Savivaldybių ir mero rinkimų 2015 duomenų analizė

.gitignore

/.ipynb_checkpoints/
/tarybu_nariai_-_main_information.csv

Savivaldybių ir mero rinkimų 2015.ipynb

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 "worksheets": [
  {
   "cells": [
    {
     "cell_type": "heading",
     "level": 1,
     "metadata": {},
     "source": [
      "2015 met\u0173 savivaldybi\u0173 taryb\u0173 rinkim\u0173 kandidat\u0173 duomen\u0173 analiz\u0117"
     ]
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "[freedata.lt](https://plus.google.com/u/0/+PovilasPoderskis/posts/ExxAHpJFXk8) pavie\u0161ino *\u017ealius* duomenis i\u0161 VRK svetain\u0117s apie 2015 met\u0173 tarib\u0173 rinkim\u0173 kandidatus.\n",
      "\n",
      "Labai gaila, kad valstybin\u0117s \u012fstaigos nedaro to pa\u010dios.\n",
      "\n",
      "\u017demiau pateikiu kelet\u0105 suvestini\u0173 i\u0161 paskelbt\u0173 duomen\u0173, gal b\u016bt \u0161ie duomenys kam nors pad\u0117s apsispr\u0119sti balsuojant. Daugiau informacijos galite rasti [freedata.lt svetain\u0117je](http://www.freedata.lt/savivaldybes/).\n",
      "\n",
      "**Pastaba.** Visos kainos nurodytos litais."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "%pylab inline"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "Populating the interactive namespace from numpy and matplotlib\n"
       ]
      }
     ],
     "prompt_number": 1
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "import pandas as pd\n",
      "import matplotlib.pyplot as plt\n",
      "import textwrap\n",
      "import datetime"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 2
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "rc('font', family='Ubuntu')\n",
      "rc('figure', figsize=(18, 10))\n",
      "pd.set_option('display.max_rows', 500)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 3
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "wrap = lambda text, width: '\\n'.join(textwrap.wrap(text, width))\n",
      "now = datetime.datetime.now()\n",
      "format_percent = '{:.02f}%'.format"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 4
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "data = pd.read_csv('tarybu_nariai_-_main_information.csv', sep='|', parse_dates=['birthdate'])"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 5
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Analizei naudoju tik Vilniaus miesto duomenis, \u0161ioje vietoje segment\u0105 galima pakeisti \u012f kit\u0105 rajon\u0105 ir atitinkmai perskai\u010diuoti \u017eemiau esan\u010dius rezultatus."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "get_segment = lambda: data[data.county=='Vilniaus miesto']"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 6
    },
    {
     "cell_type": "heading",
     "level": 1,
     "metadata": {},
     "source": [
      "Kiek kandidat\u0173 yra kiekvienoje partijoje"
     ]
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      ".. i\u0161 pasirinkto segment."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "get_segment().party.value_counts().to_frame('Kandidat\u0173 skai\u010dius')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "html": [
        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
        "<table border=\"1\" class=\"dataframe\">\n",
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th>Kandidat\u0173 skai\u010dius</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>Lenk\u0173 rinkim\u0173 akcijos ir Rus\u0173 aljanso koalicija \u201eValdemaro Toma\u0161evskio blokas\u201c (Vilniaus miesto savivaldyb\u0117)</th>\n",
        "      <td> 101</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Lietuvos laisv\u0117s s\u0105junga (liberalai)</th>\n",
        "      <td> 100</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Partija Tvarka ir teisingumas</th>\n",
        "      <td>  80</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>T\u0117vyn\u0117s s\u0105junga - Lietuvos krik\u0161\u010dionys demokratai</th>\n",
        "      <td>  72</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Lietuvos Respublikos liberal\u0173 s\u0105j\u016bdis</th>\n",
        "      <td>  65</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Lietuvos socialdemokrat\u0173 partija</th>\n",
        "      <td>  62</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Darbo partija</th>\n",
        "      <td>  60</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Lietuvos rus\u0173 s\u0105junga</th>\n",
        "      <td>  40</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Lietuvos valstie\u010di\u0173 ir \u017eali\u0173j\u0173 s\u0105junga</th>\n",
        "      <td>  40</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Politin\u0117 partija \u201eLietuvos s\u0105ra\u0161as\u201c</th>\n",
        "      <td>  39</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Lietuvos \u017eali\u0173j\u0173 partija</th>\n",
        "      <td>  31</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Lietuvos liaudies partija</th>\n",
        "      <td>  29</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Tautinink\u0173 s\u0105junga</th>\n",
        "      <td>  28</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Politin\u0117 partija Rus\u0173 aljansas</th>\n",
        "      <td>  15</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Lietuvos lenk\u0173 rinkim\u0173 akcija</th>\n",
        "      <td>   1</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 7,
       "text": [
        "                                                                                                              Kandidat\u0173 skai\u010dius\n",
        "Lenk\u0173 rinkim\u0173 akcijos ir Rus\u0173 aljanso koalicija \u201eValdemaro Toma\u0161evskio blokas\u201c (Vilniaus miesto savivaldyb\u0117)                 101\n",
        "Lietuvos laisv\u0117s s\u0105junga (liberalai)                                                                                         100\n",
        "Partija Tvarka ir teisingumas                                                                                                 80\n",
        "T\u0117vyn\u0117s s\u0105junga - Lietuvos krik\u0161\u010dionys demokratai                                                                             72\n",
        "Lietuvos Respublikos liberal\u0173 s\u0105j\u016bdis                                                                                         65\n",
        "Lietuvos socialdemokrat\u0173 partija                                                                                              62\n",
        "Darbo partija                                                                                                                 60\n",
        "Lietuvos rus\u0173 s\u0105junga                                                                                                         40\n",
        "Lietuvos valstie\u010di\u0173 ir \u017eali\u0173j\u0173 s\u0105junga                                                                                        40\n",
        "Politin\u0117 partija \u201eLietuvos s\u0105ra\u0161as\u201c                                                                                           39\n",
        "Lietuvos \u017eali\u0173j\u0173 partija                                                                                                      31\n",
        "Lietuvos liaudies partija                                                                                                     29\n",
        "Tautinink\u0173 s\u0105junga                                                                                                            28\n",
        "Politin\u0117 partija Rus\u0173 aljansas                                                                                                15\n",
        "Lietuvos lenk\u0173 rinkim\u0173 akcija                                                                                                  1"
       ]
      }
     ],
     "prompt_number": 7
    },
    {
     "cell_type": "heading",
     "level": 1,
     "metadata": {},
     "source": [
      "Turto ir sumok\u0117t\u0173 mokes\u010di\u0173 santykis"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "fig, ax = plt.subplots(1, 1)\n",
      "parties = get_segment().party.unique()\n",
      "labels = [wrap(party.decode('utf-8'), 42) for party in parties]\n",
      "cmap = map(plt.cm.brg, linspace(0, 1, len(parties)))\n",
      "data['visasturtas'] = data.turtas + data.vertybiniai + data.pinigai + data.suteiktospaskolos\n",
      "segment = get_segment()\n",
      "for color, party, label in zip(cmap, parties, labels):\n",
