ID                                                       12494  \n",
       "RINKIMU_ID                                                                -5  \n",
       "ORGANIZACIJOS_PAVADINIMAS  Visuomeninis politinis judėjimas Lietuvos lais...  \n",
       "SARASO_NUMERIS                                                             5  "
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "organizacijos[~organizacijos.SARASO_NUMERIS.isnull()].head(5).T"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "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>ORGANIZACIJOS_PAVADINIMAS</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Lietuvos socialdemokratų partija</th>\n",
       "      <td>51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Lietuvos lenkų rinkimų akcija</th>\n",
       "      <td>38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Lietuvos rusų sąjunga</th>\n",
       "      <td>33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Kovotojų už Lietuvą sąjunga</th>\n",
       "      <td>33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Respublikonų partija</th>\n",
       "      <td>29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Lietuvos valstiečių ir žaliųjų sąjunga</th>\n",
       "      <td>29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Lietuvos socialdemokratų sąjunga</th>\n",
       "      <td>29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Politinė partija Rusų aljansas</th>\n",
       "      <td>26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tėvynės sąjunga - Lietuvos krikščionys demokratai</th>\n",
       "      <td>26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Darbo partija</th>\n",
       "      <td>25</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                   ORGANIZACIJOS_PAVADINIMAS\n",
       "Lietuvos socialdemokratų partija                                          51\n",
       "Lietuvos lenkų rinkimų akcija                                             38\n",
       "Lietuvos rusų sąjunga                                                     33\n",
       "Kovotojų už Lietuvą sąjunga                                               33\n",
       "Respublikonų partija                                                      29\n",
       "Lietuvos valstiečių ir žaliųjų sąjunga                                    29\n",
       "Lietuvos socialdemokratų sąjunga                                          29\n",
       "Politinė partija Rusų aljansas                                            26\n",
       "Tėvynės sąjunga - Lietuvos krikščionys demokratai                         26\n",
       "Darbo partija                                                             25"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "organizacijos['ORGANIZACIJOS_PAVADINIMAS'].value_counts().to_frame().head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "rinkimai = pd.read_csv('rinkimai.csv', index_col=0, parse_dates=['TURO_DIENA'])"
   ]
  },
  {
   "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>RINKIMU_ID</th>\n",
       "      <th>-11</th>\n",
       "      <th>-11</th>\n",
       "      <th>-10</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>RINKIMU_PAVADINIMAS</th>\n",
       "      <td>1990 m. LTSR Aukščiausiosios Tarybos deputatų ...</td>\n",
       "      <td>1990 m. LTSR Aukščiausiosios Tarybos deputatų ...</td>\n",
       "      <td>1990 04 07 pakartotiniai Aukščiausios Tarybos ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TURO_ID</th>\n",
       "      <td>864</td>\n",
       "      <td>866</td>\n",
       "      <td>624</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TURO_NUMERIS</th>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TURO_PAVADINIMAS</th>\n",
       "      <td>1990 m. LTSR Aukščiausiosios Tarybos deputatų ...</td>\n",
       "      <td>1990 m. LTSR Aukščiausiosios Tarybos deputatų ...</td>\n",
       "      <td>1990 04 07 pakartotiniai Aukščiausios Tarybos ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TURO_DIENA</th>\n",
       "      <td>1990-02-24 00:00:00</td>\n",
       "      <td>1990-03-04 00:00:00</td>\n",
       "      <td>1990-04-07 00:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RINKIMU_RUSIS</th>\n",
       "      <td>SEI</td>\n",
       "      <td>SEI</td>\n",
       "      <td>SEI</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "RINKIMU_ID                                                         -11  \\\n",
       "RINKIMU_PAVADINIMAS  1990 m. LTSR Aukščiausiosios Tarybos deputatų ...   \n",
       "TURO_ID                                                            864   \n",
       "TURO_NUMERIS                                                         1   \n",
       "TURO_PAVADINIMAS     1990 m. LTSR Aukščiausiosios Tarybos deputatų ...   \n",
       "TURO_DIENA                                         1990-02-24 00:00:00   \n",
       "RINKIMU_RUSIS                                                      SEI   \n",
       "\n",
       "RINKIMU_ID                                                         -11  \\\n",
       "RINKIMU_PAVADINIMAS  1990 m. LTSR Aukščiausiosios Tarybos deputatų ...   \n",
       "TURO_ID                                                            866   \n",
       "TURO_NUMERIS                                                         2   \n",
       "TURO_PAVADINIMAS     1990 m. LTSR Aukščiausiosios Tarybos deputatų ...   \n",
       "TURO_DIENA                                         1990-03-04 00:00:00   \n",
       "RINKIMU_RUSIS                                                      SEI   \n",
       "\n",
       "RINKIMU_ID                                                         -10  \n",
       "RINKIMU_PAVADINIMAS  1990 04 07 pakartotiniai Aukščiausios Tarybos ...  \n",
       "TURO_ID                                                            624  \n",
       "TURO_NUMERIS                                                         1  \n",
       "TURO_PAVADINIMAS     1990 04 07 pakartotiniai Aukščiausios Tarybos ...  \n",
       "TURO_DIENA                                         1990-04-07 00:00:00  \n",
       "RINKIMU_RUSIS                                                      SEI  "
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rinkimai.head(3).T"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 138,
   "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>TURO_DIENA</th>\n",
       "      <th>RINKIMU_RUSIS</th>\n",
       "      <th>TURO_PAVADINIMAS</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RINKIMU_ID</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>-11</th>\n",
       "      <td>1990-02-24</td>\n",
       "      <td>SEI</td>\n",
       "      <td>1990 m. LTSR Aukščiausiosios Tarybos deputatų rinkimai I turas</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>-10</th>\n",
       "      <td>1990-04-07</td>\n",
       "      <td>SEI</td>\n",
       "      <td>1990 04 07 pakartotiniai Aukščiausios Tarybos narių rinkimai I turas</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>-9</th>\n",
       "      <td>1990-11-24</td>\n",
       "      <td>SEI</td>\n",
       "      <td>1990 11 24 pakartotiniai Aukščiausios Tarybos nario rinkimai Naujosios Vilnios apygardoje</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>-8</th>\n",
       "      <td>1991-02-09</td>\n",
       "      <td>REF</td>\n",
       "      <td>1991 02 09 visuotinė gyventojų apklausa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>-7</th>\n",
       "      <td>1991-09-15</td>\n",
       "      <td>SEI</td>\n",
       "      <td>1991 09 15 pakartotiniai Aukščiausios Tarybos nario rinkimai</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>-6</th>\n",
       "      <td>1992-03-01</td>\n",
       "      <td>SEI</td>\n",
       "      <td>1992 03 01 pakartotiniai Aukščiausios Tarybos nario rinkimai</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1992-05-23</td>\n",
       "      <td>REF</td>\n",
       "      <td>1992.05.23 referendumas dėl Lietuvos Respublikos Prezidento institucijos atstatymo</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1992-06-14</td>\n",
       "      <td>REF</td>\n",
       "      <td>Dėl buvusios SSRS kariuomenės, dabar priklausančios Rusijos federacijai, besąlygiško ir neatidėliotino išvedimo iš Lietuvos Respublikos teritorijos 1992 metais ir padarytos žalos Lietuvai atlyginimo</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>-5</th>\n",
       "      <td>1992-10-25</td>\n",
       "      <td>SEI</td>\n",
       "      <td>LR Seimo rinkimai '92</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1992-10-25</td>\n",
       "      <td>REF</td>\n",
       "      <td>1992 10 25 referendumas Lietuvos Respublikos konstitucijai priimti</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1993-02-14</td>\n",
       "      <td>PRE</td>\n",
       "      <td>1993 m. vasario  14 d. Respublikos Prezidento rinkimai</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>-4</th>\n",
       "      <td>1993-06-20</td>\n",
       "      <td>SEI</td>\n",
       "      <td>1993 06 20 pakartotiniai Seimo nario rinkimai Kaišiadorių apygardoje</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>-3</th>\n",
       "      <td>1993-11-21</td>\n",
       "      <td>SEI</td>\n",
       "      <td>1993 11 21 pakartotiniai Seimo nario rinkimai Kaišiadorių apygardoje</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>-2</th>\n",
       "      <td>1994-05-15</td>\n",
       "      <td>SEI</td>\n",
       "      <td>1994 05 15 pakartotiniai Seimo nario rinkimai Kaišiadorių apygardoje</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>1994-08-27</td>\n",
       "      <td>REF</td>\n",
       "      <td>\"Dėl neteisėto privatizavimo, nuvertintų indėlių ir akcijų bei pažeistos teisėsaugos\" Lietuvos Respublikos įstatymo nuostatų</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>1995-03-25</td>\n",
       "      <td>SAV</td>\n",
       "      <td>1995 m. Lietuvos Respublikos savivaldybių tarybų rinkimai</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>-1</th>\n",
       "      <td>1995-03-25</td>\n",
       "      <td>SEI</td>\n",
       "      <td>1995 03 25 pakartotiniai Seimo nario rinkimai Kaišiadorių apygardoje I turas</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>1996-10-20</td>\n",
       "      <td>SEI</td>\n",
       "      <td>LR Seimo rinkimai '96 I turas</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>1996-10-20</td>\n",
       "      <td>REF</td>\n",
       "      <td>Referendumas dėl gyventojų indėlių kompensavimo privatizuojant valstybės turtą</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>1996-10-20</td>\n",
       "      <td>REF</td>\n",
       "      <td>Referendumas dėl Lietuvos Respublikos konstitucijos 55, 57, 131 straipsnių pakeitimo ir papildymo</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>1996-11-10</td>\n",
       "      <td>REF</td>\n",
       "      <td>Referendumas dėl Lietuvos Respublikos konstitucijos 47 straipsnio papildymo</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>1997-03-23</td>\n",
       "      <td>SEI</td>\n",
       "      <td>Pakartotiniai rinkimai į LR Seimą 97 I turas</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>1997-03-23</td>\n",
       "      <td>SAV</td>\n",
       "      <td>1997 m. Lietuvos Respublikos savivaldybių tarybų rinkimai</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>1997-06-29</td>\n",
       "      <td>SAV</td>\n",
       "      <td>1997 m. Pakartotiniai Lietuvos Respublikos Švenčionių rajono savivaldybės tarybos rinkimai</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>1997-12-21</td>\n",
       "      <td>SEI</td>\n",
       "      <td>1997 m. gruodžio 21 d. Seimo nario rinkimai Aukštaitijos rinkimų apygardoje Nr. 28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>1997-12-21</td>\n",
       "      <td>PRE</td>\n",
       "      <td>1997 m. gruodžio 21 d. Respublikos Prezidento rinkimai I turas</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>1998-03-22</td>\n",
       "      <td>SEI</td>\n",
       "      <td>1998 m. kovo 22 d. pakartotiniai Seimo nario rinkimai I turas</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>1998-11-15</td>\n",
       "      <td>SEI</td>\n",
       "      <td>1998 m. lapkričio 15 d. Seimo nario rinkimai I turas</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>1999-03-21</td>\n",
       "      <td>SEI</td>\n",
       "      <td>1999 m.kovo 21 d. pakartotiniai Seimo narių rinkimai Naujosios Vilnios, Nevėžio ir Vilniaus Trakų apygardose</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>2000-03-19</td>\n",
       "      <td>SAV</td>\n",
       "      <td>2000 m. kovo 19 d. Savivaldybių tarybų rinkimai</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>2000-10-08</td>\n",
       "      <td>SEI</td>\n",
       "      <td>2000 m. spalio 8 d. Seimo rinkimai I turas</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>2002-12-22</td>\n",
       "      <td>SAV</td>\n",
       "      <td>2002 m. gruodžio 22 d. savivaldybių tarybų rinkimai</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>2002-12-22</td>\n",
       "      <td>PRE</td>\n",
       "      <td>2002 m. gruodžio 22 d. Respublikos Prezidento rinkimai I turas</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>2003-05-10</td>\n",
       "      <td>REF</td>\n",
       "      <td>Referendumas dėl Lietuvos Respublikos narystės Europos Sąjungoje 2003 m. gegužės 10-11 d.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>2003-06-15</td>\n",
       "      <td>SEI</td>\n",
       "      <td>Naujų Seimo narių rinkimai 2003 m. birželio 15 d.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>2004-06-13</td>\n",
       "      <td>EP</td>\n",
       "      <td>2004 m. birželio 13 d. rinkimai į Europos Parlamentą</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>2004-06-13</td>\n",
       "      <td>PRE</td>\n",
       "      <td>2004 m. birželio 13 d. Respublikos Prezidento rinkimai I turas</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>2004-10-10</td>\n",
       "      <td>SEI</td>\n",
       "      <td>2004 m. Lietuvos Respublikos Seimo rinkimai I turas</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2005-09-07</td>\n",
       "      <td>REF</td>\n",
       "      <td>Referendumas dėl euro (parašų rinkimas)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>2005-11-20</td>\n",
       "      <td>SEI</td>\n",
       "      <td>2005 m. lapkričio 20 d. nauji Seimo nario rinkimai Kėdainių rinkimų apygardoje, Nr. 43 I turas</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>2007-02-25</td>\n",
       "      <td>SAV</td>\n",
       "      <td>2007 m. Lietuvos Respublikos savivaldybių tarybų rinkimai</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>2007-10-07</td>\n",
       "      <td>SEI</td>\n",
       "      <td>2007 m. spalio 7 d. rinkimai į LR Seimą Dzūkijos ap. (I turas)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>2008-10-12</td>\n",
       "      <td>SEI</td>\n",
       "      <td>2008 m. Lietuvos Respublikos Seimo rinkimai</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>2009-05-17</td>\n",
       "      <td>PRE</td>\n",
       "      <td>2009 m. gegužės 17 d. Respublikos Prezidento rinkimai</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>2009-06-07</td>\n",
       "      <td>EP</td>\n",
       "      <td>2009 m. birželio 7 d. rinkimai į Europos Parlamentą</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>2009-11-15</td>\n",
       "      <td>SEI</td>\n",
       "      <td>2009 m. lapkričio 15 d. nauji rinkimai į Lietuvos Respublikos Seimą</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>2011-02-13</td>\n",
       "      <td>SEI</td>\n",
       "      <td>2011 m. nauji rinkimai į Lietuvos Respublikos Seimą vienmandatėje Marijampolės rinkimų apygardoje Nr. 29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>2011-02-27</td>\n",
       "      <td>SAV</td>\n",
       "      <td>2011 m. savivaldybių tarybų rinkimai</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>2011-07-03</td>\n",
       "      <td>SEI</td>\n",
       "      <td>2011 m. nauji rinkimai į Lietuvos Respublikos Seimą vienmandatėje Danės rinkimų apygardoje Nr. 19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>2012-10-14</td>\n",
       "      <td>SEI</td>\n",
       "      <td>2012 m. spalio 14 d. Lietuvos Respublikos Seimo rinkimai</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>2013-03-03</td>\n",
       "      <td>SEI</td>\n",
       "      <td>2013 m. kovo 3 d. rinkimai į Seimą</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>2014-05-11</td>\n",
       "      <td>PRE</td>\n",
       "      <td>2014 m. gegužės 11 d. Respublikos Prezidento rinkimai</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>2014-06-29</td>\n",
       "      <td>REF</td>\n",
       "      <td>2014 m. birželio 29 d. referendumas dėl Lietuvos Respublikos Konstitucijos 9, 47 ir 147 straipsnių pakeitimo</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>2015-03-01</td>\n",
       "      <td>SAV</td>\n",
       "      <td>2015 m. kovo 1 d. savivaldybių tarybų rinkimai 1 turas</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>2015-06-07</td>\n",
       "      <td>SEI</td>\n",
       "      <td>2015 m. birželio 7 d. nauji rinkimai į Lietuvos Respublikos Seimą vienmandatėje Varėnos–Eišiškių rinkimų apygardoje Nr.70 I turas</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101</th>\n",
       "      <td>2015-11-08</td>\n",
       "      <td>SAV</td>\n",
       "      <td>2015 m. lapkričio 8 d. nauji Telšių rajono savivaldybės tarybos nario-mero rinkimai I turas</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>102</th>\n",
       "      <td>2016-10-09</td>\n",
       "      <td>SEI</td>\n",
       "      <td>2016 m. spalio 9 d. Lietuvos Respublikos Seimo rinkimai I turas</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           TURO_DIENA RINKIMU_RUSIS  \\\n",
       "RINKIMU_ID                            \n",
       "-11        1990-02-24           SEI   \n",
       "-10        1990-04-07           SEI   \n",
       "-9         1990-11-24           SEI   \n",
       "-8         1991-02-09           REF   \n",
       "-7         1991-09-15           SEI   \n",
       "-6         1992-03-01           SEI   \n",
       " 1         1992-05-23           REF   \n",
       " 2         1992-06-14           REF   \n",
       "-5         1992-10-25           SEI   \n",
       " 3         1992-10-25           REF   \n",
       " 4         1993-02-14           PRE   \n",
       "-4         1993-06-20           SEI   \n",
       "-3         1993-11-21           SEI   \n",
       "-2         1994-05-15           SEI   \n",
       " 5         1994-08-27           REF   \n",
       " 6         1995-03-25           SAV   \n",
       "-1         1995-03-25           SEI   \n",
       " 7         1996-10-20           SEI   \n",
       " 8         1996-10-20           REF   \n",
       " 9         1996-10-20           REF   \n",
       " 10        1996-11-10           REF   \n",
       " 11        1997-03-23           SEI   \n",
       " 12        1997-03-23           SAV   \n",
       " 13        1997-06-29           SAV   \n",
       " 14        1997-12-21           SEI   \n",
       " 15        1997-12-21           PRE   \n",
       " 16        1998-03-22           SEI   \n",
       " 17        1998-11-15           SEI   \n",
       " 18        1999-03-21           SEI   \n",
       " 19        2000-03-19           SAV   \n",
       " 20        2000-10-08           SEI   \n",
       " 21        2002-12-22           SAV   \n",
       " 22        2002-12-22           PRE   \n",
       " 23        2003-05-10           REF   \n",
       " 24        2003-06-15           SEI   \n",
       " 25        2004-06-13            EP   \n",
       " 26        2004-06-13           PRE   \n",
       " 27        2004-10-10           SEI   \n",