      "    segment[segment.party==party].plot(kind='scatter', x='mokesciai', y='visasturtas', color=color, label=label, ax=ax)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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X7WdRv+ROizrRs2fPxg5B/AWSP/MluTNvkj/zJbkzb5K/2jmZdJEnQ79hoOVW\n/tdvF8n7fmuwtoOCgti4cSMAZ8+eZcSIEbi6utKhQwcOHDhgLHfu3Dl0Oh06nY6tW7cSExNDeHi4\n8fisWbMYPnw4+fn5WFlZkZaWZjzWvn17NmzYAEB0dDSenp64uLgwY8YMysrKAEhOTqZz587Y2NgQ\nEhJCXl6eSZy5ubn06tULOzs7/P39OXr0KABnzpxh8ODB2Nra0qpVK7Zv3248p6ioiHHjxuHo6Ii7\nuztffPEF8fHxeHh4GMv06NEDBwcH/P39Wbx4cbX3qLi4mCeffBIHBwdatGjB/v37jSMZysrKePnl\nl/H29iYoKIj333/feN6jjz6Kr68vdnZ2REREMHv2bIKDg7Gzs+Opp56ivLwcqHxonz59Oi4uLnh6\nerJw4cJq49i2bRs+Pj5kZWVx/vx5evXqhYeHB/b29nz++edkZ2cTHByMra0tbdq0YdeuXTecvz9b\nuHAhQUFB2NraotfrWb58ufHY/v378ff3x87OjvDwcGNOjh8/TteuXXFzc8PJyYmEhASUUixcuBCd\nToevry9Q+fdh2bJlVT7/97//xcfHBwcHByIjI8nKyqr2foibIx0TQgghhBBC3IY2rshkuNsOHrbf\nxvxRiZReKjceKy2pYEbkAXLSilEKzp0u4dW+B7l4vtSkjnOnL7H53Sy2rcrm4oVrr49wIzRNMz5k\nT5gwAYPBwMGDBxk+fDgjR440fmPv5uZGXl4eeXl59O7du8Z6nJyciIiIME7jycvLIzU1ld69e/Pp\np5+yZMkSYmNj+eabb9i0aROLFi0CYObMmbRu3Zpjx47x8ccf4+7ublL/okWL0Ol0/PTTT8TFxRmn\nJowePRp7e3uSkpJ49dVXGTJkiHFtiMmTJ/PLL7/w/fff8/333xMREVEl7kWLFnHs2DHmzJnDtGnT\nqn0Inj17Nj/++CP79u1jzZo1JgtiLl++nHXr1rFlyxaWL1/Oc889R0ZGBlD54D537lxSU1Px9PTk\nww8/5IsvvmD37t3ExsYaO4QWLlzI5s2b+eabb/jiiy948803+fzzz01iOHbsGGPGjGHt2rXo9Xry\n8/OJj49nx44dpKSk8MADD+Dh4cG6detITU2lZ8+ejBs3znh+bfJXnaNHj9KnTx9OnjzJu+++y6xZ\ns4yxtWzZks2bN5OcnIyfnx+TJ08G4PTp06SkpHDo0CGOHDlC+/bt0TSNZ599lry8POOUoqt/967+\nHB4eTnzOFnnTAAAgAElEQVR8PEeOHKG4uJg33nij2tjEzZGOCVEnZK6meZP8mS/JnXmT/JkvyZ15\nk/zBwS1neXdqCgUXyigpqmDPul9ZMSnZeDw3rcikowIADTJ+KjBuZiYXMP7O3bwzKZnlE39mwp3f\ncT7nUp3GWVRUxJdffsmCBQsIDQ3lpZde4uzZsyQnV8aqaRpubm64ublhaWlZ5fyrpzcMGDCALVu2\nALBjxw569OiBra0tMTExTJkyhYiICNq3b8/s2bNZtWoVAC4uLly4cAEXFxe6detW5UHZxcWF/Px8\n7Ozs6NixIw4ODuTm5rJt2zaWLVtGSEgIo0aNonfv3qxZs4aKigo++ugjFi1aRJs2bWjRogVeXl5V\n4r7nnnvw8/Pjb3/7G+7u7hw7dqxKmbVr1/L6669z1113ER4eTlhYmPHYJ598wowZM+jQoQP9+/cn\nMjKSTZs2GY97enri5+fH6NGjUUpx991307FjR7p3705iYiIAMTExzJ49m/bt23PfffcxdepU432B\nypEsAwcOZN68edx3330msbVs2RK9Xo+bmxvW1tbcc889+Pv7M3HiRNLS0oxTKGqTv+pommYcyfHQ\nQw8xffp0Y2yurq60bduWwMBAxo8fb/xdAbC0tCQ4OJiQkBDs7e0BsLGxwc3NDRcXl2rbuszPz49W\nrVrRokULRo8ebVKv+OukY0IIIYQQQojbzPcbzlJSdGV+f+mlCr7/6qxx26l5M8pKTR8Ky0orcPZo\nZtx+Z1IyxRcrOzZKiirIP2dg9ewTdRpndnY2Sik6deqEq6sr7u7uFBYWkpOTU235a70atX///mzb\ntg2DwUBcXBwDBgwAICsry2QRxuDgYOPohvnz5+Pl5UVQUBAvvviicZrDZVOnTqVHjx7ceeedjB8/\nnsLCQjIzM3FwcDB5bWdISAhZWVnk5eVx6dIlgoKCarzmixcv8uSTTxIYGEhoaCj5+fmUlpZWKXf6\n9Gn0en21dWRlZTFp0iRcXV1xdXVl+/bt1d4zFxcXLl68aNx2dXWloKDguvcFKkct5Obmctddd9V4\nLVA5HaZfv374+vry8MMPo2lajW8fudlX27Zs2dIYW0JCAvfffz8+Pj4899xz133TSW0X8oyLiyM8\nPBxvb2/mzZt33XrFjZGOCVEnZK6meZP8mS/JnXmT/JkvyZ15k/yBs0czLK1MH8gc3a68EcLFoxnD\nZwRjbaejmY0OG3sLeo/2JeDOK9MFzueUcPUzZHmZIu903Y6Y8Pb2BmDnzp0kJiaSmJhIWloaERER\nNGvWrMrDobOzM2fPXulgufqhMywsjICAAL766iu2bt3KsGHDANDr9SZrT6SlpREYGAhUPrivXLmS\nw4cPs27dOpMRAwDW1tZER0dz/Phxjh49yr///W8CAgIoKCgwWY/ixIkTBAQE0Lx5cywtLUlPT6/x\nmhcsWEBSUhJxcXFs2rQJV1fXassFBASQmppa7TEfHx/mz59vvGepqalMmzatSrk/dwRcvX2t+wLQ\nq1cv/v3vfzNw4EBOnTpV4/U8/fTT6PV64uPjefvtt43132j+ruXkyZPGNSJGjhxJZGQku3fv5pVX\nXrlmR0ezZs2q7fT5s0uXLjFixAjGjh1LQkICY8eObbCFRm8X0jEhhBBCCCHEbWbwxACcPZvRzFaH\nhZWGtZ2Ovy9tY1Jm1BstmbO5E09Ft+LV9R147j9hJsc7D/DA2u7K44S1vQWdB3jecCy5ublkZ2cb\nf67m5OTEgAEDmD9/PsXFxeh0OvLz87GxsSEoKIiCggI2b95Mamoqp0+fpkuXLuTm5vLhhx9y5swZ\nzp8/b1LfmDFjmDhxovGbb4CoqCjefPNNdu/ezZEjR5g5cyZRUVFA5bfvJ0+eRCmFu7t7lfoOHTrE\nL7/8QklJCR4eHpw/fx5vb28efPBBJk6cyIkTJ/joo4/YuXMnjz32GDqdjpEjRzJp0iQSExPJyMgw\nefgHKC0txcbGBicnJ1xdXU3e1uHo6MiRI0eMcb/22mvs3buX06dPc+HCBWO5xx9/nHfeeYecnBys\nrKz49ddfcXZ2vm4urp76EhUVxaxZs0hMTGT37t0sWrTIeF8umzhxIoMHD2bUqFE11llaWoqDgwNO\nTk4mo0huJn9Xx3no0CGSk5P5/vvvWbx4sXGRzNLSUpycnHBwcLjuNYeEhBAfH09GRgb79u2rsVxF\nRQVlZWW4uLjg6OiIo6PjNesVN+HyL19j/1SGIszVrl27GjsE8RdI/syX5M68Sf7Ml+TOvN1u+avp\n/7MvXihVXy0/qdYtSFMZSRdvuF5DabmKHp2oBlhuUQObbVHvvZCiKioqbqgOTdNMfnQ6nVJKqaCg\nILVx40allFJ5eXlq+PDhyt7eXjk5OanRo0cbz3/jjTeUu7u78vDwUOvWrVNKKbVq1SoVGBiorK2t\nlV6vV7NnzzaWP3v2rLK2tlZr1641iWP+/PnKw8NDOTs7qxkzZqiysjKllFJjx45V9vb2ytHRUQ0c\nOFBduHDB5LxZs2YpJycnZWtrq3r06KHS09OVUkqdOXNGDR48WNnY2Kg77rhDbd++3XhOfn6+Gj16\ntHJwcFBOTk5qyZIlKj4+Xnl4eCillMrNzVV9+vRRdnZ2ysbGRoWGhqq9e/cqpZT617/+pdzd3ZXB\nYFBlZWXqtddeU3q9XtnY2KiQkBC1Zs0apZRSZWVl6tVXX1UeHh7K1tZWtWvXThUXF1e5t7t27TK2\nq5RSUVFRavr06ZX5NRjUtGnTlLOzs/Lw8FALFy40ue7hw4crpZQqLCxUAQEBauXKlSo9PV3pdDpV\nWFhoLLt7927Vrl071axZM+Xo6Kjatm2rSkpKrps/S0tLZWVlpcaNG1fl9yYqKkq1bt1a+fr6KkdH\nRzVt2jTj715sbKxq0aKFsrKyUs7OzioyMrLaa1Wq8nerV69eys7OTt15552qoKBA9ezZUy1btkwp\npdR9992n3nnnHaWUUitWrFB6vV5ZWloqNzc3NWrUqCpx3Spq+pvxx/566Q/QVBMZgqJpmmoqsYgb\nFx8fL8MizZjkz3xJ7syb5M98Se7M2+2Wv5udt19bl+uu7bB7IWojMTGRv//97+zcuRNra2uTY1FR\nUXh6ejJ//vx6abuoqIi0tDS6d+/O+vXr6dWrV72001TV9Dfjj/318i+6TOUQdeJ2+o/7rUjyZ74k\nd+ZN8me+JHfmTfJXt65+paIQdSU3N5fU1FTmzp1b5Vh9/759/PHHdO3alaFDh952nRKNRUZMCCGE\nEEIIcQur7xETQohbi4yYEGZL3gdu3iR/5ktyZ94kf+ZLcmfeJH9CCNG0SMeEEEIIIYQQQgghGo1M\n5RBCCCGEEOIWJlM5hBA3QqZyCCGEEEIIIYQQ4rYiHROiTshcTfMm+TNfkjvzJvkzX5I78yb5E0KI\npqVBOyY0TbPUNO1VTdN+0DTt9YZsWwghhBBCCCHErengwYPk5OTc8HlJSUmcOHGi2mMGg8Hkn9fb\nL25eQ4+YeBdoA3RXSs1u4LZFPZL3gZs3yZ/5ktyZN8mf+ZLcmTfJn/nYv38/er2+3h8A169fzz33\n3FOvbXTs2JHY2Nh6baOuvfnmmwwZMuS65crLyyktLW2AiGo2bNgwDh8+XKuyV+fi2WefZcuWLVXK\n5OXl0bt3b7Zs2cJjjz1m3F9cXExkZCTx8fH06dMHpVSt75OoWYMtfqlpWhCQCHgppS5Vc1wWvxRC\nCCGEEKKONdXFL3v27Mm3335bZX9UVBTvv/++cbu8vBwLC4t6j6e+22mo67gZUVFReHh4EB0dXeVY\nRUUFOt21v8++4447WLx4Mf3796+vEK8rODiYZcuW1SqGq3MRGRnJ8OHD+fvf/16l3GeffcbUqVPZ\nt28f/v7+xv27du1i2LBhfP3113To0AGo3X0yF7f64pf3ACXAl5qmxWuaNrwB2xb1TOZqmjfJn/mS\n3Jk3yZ/5ktyZN8lf0xAXF0deXh4//PADACdPniQvL4+lS5ealGuoh/n6bqepdkpA5QOnplX/vFmb\nh22DwdAkO79qUttcPProo/z4448mnRJQ2ZmRmppq7JSA2t0nUbOGvHsK2KiU6gs8ArytaZrt1QWi\noqKYNWsWs2bNYvHixSb/0YiPj5ftJrx95MiRJhWPbEv+ZFu2ZVu2ZVu2Zdt0u6lxcnLCzc0NFxcX\nANzd3XFzc8POzg6AhIQEOnXqhIuLC0OGDOHChQv8/vvvWFlZkZaWZqynffv2fPXVV3Tr1o333nvP\nuH/kyJH885//JC8vjy5dutC8eXNsbGyIjIw0WYsgLi6OO++8Ezc3N5566ilKSkoA2L17N2FhYVhb\nW9O2bdsqD97Jycl07twZGxsbQkJCyMvLA2DUqFE4OTnh5eXFCy+8YCwfFBTEpk2bjJ83btxoPKbT\n6fj5558BeOyxx/D19cXGxoY77riDPXv2GMudPHmSXr16YWtri6enJz169DAe+9///d9q262t6joW\nZs2axfDhV75PfvPNNwkMDMTHx4d//etfJucOGjQInU7H448/XuWaMjIy0Ol0FBYWMnz4cF5//XWT\nOh955BGgcp2IDh06YGNjQ8+ePY15rqioYPz48bi4uODq6mqS5+qMHj2akSNHAhAbG0tYWBj29vb4\n+PhgMBhMcnG11157je7du1NWVmbMr6+vr0l+MzIy6NWrF35+fgQGBpKRkVHlPn344Yf4+/vj4ODA\n2LFjKSwsBCrXs+jQoQNubm7Y2tryyCOPcPHiRbZu3Yperzeef+zYMRwcHDAYDMTGxhIcHIyNjQ0P\nPfTQNa+7LsXHx7N48WLj83lUVFT9NqiUapAfIAg4AFgATsBpwOaq40oIIYQQQghRt5r6/2enp6cr\nTdNUYWGhcd/58+eVu7u7WrhwoTpx4oTq27evmjhxolJKqR49eqj33ntPKaXU2bNnla2trSoqKlLz\n589XI0aMMNbh7++v9u/fb6z/2LFjKj09XfXp00eNHj1aKaVUamqqsrOzU6tXr1bJycmqQ4cOasGC\nBUoppcLDw9ULL7ygMjMz1b59+6rEPXz4cDVq1CiVkZGh9uzZoyoqKpRSSmVmZqqcnBx18OBB5e3t\nrXbv3q2UUiooKEht3LixymellNI0TSUlJRmPrVq1SuXm5qqXXnpJBQcHK6WUKi8vV3fddZeaOHGi\nOnnypNqyZYv6Yzq8UkqpI0eOqKysLLVp0yZlZWWlvvvuu1rnICoqSk2bNq3K/lmzZqnhw4crpZT6\n8ssvlYeHh/r2229VQkKCcnd3V998840x5jVr1qhz586pgoKCKtd0dY5XrVqlunfvbmxj4MCB6r33\n3lP5+fnKw8NDRUdHq/T0dDV58mR11113qfLycrVx40bl5eWljhw5oo4fP67S09OrxBoUFKQ2bNig\n5s2bpzp16qSKi4uVUkrNnDlTPfDAA+rUqVMqOTm5yv3v2bOnWrp0qfr0009VUFCQOnPmjFKq+vyW\nlZWpNm3aqEmTJqmMjAx16NAhVVZWpmbNmqWGDRumlFIqISFBOTk5qY0bN6qUlBTVs2dP9cwzzyil\nlNq1a5dydXVVOTk5KiUlRbVr1069/vrrymAwKBcXF2N87777rurfv79SSikPDw+1ZMkSlZmZqQ4d\nOlTrnP4VNf3N+GN/vfQXNNiICaVUBvARsAfYBbygqllrQgghhBBCCHF727JlCz4+PkyZMoWQkBBe\nfvll4wiDAQMGGBcr3LFjBz169MDW1paHH36YLVu2YDAYSE9Pp7CwkE6dOhnr9Pf3JygoiPHjx7N3\n714A1q5dS69evRg5ciStW7dm8uTJxnZcXFy4cOECHh4edOnSpUqMl4+7uLjQrVs341SIzz77jMjI\nSIYOHUpxcTHJyck3fP2enp54eXkxefJkMjIyyMnJYf/+/WRnZ7No0SICAgIIDAw0Oad9+/b4+/vT\nr18/7r77blJSUkyO9+vXD0dHRxwdHU1GYVyLumoUxSeffMKECRPo3r07Xbt25dFHH2XDhg3G45dH\nwNjb21+zzoceeojvv/+eixcvYjAY+Pbbb+nfvz8bN27E29ubadOmERQUxPz588nJyeHAgQO4uLhQ\nUlJCWVkZLVu2JCgoqNq6165dy7Jly4iLi8PGxsa438XFBV9fX1q3bl3teXv27OH5559nw4YNeHh4\nGM/5c373799Pbm4uCxYsIDAwkI4dO2JhYWFynz744APGjBlD//79adWqFYsWLeKDDz4wHrewsMDb\n25tWrVoxatQo9u7di6WlJQMGDDAuyPndd9/Rp08fkzh8fX3p2LHjNe+tOWvQiTBKqbeUUvcqpe5R\nSn3ckG2L+tWUhwmK65P8mS/JnXmT/JkvyZ15k/w1fVlZWRw7dgxXV1dcXV0ZNGiQcfpF//792bZt\nGwaDgbi4OAYMGABAy5YtCQ0NZePGjWzevJkHHnig2nUT3N3d+e2334ztbN++3djOs88+a2zn/fff\n59y5c+j1ehYuXFilnvnz5+Pl5UVQUBAvvvgi5eXlbN26lX/961+89dZbbNu2jaCgoGrfVlHbBUmb\nN28OwG+//UZ6ejp6vR4rK6sq5crKypg2bRqhoaEEBgZy7NixKu3GxMSQlJREUlKSSYdNbWVlZbFo\n0SLjvXr//fev+3rO6q7R29ub9u3bs3nzZnbt2kXLli3x9vYmMzPTpMPB0tISvV5PVlYW3bp1Izo6\nmocffpjevXvzyy+/VNvWhg0bCAkJwc3NrdbXpZRi27ZtNG/eHF9fX+P+6vKbmZmJn59ftWtUXP5d\ny8rKIjg42Lg/ODiY4uJi41SQq139uzhixAg+++wzALZt28aDDz4IVE5F+fbbbwkMDOSjjz6q9XWZ\nG1mhQwghhBBCCNGk+Pj40LZtWxITE0lMTOTo0aMcP34cgLCwMAICAvjqq6/YunUrw4YNM543ceJE\nVq5cycaNGxkxYkS1dV/dKeDj40Pfvn2N7SQlJbFz506gcoTF+vXr2bFjB3PnzmXHjh0m9bi4uLBy\n5UoOHz7MunXrWLVqFUePHqVbt2706dOHVq1a4erqWm0Mzs7OnDlz5rr34fLDrlIKZ2dncnJyqKio\nqFLuo48+IjY2ljVr1rBjxw5CQ0OrlPHy8iIgIICAgACsra1rbKsmPj4+/OMf/zDeq2PHjrF48WIA\nmjVrVqUj5FrX+Nhjj/HFF1+wfv16Y54CAgJIT083ljEYDGRlZREQEADA2LFjSUtL44477qh2vQNN\n01ixYgXl5eWMGzfumtfy5/NmzpxJ27ZteeSRRygvLweqz6+vry+nT5+mrKysxvr0er3JGihpaWnY\n2toaO5n+3Pbl38UBAwaQn5/P8uXLcXNzo02bNkDl7/vXX3/NBx98wLhx40hNTa31tZkT6ZgQdULe\nB27eJH/mS3Jn3iR/5ktyZ94kf03fwIEDSU9PJy4uDqj61ocxY8YwceJEwsPD8fb2Nu5/4oknOHjw\nIAcOHGDQoEHXbefRRx9l586dJCQkoNPpKC4uNn4bvmvXLrKzs7GxscHR0ZHz58+bnJuQkMDJkydR\nSuHu7s758+cJDQ3l0KFD/PDDD5w9e5aioqJq242IiGDlypWcOHGCrKysWt2Tnj17YmlpyWuvvUZG\nRgZbt241HispKcHKygpnZ2dcXFyqHVVxLUopLl68SHZ2tvHncuyX7/vjjz/Oxx9/zIkTJ7CysuL8\n+fPGaRshISHExcWRlZXF0aNHjde4dOlSMjMzq4yseOKJJ9i0aRNffPEFTzzxBFD5YP7rr78SHR1N\nWloaL7zwAj4+PoSHh3Py5EkOHz7MuXPn8PPzq5KLy+zs7IiNjWXnzp3ExMTU+totLCz48MMPOX/+\nPHPmzAGqz2/Xrl1xdXVl0qRJ/PLLLyQlJRljuXyfxowZw4cffsjGjRtJSUlhypQpjBkz5rpxWFhY\nMHHiRKZNm2ZcQBQqR0/k5OTg6uqKlZUVFy5cqNV1mRvpmBBCCCGEEEI0qj9/W+/q6srWrVtZtWoV\nd9xxBxEREezatct4fMyYMZw/f56xY8eanGdtbc1jjz1G//79TUYF/Ln+y9t33HEHn3/+ObNmzSI0\nNJQ+ffqQmJgIwLx582jZsiVdunShR48eDBkyxKSOVatWERYWRvv27fH09GT8+PE8/PDDDBo0iMjI\nSPR6PQcPHjS+daS8vBxLS0ug8m0Xzs7OdOjQgXbt2tGhQwecnZ2veW/s7OxYu3YtGzZsoF27dnz4\n4Yc4OTkBlW+haNeuHeHh4ej1enJycvDx8anFnb/SxjvvvGMcUREYGMjatWtNXiP6yCOPMG3aNEaN\nGkVwcDCPPfaYcUTE7Nmz2bt3L3feeSdz584F4K233uLXX3+ldevWDBw4kC5duhiv38vLiwceeIAu\nXbrg5+cHgKOjI5s3b2b16tW0adOGI0eOEBcXh6ZpJCUl0b9/fwIDA1mzZo1xpEZ13N3dWbFiBVOn\nTiUvL++ar0K9+v42a9aMmJgYoqOjSUlJqTa/lpaWbNq0iR9//JGwsDAeeOABUlJSTNro2rUrS5cu\n5emnn6ZTp060aNGCBQsWVGnv8uert6OiojAYDMaOidLSUmbMmEFQUBB9+/ZlwoQJdO7cuZZZNS9a\nbeY2NYQ/VpRt7DDETYqPj5dvH8yY5M98Se7Mm+TPfEnuzNvtlr/armdQnZTtmZw+eg6Pli7cNTDo\nusP9G9Nvv/3G6dOnGTRoEHFxcYSFhTVqPIsXL+bYsWPMmzePI0eO0Lt3b44dO0ZISMhN1/njjz/S\nvHlzysrKeOutt/jpp5+MC4EK81VYWIhSinnz5vHLL7+wZs2aRo2npr8Zf+yvlz8ClvVRqRBCCCGE\nEKJpKy0u4+iXaZQWldHqAT1uAY4mx798MYFvl/5IuaECCysLOgwLZVTMA40U7bUZDAZCQkKws7Pj\n3//+d6N3SgDk5uayatUqtm/fzrlz53jxxRf/UqcEwLPPPsvhw4exsrIiIiKCFStW1FG0ojEtW7aM\nWbNm0aNHD1avXt3Y4TQKGTEhhBBCCCHELay6bz8vXSwlutPn/Ha6EJRC0zSe3/UwAZ28AMj/tYiZ\ngR9QVlJuPMfKzpLp+4fjE+YOVM6p3zLnAHveSUJnodH31U5EjL+r4S5MCFEvGmPEhKwxIYQQQggh\nxG3mm6U/cv7kRUoLDJQWllFSYGDN+CtrOBRdKMHCyvRRwcJKR+G5S8btnYuOsGPeD/x+upALWQWs\nn7ybI+urvsbxRpw9exaDwfCX6qiNgwcPXvdVl0KIhiMdE6JOyPvAzZvkz3xJ7syb5M98Se7Mm+QP\nfssuMBkNAZCfe+UNEs1DnLB2sII/fTfq2+7KKw8PfHyM0qIrr000FJVx4OPjNx1TSUkJXl5eDdJh\nMGzYMA4fPvyX6ykuLq5VuTfffLPK4plCiCukY0IIIYQQQojbTOsH9DSzv7LcnKW1BXf08r+y3cyC\n5+OH4NXaFZ2lhluQI899/TB2LlfedGHj2MykTk2nYetiuu9GNOS07rpYxHP8+PG8/vrrtSo7efJk\n1q9f/5fbFOJWJWtMCCGEEEIIcQurab74ln8eYMucA1SUK1o/oOepdQ9h7VD7joX0vTksfeBLSovL\n0HQa1naWTD84As87XG8qzkuXLmFnZ0dGRgYBAQE3VUdtBQcHs2zZMvr373/Tdfztb3+jefPmREdH\n12FkQjQ+WWNCCCGEEEII0SAeejWcNy89w5uXnuHvWwbfUKcEQHBXH6bsHUafGR3p+/I9zEgcecOd\nEomJibRv3x57e3sefPBB4/60tDT69u2Ls7Mz9913HydOnADgp59+ol27dri6uuLm5sbEiRN54okn\ncHZ2xsfHh9jYWGMdJ06c4P7778fGxoaOHTvyww8/VBvD6NGjGTlyJACxsbGEhYVhb2+Pj48PBoOB\nZcuW4eHhgZOTEw8//DC///47UDnCY+HCheh0Onx9fQH473//i4+PDw4ODkRGRpKVlQXArFmzGD58\n+A3dGyFuJ9IxIeqEzNU0b5I/8yW5M2+SP/MluTNvkr8rNE3DwvLmHwn82jVn8L+7MWD2vTQPdrqh\ncw0GA4MHD2bQoEEkJSUxYcIEACoqKhgxYgShoaEcOXKEdu3aMXbsWADy8vLIzs4mOTmZ7du388kn\nn+Di4kJiYiKTJk1iwoQJVFRUUF5ezuDBg+nUqRMpKSk8/vjj9OvXj8LCQmP7Sinmz59PcnIyq1at\nAio7Snx9fUlNTWXXrl1YWVnx0EMP8f3335OQkMDRo0d5++23jXU8++yz5OXl8fPPPwMQHh5OfHw8\nR44cobi4mDfeeOOm760QtxPL6xcRQgghhBBCiLq1b98+CgsLmTNnDpqm4e3tzahRo7h06RI//fQT\n3333Hba2trzxxht4eXkZF5q0sLDA29sbb29v7r//fnx8fAgKCmLcuHG89NJLnDp1ilOnTpGbm0t0\ndDQWFhZMmzaNjz76iI0bNzJixAgA1q5dy65du9i3bx82NjbGuFxcXPD19TWOgggNDTUee+SRR0hO\nTjZu29jY4ObmZtz28/Mzfh49ejSffPJJ/dw8IW4x0jEh6kTPnj0bOwTxF0j+zJfkzrxJ/syX5M68\nSf6ahtOnT+Pr61tlIcrvvvsOg8Fg7BiAypEdp0+frlKHq6sr+fn5xs8ABQUFZGZm4ufnh4WFhbFs\nSEgImZmZQOVoiQ0bNtC2bVuTjoXqvP/++yxZsoQzZ86g0+mIiIgwietqcXFxzJkzh6ysLKytrfHy\n8qrNrRDitidTOYQQQgghhBANLiAggKysLEpLS03233vvvdja2nL48GESExNJTEwkPT2dwMDAKnVc\nvUjf5U4CpRR6vZ7s7GzKyq68zvTEiRPGRTU1TWPFihWUl5czbty4GmNMS0tj3LhxzJkzhz179jBo\n0CDjMWtra5PYL126xIgRIxg7diwJCQmMHTu2Qd80IoQ5k44JUSdkrqZ5k/yZL8mdeZP8mS/JnXmT\n/HR8mWMAACAASURBVDUNnTt3xt/fn4kTJ5Kenm5c4NLR0ZHQ0FCWLFmCwWAAKh/6LS2rDvau6cG/\nS5cu+Pj4MH36dNLS0oiOjubMmTMmb+Gws7MjNjaWnTt3EhMTU209paWl6HQ6XFxccHR0xM7Ozthm\nSEgI8fHxZGRksG/fPsrLyykrKzOWdXR0/Cu3R4jbinRMCCGEEEIIIRqchYUFX331FadOnaJDhw5E\nRETQqVMnHB0diYuLIykpibvuuou7776bDz74wHje1dMnNE2rsg2g0+n46quv+OGHH2jTpg2ffvop\nmzdvxsHBwSQGd3d3VqxYwdSpU8nLy6tSX+vWrXnllVcYPnw4vr6+rF69mpYtWwIwduxY3N3dCQsL\n48knnwRg2bJlTJ8+HV9fX+bMmcOdd95ZbZxCCFNaUxlepGmaaiqxCCGEEEIIcau4erqDEEJcT01/\nM/7YXy89bDJiQgghhBBCCCGEEI1GOib+P3t3Hld1lT9+/HUvXLhsF7gIirITipriboqpZZOlltlI\nZZNL5TJTWuaS1sxkOdOilmna1DRNrn21pJhMTU0F+6k17iiKgLIqEOASAsp6fn8wXrmyFyoffT8f\nDx4PPvdzPue8P+fdg7zv+znniiYhazW1TfKnXZI7bZP8aZfkTtskf0II0bxIYUIIIYQQQgghhBA3\njewxIYQQQgghxC1M9pgQQjSG7DEhhBBCCCGEEEKI24oUJkSTkLWa2ib50y7JnbZJ/rRLcqdtkj8h\nhGhepDAhhBBCCCGEEEKIm0b2mBBCCCGEEOIWJntMNC/Z2dmcPn2aHj163OxQhKiR7DEhhBBCCCGE\nEI106dIlq+O9e/fi6+tLaWmp1e/Nwccff8y8efN+1bWNvZfLly83qN1XX31F9+7daz1fXFyMr68v\n+/fvb1B/QjSWFCZEk5C1mtom+dMuyZ22Sf60S3KnbZK/5qNVq1bo9XqcnJxo3749f//736moqGhU\nHxkZGbi4uFBUVGR5rVevXqSmpmIwGKx+b4iAgAD0en21n7lz5zYqrtrodL/+A+fG3Mv999/Pv//9\n7wb1+/vf/569e/fWet7e3p7U1FR5ykNcN7Y3OwAhhBBCCCFE81OYnc+2cavJi83Era0n9y37A65B\nLZp0jJycHHbu3Em7du04ceIEf/rTnygvL2fOnDkN7qO8vJyKiopqj57b2NjU+Ht9YmNjKS8vZ9eu\nXTzzzDMkJiYC4ODg0OA+6vJbl9U09F4a+4RIff02Zg6FaCx5YkI0iYEDB97sEMRvIPnTLsmdtkn+\ntEtyp22Sv0rp359gbff5rAr9O/ve2oqq8qRCRVk5X/dfTMb2RIqy88nalUxk+CJKC4ut+igtKuF0\nTBKZu05RXlr+q+Lw8PDAy8uL/v37M2HCBMsTLU899RQmk4mWLVvy8ssvW9rPmTMHf39/jEYjjzzy\niOUJBBcXF/R6PZ988gkxMTF4enoCWP0OMGDAAJydnfHx8WHRokXV4nF1dcVsNmMymdDpdJjNZsxm\nM8nJyRiNRoqLK+egoqICs9lMXFwce/fuxcfHB0dHR3r27MnRo0cBSExMpE+fPpb+9uzZY/XExNat\nW/H29iYjI6NBsVW9l3PnznHvvffi6emJk5MTX375pVVbpRRTpkxBr9fTt29fAJKTkxk8eDCurq70\n69ePU6dOAbB8+XJ69uwJVO6Bce+99+Lo6IiPj4/lXvR6PcePHwfgiSeeoHXr1hiNRtq2bcvu3bst\n46alpXHvvffi4OCAl5cXAwYMACA1NRW9Xm95sqXqveTm5tKjRw9atGiByWTiD3/4A88//zwtWrTA\nbDbzj3/8w9L/K6+8YsnJ008/bSnAREVFERgYiNFo5IEHHqg2d6J5k8KEEEIIIYQQt5nsvWlsfORf\n5B48zYWEHPa/uZW9f9tiOf9L8lkKM39BlVUWK1SFoqyohNzDZyxtCrN+YXX7N9k4/F+sH/IxX/RY\nQElBcbWx6nPlCYL09HTWrVtHaGgoADNnzuT48eMsX76cRYsWWd787ty5k6eeeoqUlBQWLVpkuT4t\nLY28vDzGjh1b53gLFy4kISGBv/3tb8yYMcNSFKhPx44d8fb2tsRx6NAhnJ2dufPOOwkJCeG7774j\nPj6eNm3a8NJLLwGQmZnJiRMnOHDgAIcPHyYsLMwSb0JCAmPHjmXdunX4+vo2Orb8/HxiYmLYtm0b\nJ06c4L777rM6r9PpmDdvHnl5eWzZsgWlFI899hjBwcEcPnyYzp07M378+BrnR6/XExcXx/r16wkM\nDKzW5r///S9vvfUWaWlpjBw5ktGjRwOVxZphw4bRsWNHEhISWLVqFf/v//2/eue2sLCQgwcP8uOP\nP7Jv3z5+/PFHsrKy+Omnn1iyZAlTp07l3LlzAIwZM4bDhw+zceNG1q9fbynITJo0iZdeeomkpCTe\neuutescUzYsUJkSTkLWa2ib50y7JnbZJ/rRLcqdtkj9I/L/9lBVdfdS/rKiE4//+0XJscDRQUW69\n10NFeQUGx6t7G+ycEklh5i+U5F+m9GIxFxJy2Dd3c6Nj6du3L05OToSGhhIcHMx7770HQFhYGD4+\nPjz44IN07dqV+Ph4oPINd5s2bfD29iYgIMDSj4eHB2azGXt7+zrH6969O23atOHpp5/Gw8ODhISE\nBsc6ZMgQNm+uvMfvv/+eoUOHAuDu7k6nTp3w9/dn4sSJllgBbG1tCQwMJCgoCCcnJ3Q6Hbm5uQwb\nNox58+bRr1+/3xRbSEgIvr6+mM3mauecnJwwm824uLhw4sQJ4uLieO+99wgMDOSNN95g586dVntz\nALi5uZGfn4+joyPdunXD2dm5xnG9vLxo2bIlL730EqmpqWRlZbF3715Onz7NwoUL8fPzw9/fv/5J\nraJNmza0a9eOhx56CHd3d+644w7+8Ic/4OjoyLFjxwBo3749fn5+9OnTh/vuu88y125ubpw/f57W\nrVvTrVu3Ro0rbj4pTAghhBBCCHGbsXUwgN56E0Ybu6vbzzn7uBP8aBi2jnaV7R0NtOoTQIuwNpY2\n5xNyLE9UAJQXl3HueFajY/nqq69IS0ujqKiIlStX4ujoSFlZGTNmzCA4OBh/f38SEhIoKSlpdN/X\nunjxIs888wz+/v4EBweTn5/fqH6HDh3Khg0bAFi/fr2lMLFnzx769++Pt7c3U6ZMqXN/B6UUR48e\nJTs7mzvvvLPJYqtPRkYGpaWltG7dGnd3d9q2bYtOpyMzM9Oq3fTp0xkwYADt27dn4sSJFBYW1tlv\nixaV+45cuHCBlJQUfH19a9yc88oSlobsseHm5sbFixetjgsKCgB45513CA0NpU2bNkRHR1vmKCoq\nih9++AF/f39WrVpV7xiieZHChGgSslZT2yR/2iW50zbJn3ZJ7rRN8gd3TgrHztneUpywdTTQ+29D\nrdrcv2o0A5b8njv/FE74/OE8vOlP6PRX3z606u2P3v5qMcPW0YB33+qP/dendevWlje3V6xatYqo\nqCjWrFnDtm3bCA4OrvV6O7vK4klDNnt89913OXbsGOvXr2fTpk24u7s3Ktb77ruPnJwcvv/+exIS\nEhg8eDAAo0aN4p577mHXrl38+c9/rvPNt06n49577+Xtt99m2LBhnDlzpkliu5adnZ1VYaNVq1Y4\nODhw6NAhYmNjiY2NJSUlxeqpE6j8Bo4FCxaQmJjI0aNHefvtt+scp2rBwdXVlaysrBq/WcXV1RWo\n3PC0PjqdzmoOrxxHR0czb948Pv74Y3744Qd69+5tadOxY0e2b9/OihUrmDBhAklJSfWOI5oPKUwI\nIYQQQghxmzEFePDEwZl0+lM/Qsf0ZGjUeNqN6m7VRqfX0+GZPtzzj8fp/Hx/bAzW38pw9/uP4tXV\nBxujARt7W3wHtaPrTOt9Dn6tkpISDAYDrq6uuLm5WX0Cr5SyetPq6emJs7MzX3zxBSkpKSQnJ9fZ\nr9FoxGQy4e7u3uhvmrCzs2PUqFGMHTuWiIgIS1wlJSWYTCacnZ0tb8BrcyX2yZMn8/DDD1v2Z/it\nsV0rKCiIzZs3k56ezsGDB+ncuTPBwcEsXrzYUsS5fPkytrbWX9R44MABTp48SXFxMZ6enpa9HRpi\n4MCB2Nra8te//pXU1FS2bLm6b4mbmxsdOnTgvffe48yZM/z888+NvqeSkhJsbW1xdXXF1dUVo9Fo\nObd161aysrJwd3fHYDBw/vz5Rvcvbh4pTIgmIWs1tU3yp12SO22T/GmX5E7bJH+VXIM9Gbg0gt+t\nGI3f/e0bfb2di5GRe15idOJfGJsyh2HrJ1YrXtSn6jdUVDV69Gg6d+5Mz5498fX1JSsrC29vb8s1\nVa8zGAy8//77zJkzh27duvHtt99atSkvL7e8+Z46dSr29vbceeed+Pv7Y29vX+PeDHXFN2HCBH7+\n+WerjSM/+ugjPv74Y3x9fXn22Wfp1KlTrX1UjW3hwoWcOnWKf//73w2OrWp/tc0fwIwZMzh79izt\n27fnhRdeACqXnxw7dow777yTrl27smLFimoxffvtt3Tv3p22bduSn59v9Y0o9c2To6Mj69atY8OG\nDXTu3JmVK1diMpks7VasWMHu3bu54447mDJlCnfddVet91XTvf3ud79j5MiRDBo0iNatW7Nnzx78\n/f0pLS1l1qxZBAQEMHjwYCZNmkSvXr3qjVs0H7rf+j26TUWn06nmEotovJiYGHksUsMkf9oludM2\nyZ92Se607XbL37WPxd9Ofv75Z9566y0OHTrEDz/8cLPDuS0cOXKEFi1aUFZWxgcffEBcXJxlw1Ch\nDbX9zfjf67VXw37LmM3lj5QUJoQQQgghhGh6t3NhwsfHBycnJ5YvX06fPn1udji3hbvvvptDhw5h\nMBgIDw9n6dKl1faxEM2bFCaaSSxCCCGEEELcKm7nwoQQovFuRmFC9pgQTULWamqb5E+7JHfaJvnT\nLsmdtkn+hBCieZHChBBCCCGEEEIIIW4aWcohhBBCCCHELUyWcgghGkOWcgghhBBCCCGEEOK2IoUJ\n0SRkraa2Sf60S3KnbZI/7ZLcaZvkT9xqioqKuHDhQo3nkpOTSU9Pr/b6+fPn2b17d5PGUVxczE8/\n/VTjufz8fAoKCpp0vIaOfbMVFhaSn59/s8No1qQwIYQQQgghhGhWunXrRlRUVL3tioqKbkA0zd/Q\noUP5/PPPazz3zDPP8O233wLw/vvvM2LECAC++eYbpk6d2qRx/Pjjjzz00ENAZaHA19eX/fv3AxAW\nFsbOnTubdLzaxr5eRowYweLFixt93X333cd//vOf39THrU4KE6JJDBw48GaHIH4DyZ92Se60TfKn\nXZI7bZP8NR96vZ7jx49Xe33fvn2WN9C12b17N4GBgdcrtAbZu3cvrq6u6PV63N3dueuuu/jqq69u\nSiw6Xc1L/3U6neXcSy+9dMPis7e3JzU1lR49etQbo1Z89dVXvPjii5ZjHx8f9Ho9er2eDz744Ff1\nISrZ3uwAhBBCCCGEEM2PUoqcDXspOJqKY0hrWo3sd8PeWNrY2NTbprS0lIqKihsQTe2KioqwtbUl\nJyeHS5cusWPHDp5++ml8fX3p1avXDY2loRuc6vU37rPpa/Oo9U1Yr527uLg4y3+DTk5Ov6oPUUlm\nRTQJWaupbZI/7ZLcaZvkT7skd9om+atUVnCJ0yu2kfbRRoqSs6qdj5/2CbGj5pH42iqOPv0+sU/O\nu2FvLAMCAti4cSMAubm5PPbYY7i7u9OlSxf27dtnaXf27FnLJ9Zbtmxh+fLl9OzZ03L+9ddfJyIi\ngvz8fAwGA8nJyZZzYWFhbNiwAYAFCxbg5eWFm5sbs2bNoqysDID4+Hh69eqF0WgkKCiIvLy8arHq\n9XpatGiBr68vY8eOJTw8nF27dtUZe2FhISNGjMDZ2RkvLy+2bNkCwPTp0/Hx8cFoNHLHHXcQGRlp\nGWfgwIF8+OGHVnO0adMmoPIN/yeffIKnpyeenp68//77Nc7rlfm41pEjR/Dy8uLQoUMArFy5Eh8f\nH5ydnRk/fjyFhYUAZGdnc++99+Lo6IiPjw9Hjx6tcZyqc1P1iZg5c+bg7u6Oj48Pa9eutbxe2zyd\nO3eOe++9F09PT5ycnPjyyy85ffo0gYGBODg40KFDB6Kjo+sdOzU1Fb1eX23pT2338+qrr2I2mzGb\nzTz99NOUlpYC1jkYOHAgn3/+uaVdu3btLP/Nnjt3juHDh+Po6Midd95JSkqKZcyqfURFRREYGIjR\naOSBBx6ocy5vdVKYEEIIIYQQ4jZT+kshuzo/x/Hn/8GJ6f9iV+fnOf9jvOV8cfY5Mj7aRHnhZSiv\noLzwMjnr/0tBXKqljaqoIOHV5WzzfILtrZ4k9YNvmiy+qssPJk2aRGlpKfv37yciIoJRo0ZZCiRm\ns5m8vDzy8vIYNGhQrf2YTCbCw8MtRam8vDySkpIYNGgQa9euZfHixURFRbFz5042bdrEwoULgco3\n0qGhoSQkJLB69Wo8PDzqjPu///0vBw4coF27dnXGvmLFCk6ePMmBAweIjo6mS5cuABw8eJAJEyaQ\nlpbGm2++ybhx4/jvf/9bbU6uHFfVoUMH9uzZw6pVq5g7dy7ff/99rXNbVU5ODo888ghLliyha9eu\n/Pjjj0yZMoVPPvmEAwcOcOrUKWbOnAnAwoUL0ev1xMXFsX79+kYvpbn77rs5ePAgCxYs4OmnnyYx\nMbHWeYLKDTNjYmLYtm0bJ06c4L777sPT05PIyEiSkpIYOHAgEyZMaFQMVdV2P1OmTOHYsWPs2rWL\n/fv388UXX1jm7sr81ZSPK8fPP/88ZWVlHD58mA8//BBbW9sa202aNImXXnqJpKQk3nrrrV99H7cC\nKUyIJiFrNbVN8qddkjttk/xpl+RO2yR/kLZkPZfPnKO88DIVl0ooL7zMsT8ttZwvvVCIzmD9GL7O\nYEPp+avfqpA8L5LUxd9QmpdPyc8XSHxlOZlrm3Zzw6KiIr755hveffddgoODeeWVV8jNzSU+vrKI\notPpLJ9YV33zd4VSylLEGDp0KJs3bwZg27ZtDBgwAAcHB5YvX860adMIDw8nLCyMuXPnsmzZMgDc\n3Nw4f/48bm5u9O3bt8alLOfOncPd3R17e3sGDBjA5MmTGTp0aJ2xu7m5UVhYiI2NDR07dqRly5aW\n/jw9PWnZsiWPP/44Y8eOZfny5fXOk06n4+677yYkJIQHHniAsWPHWt5M1zQnV1y6dInhw4fz9NNP\n8/jjjwOwYsUKxo4dy5AhQ2jXrh0LFy5kxYoVlvnIz8/H0dGRbt264ezsXG9sVf3ud78jMDCQUaNG\nMXjwYL788st6cwwQEhKCr68vZrMZe3t7unfvjo+PD5MnTyY5OdnyRENj1XY/27ZtY/Dgwdx///38\n/PPPnDhxosF9lpeX8/XXX/P222/Ttm1bBgwYgK+vb63jnz9/ntatW9OtW7dfdQ+3CilMCCGEEEII\ncZspzjqHKrF+M1eS+4vld8egVti6OoG+yhtxvR6XsCDLYdYXO6koKrYclxcVk9XEhYnTp0+jlKJH\njx64u7vj4eFBYWEhWVnVl55A5Rv02pabDBkyhK1bt1JaWsr69esZOnQoABkZGVaf/AcGBlq+XnP+\n/Pm0bNmSgIAAZs+eTXl5ebV+3dzciI2NZceOHej1egYPHlxv7KNGjWLChAn06dOHkSNHkpOTU2PM\nISEhlljqurdrBQQE1DpHVWVkZHDo0CG6d+9u9dq183Hp0iXy8vKYPn06AwYMoH379kycONGyxOPX\nCAwMJCsrizNnztQ4T5mZmTVeFx8fz4MPPkjr1q155JFH0Ol0tRYm6puvmu4nPj6eiRMn8te//pXo\n6Gi6d+9OSUlJtWtry0deXh6lpaW1FiOqioqK4ocffsDf359Vq1bV2/5WJoUJ0SRkraa2Sf60S3Kn\nbZI/7ZLcaZvkD1o80AO9o73lWG800OL+q5/Y6u0M9N45H1NYEHoHO5xCfegd/Q4G16sb/Nm6XbPZ\nn16HwezSpHG2atUKgB07dhAbG0tsbCzJycmEh4djZ2dX7Q2pq6srubm5luOqTzh07NgRPz8/vv32\nW7Zs2cLIkSMB8PX1tdp7Ijk5GX9/f6Cy6PDpp59y6NAhIiMjLU9SVKXX6/Hz8yM8PJypU6fywgsv\n1Bu7TqfjlVdeISUlhbKyMqZNm2bpr+qb3bS0NFq3bm25t9oKGNdKSkrCz8+v3nZt27bliy++4Mkn\nn+TIkSO1zoeDgwMtWrTA3t6eBQsWkJiYyNGjR3n77bcbFE9NEhMT8fPzq3OeavLHP/4RX19fYmJi\nWLJkSa3Fh4bMV033c+zYMYKCgoiIiCAkJMQSX0P79/T0xGg0kpSUVOfYUPnf5Pbt21mxYgUTJkxo\n0DW3KilMCCGEEEIIcZtp+VBv2s4djY2jPTpbG1o80IOOHz5n1cYp2Jvwg0sYXPQf+sd/gqnK0xIA\nofOfxcbJCHodOlsbbF0cueMvTzQ6luzsbE6fPm35qcpkMjF06FDmz5/PpUuX0Ov15OfnYzQaCQgI\noKCggO+++46kpCQyMzPp3bs32dnZrFy5kpycHM6dO2fV39ixY5k8eTI9e/a0vOEcN24c77//Prt2\n7eLw4cPMmTOHcePGAbBnzx7S0tJQSuHh4VGtv2u9+uqrpKWlERkZWWfs8fHxHD9+nIsXL+Lt7W3p\nVynFrl27OHXqFN9//z0rVqywbFYZHh7OmjVriIuLIzs7u1pRJjs7m8zMTL788ktWrFhhuQeTyURc\nXFyNT3sADB8+nNmzZ/P4449z+fJlxo4dy8qVK9m4cSMnTpxg2rRpjB07FoADBw5w8uRJiouL8fLy\nqjYfJpOJ/Px8UlNTaxzr9OnTnDlzho8++oidO3cyatQoXFxcap2nmpSUlODs7IzJZMJsNtc6dnh4\nOEuXLiU9Pb3Wp0dqup/g4GCSk5OJjo4mLy+P/Pz8Gq+tLR96vZ4xY8bw4osvcuTIETIyMqyeLKla\nSNm6dStZWVm4u7tjMBg4f/58jWPdFq6su7rZP5WhCCGEEEIIIZpSff/Orqio+NV9X4xPV4lvrFZJ\nb65VRek5jb5ep9NZ/ej1eqWUUgEBAWrjxo1KKaXy8vJURESEcnJyUiaTSY0ZM8Zy/RtvvKE8PDyU\np6enioyMVEoptWzZMuXv76/s7e2Vr6+vmjt3rqV9bm6usre3V+vWrbOKY/78+crT01O5urqqWbNm\nqbKyMqWUUuPHj1dOTk7KxcVFDRs2TJ0/f97quujoaOXp6Wn12rx581Tv3r3rjP2TTz5RHh4eymg0\nqu7du6sDBw4opZQaOHCg6ty5s2rRooUym81qwYIFln6LiorUk08+qdzc3JSLi4vq2LGj5brp06er\nVq1aKaPRqDp27Ki+/PJLy3WbN29WPj4+aseOHer1119XERERSimlli9frnr27KmUqvxvoGfPnuov\nf/mLUkqplStXKh8fH+Xk5KSeffZZVVhYqJRS6vXXX1cmk0k5ODioAQMGqJSUFKt7Ly8vV8OHD1f3\n33+/Jb/Hjh1TSin1xBNPqBYtWigHBwfVvXt3FR0dbbmutnlKSUlRer3eMr5SSu3atUt17txZ2dnZ\nKRcXF9WpUydVXFxcbexTp06p8PBwZTQaldFoVCaTSRUXF1vFW9v9vPbaa8psNiuDwaBsbGzUm2++\nqZRSql+/fuqf//xnvfkoLCxUzz33nGrZsqVydHRUoaGhlvsdOHCg+vDDD1VJSYnq0qWLsrOzUy1a\ntFDTp09XzUVtfzP+9/p1qQfoVDP5LlmdTqeaSyxCCCGEEELcKhqzN4G4ue655x4iIiJ47rnn6m8s\nGqxv374sXrzY6qtkGyIqKoply5axevVq0tLS6N+/P1999RX33nvvdYq0eajtb8b/Xq++A2wTkKUc\noknIWk1tk/xpl+RO2yR/2iW50zbJnxC3j9LSUn755RfLcpTGOHPmDNu3b+ef//wnffv25dFHH73l\nixI3S/Xv1BFCCCGEEEIIccNFR0ff7BBuOQaDgWPHjv2qaydPnszkyZMBmDlzZlOGJa4hSzmEEEII\nIYS4hclSDiFEY8hSDiGEEEIIIYQQQtxWpDAhmoSs1dQ2yZ92Se60TfKnXZI7bZP8CSFE8yKFCSGE\nEEIIIYQQQtw0sseEEEIIIYQQtzDZY+L6KSgoIDExkW7dul2X/i9cuICdnR2Ojo7XpX8hanLL7zGh\n0+lidDrdjzqd7v/pdLqXb+TYQgghhBBCCG3o1q0bUVFR9bYrKiq6AdHULjIykkmTJgFw+vRpWrZs\nSWZmZpP13759e/bv3w80fE5ulNLSUsrLyy3HVe//esyFuLXd6KUcdkB/pdTdSqn5N3hscR3JWk1t\nk/xpl+RO2yR/2iW50zbJX/Oh1+s5fvx4tdf37dvHiBEj6rx29+7dBAYGXq/QGs3Hx4fMzExat259\nXfpvyJzcSE5OTiQkJFiOq97/9Z4Lceu50YUJN+BunU7X4gaPK4QQQgghhGikiqJLlCSmUFFQeEPH\ntbGxqbdNaWkpFRUVNyCahmtI3M2x71+jrKys2uP+VWNsbvGK5u1GFyYWAQ8B+3Q63cM3eGxxHQ0c\nOPBmhyB+A8mfdknutE3yp12SO22T/F1VcbGAstxzNa4nL9q2m+SWfUjvPoJkrz5c/HLTDYsrICCA\njRs3ApCbm8tjjz2Gu7s7Xbp0Yd++fZZ2Z8+eRa/Xo9fr2bJlC8uXL6dnz56W86+//joRERHk5+dj\nMBhITk62nAsLC2PDhg0ALFiwAC8vL9zc3Jg1axZlZWUAxMfH06tXL4xGI0FBQeTl5dUac2pqKnq9\n3rK85KmnnsJkMtGyZUtefvnqKvaq9wbWT42kpaXRv39/HB0d6dWrFxcvXmzUnBQWFjJixAicnZ3x\n8vJi8+bN1eLs168fXl5eGI1GwsPDOXLkiOXcK6+8gtlsxmw28/TTT1NaWgrAxx9/TEhICI6O5Yi+\njgAAIABJREFUjnTt2tXSvlOnTuj1el599VWr+2/oXAhxhe2NHEwp9QmATqf7D/B3YH3V8+PGjSMg\nIAAANzc3unTpYvkfx5VH7uRYjuVYjuVYjuVYjuVYjuW44cc1UUqR++Lf+eXjNaDXY39nCG22LsPG\n7AZARUEhmSOeRxVc3cPh56dn43B3D2y9vSyvXT4QR/7K/6Az2OI68XHs2jbN0gqdTodOV7nH3qRJ\nk1BKsX//ftauXcuoUaNISkoCwGw2k5iYCIDJZGL16tU19mMymQgPDycmJsZSYEhKSmLQoEGsXbuW\nxYsXExUVhbOzM0899RQeHh68/PLLzJkzh9DQUNatW8eZM2fw8PBo8D3MnDmTd955h6NHjzJ8+HCG\nDx9OeHi41b1d64knnqBDhw4sX76c+Ph4Hn/88UbNyYoVKzh58iQHDhygrKyMFi2qP6i+Z88etmzZ\nQvv27fnnP//J4MGDSUxMxMXFhTFjxvCnP/2JM2fOMGzYMAYNGsRTTz3FTz/9RHh4OG+//TaFhVef\nntm1axehoaE4OjqSnZ3d4Ll4+OGH6devX4PnUtx4MTExHD58mAsXLgCVhbfrSil1Q34Amyq/Pwxs\nuOa8EtoVHR19s0MQv4HkT7skd9om+dMuyZ223W75q+nf2b+s/kYlOXZWiYRU/hg6qDOP/Mly/vKx\nJJXk0uXqeULUSdduqjD6J0ubop17VZJjp8rzurYqyTlMXT6W1KjYdDqdOnbsWLXXAwIC1MaNG1Vh\nYaHS6/Xq5MmTSimlysvLlclkUseOHVPR0dGqRYsWVtctW7ZM9ejRw3I8Z84cNXLkSKWUUvPnz1cR\nERFKKaXWrFmjHnjgAaWUUoMHD1bvvfee5Zqvv/5ahYaGKqWUmjBhgho2bJi6cOFCjfFXHS8lJUXp\ndDpVWFhYrV2vXr3Uv/71L6t7u3YO0tPTlV6vtxqrVatWaufOnQ2ek88//1wFBgaqpKTa83DtnHfs\n2FGtXbu2WrvHHntM/fnPf1ZKKTVu3Dg1c+bMOvupev8NnQvRPNX23vx/r1+XeoH++pY9rITrdLqD\nOp3uR+BFYNoNHFsIIYQQQgjxP5d2HUAVXbr6Qmkpl/8bazm0be0FpWVW16iSEgwBbSzHea++hyq6\n/L+TClV4ifPz/tWkcZ4+fRqlFD169MDd3R0PDw8KCwvJysqqsX1dX406ZMgQtm7dSmlpKevXr2fo\n0KEAZGRkWG2iGRgYSHp6OgDz58+nZcuWBAQEMHv2bKtvoahLWVkZM2bMIDg4GH9/fxISEigpKakz\nxszMTJycnHB1da2z77rmZNSoUUyYMIE+ffowcuRIcnJy6o01JCSEjIwMAN555x1CQ0Np06YN0dHR\nlpiBX/2Vs3XNhRBX3LDChFLqB6VUN6VUH6XUIKVU4o0aW1x/Vx4ZFNok+dMuyZ22Sf60S3KnbZI/\nsAsJQGe0v/qCTofB7+o3KNi4mfD619/RORjRu7qgc7DH481pGAJ8LG0qCi9hRSkqLhY0aZytWrUC\nYMeOHcTGxhIbG0tycjLh4eHY2dlZ9kC4wtXVldzc3Cq3dXXJRMeOHfHz8+Pbb79ly5YtjBw5EgBf\nX1+rvSeSk5Px9/cHKpeXf/rppxw6dIjIyEiWLVvWoLhXrVpFVFQUa9asYdu2bQQHB1vFWFPBwM/P\nj4KCgnqLCXXNiU6n45VXXiElJYWysjKmTav/s+DU1FS8vb2Jjo5m3rx5fPzxx/zwww/07t27zusM\nBkO1+a9JXXMhxBU38okJIYQQQgghRDPg+tyT2HVqi87ZEZ3JGb2bCy2XvW3VxvTUcPwTtuAd+QH+\ncRtxf+lp6z6e+T06JwfLsc7RiGnco42OJTs7m9OnT1t+rGIwmRg6dCjz58/n0qVL6PV68vPzMRqN\nBAQEUFBQwHfffUdSUhKZmZn07t2b7OxsVq5cSU5ODufOnbPqb+zYsUyePJmePXta3uCPGzeO999/\nn127dnH48GHmzJnDuHHjgMr9GNLS0lBK4eHhUa0/k8nEmTNnOHv2rNXrJSUlGAwGXF1dcXNzw2Aw\nWM6Fh4fz6aefcurUKcuTCgDe3t4MHjyY8ePHk5iYSGpqao1v/Ouak/j4eI4fP87Fixfx9vauFu8V\nmzZtIjU1laVLl3Lq1CmGDBlCcXExtra2uLq64urqitFotLSv6WmJoKAgvvrqK9LS0jhx4kSN49Q3\nF0JYXK81Io39QfaY0LTbba3mrUbyp12SO22T/GmX5E7bbrf81fbv7IrSUlW4fY+6+O0OVZZ3rtH9\nVlRUqHPz/6WSAwaqlDsGqV9WRDW6D51OZ/Wj1+uVUtb7MOTl5amIiAjl5OSkTCaTGjNmjOX6N954\nQ3l4eChPT08VGRmplKrc98Hf31/Z29srX19fNXfuXEv73NxcZW9vr9atW2cVx/z585Wnp6dydXVV\ns2bNUmVlZUoppcaPH6+cnJyUi4uLGjZsmDp//rzVdRcvXlT9+vVTzz77rEpNTVV6vV4VFhaqwsJC\nFRERoVxcXJS9vb3y8/NTX3/9tSWGBx98UDk7Oys3NzfVtWtXdfr0acu9jho1Snl4eChnZ2fVuXNn\ndfz48QbPySeffKI8PDyU0WhU3bt3VwcOHKhxznv37q2cnZ1VcHCw+v7775VSlXtV/PGPf1Tu7u7K\nYDCo1q1bq6VLlyqlat5jYsOGDcrf31+5uLioGTNmWN3/yZMnlU6nU8XFxXXOhWieavubwXXcY0Kn\nfuVaoaam0+lUc4lFNF5MTIw8Fqlhkj/tktxpm+RPuyR32na75a+ufRfE7Uev1xMXF0eHDh2uS/9n\nz57ls88+Y8mSJZa9OoS21PY343+v1/yVMr91zObyR0oKE0IIIYQQQjQ9KUyIqmxsbDh69Oh1K0yE\nh4eTkZHBkiVLGD58+HUZQ1xfUphoJrEIIYQQQghxq5DChBCiMW5GYUI2vxRNIiYm5maHIH4DyZ92\nSe60TfKnXZI7bZP8CSFE8yKFCSGEEEIIIYQQQtw0spRDCCGEEEKIW5gs5RBCNIYs5RBCCCGEEEII\nIcRtRQoToknIWk1tk/xpl+RO2yR/2iW50zbJnxBCNC9SmBBCCCGEEEJoyoEDBygoKLjZYYhaHD9+\nnNzc3JsdhtAQKUyIJjFw4MCbHYL4DSR/2iW50zbJn3ZJ7rRN8qd9PXv2JD09HYARI0awePFiAJRS\nXL582aptt27diIqKalC/xcXF+Pr6sn///qYNuAZFRUVWx++//z4jRoyo9rsWDRkyhH379gEwdepU\npk6depMjEs2dbH4phBBCCCHELaw5b37ZqlUrcnJycHBwwM/Pjz/84Q+8+uqr6PV1f36q1+uJi4uj\nQ4cOVFRUWNrff//9DB8+nOeff97Stry8HBsbmwbH1Nj2v8b//d//sWjRIvbu3Wv1etV7qfp7fb7+\n+mtGjx7NpUuX8PDwoFOnTrz22ms3rQgXGBjIhx9+yJAhQ1BKodNdl/0SxXUim18KzZK1mtom+dMu\nyZ22Sf60S3KnbZK/hlG5uahHR6ACA1APDEZlZDT5GDk5OezcuZOUlBT++c9/smbNGv72t781qo+q\nb95LS0urnW9skeF6FyUASkpKanzjV/VeGlqUAMjPzyckJITc3Fz27t3Lww8/zEMPPUTGdchZY0lR\nQjSEFCaEEEIIIYS4DakffkD1C0d16YJa9L7VG2VVXg73DISNGyEtDbZvh759UNcsP1DFxaiffkLt\n348qK/tVcXh4eODl5UX//v2ZMGGCpXB06tQp+vfvj9FopFu3bhw8eLDG6wcOHMiHH35YGY9STJky\nBb1eT9++fQEICAhg06ZNAEyfPh0/Pz+MRiO+vr5WSzzOnDnDww8/jJubGz169ODIkSPVxtqxYwft\n27fHxcUFd3d3pkyZwqVLl4DKYkNoaCiOjo4EBQXxxRdfWK4bMmQIrVq1wsHBgXfffRedTseBAwfQ\n6/XY2NiQkJDA66+/TkREBIDV7xkZGQQGBuLg4ECHDh2Ijo6ucR4MBgMeHh4EBgYydepUfHx8LEtS\n9Ho9x48fByA1NRW9Xk9RUREVFRVMnDgRNzc33N3d+eyzz6rN6ZU53LhxY7Uxn3rqKUwmEy1btuTl\nl1+uMa5x48Yxc+ZMAPbu3YuPjw+Ojo707NmTo0ePAnDs2DG6dOmC2WzGwcGB3//+91y8eBGA+Ph4\nevXqhdFoJCgoiLy8vDrH/uijj/D29sbR0ZEJEybUGJNofqQwIZqErNXUNsmfdknutE3yp12SO22T\n/IE6eBCGPAh79sCRWPjLX2DevKsNkpMrCxJXnkAoL4eLF+HQoat95ORAxw4w+H64954aCxcNiuV/\nBZH09HTWrVtHaGgoFRUVPPzww/To0YMTJ07w5JNP8uCDD1JYWFjtep1OZ/lUXqfTMW/ePPLy8tiy\nZYvltSsOHjzI+PHjycjIYPbs2YwdO9ayiebo0aNxdnbm4MGDDB48mNGjR1cbKz09HRsbG5KSkoiJ\niWHv3r1Mnz4dADs7O1asWEFSUhLPPPMMEyZMoLi4GIDNmzfz6aefcvLkSZ566imUUoSFhZGXl0du\nbi4hISFW91GVl5cXkZGRJCUlMXDgwHrfbFdUVLB582ZSUlIICQmps+3mzZtZv349O3fuZO/evQwa\nNKjanNZ0fMXMmTM5fvw4y5cvZ9GiRezevbtam6rXhoSE8N133xEfH0+bNm146aWXAMjNzSU9PZ3j\nx49z+PBhTp48ybvvvgvAnDlzCA0NJSEhgdWrV+Ph4VHr2BcvXmTy5MksXbqUEydO8OKLL9Z5/6L5\nkMKEEEIIIYQQt5vVq6FqEaGoCD7+6Oqx0VhZjKiqvLzy9StemAIZGZUFi4ICiIuDv/+90aH07dsX\nJycnQkNDCQ4O5r333mPv3r1kZ2ezYMECAgICmDFjBq1atarxU/trOTk5YTabcXFxqfF8ixYt8PT0\n5LnnngPg6NGjZGVlERMTwwcffEBQUBCvv/46CQkJNS6FcHBwoFWrVoSFhbF06VKWL19uOde7d2/a\ntGnDtGnTKCgosLo+KCiINm3a0KpVKwBsbW0xm82YzWb0ej1KqRqXd9jb29O9e3d8fHyYPHkyycnJ\nNS5ZOXz4MO7u7tjb2/P444/zwQcfcOedd9Y5V66urhQXF1NWVkZISAj+/v51tr9WWFgYPj4+PPjg\ng3Tt2pX4+Pga2125L3d3dzp16oS/vz8TJ060am9jY0OrVq1o164do0eP5scffwTAzc2N8+fP4+bm\nRt++fS1FjprGtrOzw8nJiV9++QU/P7967180H1KYEE1C1mpqm+RPuyR32ib50y7JnbZJ/gA7O7h2\nDwNb26u/+/jA0KHg6Fh57OAA3bpB165X2xw7fvWJCoDLl+Fo9eUP9fnqq69IS0ujqKiIlStX4ujo\nSHp6Om3atLHa7yEoKMjyTRxNQafTYTabuXDhgqWAEBISgru7O15eXpSVlZGZmVlnHyEhIVy+fJm8\nvDyysrIYOXIkvr6+dO/eHahc3vFbxcfH8+CDD9K6dWseeeQRdDpdjYWJDh06EBsby5dffkl5eTmD\nBw+2Ol9T0SM8PJwFCxbwyCOPMGjQIE6ePAk0bMPUsrIyZsyYQXBwMP7+/iQkJNR7v3v27KF///54\ne3szZcqUGu8DKpf3XLhwAYD58+fTsmVLAgICmD17NuXl5bWObW9vz6ZNm/jHP/5Bu3bt2Lx5c53x\niOZDChNCCCGEEELcbiZMAEcnuPJ4vqMjvPaa5bROp4O1X8C8+TBmDLzxBmz9Hl3VYkb37mBvf/XY\nwQF69Wp0KK1bt6ZFixZWr/n6+nL69GnKquxbcerUKfz8/Orsy87OrlHFgCtvwFu1aoWNjQ0//fQT\nsbGxxMbGkpycTNeqhZgapKWlYTAYMJvNzJ49m+LiYrZs2UJkZGS9cdb2prxqbAB//OMf8fX1JSYm\nhiVLltRaMLCzs8PPz48RI0bw8MMPM2PGDMs5V1dXcnJyarxu/PjxJCcn07ZtW8aNG1dv+ytWrVpF\nVFQUa9asYdu2bQQHB9d7L6NGjeKee+5h165d/PnPf671XqoWRtzc3Pj00085dOgQkZGRLFu2rM6x\n+/Xrx/79+/nLX/7Co48+almqI5o3KUyIJiFrNbVN8qddkjttk/xpl+RO2yR/oAsOhr17Ydw4+P1I\n+L816MaMtW5jY4Pu+efRLV+BbsZMdFWLEACLFkGHDpVFDQcHuPtumDW7SeLr3bs33t7ezJw5k+Tk\nZBYsWEBOTg5DhgwBwMXFhcOHDwPWTwIEBQWxefNm0tPTa90ss6Y3w35+fvTt25d58+ZRXFyMTqej\noKAAOzu7am3PnDnD7t27SUxMZNasWfz+979Hr9dTUlKCk5MTJpMJs9lc5/0FBQWRmJjI/v37iYuL\n4/z587W2LSkpwdnZuUH9XjFv3jw2btxo2fwyPDycpUuXkp6eTlZWlqVdWloahw4d4uzZs7Rp04Zz\n585Z2q9Zs4a4uDiys7NrLKKUlJRgMBhwdXXFzc0Ng8FgOWcymThy5Ei1uS4pKcFkMuHs7Iyrq2uD\n7mXPnj2kpaWhlMLDw4Nz587VOnZJSQnbt28nOzub1q1bc/nyZYp+xb4n4saTwoQQQgghhBC3IV1o\nKLp/f4Zu3Tp0Dz/c+Ovd3GDffjh0GOKOwXeb0dXwRr7OPmr5Kkm9Xs+3337LwYMH6dChA2vXruW7\n777D2dkZgFmzZvHCCy9QWlpq1ceMGTM4e/Ys7du354UXXmjUmF9++SXnzp2jS5cudO7cmaVLl9bY\nrqysjIkTJxIWFobBYLC0mzNnDmlpaYSEhBASEkLbtm1xcnKqccy77rqLMWPGcN999/HAAw9w/Phx\nq00iy8vLLctY3n33XbZv346/vz+DBg3izjvvxLbqshuqb07p6+vLuHHjLBtIfvDBB/z888+EhoYy\nbNgwevfuja2tLXFxcQwZMgR/f3/WrFnDokWLAHj++efp2bMn/fr1IzAwkOzs7GqFhNGjR9O5c2d6\n9uyJr68vWVlZeHt7AzBt2jQWLlxISkoKZWVllng/+ugjPv74Y3x9fXn22Wfp1KlTjXmpej+fffYZ\nHTt2JCwsDC8vLyZOnFjr2Hl5eTz//PP4+fkxZswY5s+fj5eXV415FM2Lrr61QzeKTqdTzSUW0Xgx\nMTHy6YOGSf60S3KnbZI/7ZLcadvtlr+G7BcgGmb58uV8+OGH7Nu377r0X15ezpkzZ3jiiSe47777\nmDt37nUZpzFeeeUVPDw8rJaGNERxcTGnT59m8ODBvPrqqzzzzDPXKULR1Gr7m/G/12uu7P1G8sSE\nEEIIIYQQQjRAbV+b2VSSkpIIDQ3FYDAwefLk6zZOY+Tk5PDBBx/UujSmNjExMXTu3JmOHTvy5JNP\nXqfoxK1CnpgQQgghhBDiFiZPTAghGkOemBBCCCGEEEIIIcRtRQoToknI94Frm+RPuyR32ib50y7J\nnbZJ/oQQonmRwoQQQgghhBBCCCFuGtljQgghhBBCiFuY7DEhhGgM2WNCCCGEEEIIIYQQtxUpTIgm\nIWs1tU3yp12SO22T/GmX5E7bJH/NX7du3YiKiqq3XVFR0Q2IRntOnz5Ny5YtyczMvNmhCNEgUpgQ\nQgghhBBC3BR6vZ7jx49Xe33fvn2MGDGizmt3795NYGDg9QpN03x8fMjMzKR169Y3OxQhGkT2mBBC\nCCGEEOIW9mv3mFBKUfj9fyhOPIpdQAjOQx5Hp2/azzX1ej1xcXF06NCh0dfGxMQQERFBbm5uk8Yk\nxO1O9pgQQgghhBBC3BAVBRf5Zd2/ubByCSWpSdXO5/7tBbJnjubcktf5+c8TyJ76+A3bRDMgIICN\nGzdWxpGby2OPPYa7uztdunRh3759lnZnz55Fr9ej1+vZsmULy5cvp2fPnpbzr7/+OhEREeTn52Mw\nGEhOTracCwsLY8OGDQAsWLAALy8v3NzcmDVrFmVlZQDEx8fTq1cvjEYjQUFB5OXlWcWZmJhInz59\nMJvNmEwm9uzZw7hx45g5c6alzcCBA/nwww8BiIqKIjAwEKPRyIMPPghQa8zXqnrtAw88AEBpaSmh\noaE4OjoSFBTEF198AUBqaip6vZ6ioiKr36GyoOPp6WmZ2969e9OiRQuMRiP33HMPWVlZljGjo6MJ\nDQ3FaDTi4+PDyy+/DEBJSUmN4wrxa0lhQjQJWaupbZI/7ZLcaZvkT7skd9om+YPyX86TNqwTuX9/\ngbz5L5M+vCuXDuy2nC/LzSb/y3+hLhWCUqhLhRTu3ERJYpyljaqoIHfeTE71MHOqtyfn//1ek8Wn\n0+nQ6So/mJ00aRKlpaXs37+fiIgIRo0aZSmQmM1m8vLyyMvLY9CgQbX2YzKZCA8Pt+Q+Ly+PpKQk\nBg0axNq1a1m8eDFRUVHs3LmTTZs2sXDhQgDmzJlDaGgoCQkJrF69Gg8PD6v+MzMzOXHiBAcOHODw\n4cOEhYVZxV7Tvbz00kskJSXx5ptv1nrvNal67VtvvQWAwWBgw4YNJCcnM2/ePCZMmEBxcXFDp5nC\nwkL27dvHnj17OHHiBAaDgdmzZwOQkZHBQw89xMsvv0xKSgrjx4+3FIXs7OxYsWIFSUlJPPPMM40e\nV4hrSWFCCCGEEEKI28yF1Uspy81CXSpClVxGXSokZ86fLOcr8i+ArcH6Ihvbytf/59zHb/PL//2D\nivzzVJzP4+wHr5G//vMmjbOoqIhvvvmGd999l+DgYF555RVyc3OJj48HKt/Em81mzGYztra21a5X\nSlmKGEOHDmXz5s0AbNu2jQEDBuDg4MDy5cuZNm0a4eHhhIWFMXfuXJYtWwaAm5sb58+fx83Njb59\n+9ZYNLC1tSUwMJCgoCCcnJws49bkSn+tW7emW7duNbZpzLVFRUW888473HXXXbz22msUFBSQkZFR\n63zWxsfHh4CAACZOnMiPP/4IwOeff07//v155pln8Pb2plWrVlbX9O7dmzZt2jBt2rRfPa4QV0hh\nQjSJgQMH3uwQxG8g+dMuyZ22Sf60S3KnbZI/KM/NhtIS69cunLX8bvALxsbkBlf2lNDp0NnaYtc+\nzNKm4LsvUZeufiuGulREwXfrmjTO06dPo5SiR48euLu74+HhQWFhodVyg6rq2k9jyJAhbN26ldLS\nUtavX8/QoUOByicDqm6iGRgYSHp6OgDz58+nZcuWBAQEMHv2bMrLy+uNua4YoqKi+OGHH/D392fV\nqlX1tq/v2r/97W/ExsYSFRXFmjVrgMplFtfGA7UXPKry8PDgwoXK4lNKSgohISE1tsvKymLkyJH4\n+vrSvXv3GscVojGkMCGEEEIIIcRtxmnAEHRGR8uxzt6IY/8Hrh4bDPh8/gP2Hbujc3DC7o4O+Kze\niY2zydLGxs1s3alej4279VKH3+rKp/Q7duwgNjaW2NhYkpOTCQ8Px87OjtLSUqv2rq6uVpthVn3C\noWPHjvj5+fHtt9+yZcsWRo4cCYCvr6/V3hPJycn4+/sDlU8pfPrppxw6dIjIyEjLkxR1uTaGqjp2\n7Mj27dtZsWIFEyZMIDExsc6Y67v26NGjPP7443Tt2pUuXbrUGg9ATk5OvbFXLZK4ubnV+hTE7Nmz\nKS4uZsuWLURGRtbbrxD1kcKEaBKyVlPbJH/aJbnTNsmfdknutE3yB073DMVj+tvonFzAYIfTPcPw\nem2pVRuDbyB+X+3ljtgC/DfGYd/2TqvzLWa9i87BCWxswGCH3tmE+bm/NjqW7OxsTp8+bfmpymQy\nMXToUObPn8+lS5fQ6/Xk5+djNBoJCAigoKCA7777jqSkJDIzM+nduzfZ2dmsXLmSnJwczp07Z9Xf\n2LFjmTx5Mj179rQUPcaNG8f777/Prl27OHz4MHPmzGHcuHEA7Nmzh7S0NJRSeHh4VOuvJuHh4Wza\ntImffvqJnJwcCgsLLee2bt1KVlYW7u7uGAwGLly4UG/MtV17/vx5goOD2bhxIykpKWRmZtZ4nZub\nGx06dOC9997jzJkz/Pzzz/XeA8DIkSPZuHEjkZGRnDp1it27d1uKJiUlJTg5OWEymTCbzfX0JEQD\nXFl3dbN/KkMRWhUdHX2zQxC/geRPuyR32ib50y7Jnbbdbvm7nv/OLk5OUHkfvanO/Wu+Ks063ejr\ndTqd1Y9er1dKKRUQEKA2btyolFIqLy9PRUREKCcnJ2UymdSYMWMs17/xxhvKw8NDeXp6qsjISKWU\nUsuWLVP+/v7K3t5e+fr6qrlz51ra5+bmKnt7e7Vu3TqrOObPn688PT2Vq6urmjVrliorK1NKKTV+\n/Hjl5OSkXFxc1LBhw9T58+etrouOjlaenp5Wr5WXl6sXXnhBeXp6KicnJ9W2bVu1ceNGVVJSorp0\n6aLs7OxUixYt1PTp0y3XXInZ1tZWGQwGNWHCBKs+a7s2Oztb3XPPPcpoNCp7e3tlb2+vUlJS1MmT\nJ5VOp1PFxcVKKaX279+vunTpooxGo/L09FTDhg1TSimVkpKi9Hq9KiwsrPF+PvroI+Xj46PMZrNq\n3769Gj58uFJKqfj4eHXXXXcpo9GonJycVLt27VRqamo92RZaUdvfjP+9fl3qATp1g77ypz46nU41\nl1iEEEIIIYS4VTR0DwNx88XGxvLcc8+xY8cO7O3tG3XtI488wqOPPsrQoUP57LPPWLJkiWWvjF+j\npKSE+Ph4WrVqxdmzZ3nxxRcZNGiQ5Vs7xK2rtr8Z/3u95rVGv1H1rWuFEEIIIYQQQtxw2dnZlq8D\nfeONNxp1bW5uLn/84x9p3bo1JSUlLFmy5DfFkp6eTkREBOnp6bi7u/PII48wbdq039SnELWRJyZE\nk4iJiZEdrjVM8qddkjttk/xpl+RO2263/MkTE0KIxrgZT0zI5pdCCCGEEEIIIYS4aeSJCSGEEEII\nIW5h8sSEEKIx5IkJIYQQQgghhBBC3FakMCGahHwfuLZJ/rRLcqdtkj/tktxpm+RPCCGQAHziAAAg\nAElEQVSaFylMCCGEEEIIIcSvUFBQwMGDB39TH9nZ2ezfv7+JImqc/fv3k5WVdVPGvtb58+fZvXv3\nzQ5D3CRSmBBN4nba2fpWJPnTLsmdtkn+tEtyp22Sv+avW7duREVF1duuqKjoBkRTu