       " 0         2005-09-07           REF   \n",
       " 28        2005-11-20           SEI   \n",
       " 29        2007-02-25           SAV   \n",
       " 30        2007-10-07           SEI   \n",
       " 31        2008-10-12           SEI   \n",
       " 32        2009-05-17           PRE   \n",
       " 33        2009-06-07            EP   \n",
       " 34        2009-11-15           SEI   \n",
       " 35        2011-02-13           SEI   \n",
       " 36        2011-02-27           SAV   \n",
       " 37        2011-07-03           SEI   \n",
       " 38        2012-10-14           SEI   \n",
       " 39        2013-03-03           SEI   \n",
       " 40        2014-05-11           PRE   \n",
       " 41        2014-06-29           REF   \n",
       " 47        2015-03-01           SAV   \n",
       " 100       2015-06-07           SEI   \n",
       " 101       2015-11-08           SAV   \n",
       " 102       2016-10-09           SEI   \n",
       "\n",
       "                                                                                                                                                                                                  TURO_PAVADINIMAS  \n",
       "RINKIMU_ID                                                                                                                                                                                                          \n",
       "-11                                                                                                                                                 1990 m. LTSR Aukščiausiosios Tarybos deputatų rinkimai I turas  \n",
       "-10                                                                                                                                           1990 04 07 pakartotiniai Aukščiausios Tarybos narių rinkimai I turas  \n",
       "-9                                                                                                                       1990 11 24 pakartotiniai Aukščiausios Tarybos nario rinkimai Naujosios Vilnios apygardoje  \n",
       "-8                                                                                                                                                                         1991 02 09 visuotinė gyventojų apklausa  \n",
       "-7                                                                                                                                                    1991 09 15 pakartotiniai Aukščiausios Tarybos nario rinkimai  \n",
       "-6                                                                                                                                                    1992 03 01 pakartotiniai Aukščiausios Tarybos nario rinkimai  \n",
       " 1                                                                                                                              1992.05.23 referendumas dėl Lietuvos Respublikos Prezidento institucijos atstatymo  \n",
       " 2          Dėl buvusios SSRS kariuomenės, dabar priklausančios Rusijos federacijai, besąlygiško ir neatidėliotino išvedimo iš Lietuvos Respublikos teritorijos 1992 metais ir padarytos žalos Lietuvai atlyginimo  \n",
       "-5                                                                                                                                                                                           LR Seimo rinkimai '92  \n",
       " 3                                                                                                                                              1992 10 25 referendumas Lietuvos Respublikos konstitucijai priimti  \n",
       " 4                                                                                                                                                          1993 m. vasario  14 d. Respublikos Prezidento rinkimai  \n",
       "-4                                                                                                                                            1993 06 20 pakartotiniai Seimo nario rinkimai Kaišiadorių apygardoje  \n",
       "-3                                                                                                                                            1993 11 21 pakartotiniai Seimo nario rinkimai Kaišiadorių apygardoje  \n",
       "-2                                                                                                                                            1994 05 15 pakartotiniai Seimo nario rinkimai Kaišiadorių apygardoje  \n",
       " 5                                                                                    \"Dėl neteisėto privatizavimo, nuvertintų indėlių ir akcijų bei pažeistos teisėsaugos\" Lietuvos Respublikos įstatymo nuostatų  \n",
       " 6                                                                                                                                                       1995 m. Lietuvos Respublikos savivaldybių tarybų rinkimai  \n",
       "-1                                                                                                                                    1995 03 25 pakartotiniai Seimo nario rinkimai Kaišiadorių apygardoje I turas  \n",
       " 7                                                                                                                                                                                   LR Seimo rinkimai '96 I turas  \n",
       " 8                                                                                                                                  Referendumas dėl gyventojų indėlių kompensavimo privatizuojant valstybės turtą  \n",
       " 9                                                                                                               Referendumas dėl Lietuvos Respublikos konstitucijos 55, 57, 131 straipsnių pakeitimo ir papildymo  \n",
       " 10                                                                                                                                    Referendumas dėl Lietuvos Respublikos konstitucijos 47 straipsnio papildymo  \n",
       " 11                                                                                                                                                                   Pakartotiniai rinkimai į LR Seimą 97 I turas  \n",
       " 12                                                                                                                                                      1997 m. Lietuvos Respublikos savivaldybių tarybų rinkimai  \n",
       " 13                                                                                                                     1997 m. Pakartotiniai Lietuvos Respublikos Švenčionių rajono savivaldybės tarybos rinkimai  \n",
       " 14                                                                                                                             1997 m. gruodžio 21 d. Seimo nario rinkimai Aukštaitijos rinkimų apygardoje Nr. 28  \n",
       " 15                                                                                                                                                 1997 m. gruodžio 21 d. Respublikos Prezidento rinkimai I turas  \n",
       " 16                                                                                                                                                  1998 m. kovo 22 d. pakartotiniai Seimo nario rinkimai I turas  \n",
       " 17                                                                                                                                                           1998 m. lapkričio 15 d. Seimo nario rinkimai I turas  \n",
       " 18                                                                                                   1999 m.kovo 21 d. pakartotiniai Seimo narių rinkimai Naujosios Vilnios, Nevėžio ir Vilniaus Trakų apygardose  \n",
       " 19                                                                                                                                                                2000 m. kovo 19 d. Savivaldybių tarybų rinkimai  \n",
       " 20                                                                                                                                                                     2000 m. spalio 8 d. Seimo rinkimai I turas  \n",
       " 21                                                                                                                                                            2002 m. gruodžio 22 d. savivaldybių tarybų rinkimai  \n",
       " 22                                                                                                                                                 2002 m. gruodžio 22 d. Respublikos Prezidento rinkimai I turas  \n",
       " 23                                                                                                                      Referendumas dėl Lietuvos Respublikos narystės Europos Sąjungoje 2003 m. gegužės 10-11 d.  \n",
       " 24                                                                                                                                                              Naujų Seimo narių rinkimai 2003 m. birželio 15 d.  \n",
       " 25                                                                                                                                                           2004 m. birželio 13 d. rinkimai į Europos Parlamentą  \n",
       " 26                                                                                                                                                 2004 m. birželio 13 d. Respublikos Prezidento rinkimai I turas  \n",
       " 27                                                                                                                                                            2004 m. Lietuvos Respublikos Seimo rinkimai I turas  \n",
       " 0                                                                                                                                                                         Referendumas dėl euro (parašų rinkimas)  \n",
       " 28                                                                                                                 2005 m. lapkričio 20 d. nauji Seimo nario rinkimai Kėdainių rinkimų apygardoje, Nr. 43 I turas  \n",
       " 29                                                                                                                                                      2007 m. Lietuvos Respublikos savivaldybių tarybų rinkimai  \n",
       " 30                                                                                                                                                 2007 m. spalio 7 d. rinkimai į LR Seimą Dzūkijos ap. (I turas)  \n",
       " 31                                                                                                                                                                    2008 m. Lietuvos Respublikos Seimo rinkimai  \n",
       " 32                                                                                                                                                          2009 m. gegužės 17 d. Respublikos Prezidento rinkimai  \n",
       " 33                                                                                                                                                            2009 m. birželio 7 d. rinkimai į Europos Parlamentą  \n",
       " 34                                                                                                                                            2009 m. lapkričio 15 d. nauji rinkimai į Lietuvos Respublikos Seimą  \n",
       " 35                                                                                                       2011 m. nauji rinkimai į Lietuvos Respublikos Seimą vienmandatėje Marijampolės rinkimų apygardoje Nr. 29  \n",
       " 36                                                                                                                                                                           2011 m. savivaldybių tarybų rinkimai  \n",
       " 37                                                                                                              2011 m. nauji rinkimai į Lietuvos Respublikos Seimą vienmandatėje Danės rinkimų apygardoje Nr. 19  \n",
       " 38                                                                                                                                                       2012 m. spalio 14 d. Lietuvos Respublikos Seimo rinkimai  \n",
       " 39                                                                                                                                                                             2013 m. kovo 3 d. rinkimai į Seimą  \n",
       " 40                                                                                                                                                          2014 m. gegužės 11 d. Respublikos Prezidento rinkimai  \n",
       " 41                                                                                                   2014 m. birželio 29 d. referendumas dėl Lietuvos Respublikos Konstitucijos 9, 47 ir 147 straipsnių pakeitimo  \n",
       " 47                                                                                                                                                         2015 m. kovo 1 d. savivaldybių tarybų rinkimai 1 turas  \n",
       " 100                                                                             2015 m. birželio 7 d. nauji rinkimai į Lietuvos Respublikos Seimą vienmandatėje Varėnos–Eišiškių rinkimų apygardoje Nr.70 I turas  \n",
       " 101                                                                                                                   2015 m. lapkričio 8 d. nauji Telšių rajono savivaldybės tarybos nario-mero rinkimai I turas  \n",
       " 102                                                                                                                                               2016 m. spalio 9 d. Lietuvos Respublikos Seimo rinkimai I turas  "
      ]
     },
     "execution_count": 138,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(\n",
    "    rinkimai.sort_values('TURO_DIENA').\n",
    "    groupby(level=0).first()[['TURO_DIENA', 'RINKIMU_RUSIS', 'TURO_PAVADINIMAS']].\n",
    "    sort_values('TURO_DIENA')\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f52813f1ba8>"
      ]
     },
     "execution_count": 109,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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46OhocnNzmT17dpWfsVkdpmkSFRXFwYMHmTFjBq1atarzOa7n7OxMUlIS58+f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\n0JXiCQAAQFeKJwAAAF39/wmPtzCS62SuAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f5281460470>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "rinkimai_stats = rinkimai.reset_index()\n",
    "(\n",
    "    rinkimai_stats.groupby([\n",
    "        rinkimai_stats.RINKIMU_RUSIS,\n",
    "        rinkimai_stats.TURO_DIENA.dt.year,\n",
    "    ]).count()[['TURO_ID']].\n",
    "    unstack(level=0).plot.bar(stacked=True)\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 132,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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SXSKCNWvWdOvYgQNLJcnKlSsZPHjwOvveeuutdWLWGjt2LJdddhkAV155JQ888ABTpkxh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iJ2jYhrImJORJxWr1CSJEmSpNYysmzDiDgdmAR8vzLcU59IkiRJkqRWU6q4jIg9gQOBN2fmU/WN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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f526fbba6a0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plots = (\n",
    "    rinkimai.groupby([\n",
    "        rinkimai.RINKIMU_RUSIS,\n",
    "        rinkimai.TURO_DIENA.dt.year,\n",
    "    ]).count()[['TURO_ID']].\n",
    "    unstack(level=0).\n",
    "    plot.bar(stacked=True, subplots=True, figsize=(16, 16))\n",
    ")\n",
    "for ax in plots:\n",
    "    ax.set_yticks(range(10))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "frame = pd.merge(orgnariai, organizacijos, left_on='ORGANIZACIJOS_ID', right_index=True)\n",
    "frame = pd.merge(frame, rinkimai, left_on='RINKIMU_ID', right_index=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "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>0</th>\n",
       "      <th>1</th>\n",
       "      <th>2</th>\n",
       "      <th>3</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>ORGANIZACIJOS_ID</th>\n",
       "      <td>11330</td>\n",
       "      <td>11330</td>\n",
       "      <td>11330</td>\n",
       "      <td>11330</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>VARDAS</th>\n",
       "      <td>ANGELĖ</td>\n",
       "      <td>LIONGINA VITALIJA</td>\n",
       "      <td>ALGIMANTAS</td>\n",
       "      <td>ROMUALDAS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PAVARDE</th>\n",
       "      <td>BIBĖIPIĖTA</td>\n",
       "      <td>BILVPIĖTA</td>\n",
       "      <td>BIOMITŠYV</td>\n",
       "      <td>BIOMYTJYV</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GIMIMO_DATA</th>\n",
       "      <td>1952-03-29</td>\n",
       "      <td>1952-02-24</td>\n",
       "      <td>1955-01-14</td>\n",
       "      <td>1952-09-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RINKIMU_ID</th>\n",
       "      <td>29</td>\n",
       "      <td>29</td>\n",
       "      <td>29</td>\n",
       "      <td>29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ORGANIZACIJOS_PAVADINIMAS</th>\n",
       "      <td>Lietuvos valstiečių ir žaliųjų sąjunga</td>\n",
       "      <td>Lietuvos valstiečių ir žaliųjų sąjunga</td>\n",
       "      <td>Lietuvos valstiečių ir žaliųjų sąjunga</td>\n",
       "      <td>Lietuvos valstiečių ir žaliųjų sąjunga</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SARASO_NUMERIS</th>\n",
       "      <td>19</td>\n",
       "      <td>19</td>\n",
       "      <td>19</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RINKIMU_PAVADINIMAS</th>\n",
       "      <td>2007 m. Lietuvos Respublikos savivaldybių tary...</td>\n",
       "      <td>2007 m. Lietuvos Respublikos savivaldybių tary...</td>\n",
       "      <td>2007 m. Lietuvos Respublikos savivaldybių tary...</td>\n",
       "      <td>2007 m. Lietuvos Respublikos savivaldybių tary...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TURO_ID</th>\n",
       "      <td>726</td>\n",
       "      <td>726</td>\n",
       "      <td>726</td>\n",
       "      <td>726</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TURO_NUMERIS</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TURO_PAVADINIMAS</th>\n",
       "      <td>2007 m. Lietuvos Respublikos savivaldybių tary...</td>\n",
       "      <td>2007 m. Lietuvos Respublikos savivaldybių tary...</td>\n",
       "      <td>2007 m. Lietuvos Respublikos savivaldybių tary...</td>\n",
       "      <td>2007 m. Lietuvos Respublikos savivaldybių tary...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TURO_DIENA</th>\n",
       "      <td>2007-02-25 00:00:00</td>\n",
       "      <td>2007-02-25 00:00:00</td>\n",
       "      <td>2007-02-25 00:00:00</td>\n",
       "      <td>2007-02-25 00:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RINKIMU_RUSIS</th>\n",
       "      <td>SAV</td>\n",
       "      <td>SAV</td>\n",
       "      <td>SAV</td>\n",
       "      <td>SAV</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                           0  \\\n",
       "ORGANIZACIJOS_ID                                                       11330   \n",
       "VARDAS                                                                ANGELĖ   \n",
       "PAVARDE                                                           BIBĖIPIĖTA   \n",
       "GIMIMO_DATA                                                       1952-03-29   \n",
       "RINKIMU_ID                                                                29   \n",
       "ORGANIZACIJOS_PAVADINIMAS             Lietuvos valstiečių ir žaliųjų sąjunga   \n",
       "SARASO_NUMERIS                                                            19   \n",
       "RINKIMU_PAVADINIMAS        2007 m. Lietuvos Respublikos savivaldybių tary...   \n",
       "TURO_ID                                                                  726   \n",
       "TURO_NUMERIS                                                               1   \n",
       "TURO_PAVADINIMAS           2007 m. Lietuvos Respublikos savivaldybių tary...   \n",
       "TURO_DIENA                                               2007-02-25 00:00:00   \n",
       "RINKIMU_RUSIS                                                            SAV   \n",
       "\n",
       "                                                                           1  \\\n",
       "ORGANIZACIJOS_ID                                                       11330   \n",
       "VARDAS                                                     LIONGINA VITALIJA   \n",
       "PAVARDE                                                            BILVPIĖTA   \n",
       "GIMIMO_DATA                                                       1952-02-24   \n",
       "RINKIMU_ID                                                                29   \n",
       "ORGANIZACIJOS_PAVADINIMAS             Lietuvos valstiečių ir žaliųjų sąjunga   \n",
       "SARASO_NUMERIS                                                            19   \n",
       "RINKIMU_PAVADINIMAS        2007 m. Lietuvos Respublikos savivaldybių tary...   \n",
       "TURO_ID                                                                  726   \n",
       "TURO_NUMERIS                                                               1   \n",
       "TURO_PAVADINIMAS           2007 m. Lietuvos Respublikos savivaldybių tary...   \n",
       "TURO_DIENA                                               2007-02-25 00:00:00   \n",
       "RINKIMU_RUSIS                                                            SAV   \n",
       "\n",
       "                                                                           2  \\\n",
       "ORGANIZACIJOS_ID                                                       11330   \n",
       "VARDAS                                                            ALGIMANTAS   \n",
       "PAVARDE                                                            BIOMITŠYV   \n",
       "GIMIMO_DATA                                                       1955-01-14   \n",
       "RINKIMU_ID                                                                29   \n",
       "ORGANIZACIJOS_PAVADINIMAS             Lietuvos valstiečių ir žaliųjų sąjunga   \n",
       "SARASO_NUMERIS                                                            19   \n",
       "RINKIMU_PAVADINIMAS        2007 m. Lietuvos Respublikos savivaldybių tary...   \n",
       "TURO_ID                                                                  726   \n",
       "TURO_NUMERIS                                                               1   \n",
       "TURO_PAVADINIMAS           2007 m. Lietuvos Respublikos savivaldybių tary...   \n",
       "TURO_DIENA                                               2007-02-25 00:00:00   \n",
       "RINKIMU_RUSIS                                                            SAV   \n",
       "\n",
       "                                                                           3  \n",
       "ORGANIZACIJOS_ID                                                       11330  \n",
       "VARDAS                                                             ROMUALDAS  \n",
       "PAVARDE                                                            BIOMYTJYV  \n",
       "GIMIMO_DATA                                                       1952-09-22  \n",
       "RINKIMU_ID                                                                29  \n",
       "ORGANIZACIJOS_PAVADINIMAS             Lietuvos valstiečių ir žaliųjų sąjunga  \n",
       "SARASO_NUMERIS                                                            19  \n",
       "RINKIMU_PAVADINIMAS        2007 m. Lietuvos Respublikos savivaldybių tary...  \n",
       "TURO_ID                                                                  726  \n",
       "TURO_NUMERIS                                                               1  \n",
       "TURO_PAVADINIMAS           2007 m. Lietuvos Respublikos savivaldybių tary...  \n",
       "TURO_DIENA                                               2007-02-25 00:00:00  \n",
       "RINKIMU_RUSIS                                                            SAV  "
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "frame.head(4).T"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([<matplotlib.axes._subplots.AxesSubplot object at 0x7f5283ebaef0>,\n",
       "       <matplotlib.axes._subplots.AxesSubplot object at 0x7f5282687198>,\n",
       "       <matplotlib.axes._subplots.AxesSubplot object at 0x7f528264e630>,\n",
       "       <matplotlib.axes._subplots.AxesSubplot object at 0x7f52826084a8>,\n",
       "       <matplotlib.axes._subplots.AxesSubplot object at 0x7f52825d36d8>], dtype=object)"
      ]
     },
     "execution_count": 77,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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GgLu/Z2avAQ+a2bXAjwgWlJqQnIhFREREREQkFSU6sY0eW9UU6EmwHVAD4APg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\nRsQxwInAVpn5dLnt8xRTi1fIzH+W2w4ALgcWA74KXAwMbB9qjYhTgf0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kplEG1qOB2zLz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eqrtD8/moosIiIiIiJJp6RWyqIif370kyoiIiIiIiIpTYmtiIiIiIiIpDQltiIiIiIiIpLSlNiK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\nkwxk68MPJfQL0BQZ+SKVtS9RkL0vUiNJPgMLJc2T9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      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f52842dd0b8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "(\n",
    "    frame.groupby([frame.RINKIMU_RUSIS, frame.TURO_DIENA.dt.year]).\n",
    "    count()[['TURO_DIENA']].\n",
    "    unstack(level=0).\n",
    "    rename(columns={'TURO_DIENA': 'Kandidatų sk.'}).\n",
    "    plot.bar(subplots=True, figsize=(16, 16))\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "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>9598</th>\n",
       "      <th>9599</th>\n",
       "      <th>9600</th>\n",
       "      <th>9601</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>ORGANIZACIJOS_ID</th>\n",
       "      <td>11462</td>\n",
       "      <td>11462</td>\n",
       "      <td>11462</td>\n",
       "      <td>11462</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>VARDAS</th>\n",
       "      <td>KONSTANTIN</td>\n",
       "      <td>KONSTANTIN</td>\n",
       "      <td>STANISLAV</td>\n",
       "      <td>STANISLAV</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PAVARDE</th>\n",
       "      <td>BOKORY</td>\n",
       "      <td>BOKORY</td>\n",
       "      <td>BYRITVPIC</td>\n",
       "      <td>BYRITVPIC</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GIMIMO_DATA</th>\n",
       "      <td>1974-09-25</td>\n",
       "      <td>1974-09-25</td>\n",
       "      <td>1960-11-26</td>\n",
       "      <td>1960-11-26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RINKIMU_ID</th>\n",
       "      <td>31</td>\n",
       "      <td>31</td>\n",
       "      <td>31</td>\n",
       "      <td>31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ORGANIZACIJOS_PAVADINIMAS</th>\n",
       "      <td>Socialistinis liaudies frontas</td>\n",
       "      <td>Socialistinis liaudies frontas</td>\n",
       "      <td>Socialistinis liaudies frontas</td>\n",
       "      <td>Socialistinis liaudies frontas</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SARASO_NUMERIS</th>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RINKIMU_PAVADINIMAS</th>\n",
       "      <td>2008 m. spalio 12 d. Lietuvos Respublikos Seim...</td>\n",
       "      <td>2008 m. spalio 12 d. Lietuvos Respublikos Seim...</td>\n",
       "      <td>2008 m. spalio 12 d. Lietuvos Respublikos Seim...</td>\n",
       "      <td>2008 m. spalio 12 d. Lietuvos Respublikos Seim...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TURO_ID</th>\n",
       "      <td>732</td>\n",
       "      <td>732</td>\n",
       "      <td>732</td>\n",
       "      <td>732</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TURO_NUMERIS</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TURO_PAVADINIMAS</th>\n",
       "      <td>Referendumas dėl Ignalinos atominės elektrinės...</td>\n",
       "      <td>Referendumas dėl Ignalinos atominės elektrinės...</td>\n",
       "      <td>Referendumas dėl Ignalinos atominės elektrinės...</td>\n",
       "      <td>Referendumas dėl Ignalinos atominės elektrinės...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TURO_DIENA</th>\n",
       "      <td>2008-10-12 00:00:00</td>\n",
       "      <td>2008-10-12 00:00:00</td>\n",
       "      <td>2008-10-12 00:00:00</td>\n",
       "      <td>2008-10-12 00:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RINKIMU_RUSIS</th>\n",
       "      <td>REF</td>\n",
       "      <td>REF</td>\n",
       "      <td>REF</td>\n",
       "      <td>REF</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                        9598  \\\n",
       "ORGANIZACIJOS_ID                                                       11462   \n",
       "VARDAS                                                            KONSTANTIN   \n",
       "PAVARDE                                                               BOKORY   \n",
       "GIMIMO_DATA                                                       1974-09-25   \n",
       "RINKIMU_ID                                                                31   \n",
       "ORGANIZACIJOS_PAVADINIMAS                     Socialistinis liaudies frontas   \n",
       "SARASO_NUMERIS                                                             3   \n",
       "RINKIMU_PAVADINIMAS        2008 m. spalio 12 d. Lietuvos Respublikos Seim...   \n",
       "TURO_ID                                                                  732   \n",
       "TURO_NUMERIS                                                               1   \n",
       "TURO_PAVADINIMAS           Referendumas dėl Ignalinos atominės elektrinės...   \n",
       "TURO_DIENA                                               2008-10-12 00:00:00   \n",
       "RINKIMU_RUSIS                                                            REF   \n",
       "\n",
       "                                                                        9599  \\\n",
       "ORGANIZACIJOS_ID                                                       11462   \n",
       "VARDAS                                                            KONSTANTIN   \n",
       "PAVARDE                                                               BOKORY   \n",
       "GIMIMO_DATA                                                       1974-09-25   \n",
       "RINKIMU_ID                                                                31   \n",
       "ORGANIZACIJOS_PAVADINIMAS                     Socialistinis liaudies frontas   \n",
       "SARASO_NUMERIS                                                             3   \n",
       "RINKIMU_PAVADINIMAS        2008 m. spalio 12 d. Lietuvos Respublikos Seim...   \n",
       "TURO_ID                                                                  732   \n",
       "TURO_NUMERIS                                                               1   \n",
       "TURO_PAVADINIMAS           Referendumas dėl Ignalinos atominės elektrinės...   \n",
       "TURO_DIENA                                               2008-10-12 00:00:00   \n",
       "RINKIMU_RUSIS                                                            REF   \n",
       "\n",
       "                                                                        9600  \\\n",
       "ORGANIZACIJOS_ID                                                       11462   \n",
       "VARDAS                                                             STANISLAV   \n",
       "PAVARDE                                                            BYRITVPIC   \n",
       "GIMIMO_DATA                                                       1960-11-26   \n",
       "RINKIMU_ID                                                                31   \n",
       "ORGANIZACIJOS_PAVADINIMAS                     Socialistinis liaudies frontas   \n",
       "SARASO_NUMERIS                                                             3   \n",
       "RINKIMU_PAVADINIMAS        2008 m. spalio 12 d. Lietuvos Respublikos Seim...   \n",
       "TURO_ID                                                                  732   \n",
       "TURO_NUMERIS                                                               1   \n",
       "TURO_PAVADINIMAS           Referendumas dėl Ignalinos atominės elektrinės...   \n",
       "TURO_DIENA                                               2008-10-12 00:00:00   \n",
       "RINKIMU_RUSIS                                                            REF   \n",
       "\n",
       "                                                                        9601  \n",
       "ORGANIZACIJOS_ID                                                       11462  \n",
       "VARDAS                                                             STANISLAV  \n",
       "PAVARDE                                                            BYRITVPIC  \n",
       "GIMIMO_DATA                                                       1960-11-26  \n",
       "RINKIMU_ID                                                                31  \n",
       "ORGANIZACIJOS_PAVADINIMAS                     Socialistinis liaudies frontas  \n",
       "SARASO_NUMERIS                                                             3  \n",
       "RINKIMU_PAVADINIMAS        2008 m. spalio 12 d. Lietuvos Respublikos Seim...  \n",
       "TURO_ID                                                                  732  \n",
       "TURO_NUMERIS                                                               1  \n",
       "TURO_PAVADINIMAS           Referendumas dėl Ignalinos atominės elektrinės...  \n",
       "TURO_DIENA                                               2008-10-12 00:00:00  \n",
       "RINKIMU_RUSIS                                                            REF  "
      ]
     },
     "execution_count": 71,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "frame[frame.RINKIMU_RUSIS=='REF'].head(4).T"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "kandidatai_denorm = pd.merge(kandidatai, rinkimai, left_on='RINKIMU_TURO_ID', right_on='TURO_ID')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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       "<div>\n",
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>0</th>\n",
       "      <th>1</th>\n",
       "      <th>2</th>\n",
       "      <th>3</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>RINKIMU_TURO_ID</th>\n",
       "      <td>640</td>\n",
       "      <td>640</td>\n",
       "      <td>640</td>\n",
       "      <td>640</td>\n",
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       "    <tr>\n",
       "      <th>VARDAS</th>\n",
       "      <td>ALGIRDAS</td>\n",
       "      <td>AURIMAS OMAS PETRAS</td>\n",
       "      <td>ZENONAS PETRAS</td>\n",
       "      <td>JONAS VYTAS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PAVARDE</th>\n",
       "      <td>ABROMAITIS</td>\n",
       "      <td>ABUKAUSKAS</td>\n",
       "      <td>ADOMAITIS</td>\n",
       "      <td>AKELIS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GIMIMO_DATA</th>\n",
       "      <td>1934-01-22</td>\n",
       "      <td>1937-02-02</td>\n",
       "      <td>1945-04-23</td>\n",
       "      <td>1941-07-18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>VIENMANDATÄ–_APYGARDA</th>\n",
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       "      <td>Pramonės</td>\n",
       "      <td>Kelmės</td>\n",
       "      <td>Pasvalio - Panevėžio</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>VIENMANDATÄ–_ORGANIZACIJA</th>\n",
       "      <td>12498</td>\n",
       "      <td>12478</td>\n",
       "      <td>12456</td>\n",
       "      <td>12498</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DAUGIAMANDATÄ–_ORGANIZACIJA</th>\n",
       "      <td>12498</td>\n",
       "      <td>12478</td>\n",
       "      <td>12456</td>\n",
       "      <td>12498</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RINKIMU_PAVADINIMAS</th>\n",
       "      <td>LR Seimo rinkimai '92</td>\n",
       "      <td>LR Seimo rinkimai '92</td>\n",
       "      <td>LR Seimo rinkimai '92</td>\n",
       "      <td>LR Seimo rinkimai '92</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TURO_ID</th>\n",
       "      <td>640</td>\n",
       "      <td>640</td>\n",
       "      <td>640</td>\n",
       "      <td>640</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TURO_NUMERIS</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
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       "    <tr>\n",
       "      <th>TURO_PAVADINIMAS</th>\n",
       "      <td>LR Seimo rinkimai '92</td>\n",
       "      <td>LR Seimo rinkimai '92</td>\n",
       "      <td>LR Seimo rinkimai '92</td>\n",
       "      <td>LR Seimo rinkimai '92</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TURO_DIENA</th>\n",
       "      <td>1992-10-25 00:00:00</td>\n",
       "      <td>1992-10-25 00:00:00</td>\n",
       "      <td>1992-10-25 00:00:00</td>\n",
       "      <td>1992-10-25 00:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RINKIMU_RUSIS</th>\n",
       "      <td>SEI</td>\n",
       "      <td>SEI</td>\n",
       "      <td>SEI</td>\n",
       "      <td>SEI</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                 0                      1  \\\n",
       "RINKIMU_TURO_ID                                640                    640   \n",
       "VARDAS                                    ALGIRDAS    AURIMAS OMAS PETRAS   \n",
       "PAVARDE                                 ABROMAITIS             ABUKAUSKAS   \n",
       "GIMIMO_DATA                             1934-01-22             1937-02-02   \n",
       "VIENMANDATÄ–_APYGARDA                 Naujamiesčio               Pramonės   \n",
       "VIENMANDATÄ–_ORGANIZACIJA                    12498                  12478   \n",
       "DAUGIAMANDATÄ–_ORGANIZACIJA                  12498                  12478   \n",
       "RINKIMU_PAVADINIMAS          LR Seimo rinkimai '92  LR Seimo rinkimai '92   \n",
       "TURO_ID                                        640                    640   \n",
       "TURO_NUMERIS                                     1                      1   \n",
       "TURO_PAVADINIMAS             LR Seimo rinkimai '92  LR Seimo rinkimai '92   \n",
       "TURO_DIENA                     1992-10-25 00:00:00    1992-10-25 00:00:00   \n",
       "RINKIMU_RUSIS                                  SEI                    SEI   \n",
       "\n",
       "                                                 2                      3  \n",
       "RINKIMU_TURO_ID                                640                    640  \n",
       "VARDAS                              ZENONAS PETRAS            JONAS VYTAS  \n",
       "PAVARDE                                  ADOMAITIS                 AKELIS  \n",
       "GIMIMO_DATA                             1945-04-23             1941-07-18  \n",
       "VIENMANDATÄ–_APYGARDA                       Kelmės   Pasvalio - Panevėžio  \n",
       "VIENMANDATÄ–_ORGANIZACIJA                    12456                  12498  \n",
       "DAUGIAMANDATÄ–_ORGANIZACIJA                  12456                  12498  \n",
       "RINKIMU_PAVADINIMAS          LR Seimo rinkimai '92  LR Seimo rinkimai '92  \n",
       "TURO_ID                                        640                    640  \n",
       "TURO_NUMERIS                                     1                      1  \n",
       "TURO_PAVADINIMAS             LR Seimo rinkimai '92  LR Seimo rinkimai '92  \n",
       "TURO_DIENA                     1992-10-25 00:00:00    1992-10-25 00:00:00  \n",
       "RINKIMU_RUSIS                                  SEI                    SEI  "
      ]
     },
     "execution_count": 80,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "kandidatai_denorm.head(4).T"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 206,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
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      ],
      "text/plain": [
       "                      VARDAS                 max\n",
       "RINKIMU_RUSIS             EP PRE REF SAV SEI    \n",
       "VALDAS ADAMKUS             0   6   0   0   0   6\n",
       "IRENA ŠIAULIENĖ            1   0   0   0   4   4\n",
       "EUGENIJUS GENTVILAS        1   1   0   0   4   4\n",
       "JUSTINAS KAROSAS           1   0   0   0   4   4\n",
       "RIMANTAS SMETONA           0   1   0   0   4   4\n",
       "EMANUELIS ZINGERIS         1   0   0   0   4   4\n",
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       "JUOZAS OLEKAS              0   0   0   0   4   4\n",
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      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
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     "text": [
      "Sorted by EP\n"
     ]
    },
    {
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       "    <tr>\n",
       "      <th>JUOZAS INKMYVYV</th>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                   VARDAS                     max\n",
       "RINKIMU_RUSIS          EP  PRE  REF SAV  SEI     \n",
       "ZIGMANTAS KYBJŪSIV    3.0  3.0  2.0 NaN  2.0  3.0\n",
       "OLEG RYDIRIUP         2.0  1.0  1.0 NaN  1.0  2.0\n",
       "IRINA MOŽODY          2.0  1.0  2.0 NaN  2.0  2.0\n",
       "ANDRIUS NYŽUMOTIV     2.0  1.0  2.0 NaN  2.0  2.0\n",
       "JUOZAS INKMYVYV       2.0  1.0  1.0 NaN  1.0  2.0"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Sorted by PRE\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th colspan=\"5\" halign=\"left\">VARDAS</th>\n",
       "      <th>max</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RINKIMU_RUSIS</th>\n",
       "      <th>EP</th>\n",
       "      <th>PRE</th>\n",
       "      <th>REF</th>\n",
       "      <th>SAV</th>\n",
       "      <th>SEI</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>VALDAS ADAMKUS</th>\n",
       "      <td>NaN</td>\n",
       "      <td>6.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>KAZIMIRA DANUTĖ PRUNSKIENĖ</th>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DALIA GMŪKYUVPYISA</th>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ARTŪRAS PAULAUSKAS</th>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>VALDEMAR SONYZĖDVPI</th>\n",
       "      <td>2.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                           VARDAS                     max\n",
       "RINKIMU_RUSIS                  EP  PRE  REF SAV  SEI     \n",
       "VALDAS ADAMKUS                NaN  6.0  NaN NaN  NaN  6.0\n",
       "KAZIMIRA DANUTĖ PRUNSKIENĖ    1.0  3.0  NaN NaN  3.0  3.0\n",
       "DALIA GMŪKYUVPYISA            1.0  3.0  NaN NaN  NaN  3.0\n",
       "ARTŪRAS PAULAUSKAS            NaN  3.0  NaN NaN  2.0  3.0\n",
       "VALDEMAR SONYZĖDVPI           2.0  3.0  2.0 NaN  2.0  3.0"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Sorted by REF\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th colspan=\"5\" halign=\"left\">VARDAS</th>\n",
       "      <th>max</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RINKIMU_RUSIS</th>\n",
       "      <th>EP</th>\n",
       "      <th>PRE</th>\n",
       "      <th>REF</th>\n",
       "      <th>SAV</th>\n",
       "      <th>SEI</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>AUDRĖ LMĖIPZYISIĖTA</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>STANISLOVAS KUZPĖDIJIUV</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>JŪRATĖ CUOŽYISIĖTA</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>JŪRATĖ CODYIZIĖTA</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ARTŪRAS ZUBŠYV</th>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                        VARDAS                    max\n",
       "RINKIMU_RUSIS               EP PRE  REF SAV  SEI     \n",
       "AUDRĖ LMĖIPZYISIĖTA        NaN NaN  2.0 NaN  2.0  2.0\n",
       "STANISLOVAS KUZPĖDIJIUV    NaN NaN  2.0 NaN  2.0  2.0\n",
       "JŪRATĖ CUOŽYISIĖTA         NaN NaN  2.0 NaN  2.0  2.0\n",
       "JŪRATĖ CODYIZIĖTA          NaN NaN  2.0 NaN  2.0  2.0\n",
       "ARTŪRAS ZUBŠYV             1.0 NaN  2.0 NaN  2.0  2.0"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Sorted by SAV\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th colspan=\"5\" halign=\"left\">VARDAS</th>\n",
       "      <th>max</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RINKIMU_RUSIS</th>\n",
       "      <th>EP</th>\n",
       "      <th>PRE</th>\n",
       "      <th>REF</th>\n",
       "      <th>SAV</th>\n",
       "      <th>SEI</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>ANDREJ SYSYMĖTPO</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DALIA KOTRYNA ČYBATYISA</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DALIA MYNOZPYISA</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ELIDA RUKITVPŪSA-ZINYISA</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ELIGIJA TOMPIĖTA-LYLBYUVPA</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                           VARDAS                     max\n",
       "RINKIMU_RUSIS                  EP PRE  REF  SAV  SEI     \n",
       "ANDREJ SYSYMĖTPO              NaN NaN  1.0  1.0  1.0  1.0\n",
       "DALIA KOTRYNA ČYBATYISA       NaN NaN  1.0  1.0  1.0  1.0\n",
       "DALIA MYNOZPYISA              NaN NaN  1.0  1.0  2.0  2.0\n",
       "ELIDA RUKITVPŪSA-ZINYISA      NaN NaN  1.0  1.0  1.0  1.0\n",
       "ELIGIJA TOMPIĖTA-LYLBYUVPA    NaN NaN  1.0  1.0  2.0  2.0"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Sorted by SEI\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th colspan=\"5\" halign=\"left\">VARDAS</th>\n",
       "      <th>max</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RINKIMU_RUSIS</th>\n",
       "      <th>EP</th>\n",
       "      <th>PRE</th>\n",
       "      <th>REF</th>\n",
       "      <th>SAV</th>\n",
       "      <th>SEI</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>ALBERTAS ŠIMĖNAS</th>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GEDIMINAS BUDNIKAS</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AUDRIUS SKIMBORAUSKAS</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PETRAS PAPOVAS</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EDVARDAS KRIŠČIŪNAS</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                      VARDAS                   max\n",
       "RINKIMU_RUSIS             EP PRE REF SAV  SEI     \n",
       "ALBERTAS ŠIMĖNAS         1.0 NaN NaN NaN  4.0  4.0\n",
       "GEDIMINAS BUDNIKAS       NaN NaN NaN NaN  4.0  4.0\n",
       "AUDRIUS SKIMBORAUSKAS    NaN NaN NaN NaN  4.0  4.0\n",
       "PETRAS PAPOVAS           NaN NaN NaN NaN  4.0  4.0\n",
       "EDVARDAS KRIŠČIŪNAS      NaN NaN NaN NaN  4.0  4.0"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "from IPython.core.display import display\n",
    "kandidatai_kartai = (\n",
    "    kandidatai_denorm.groupby([\n",
    "        kandidatai_denorm.RINKIMU_RUSIS,\n",
    "        kandidatai_denorm.VARDAS + ' ' + kandidatai_denorm.PAVARDE,\n",
    "    ]).\n",
    "    agg({'VARDAS': 'count'}).\n",
    "    unstack(level=0)\n",
    ")\n",
    "kandidatai_kartai['max'] = kandidatai_kartai.apply(np.max, axis=1)\n",
    "display(kandidatai_kartai.sort_values('max', ascending=False).fillna(0).astype(int).head(10))\n",
    "for name in [x[1] for x in kandidatai_kartai.columns.values if x[0] == 'VARDAS']:\n",
    "    print('Sorted by %s' % name)\n",
    "    display(kandidatai_kartai.sort_values(('VARDAS', name), ascending=False).head(5))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 159,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "def mandatas(row):\n",
    "    if row['VIENMANDATÄ–_ORGANIZACIJA'] and row['DAUGIAMANDATÄ–_ORGANIZACIJA']:\n",
    "        return 'abi'\n",
    "    elif row['VIENMANDATÄ–_ORGANIZACIJA']:\n",
    "        return 'vien'\n",
    "    elif row['DAUGIAMANDATÄ–_ORGANIZACIJA']:\n",
    "        return 'daug'\n",
    "    else:\n",
    "        return 'jokia'\n",
    "\n",
    "kandidatai_denorm['mandatas'] = kandidatai_denorm.apply(mandatas, axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 161,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([<matplotlib.axes._subplots.AxesSubplot object at 0x7f52735e9a90>,\n",
       "       <matplotlib.axes._subplots.AxesSubplot object at 0x7f52715abcc0>,\n",
       "       <matplotlib.axes._subplots.AxesSubplot object at 0x7f527156ba90>,\n",
       "       <matplotlib.axes._subplots.AxesSubplot object at 0x7f526fd1a470>,\n",
       "       <matplotlib.axes._subplots.AxesSubplot object at 0x7f526fe056a0>], dtype=object)"
      ]
     },
     "execution_count": 161,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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WrTRo0IBWrVpx5JFHMmzYME477bTycr/5zW+45557WLNm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\nzumnn15ZNyK4+OKL2WGHHapcY8CAAVXq9OzZk2uvvXatPd122mmnjXs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TamV7AyuA/KT2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ttuO0aMGMHSpUurlEkpcfXVV7PrrrtSUVHBbrvtxs0331ylzIQJE2jWrFmV/jvuuOP45z//yYsv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\nTqtWrejUqRNt27Zl4cKFdV6z0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ZIkSRLY4ypJkiRJqjgLV0mSJElSpVm4SpIkSZIqzcJV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\nV0mSJElSpVm4SpIkSZIq7f8DpNJ22AiiZD8AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f5271464518>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "(\n",
    "    kandidatai_denorm.groupby([\n",
    "        kandidatai_denorm.RINKIMU_RUSIS,\n",
    "        kandidatai_denorm.mandatas,\n",
    "        kandidatai_denorm.TURO_DIENA.dt.year,\n",
    "    ]).\n",
    "    agg(collections.OrderedDict({\n",
    "        'TURO_DIENA': 'count',\n",
    "    })).\n",
    "    unstack(level=0).unstack(level=0).\n",
    "    rename(columns={'TURO_DIENA': 'Kandidatų sk.'}).\n",
    "    plot.bar(subplots=True, figsize=(16, 16))\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 141,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "vienmandates = pd.merge(\n",
    "    kandidatai,\n",
    "    organizacijos.reset_index(),\n",
    "    left_on='VIENMANDATÄ–_ORGANIZACIJA',\n",
    "    right_on='ORGANIZACIJOS_ID',\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 143,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(3960, 12)"
      ]
     },
     "execution_count": 143,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "vienmandates.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 144,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(127, 12)"
      ]
     },
     "execution_count": 144,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "vienmandates.groupby(vienmandates.ORGANIZACIJOS_ID).count().shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 153,
   "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>ORGANIZACIJOS_PAVADINIMAS</th>\n",
       "      <th>ORGANIZACIJOS_ID</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ORGANIZACIJOS_ID</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>11462</th>\n",
       "      <td>Socialistinis liaudies frontas</td>\n",
       "      <td>72</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13646</th>\n",
       "      <td>Lietuvos valstiečių ir žaliųjų sąjunga</td>\n",
       "      <td>72</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13900</th>\n",
       "      <td>Lietuvos Respublikos liberalų sąjūdis</td>\n",
       "      <td>71</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13858</th>\n",
       "      <td>Politinė partija \"Sąjunga Taip\"</td>\n",
       "      <td>71</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12530</th>\n",
       "      <td>Lietuvos liberalų sąjunga</td>\n",
       "      <td>71</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13904</th>\n",
       "      <td>Liberalų ir centro sąjunga</td>\n",
       "      <td>71</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11584</th>\n",
       "      <td>Partija Tvarka ir teisingumas</td>\n",
       "      <td>71</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13914</th>\n",
       "      <td>Darbo partija</td>\n",
       "      <td>71</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13908</th>\n",
       "      <td>Lietuvos socialdemokratų partija</td>\n",
       "      <td>71</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13902</th>\n",
       "      <td>Tėvynės sąjunga - Lietuvos krikščionys demokratai</td>\n",
       "      <td>70</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                          ORGANIZACIJOS_PAVADINIMAS  \\\n",
       "ORGANIZACIJOS_ID                                                      \n",
       "11462                                Socialistinis liaudies frontas   \n",
       "13646                        Lietuvos valstiečių ir žaliųjų sąjunga   \n",
       "13900                         Lietuvos Respublikos liberalų sąjūdis   \n",
       "13858                               Politinė partija \"Sąjunga Taip\"   \n",
       "12530                                     Lietuvos liberalų sąjunga   \n",
       "13904                                    Liberalų ir centro sąjunga   \n",
       "11584                                 Partija Tvarka ir teisingumas   \n",
       "13914                                                 Darbo partija   \n",
       "13908                              Lietuvos socialdemokratų partija   \n",
       "13902             Tėvynės sąjunga - Lietuvos krikščionys demokratai   \n",
       "\n",
       "                  ORGANIZACIJOS_ID  \n",
       "ORGANIZACIJOS_ID                    \n",
       "11462                           72  \n",
       "13646                           72  \n",
       "13900                           71  \n",
       "13858                           71  \n",
       "12530                           71  \n",
       "13904                           71  \n",
       "11584                           71  \n",
       "13914                           71  \n",
       "13908                           71  \n",
       "13902                           70  "
      ]
     },
     "execution_count": 153,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import collections\n",
    "vienmandates.groupby(vienmandates.ORGANIZACIJOS_ID).agg(collections.OrderedDict([\n",
    "    ('ORGANIZACIJOS_PAVADINIMAS', 'first'),\n",
    "    ('ORGANIZACIJOS_ID', 'count'),\n",
    "])).sort_values('ORGANIZACIJOS_ID', ascending=False).head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 154,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "daugiamandates = pd.merge(\n",
    "    kandidatai,\n",
    "    organizacijos.reset_index(),\n",
    "    left_on='DAUGIAMANDATÄ–_ORGANIZACIJA',\n",
    "    right_on='ORGANIZACIJOS_ID',\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 155,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(8502, 12)"
      ]
     },
     "execution_count": 155,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "daugiamandates.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 156,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(147, 12)"
      ]
     },
     "execution_count": 156,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "daugiamandates.groupby(daugiamandates.ORGANIZACIJOS_ID).count().shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 157,
   "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>ORGANIZACIJOS_PAVADINIMAS</th>\n",
       "      <th>ORGANIZACIJOS_ID</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ORGANIZACIJOS_ID</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>13646</th>\n",
       "      <td>Lietuvos valstiečių ir žaliųjų sąjunga</td>\n",
       "      <td>142</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13914</th>\n",
       "      <td>Darbo partija</td>\n",
       "      <td>142</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13858</th>\n",
       "      <td>Politinė partija \"Sąjunga Taip\"</td>\n",
       "      <td>141</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11594</th>\n",
       "      <td>Lietuvos lenkų rinkimų akcija</td>\n",
       "      <td>141</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13900</th>\n",
       "      <td>Lietuvos Respublikos liberalų sąjūdis</td>\n",
       "      <td>141</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13902</th>\n",
       "      <td>Tėvynės sąjunga - Lietuvos krikščionys demokratai</td>\n",
       "      <td>141</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11564</th>\n",
       "      <td>Liberalų ir centro sąjunga</td>\n",
       "      <td>141</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11570</th>\n",
       "      <td>Tėvynės sąjunga - Lietuvos krikščionys demokratai</td>\n",
       "      <td>141</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13084</th>\n",
       "      <td>Liberalų ir centro sąjunga</td>\n",
       "      <td>141</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13908</th>\n",
       "      <td>Lietuvos socialdemokratų partija</td>\n",
       "      <td>141</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                          ORGANIZACIJOS_PAVADINIMAS  \\\n",
       "ORGANIZACIJOS_ID                                                      \n",
       "13646                        Lietuvos valstiečių ir žaliųjų sąjunga   \n",
       "13914                                                 Darbo partija   \n",
       "13858                               Politinė partija \"Sąjunga Taip\"   \n",
       "11594                                 Lietuvos lenkų rinkimų akcija   \n",
       "13900                         Lietuvos Respublikos liberalų sąjūdis   \n",
       "13902             Tėvynės sąjunga - Lietuvos krikščionys demokratai   \n",
       "11564                                    Liberalų ir centro sąjunga   \n",
       "11570             Tėvynės sąjunga - Lietuvos krikščionys demokratai   \n",
       "13084                                    Liberalų ir centro sąjunga   \n",
       "13908                              Lietuvos socialdemokratų partija   \n",
       "\n",
       "                  ORGANIZACIJOS_ID  \n",
       "ORGANIZACIJOS_ID                    \n",
       "13646                          142  \n",
       "13914                          142  \n",
       "13858                          141  \n",
       "11594                          141  \n",
       "13900                          141  \n",
       "13902                          141  \n",
       "11564                          141  \n",
       "11570                          141  \n",
       "13084                          141  \n",
       "13908                          141  "
      ]
     },
     "execution_count": 157,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "daugiamandates.groupby(daugiamandates.ORGANIZACIJOS_ID).agg(collections.OrderedDict([\n",
    "    ('ORGANIZACIJOS_PAVADINIMAS', 'first'),\n",
    "    ('ORGANIZACIJOS_ID', 'count'),\n",
    "])).sort_values('ORGANIZACIJOS_ID', ascending=False).head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
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