8jISCZNmvSb\n+vj444+ZN29eE0VUqaHzN3LkSA4dOlTt9alTpzJ16tQmjak+33zzTaPGHDFiBIsXL672u9Am25sd\ngBBCCCGEEOL2pNfriYuLo0OHDlav79u3Dxsbmzqv3b17N48++ig///zz9QzxutPpmn4vwYbMX11j\nL1q0qKlDanJfffUVer2+2u9CmyR7oknIWk1tk/xpl+RO2yR/2iW50zbJX8NVlJZwKSed8pLLN3Tc\nhrypLi0tpaKi4gZEc31dj29Macj8aV3VQoQUJbRPMiiEEEIIIcRtqry0mLKiizWeO3f0B7aP8uKH\nSe3Z9rgHP//4zQ2LKyAggI0bNwKQm5vLY489hru7O126dGHfvn2WdmfPnkWv16PX69myZQvLly+n\nZ8+elvOvv/46ERER5OfnYzAYSE5OtpwLCwtjw4YNACxYsAAvLy/c3NyYNWsWZWVlAMTHx9OrVy+M\nRiNBQUHk5eXVGfehQ4fo06cPrq6uDB06lNzcXAB27NhBx44dcXV1xdnZmUmTJlnGqGrr1q14e3uT\nkZFBTEwMnp6elnPX3tsVUVFRdOzYEScnJ7y9vSktLSUgIIBNmzYBMH36dPz8/DAajfj6+ta6xGPM\nmDGMGjUKgHHjxjFz5kwAPv/8c+644w6cnZ3x8fFh7ty5DBw4EEdHRzp16kRiYmKN8V2Z+2v95z//\nwdvbG2dnZ+655x4yMjKqtTly5AheXl6WZSbbt2+nXbt2GI1G+vXrB1Quyfrwww+r/d6Q/kXzI4UJ\n0SRkraa2Sf60S3KnbZI/7ZLcaZvkr/JT+hOfzeL7R53Z9riZH2f0o7TgguV82eVC9r/xEGVFv1BR\nXERFcRGH5z9J8blsq37yU46QsPwVEle9RlF2SpPFp9PpLMsMJk2aRGlpKfv37yciIoJRo0ZZnjIw\nm83k5eWRl5fHoEGDau3HZDIRHh5ueVomLy+PpKQkBg0axNq1a1m8eDFRUVHs3LmTTZs2sXDhQgDm\nzJlDaGgoCQkJrF69Gg8Pj1pjLioq4uH/z96dx1VV7Y//f+3DdDhMh4Mgg8yOaeGEmpY51LUcSi0t\nu6VmaJ9bWmqZNtwc6navmpnl+LuWlH6bHCgzTW8qNqg5gqioCDGpKDgjINP6/UGcPIIIBurW9/Px\nOA/P3nvttd57v7129zprrf3ww/Tq1Yu4uDgcHR159dVXAUhPT0fTNA4fPszPP//M6tWrWbx4sc35\nBw8eZMiQISxdupTAwMBq36v4+Hj8/f1JSkpi48aNODg42EzR2LVrF1FRUWRkZDBhwgSGDBlCbm6u\n9bhSimnTppGYmMiiRYsq3P+kpCQaNWpEamoq7777LpMmTWLIkCHs37+fJk2aMGHChErjutI0kcjI\nSGJjY4mLiyM/P5/JkyfbHD9x4gR9+/blo48+olWrVqSlpfHII4/w+uuvk5yczNy5cyvEeOn3q9Uv\nbk7SMSGEEEIIIcRtJuunr0n7bjaqpBhVUszZQ9tJmDXcejz/RBpcNsXAYOdAbuYB6/bpxC1sHXs3\nKV9PJfmrd/nlhQguZB6q1Tjz8vL49ttvee+99wgPD+e1114jOzubxMREoOyB1GKxYLFYsLevuHye\nUsraidGrVy9++OEHAH788Ufuu+8+nJ2diY6OZuzYsXTq1ImIiAimTJlifUA3m82cPn0as9lMx44d\nq1wPYtOmTWiaxptvvkloaCivv/66ddQHgLOzM97e3rRq1YpHHnmELVu2WI9lZ2fTu3dvpk6dah0R\nUBNmsxl/f3+aNm1a6fF69erh7e3N888/D0BCQoL12NKlS5kzZw4rV67EaDRWer6rqyv16tVj8ODB\nuLu706hRI0JCQnjyySeJi4ur9JwrTVEJCAigSZMmNGzYkMGDB1tzCZCfn88jjzzCM888w+OPPw7A\n559/Tvfu3RkyZAgBAQHcddddVd6LquoXNy/pmBC1QuZq6pvkT78kd/om+dMvyZ2+Sf7g5N5NlF78\n840WqriQM4l/vqrR6OmHKi6yOae0+CLO3kHW7YOLxlNyMQ9QUFpCScEFkr/+d63GmZmZiVKKtm3b\n4unpiZeXFxcuXLjiKy41TbviA3HPnj1Zt24dRUVFrFy5kl69egGQkZFBaGiotVxoaCjp6ekATJs2\njfr16xMSEsKECRMoKSm5YqwZGRkcO3YMT09PPD09uf/++zl58iRFRUUVynp5eXHmzJ8jVBISEsjK\nyqJFixbVupZrVd6RU962UopVq1YRFhaGxWKpVh1ms5nz58um/3h6elpHX1Q33pUrVxIZGYmvry9T\np061uT8ZGRns3r2bNm3a2OwLDg6u9jVWVb+4eUnHhBBCCCGEELcZU/1QDI62v447eQVYvzu4eXLH\n87MxODljb/LA4OhMwycnYvILs5apsDaFKqXowhlqk6+vL1C2RkN8fDzx8fGkpKTQqVMnHB0dKzx0\nenh4WNd1ANvpBM2bNycoKIjvvvuOtWvX8thjjwEQGBhos/ZESkqK9UHYbDazcOFCdu/ezbJly6wj\nKa4Ua2hoqDXOhIQEfv/9dxwcHCqUvfwhvlu3bvz73/+md+/eHDlyxHotZ8+erbIz5Fpc2ramacyf\nP5+SkhKGDx9+lTMrP7/8e1X3vlxBQQEDBw4kKiqKzZs3ExUVZXMfGjduzFdffcWTTz7Jnj17APDz\n8yM1NbVasV2tfnHzko4JUStkrqa+Sf70S3Knb5I//ZLc6ZvkD4J7v4BLQBPsnF2xd3bD3uTBXaM/\nsSkT2ONZ7pmbQMS4JXT6cCfhA23XEvDv9hR2TibrtsHJhH/Xp2ocS1ZWFpmZmdbPpdzd3enVqxfT\npk0jPz8fg8HAuXPnMBqNhISEkJuby5o1a0hKSuLo0aO0b9+erKwsPvvsM06cOMGpU6ds6hsyZAgj\nR460/qIOZQs9zpw5k19++YW4uDgmTpzI0KFDAdi8eTNpaWkopfDy8qpQn7u7O0eOHOHkyZN0796d\nc+fO8eWXX6KUoqSkpEadCiNHjuThhx/m6aefBqBp06aYzWamTZtGVlbWVRferEpVD+cmk4mYmBg2\nbNhAdHS0tXxNH+jbtWtX5b0HKCkpobi4GLPZjJubG25ubhXKPPLII0yYMIHHH3+cgoICHn/8cf73\nv/+xcOFC0tPT+e23364YQ2lp6VXrFzcn6ZgQQgghhBDiNmNnNNHxg220nPAVLcZ8Quf/HsQt9M4K\n5Vz8wvFp3xvXoGYVjoX2G0vogPE4Wfww1guk2fCZ+N3zaI1juf/++wkKCiIoKKjSIfvR0dGUlJTQ\npk0bmjdvzvTp0wHw9/fnrbfe4umnn6ZTp05s2bIFPz8/FixYwFtvvUVQUBAxMTE2axIMGTKEU6dO\nERUVZd33xBNP8NJLL9G/f3+6dOlCr169ePnllwFYtGgRzZs3JyIiAh8fH0aMGGET29/+9jfCw8MZ\nP348Li4urF27lhUrVtCkSRM6dOhgXdPi0sUZL9++9Pv7779PcnIyH3/8MUajkcWLFxMdHU1gYCBv\nvvkmnp6eFe7P5XVX5mrHvby8mD9/Pi+//DI5OTlXjK+quv39/a33PiAggHnz5lWI18XFhTlz5jBu\n3Dj8/f15++23adasWYV2xo8fj5ubG//6179o3Lgxy5cvZ9q0adZ1I/Lz823qLS4uxt7eHpPJdMX6\nxc1Nu1mGtmiapm6WWETNxcbGyq8POib50y/Jnb5J/vRLcqdvt1v+6mKtAnF9HTt2jIceeohNmzbh\n4eFxo8O5qvj4eJ5//nk2bNiAk5NTnbWTl5dHSkoK9957L8uXL6dbt2511tbt5Er/Zvyxv+permsk\nIyaEEEIIIYQQ4iaWnZ3N8ePHGTt27I0OpVqysrJISkri3XffrdN2lixZwt13303//v2lU0LnZMSE\nEEIIIYQQtzAZMSGEqAkZMSGEEEIIIYQQQojbynXtmNA0zV/TtMOapo2/nu2KuifvA9c3yZ9+Se70\nTfKnX5I7fZP8CSHEzeW6dUxommYEooFt16tNIYQQQgghhBBC3Nyu2xoTmqbNBP4HRAIFSqmplx2X\nNSaEEEIIIYSoZbLGhBCiJm7ZNSY0TWsNWJRSq4E6uRAhhBBCCCGEEELoj/11aqcP0FTTtI1ACFCq\naVqsUuq3SwsNHTqUkJAQAMxmMy1btrS+Y7p8LqBs35zbH3zwgeRLx9uSP/1ul3+/WeKRbcnf7bJd\nvu9miUe2a7Zdvu9mied6XK8QQtREbGwscXFxnDlzBoDU1NQ6be+6vy5U07SJQL5Satpl+2Uqh47F\nxsZa/yMo9Efyp1+SO32T/OmX5E7fbrf8yVSOupObm8uhQ4do3br1jQ7llnHu3DmMRiOFhYVXvLcn\nT57E1dUVJyenOomhpnktKSnh/PnzmM3mOonnertlp3KIW9/t9B/3W5HkT78kd/om+dMvyZ2+Sf5u\nfq1btyYmJuaq5fLy8q5DNFe2bNkynnvuuauWq+71XMnMmTPp16/fNZ9/NRcvXiQwMJAdO3bUWRvV\n9cILLzBr1iybe5uZmUn9+vU5evQoAN7e3iQnJ9dZDDXJ64oVK1iwYAHPPvtsncVzO7heUzmslFKT\nr3ebQgghhBBCiJopyDvNpqUvcCJ9J56+zeg6cB4uHn612obBYGDv3r3ccccdNvu3b9+OnZ1dlef+\n+uuv9O/fn+PHj9dqTHWhOtdTlTFjxvDSSy/VYkS2nJycSE1N/Usx1obdu3ezbt065s+fz9KlS637\nGzRowNGjR294fJcrz2tBQQHvvvsuW7Zs4e67777RYemSjJgQtULmMOqb5E+/JHf6JvnTL8mdvkn+\nymT9vpWY2ffz9YwOJPwy32botiotZcWHXTgct5wz2YdI3fc9S9+/m+LCfJs6SkqKyM6M4+TRvajS\n0lqLrToPoEVFRZTWYpt1qTYeqA2Gun10uxke+j/66COGDRuGi4tLhWOXx3czTE8qj8loNBIVFcVH\nH310gyPSL+mYEEIIIYQQ4jaTc2QPMXO6k3loPcfTfuOXb14mbuNM6/GzJ1M4m3OY0pJCAFRpMQV5\np8jO3G0tk3/hJF/85y6Wz7qXr9/vwPIPO1fouLhWISEhfP/99wBkZ2czcOBAPD09admyJdu3b7eW\nO3nyJAaDAYPBwNq1a4mOjiYyMtJ6fNKkSQwYMIBz587h4OBASkqK9VhERASrVq0CYPr06fj4+GA2\nmxk/fjzFxcUAJCYm0q5dO4xGI2FhYeTk5FQZ91NPPYW7uzv169fn1Vdftbme1atXAzBv3jz8/Pww\nmUyMGDHiqrEtXLiQ0NBQfHx8GD9+vPWBPCYmhtDQUIxGIw8++GCFWH755ReaN2+Ok5MTd955p3V/\nly5dcHV1pUGDBnzwwQfW/QaDgf3791f4npqaisFgsE6buffee6lfvz5OTk60bt2aAwcOWOvYs2cP\nbdu2xWg04ufnx9///nfrsfvuu6/Sdi+1Zs0aevfuXWH/5TEAPPvss7i7u9OoUSM2bNhg3Z+SkkKP\nHj3w8PDgnnvusU75OHToEHfffTcWiwV3d3e2bNnCtm3baNCgASaTicjISBISEiqNq6q8lv897dWr\nFz/88EOl54urk44JUStkrqa+Sf70S3Knb5I//ZLc6ZvkDxK3fUpx4Z8PecWFecRtmmXdtrNzrDgC\nQpVisHe0bv607EXO5iRTdDGX4sILnMjYxY5179ZKfJqmoWlla+w999xzFBUVsWPHDgYMGMCgQYOs\nD+cWi4WcnBxycnLo3r37Fetxd3enU6dO1tEyOTk5JCUl0b17d7788ktmzZpFTEwMmzZtYvXq1bz/\n/vsATJw4kaZNm3Lw4EGWLFmCl5dXlXGPGzeO/fv3Ex0dzQcffMCvv/5qjQPg/PnzjBw5ktmzZ3Pg\nwAFefPHFKmP76aefGDt2LAsWLGDt2rV8+eWXrFixwnpfxowZQ1JSEu++W/G+jx07lt69e3P48GEW\nLlxo3R8dHU1ycjJLlizhjTfeICMjo7ppAcqm0Hz++eckJydz5513WtdiyM3N5YEHHqB///4kJyfz\nzjvvsHnzZut577//PgcPHuTtt9/mlVdeqdBueno6x48fp02bNtWKo3///uzZs4eRI0fSt29fzpw5\ng1KKgQMHEh4eTlxcHHfddRdRUVEAHD16lAMHDrBz507rsUaNGrFmzRoSExMJCAhgzJgxlbZVVV7L\nc9uqVStyc3M5ePBgje6nKCMdE0IIIYQQQtxmDAY7QKtkXxlXz0ACm9yPvYMJADt7Ixa/Fng3aGUt\nk3N0D6UlRdbtkqJ8mxEVtSEvL49vv/2W9957j/DwcF577TWys7NJTEwEyh4MLRYLFosFe/uKy+cp\npaydGJf+ov3jjz9y33334ezsTHR0NGPHjqVTp05EREQwZcoUFi1aBIDZbOb06dOYzWY6duxofQi9\nkoiICBo0aMBDDz1Eq1atrHGWc3BwwMXFhbNnzxIYGEiLFi2qjO3//b//x5AhQ/jb3/5Gq1atePbZ\nZ62/0JfH5u/vX+nbI8qPe3t70759ewBKS0uZO3cuHTt25Nlnn6W0tPSaHqT9/Pxo0KABI0eOZOvW\nrQCsWrWKevXq8frrrxMQEEBAQIDNOW3atCEgIIBnnnkGLy+vCu0eP34ck8mE0WisVgy9e/cmJCSE\nl156ibCwMFatWsWBAwfYu3cvM2bMIDQ0lMmTJ7Np0yby88tG8tjb2xMaGkpYWBguLi54enpy5513\nEhwczIgRIyrkq9zV8lpet9ls5sSJE9WKX9iSjglRK2Supr5J/vRLcqdvkj/9ktzpm+QP7ujwLA6O\nJso7J+wdTLR54DXrcU3T6Bm1gnY9JxEe8RhtHniN/qM22nRe1AuIwGD35wgKOwdnvIOq92t3dWVm\nZqKUom3btnh6euLl5cWFCxc4duxYpeWrejVqz549WbduHUVFRaxcuZJevXoBkJGRQWhoqLVcaGgo\n6enpAEybNo369esTEhLChAkTKCkpuWKsxcXFvPLKK4SHhxMcHMzBgwcpLCy0KWM0Glm9ejVz586l\nadOm1s6IqmL7+OOP8fT0xNPTk6lTp1qvPSYmhp9++ong4GAWL15cIZ5PPvmEkydPEhgYyIwZMwD4\n73//y9KlS1myZAkrV67Ew8OjQozlqrOGQ7169SgqKiIvL4/ff/+d8PDwSsudP3+eYcOGERwcTHh4\nOOfOnavQbmlp6TWvoxEaGsqxY8fIzMykqKgIf39/PD09ady4MZqmWd/mcbnNmzfTuXNn/Pz8GDVq\nFEVFRRXKVCev5ezs7Kr8OyKu7Lq/lUMIIYQQQghxY3nWb8JjY7ewY92/KCw4T7N2Q2jUeqBNGTs7\nB9p0H3fFOu579ENyMuM4fyoNRSk+gW1pe0nnRm3w9fUFYMOGDTbTKHx8fNi1a1eFB0kPDw+ys7Ot\n25eOcGjevDlBQUF89913rF271jpdIzAw0GZ9h5SUFIKDg4GyUQcLFy7kzTff5P7776dhw4bWqQGX\nW7x4MTExMXzxxRd4enryxBNPVFrunnvuYceOHSxevJj+/ftz4sSJK8bm5+fHM888w/jx463nOzs7\nW69n/fr1rF+/nl69etGhQwcaNWpkLdegQQOWL19OfHw83bp1IyIigoSEBHr27Gl9c0R5XZfz8PCw\nxlWVS++vh4cHmZmZlZZ777332LdvHytXrsRoNNK1a9cKZby9vcnNzaW4uLjS0S9VSUpK4oknnsDX\n1xdnZ2d2795t08nh7+9f6ZSVQYMGMXToUBYtWsSmTZts7nO56ua1tLTUOkJF1JyMmBC1QuZq6pvk\nT78kd/om+dMvyZ2+Sf7K1PO/kweHfsnD//d9hU6J6jC6WBg0Po7Hxm7m8Vd20H/URuwdqjcM/1JZ\nWVlkZmZaP5dyd3enV69eTJs2jfz8fAwGA+fOncNoNBISEkJubi5r1qwhKSmJo0eP0r59e7Kysvjs\ns884ceIEp06dsqlvyJAhjBw5ksjISGunx9ChQ5k5cya//PILcXFxTJw4kaFDhwJlv6inpaWhlMLL\ny6tCfe7u7hw5coSTJ09SWFiIg4MDHh4emM1mHBwcKlxrYWEh69evJysrC39/fwoKCqwLOlYW21NP\nPcXXX3/Nvn37sLe359y5czg5OQGwbt06jh07hqenJw4ODpw+fdqmrY0bN5KZmYnRaMTNzY1Tp04R\nHh5ObGwsBw4c4Pjx45WOEADo1KkTs2fPJj09/YqjUy738MMPc+DAAebOncvvv//Ohg0brB0XhYWF\nGI1G3N3d8fT0rPQNICEhIZjNZuLj4yvc28qkpaWRnp7OW2+9xcmTJ+nZsyctWrQgPDycWbNmWa+t\noKDgih0dhYWFuLu74+rqioeHh3V/TfMKWHPUpEmTat0vcZnyeVc3+lMWihBCCCGEEKI23cz/P1vT\nNJuPwWBQSikVEhKivv/+e6WUUjk5OWrAgAHKxcVFubu7q8GDB1vPnzx5svLy8lLe3t5q2bJlSiml\nFi1apIKDg5WTk5MKDAxUU6ZMsZbPzs5WTk5OaunSpTZxTJs2TXl7eysPDw81fvx4VVxcrJRSKioq\nSrm4uCg3NzfVu3dvdfr0aZvzzp8/r+655x717LPPqgsXLqgBAwYoNzc35eTkpIKCgtSKFStsrufI\nkSOqSZMmysHBQfn7+6vp06dfNbbo6Gjr9YSHh6s9e/aowsJC1bJlS+Xo6Kjq1aunXn755Qr3tkeP\nHspoNCoPDw81ePBgVVhYqC5cuKD69u2rXFxclJOTk7Kzs1M///yzKi4uVpqmqYMHDyqllEpOTlad\nOnVSzs7OymKxqA4dOqjCwkKllFIGg0Ht27dPKaXU77//rgwGg7pw4YJSSqmYmBjVsGFD5eHhoe66\n6y4VERGhlFIqKytLPfDAA8pkMimj0ajCw8PVli1bKsQ8YMAA9c4771S4t6mpqTbt3HPPPcrT01O5\nuLiozp07q/j4eGsdqamp6oEHHlBGo1FZLBb1+uuvK6WU2rhxo/L29rZprzxeBwcH5eHhobp27XpN\neVVKqenTp6uHH364wjXp0ZX+zfhjf530B2jqJnj/K4CmaepmiUXUXGxsrPz6oGOSP/2S3Omb5E+/\nJHf6drvlr6p1F8Tta/To0fj4+DB8+HDWr1/PsGHDOHny5BWnd1THrl278Pf358KFC0ycOBFXV1fm\nz59f7fNjY2MZNmwYhw4dqvF0jhuppKSE5s2b88EHH1T66la9udK/GX/sr3oF2GskUzmEEEIIIYQQ\n4jZz4sQJpkyZwqBBg3jxxRd5//33/1KnxLlz5xg6dChhYWF06NCBkpKSSl9jWpUuXbrQuHFj5s6d\ne81x3Agff/wx9evXvyU6JW4UGTEhhBBCCCHELUxGTAg9OXLkCEaj0Wax05vd2bNnOXv2LEFBQTc6\nlFpxI0ZMSMeEEEIIIYQQtzDpmBBC1IRM5RC6Je8D1zfJn35J7vRN8qdfkjt9k/wJIcTNRTomhBBC\nCCGEEEIIccPIVA4hhBBCCCFuYTKVo24dO3YMPz8/659VOXXqFEePHqVFixbXKTohak6mcgghhBBC\nCCFue61btyYmJuaq5fLy8q5DNFeWm5tLnz59mD17Nk8++eRVy3/44YdMnjwZgG3bthEYGEhRUVGV\n5yxfvpw2bdrUSrzXIj8/32a7X79+zJo1q8J3If4KGTEhasXt9j7wW43kT78kd/om+dMvyZ2+3W75\nu5lHTBgMBvbu3csdd9xhs7+kpAQ7O7sqz/3111/p378/x48fr8sQr2rv3r08/fTTrF27Fh8fnyrL\nTp48mb1797J06VKgetdZk3K1bcSIEXh4eDB9+nTrvtLSUgwGQ4Xv4tZxI0ZM2NdFpUIIIYQQQohb\nQ3FJIfZ2jte1zeo8hBcVFVFaWnodoqlaixYt2LlzZ7Ue0C9/2KtuZ8ON6JQAKh3Ncel1SqeEqC3y\nN0nUitvpV4dbkeRPvyR3+ib50y/Jnb5J/qonMyeef0YHMnaekdcWepN89Jfr1nZISAjff/89ANnZ\n2QwcOBBPT09atmzJ9u3breVOnjyJwWDAYDCwdu1aoqOjiYyMtB6fNGkSAwYM4Ny5czg4OJCSkmI9\nFhERwapVqwCYPn06Pj4+mM1mxo8fT3FxMQCJiYm0a9cOo9FIWFgYOTk5NnF26dIFg8GAvb09BoOB\nbt26AfDNN9/g5+eHq6srXbt2JSMjo8I1xsbG4u3tXeE7YHMdV/p+6fVdbsaMGYSEhODs7ExgYCBz\n5861Htu2bRsNGjTAZDIRGRlJQkICAIcOHeLuu+/GYrHg7u7O5s2bUUoxY8YMDAYD/v7+1mueM2dO\nhe/VuWYhrkQ6JoQQQgghhLgNxcZ/yCsL3Bg915GP1wygsPjPtQSKiguY/U13zuRmolDkFuQw77ue\nXMg/aVPHqfPpbNozm1/2zud8fnatxaZpGppWNmL8ueeeo6ioiB07djBgwAAGDRpkHXlgsVjIyckh\nJyeH7t27X7Eed3d3OnXqZH1VbE5ODklJSXTv3p0vv/ySWbNmERMTw6ZNm1i9ejXvv/8+ABMnTqRp\n06YcPHiQJUuW4OXlZVP/ypUrycnJ4cCBA3h5efGPf/wDgMjISGJjY4mLiyM/P9+6rkRtK79Hl0tI\nSOCBBx4gLS2N//73v0yaNImvv/4agEaNGrFmzRoSExMJCAhgzJgxABw9epQDBw6wc+dO4uLiiIiI\nQNM0XnjhBXJycti/f7+1zfJ2L/1+va5Z3JqkY0LUCnkfuL5J/vRLcqdvkj/9ktzpm+QP9qZ+z8ot\nr3GxKJeS0iL2pa5i6aaR1uMnz/1OcUmhzTmaZuDoqb3W7aMn9/Lu5y345tdxrKxyIM8AACAASURB\nVPh5LO/+v+acyT1Sq3Hm5eXx7bff8t577xEeHs5rr71GdnY2iYmJf8SkYbFYsFgs2NtXnKWulLJ2\nYvTq1YsffvgBgB9//JH77rsPZ2dnoqOjGTt2LJ06dSIiIoIpU6awaNEiAMxmM6dPn8ZsNtOxY8cK\nHQHu7u5YLBZef/11Hn30UevohYCAAJo0aULDhg0ZPHiwNd7adqW1QzRNw2w24+Pjw4MPPsi4ceOs\n1+Tp6cmdd95JcHAwI0aMsInN3t6e0NBQwsLCcHFxAcBoNGKxWDCbzVXGcr2uWdyapGNCCCGEEEKI\n28z+1NUUFf/5RouikgIS03+wbrs6e1NyWcdESWkh7iZf6/aKn8dwsSiX4pICikryybt4mjXbptRq\nnJmZmSilaNu2LZ6ennh5eXHhwgWOHTtWafmqFvrs2bMn69ato6ioiJUrV9KrVy8AMjIyCA0NtZYL\nDQ0lPT0dgGnTplG/fn1CQkKYMGECJSUlFer98ssviY+PZ+bMmdZ9K1euJDIyEl9fX6ZOnXrVN29U\nd4HSa13ItFGjRtZr2rx5M507d8bPz49Ro0ZVK7bqqOk1C3Ep6ZgQtULmauqb5E+/JHf6JvnTL8md\nvkn+wN3ki53BdkFLk/HPaQquzvV4sN1EHO1Nf3xc6HjHcOp7NrGWOZ9/AvjzIblUFXMuL6tW4/T1\nLesI2bBhA/Hx8cTHx5OSkkKnTp1wdHSs8PDr4eFBdvafU0oufahu3rw5QUFBfPfdd6xdu5bHHnsM\ngMDAQJu1J1JSUggODgbKRkwsXLiQ3bt3s2zZMuuog3Jnz55l7Nix/Pe//8XZ2RmAgoICBg4cSFRU\nFJs3byYqKuqqnQkeHh6cPXu20o6P6l5fVdLS0qxrRAwaNIiuXbvyyy+/8MYbb1QZm6OjI4WFhVc8\nXu5arlmIS0nHhBBCCCGEELeZzhGjcHfxw9HehL2dEUd7F57oMs+mTI+2rzGq7wYevXcW/9fnex7r\nPMvm+J2hD+Nob7JuO9qbuCvskRrHkpWVRWZmpvVzKXd3d3r16sW0adPIz8/HYDBw7tw5jEYjISEh\n5ObmsmbNGpKSkjh69Cjt27cnKyuLzz77jBMnTnDq1Cmb+oYMGcLIkSOtv+wDDB06lJkzZ/LLL78Q\nFxfHxIkTGTp0KFA2uiAtLQ2lFF5eXhXq+/e//02rVq248847ycnJ4fTp05SUlFBcXIzZbMbNzQ03\nNzeb60lJSSE3N9emnqZNm2I2m5k2bRpZWVkVFtks165duyqvr5xSip07d5KYmMhvv/3GBx98YJ1m\nUlhYiLu7O66urnh4eFSZm7CwMGJjY0lNTWXr1q1XLFdaWnrFaxaiWsrnXd3oT1koQq82btx4o0MQ\nf4HkT78kd/om+dMvyZ2+3W75u9L/z86/eE5t3vexio3/SB0/fajG9RaXFKnPN4xQo+ca1dh5LmrV\n1rdUaWlpjerQNM3mYzAYlFJKhYSEqO+//14ppVROTo4aMGCAcnFxUe7u7mrw4MHW8ydPnqy8vLyU\nt7e3WrZsmVJKqUWLFqng4GDl5OSkAgMD1ZQpU6zls7OzlZOTk1q6dKlNHNOmTVPe3t7Kw8NDjR8/\nXhUXFyullIqKilIuLi7Kzc1N9e7dW50+fdrmvLCwMJv4Q0NDlVJKzZ8/XwUGBip7e3tlsVjU008/\nrZRSKj09XUVERKjJkyer2NhY5e3tba1rzZo1qnHjxsre3l45OTmpBx54QCml1MKFC1WHDh2s5cqv\nz97eXjk4OKjhw4dXuK9Dhw5VTZs2Vf7+/srNzU298sor1tzExMSohg0bKgcHB+Xh4aG6du2qlCr7\n38Wl8ZTf+27duimTyaSaNWumcnNzVZcuXdScOXOUUkrdc889asGCBVVes9CfK/2b8cf+OukP0NRN\nMsRG0zR1s8Qiai42NlaGReqY5E+/JHf6JvnTL8mdvt1u+bvWdQnEjXHs2DEeeughNm3axPnz5xk9\nejQmk4nPPvvMplx8fDzPP/88GzZswMnJyebY0KFD8fHxYdq0aXUSY15eHikpKdx7770sX77c+ppU\ncWu40r8Zf+yv3vyhGpKpHKJW3E7/cb8VSf70S3Knb5I//ZLc6ZvkT9zMsrOzOX78OGPGjKFx48ak\npKTw5ptvViiXlZVFUlIS7777boVj1V174lotWbKEu+++m/79+0unhKgVMmJCCCGEEEKIW5iMmBBC\n1ISMmBC6Je8D1zfJn35J7vRN8qdfkjt9k/wJIcTNRTomhBBCCCGEEEIIccPIVA4hhBBCCCFuYTKV\nQwhREzKVQwghhBBCCCGEELcV6ZgQtULmauqb5E+/JHf6JvnTL8mdvkn+hBDi5iIdE0IIIYQQQghR\nDTt27ODYsWM3OgwhbjnSMSFqhbwPXN8kf/oludM3yZ9+Se70TfJ368rPz7fZ7tevH7Nmzbrqea1b\ntyYmJuaq5R577DF27959zfHVxPLly2nTps11aUuIG00WvxRCCCGEEOIWdrMuftmlSxd++umnCvuH\nDh3KJ598UuP6RowYgYeHB9OnT7fuKy0txWC4+m+xJSUl2NnZXbVcaGgoc+bMoWfPnjWO71pUNy4h\napMsfil0S+Zq6pvkT78kd/om+dMvyZ2+Sf6qp6i0kM+T32HSzj4sOvQ6BcUXarX+lStXkpOTw65d\nuwBIS0sjJyeH2bNnX1N9RUVFFfZVp1MCuGkf/m/WuISobdIxIYQQQgghxG3oeF4q8xNHMzPhWXaf\nXG9zTCnF5F2P8HXyu/yWvYqY1Jm8uu0+SkqLK9STV3yegpK8Grfv7u6OxWLBbDYD4OXlhcViwWQy\n8c033+Dn54erqytdu3YlIyMDgEmTJjFgwABrHUOHDmXcuHHWmGfMmIHBYMDf3x8oG5UxZ84cAGbM\nmEFoaCgmkwkfHx/mzZtnrSckJITVq1cD8PLLLxMUFITRaCQwMPCKUzwGDx7MoEGDKsRxebuXeuut\nt6hXrx5ubm5MmTIFgO3btxMYGIjJZCIyMpKEhAQAoqOjiYyMrPD98vuwYcMGmjdvjoeHB66urjz3\n3HMUF/+Zp1mzZuHn54fJZKJx48Z8+eWXAGzbto0GDRpUaFeIG0E6JkStkLma+ib50y/Jnb5J/vRL\ncqdvkj84np/GC5tbsjLtI9Yd+YTJOx/mp2NfW4+fKEgn4VQsF0vL1mwoKi0g48JBDp//c32FiyX5\n/HNHTwaut/DYjx68n/AMJaqkVuKLjIwkNjaWuLg48vPzmTx5cqXlNE1D0/4cWf7CCy+Qk5PD/v37\nKxxPSEjg/vvvJz09nQULFjBq1Ch+//13a7lyu3btIioqioyMDCZMmMCQIUPIzc21HldKMW3aNBIT\nE1m0aFGlcVy+DbB//36mTp3KN998Q0JCAo8//jgALVq04Oeff+bw4cN06dKFMWPGXPX+XFp/eno6\nmqZx+PBhfv75Z1avXs3ixYsBWLp0Kf/5z3/44osvSE5OJiwsjIMHDwLQqFEj1qxZQ2JiIgEBAdVq\nV4i6Ih0TQgghhBBC3GZWZywgvzgXRSkAF0vz+DTpDevxktIitMseFTQ0Si8ZMfHxwVfZc2ojJaqY\nElXMT8e+5tvUqy80WR0BAQE0adKEhg0bMnjwYBITE696jqZpGI1Gm1EYlx83m83Uq1ePfv360bRp\nU7Zu3VppXfXq1cPb25vnn38ewGY0wdKlS5kzZw4rV67EaDRa919tHQ8XFxc0TSMvL4+QkBCaNGkC\nQGZmJs8//zxt27ZlxYoVHDhw4KrXqpSyac/Z2Rlvb29atWrFI488wpYtWwD4+OOPGTNmDF26dMHP\nzw9PT09rh4anpyd33nknwcHBjBgxolr3WIi6Ih0TolbIXE19k/zpl+RO3yR/+iW50zfJH1wsyaMU\n29ENhaUF1u++pjACXZvioDkBYKc54OFYj3D3VtYye07F2pxzsTSPPac21kp8K1euJDIyEl9fX6ZO\nnWpdP+JqC3lePkqhKvXq1ePMmTNVltE0DYvFYi2nlGLVqlWEhYVhsVhsyl2tYyI4OJivvvqKF198\nkbZt27Jjxw6gbEqIr68vsbGxvPrqq1y8eLHSOKq7gKmXlxdnz54FIDU1lUaNGlVabvPmzXTu3Bk/\nPz9GjRpV6RodQlwv0jEhhBBCCCHEbaaL3yCcDCbrtpPBxN8Chlm3DZqB/0Ru4D6/QQS7tqBj/X68\n32ELjnZ/jhDwdQ7FwJ+LM9prjviawv9ybAUFBQwcOJCoqCg2b95MVFSU9aHcw8OD7OzsSs9zdHSk\nsLCw2u1U92H/0nKapjF//nxKSkoYPny4tUxVcV3qkUceITExkX79+tG3b1+gbDTG888/T+PGja2j\nKC5X3fovj9fDw8O6PgfYjuoYNGgQXbt25ZdffuGNN964Kd/cIm4f0jEhaoXM1dQ3yZ9+Se70TfKn\nX5I7fZP8QVNze95stZxQtwj8TQ0ZEDaevzecaFPGxcGDl+9axPx7Eni95Vd4OtW3Of6PZh/i5mjB\n2c4NZzs3vI2BFeq4FiUlJRQXF2M2m3Fzc8PNzc16rFOnTmzdupW1a9dy4sQJ68gAgLCwMGJjY0lN\nTa10ikZNHryrKmsymYiJiWHDhg1ER0db41q9ejVbt27lxIkTXLhQ8Q0mJ0+eZMuWLRw/fpyAgADO\nnj2LUorw8HC++OILjh07dsXOh3bt2pGVlcVnn33GiRMnOH36dJWjQ8rjHzhwIDNnzmTHjh3Ex8db\n15cAKCwsxN3dHVdXVzw8PKpzW4SoM/Y3OgAhhBBCCCHE9dfW+0Haej94zefXN4Ww8N5DxJ/aiJ1m\nT0uv7hjtTFc/sRKXPmS7uLgwZ84cxo0bx7Fjx3B3d6dXr15A2aKYEydO5JlnnuHMmTP4+vpaj0VF\nRbFu3TqaN29OcHAw27dvr9BGdad6XK2cl5cX8+fPZ/DgwfTp04f+/fvz888/06dPH86fP09RURGj\nR4+2OSc9PZ1BgwZx9OhRAgMDmTdvHpqmMXfuXIYPH86HH36IwWAgODgYKOugsbcve1zz9/dnwYIF\nvPXWW4wYMQIfHx/riI2qFt4cNWoUycnJ9OjRA1dXV5RSuLu7AzBv3jzGjRvHa6+9hslkonXr1tW6\nN0LUBa2aw5deVkrN0DStMxANLFJKvV2rgWiakuFD+hUbGyu/PuiY5E+/JHf6JvnTL8mdvt1u+avJ\n+gTir1uwYAEJCQnMnj27RuedO3eODh06sHTpUjw8PBg9ejQmk4nPPvvsmmMpH1Xi7u5OcnIyAwcO\nZNmyZXTo0OGa6xS3viv9m/HH/uov5FID1Z3K0f+PP18DOgO96iIYIYQQQgghhNCzrKwsli9fzqpV\nq2p03pkzZzh79ix9+vShcePGpKSk8Oabb/6lWDZt2sR9991HcHAwgwcPZvz48dIpIW5K1R0xsRP4\n/4DWSqnnNE37TSnVvlYDkRETQgghhBBC1DoZMSGEqImbecTEaKAp8M8/tlfXRTBCCCGEEEIIIYS4\nvVSrY0Ip9TPwBoCmaT7AR3UZlNAfeR+4vkn+9Etyp2+SP/2S3Omb5E8IIW4u1eqY0DRtCnAU+B34\n7Y+PEEIIIYQQQgghxF9S3TUmEoAOwDdKqQc0TYtVSnWp1UBkjQkhhBBCCCFqnawxIYSoiZt5jYnT\nSqkLgKOmaV5AvboIRgghhBBCCCGuZufOneTm5t7oMISOFRcXA1BUVHTNdeTn5wNQUFBQKzHdzqrb\nMTHtjz8/AZKAFXUTjtArmaupb5I//ZLc6ZvkT78kd/om+dO/yMhI0tPTAejXrx+zZs0CQClV4SGx\ndevWxMTEVKveixcvEhgYyI4dO2o34Erk5eXZbM+cOZN+/fpV+F7btm3bRmBgYLUeyMsfvG9Fw4YN\n49tvv6Vnz56kpaVdUx3dunVj69atjB49mnnz5tVyhLeX6nZMJAIopT5VSlmAtXUXkhBCCCGEEOJ2\n4Ovri8FgwMXFhWbNmvHOO+9QWlpaozqWL1/OSy+9BECPHj34+OOPbY5v37692g/5Tk5OpKam0rZt\n2xrFUFOff/45Xbp0sdk3ZswYli9fXuH7tYqOjiYyMrLC/nbt2pGamoqDg0OV548YMYK33nrrL8Vw\nM3vvvfcYPXo0jz/+OMHBwTU+PzU1ld27dxMZGclXX31F586d6yDK24d9NctFA/desv0ucF+tRyN0\n6/J/WIW+SP70S3Knb5I//ZLc6Zvkr/qSCw9wuHA/wQ4Naep0V63Xf+LECTZt2kSTJk04cOAA//jH\nPygpKWHixInVrsNg+PO31spGAdjZ2dUoppqWvxaFhYWVzuG/9Fou/V7bqnONf2WKgx74+Piwc+dO\nLBbLNZ2/d+9e6tevT1ZWFufOncPf37+WI7y9VPm3XdM0f03T2gNumqa1++PTE/C6PuEJIYQQQggh\n6kKpKiWu4De25m0kt/R8heOfn51P34zWTDj+DAMy7+ajU1PqJA4vLy98fHzo3Lkzw4cPt061SU5O\npnPnzhiNRlq3bs2uXbsqPb9Lly7MmTMHKJvKMWrUKAwGAx07dgQgJCSE1atXA/Dyyy8TFBSE0Wgk\nMDDQZorHkSNHePjhhzGbzbRt25Y9e/ZUaGvDhg00a9YMNzc3PD09GTVqlHW6Q2FhIU2bNsVkMhEW\nFsZXX31lPa9nz574+vri7OzMe++9h6Zp7Ny5E4PBgJ2dHQcPHmTSpEkMGDAAwOZ7RkYGoaGhODs7\nc8cdd7Bx48a/cruJjY3F29vbuv3jjz9y11134enpyVNPPWWdYqKUYsaMGRgMButD96X3uvzefv/9\n98yZM8dmxMDu3bvx8fEByjqfHn74YZydnWnSpAn/+9//rOXmzZuHn58fJpOJ4cOHV4g1JiaG0NBQ\njEYjDz74IFDWYVKd+zxjxowrli0tLWXEiBGEhYXh6enJJ598AsA333yDn58frq6udO3alYyMDAAS\nExNp164dRqORsLAwcnJy6N27N2lpaQQEBFBSUoKnp+dfyIq4WjdcO+A/wGlg6h+f/wNeqeO4hM7I\nXE19k/zpl+RO3yR/+iW50zfJHxSqQp4+0o0hR7rzj6y+dE8NJ63wsPX4mZJT/CtnDAUqn1x1jgKV\nx4LT/yGtKNmmnu/Ofc6AjLsZlNmZn/PWXVMs5SMH0tPTWbp0KU2bNqW0tJSHH36Ytm3bcuDAAZ58\n8kkeeughLly4UOF8TdPQNM36ferUqeTk5LB27VrrvnK7du0iKiqKjIwMJkyYwJAhQ6yLaD799NO4\nurqya9cuevTowdNPP12hrfT0dOzs7EhKSiI2NpZt27bx8ssvA+Do6Minn35KUlISw4YNY/jw4Vy8\neBGAH374gYULF3L48GGeeuoplFJERESQk5NDdnY2jRo1srmOS/n4+LBs2TKSkpLo0qVLpQ/w1+ro\n0aP079+fMWPGsH37dpKTk5k+fbr1+AsvvEBOTg779++33stLYyzf7tWrF9u3b7eu77FhwwZrR8Lg\nwYNxcXFh3759vPnmm/Tr14+MjAzOnz/PyJEjmT17NgcOHLBOx7nUc889x5gxY0hKSuLdd98FwMHB\ngVWrVpGSksLUqVOveJ///ve/4+DgUCEnBQUF/PDDD6xcuZJNmzaxbds2unXrBpStXRIbG0tcXBz5\n+flMnjwZgIkTJ9K0aVMOHjzIkiVL8PKS3+lrW5UdE0qpb5RSXYE3lFJd//g8rJT64TrFJ4QQQggh\nhKhlX5ydz56L28hTF8gtPceZ0pOMPzHUejy7JAsHbNcgcNQcySrKsG5/e24Jr2cPJ+7iVnYU/Mzz\nx/rxW15sjWPp2LEjLi4uNG3alPDwcGbMmMG2bdvIyspi+vTphISE8Morr+Dr68v3339/1fpcXFyw\nWCy4ublVerxevXp4e3vz/PPPA5CQkMCxY8eIjY3lww8/JCwsjEmTJnHw4EHrL+aXcnZ2xtfXl4iI\nCGbPnk10dLT1WPv27QkICGDs2LHk5ubanB8WFkZAQAC+vr4A2NvbY7FYsFgsGAwGlFKVTu9wcnKi\nTZs2NGjQgJEjR5KSklJr0yy+/fZbIiIieOaZZ2jYsCFjx461ucdGoxGLxYLZbK6ynpCQEMLCwtiw\nYQMA//vf/+jVqxdZWVmsW7eOOXPmEBYWxtNPP0337t35/PPPcXR0xMXFhbNnzxIUFESLFi0q1Gs2\nmzl9+jT+/v60bt0aKFs09D//+Q8dOnTgrbfeuup9vjwnmZmZeHh4cPHiRYqLi2nUqBEhISEABAQE\n0KRJExo2bMjgwYNJTEy0icNsNtOxY8dKO5DEX1PdiUv/qdMohO7JXE19k/zpl+RO3yR/+iW50zfJ\nHyQXJlKg/nzjQimlpF8yGqKBfUiFh69iVUy4YzPrdvTZDyhQf75ZokDlseTsHGpq+fLlpKWlkZeX\nx2effYbJZCI9PZ2AgACbtRDCwsKsb+KoDZqmYbFYOHPmjPXBtlGjRnh6euLj40NxcTFHjx6tso5G\njRpRUFBATk4Ox44d47HHHiMwMJA2bdoAZdM7/qrExEQeeugh/P396du3L5qm1VrHREZGBtu2bcPT\n0xNPT0+GDRvGsWPHrMcv/zugaVqlnScAvXr1YtWqVZw/f55ff/2VHj16kJ6ejqurq806DuV5dHJy\nYvXq1cydO5cmTZrwww8Vf/uOiYnhp59+Ijg4mMWLFwPw9ttvEx8fT0xMDF988QVw5ft8pZx06tSJ\n6dOn07dvX7p3787hw2WjhVauXElkZCS+vr5MnTrVep+nTZtG/fr1CQkJYcKECZSUlFTr/orqq27H\nhLOmaQM1TXv8j8/AOo1KCCGEEEIIUWfuMrbDWTNZt+2x5w6n1tZtZ4OJhX6rcTd44qQZcdZc+ND3\na+rZ17eWMVBxAUV7rbpr6//J39+fevXq2ewLDAwkMzOT4uJi677k5GSCgoKqrMvR0bFGnQHlD9q+\nvr7Y2dmxdetW4uPjiY+PJyUlhVatWlV5flpaGg4ODlgsFiZMmMDFixdZu3Yty5Ytu2qcV+tcKO8U\n+L//+z8CAwOJjY3lo48+umLHwLXw8/OjU6dO1mvet28fW7duBcpGalx+Lz08PDhx4kSldT3xxBN8\n++23rFy5knvvvRez2UxgYCC5ubnk5ORYyyUnJ1vfgnHPPfewY8cO3nzzTfr372+dVlOuefPmrF+/\nnk8//ZThw4dz6NAhEhISePzxx2nVqhUtW7as8vqqyklUVBQpKSk0btyYoUOHcvHiRQYOHEhUVBSb\nN28mKirKeq/NZjMLFy5k9+7dLFu2jEWLFlXj7oqaqG7HRAzwEPDgH5+H6iwioUsyV1PfJH/6JbnT\nN8mffknu9E3yB/3dhvCQ60AccMRZMxHs0IipPrYPW22cO7EtNJuNwb+zK+wMXVx62hx/3vImxks6\nN4yaiaHmMbUSX/v27fHz82PcuHGkpKQwffp0Tpw4Qc+eZTG4ubkRFxcHYPOgHhYWxg8//EB6evoV\nF8us7ME+KCiIjh07MnXqVC5evIimaeTm5uLo6Fih7JEjR/j11185dOgQ48eP59FHH8VgMFBYWIiL\niwvu7u5XfdNDWFgYhw4dYseOHezdu5fTp09fsWxhYSGurq5V1vvPf/6Tfv36sWLFCkJDQ637i4qK\nOHLkCJmZmWRmZnLmzBmb8/r168f27dvZuHEjBoPBeu3lMcbGxpKammrtrOjUqRNffPEFe/fuJSsr\ny6ZzpXXr1lgsFl599VUGDx4MlHV8/O1vf2PkyJEkJyezePFiNmzYwBNPPEFhYSHr168nKysLf39/\nCgoKrAtvllu3bh3Hjh3D09MTBwcHTp8+TXh4ON9//z2///77VUe0XCknaWlp7N69m5MnTxIQEMCp\nU6coKSmhuLgYs9mMm5ubzVSgzZs3k5aWhlIKLy8vTp06VWW7ouaq1TGhlHpXKfXMpZ+6DkwIIYQQ\nQghRNwyagan1F/FTSDqrg/axOmgvXvY+FcrZaXZ42/tWOhKiu0sf5vquoJvpYXq4PMrigA1EGNvV\nKI4rzdU3GAx899137Nq1izvuuIMvv/ySNWvW4OrqCsD48eN58cUXKSoqsqnjlVde4eTJkzRr1owX\nX3yxRm1+/fXXnDp1ipYtW3LXXXcxe/bsSssVFxczYsQIIiIicHBwsJabOHEiaWlpNGrUiEaNGtG4\ncWNcXFwqbbNDhw4MHjyY+++/nwcffJD9+/fbLCxZUlJincby3nvvsX79eoKDg+nevTstWrTA3t42\nH0ePHqVly5YcOXLEOopA0zT27NlDYGAgQUFBBAUFMXbsWJt2GjRowMqVK5k+fTrh4eF069aN7du3\nA2UjCry8vGjevDnDhg0jLy+PF154gcjISO69914aN26M2Wy2ruUAWBei7N+/v3Xf4sWLyc/Pp0WL\nFrzzzjt88803BAUFkZ2dzQsvvEBQUBCDBw9m2rRp1jd5QFmnyvjx4wkJCaFHjx4899xztG/fntdf\nfx1N07jjjjsICwvD0dERk8lU6X2+Uk727dtHz549CQ4O5osvvuCDDz7AZDIxZ84cxo0bh7+/P2+/\n/TbNmpVNXVq0aBHNmzcnIiICHx8fRowYUenfDXHttOoMBdI0LfGyXclKqd41akjTGgPRgAIuAE8o\npU5dclzV5rAkIYQQQgghRNXrAoiaiY6OZs6cOdaH99pWUlLCkSNHeOKJJ7j//vuZMqV6r2ht3rw5\ny5Yt4+233+aRRx7h8ccfr5P4bjZ9+/alf//+PP3007IgZS260r8Zf+yvkxtd3akcD1328biGtg4D\n9yulOgHxwLBrqEMIIYQQQgghbogrvdKztiQlJdG0aVMcHBwYOXJktc/buXMnzZo149NPP2XAgAF1\nFt/NJjs7m3/84x82C3YKfaruVI7USz+AsaYNKaVKlVJ5mqYZgAZA1ROChK7IXE19k/zpl+RO3yR/\n+iW50zfJn7hWQ4YMYdu2bXVWf9OmTcnLy2PTpk020xquxmgsezxzcHDAIuPNuQAAIABJREFUYKju\nb8/69+uvv3LhwgX8/f1vdCjiL6rWsrmaps3746sBaAYcuJbGNE1rCSwF8oHnr6UOIYQQQgghhBBC\n3Dqqu8bEUMrWhlBAJrDxrywIoWnaP4BuSqkBl+xTQ4YMISQkBCh7JUvLli2t75ku79mWbdmWbdmW\nbdmWbdmWbdmW7epvd+3aVdaYEEJUm6ZpbNy4kbi4OOubXFJTU/n000/rbI2J6nZMPKaUWnbJ9kil\nVOXL1F65Duvqlpqm/Q2YoJTqdslxWfxSCCGEEEKIWiaLXwohauJmXvzypcu2r2WZ136apm3WNO0n\n4DWgdl5yLG4K5T3yQp8kf/oludM3yZ9+Se70TfInhBA3lyo7JjRN66Bp2niggaZpr2qaNl7TtGmA\nc00bUkqtUEp1VEp1Vkp1VUrFX2vQQgghhBBCCHGp06dP8+uvv96Qtvft20dycvINaftyeXl5rF+/\n/kaHoUsXL15k69atNzqM29LVRkwUUtYJ8ekffxqBLKB/HccldKZ8LqPQJ8mffknu9E3yp1+SO32T\n/N2avv32W0aPHl2rdfbr149Zs2ZdtdwLL7zADz/8UGH/zJkz6devX63GdDXbtm3jiSeeqHb50aNH\nM2ZM2WD2l156qVbu4fLly2nTps1frud627JlC3369AHKOikCAwPZsWPHDY7q9lDlWzmUUruAXZfu\n0zTtPuBsXQYlhBBCCCGEuPUZDAb27t3LHXfccaNDqdTy5cur9fpNTdPQtIpT78eMGcNLL10+K/7m\n8sEHH1i/V6cTpjoeffRR+vbtW62yAwcOZMWKFRgMBvz8/HjwwQf517/+Rb169Wollmvl5OREamoq\ndnZ2NzSO20W11pjQNG39H3++Ttn6EMuqPkPcbmSupr5J/vRLcqdvkj/9ktzpm+RPVFd1OiWuRx16\nVN0H+uzsbN555x2OHj1KTEwMR48eZejQoXUbXDVJp8T1U93/lZg0TTMADwA9Aae6C0kIIYQQQghx\nO0tJSaFHjx54eHhwzz33WNdv2LdvHy1btsRiseDs7Myjjz7K+fPnK5y/Z88efHx82L17N6mpqRgM\nBvLy8oCyjilvb+8K5/z666+0bt0ad3d3vLy8SEtLo0uXLsyZMweAGTNmEBoaislkwsfHh3nz5lUa\n+z//+U/uvfdeiouLmTRpEgMGDABg/fr1NGvWDHd3d3x8fHjttdfo06cPrq6uhIaGsnnz5krji46O\nJjIyskI727Zto0GDBphMJiIjI0lISKhQ5siRIzRo0IDVq1cDEBcXR5s2bTAajTRt2pT8/HyGDh3K\nuHHjAGy+A0yfPh0fHx/MZjPjx4+nuLgYgMTERNq1a4fRaCQsLIycnBybdi+N+dChQ9x9991YLBbc\n3d3ZsmVLhTjd3d2pV68erVu35o033uCnn36q9NovvZ+VxVDdXGdkZBAaGoqzszN33HEHGzdurFAG\nyjqV9u/fD8Brr72GxWLBYrHwzDPPUFRUBFT992LevHn4+flhMpkYPny4df9nn31GgwYNcHV1JSoq\nigsXLlTa/u2kuh0TJ4GfgWVKqVLAVHchCT2SuZr6JvnTL8mdvkn+9Etyp2+Sv5ubUoqBAwcSHh5O\nXFwcd911F1FRUUDZr+vp6ens37+fuLg4Dh8+zHvvvWdz/okTJ+jbty8fffQRrVq1qna7SUlJFBQU\nsG/fPjZv3kxgYKDNFI2EhATuv/9+0tPTWbBgAaNGjeL333+3ifurr75iyZIlrFixAnt7e5vzMzIy\nsLOzIzk5mc8//5zp06fTvn179u3bR58+fRg5cmSN7lOjRo1Ys2YNiYmJBAQEWNeJKJefn0/fvn15\n8cUX6dnz/2fvzuOqqvM/jr8PooIgm6KCsqi573urWaakZopZLi2a2TJpjUZW2qLpNJMVVlOazTiT\naZv9TMxSQ1OxXNoUnFJ0mJTFxAXNHQXk/P5AbiBcRAUvX3w9Hw8ece4995zvPe9bj+6H7/dz+urY\nsWPq1auXhgwZoqSkJH300Ufy9PQsNMaCv3/yySd68803FRMTo7Vr12rZsmWaMWOGJGny5Mlq3ry5\nduzYoQ8++EC1atVyOs49e/Zo+/bt2rRpkyPPc+XfmvLIkSOaP3++mjVrVuyxCo7vQsZwrjp16mjh\nwoVKSkpSjx49ChUNnLnvvvuUkJCgpUuXasmSJVqwYIEk55+LY8eOaezYsXr77be1fft2x5KejRs3\n6rHHHtM//vEPbdq0Sb/++muhYtCVqsQeEwXcKalpgTtpjC6n8QAAAAC4gm3fvl2//PKLvv32W3l6\neurFF19U3bp1lZmZKSlven29evVUr1493XvvvVqxYoXjtZmZmRowYIDuv/9+DRky5ILP7eXlpZCQ\nkGKfsyxLfn5+ql27tiIjI9W8eXN99913atiwoaS8GRerVq3S6tWrHX+lt23b8aVbkjw9PRUYGKhb\nbrlFrVq1Unh4uMLCwjRy5EjNmjXrgsbq7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byulMe2Ya41a9a4egi4BORnLrIzG/mZi+zM\ndqXl5+z/szPsDHuGPcOeZk+zE+yEIs/fZ99ne9letmzZNewa9q32rXaunVumY7Msyx41apTdtm1b\n+/jx47Zt2/bGjRvtgIAAOycnx7Ff27Zt7U8++aTI6++66y772WeftW3btnv06GHPnDnTtm3bnjx5\nsj148GDbtm37oYcesh9//PEirw0PD7eXLl1a5PeCJkyYYA8fPrxU7yUlJcWuUqWKnZqaatu2bd92\n22329OnTi923Tp069sqVKx3XYOvWrbZt23bjxo3tzz//3LHf0KFD7RdffNG2bdvu2rWrPWfOHMdz\n/fr1c7zfguNftGiR3ahRI8d+t99+u+MYBc2cOdO+9tprbdu27ffee8/u3LlzoeebN29uf/bZZ47t\nGTNm2LfeeqvT93/uNYyIiLCjo6Md24sWLbKbN29e7Pnatm1rz58/37Zt2960aZNdpUqVYs+Rf92S\nk5Pt6tWr27GxsYWed3aNsrOzbV9fX3vbtm2O9/bdd985Pc6UKVPsG2+80b7qqqvs999/3/H4mjVr\n7Nq1a9u2bdsff/yx3aZNG8dz2dnZdq1atezvvvuu0LEKvsa2bfvQoUO2m5ubvXv37kLPpaen25Zl\n2QcPHnTse/vtt9svv/yybdt5n+9hw4bZderUsX/55Zdir8/WrVtty7LsrKws+8MPP7QbNmxoJyUl\nFbtvSZz9N+Ps42VaB8j/KVXzS8uy+lmW9Q9JOySdkNSqHGokMBhrNc1GfuYiO7ORn7nIzmzkJx3Q\nAbVWa03URE3RFF2ja7RKqxzP/6bftEALdEInJEkndVLf6ltt0RbHPjnK0UN6SB7ykJe89IJekK0L\n74ewZMkStWrVSl5eXpKk1NRU1a9fv9Ba/kaNGjn+cvzyyy+refPmql+/vtasWeP0lof5syDS0tIU\nHh5e6vH8+9//Vrt27RQUFKQPP/yw1HdgCA0NVffu3TVv3jxlZGTo66+/1t133y0p76/ro0aNUlhY\nmBo3bqyjR48WO+49e/YU+ct8vrS0NI0bN07+/v7y9/fXypUrlZ6eXmQ/Pz8/HTt2zLHt7++vEyfy\nclyyZIm6dOmievXqafr06SW+t9TUVDVs2NCx3bBhwwu6HWv+EoPSvN7f398xZn9/f+Xm5iozM9Pp\ndQsLC9OCBQv0+OOPq3Pnzo5be557jb7++mulp6fL3d1dvXv31hdffKGkpCRlZGSoW7duTo9j27Z+\n/vln7d2712nz0tTU1EKfK3d3d4WEhBQ7E+bc9+rj41Mku9TUVHl7eysgIMDxWMHPvW3bWrFihWrX\nrl2oN0RiYqL69Omj4OBgDRw4UJZlKTs7W8OGDdODDz6oa665RoMHD9b+/ftLHJerlfZ2ofdL+lpS\nS9u2x9h/LPEAAAAAYJiZmqmDOqjTOq0zOqNMZeoxPeZ4/oROyF3uhV5TRVV0XMcd21M0RR/qQ53W\naZ3USc3QDP1b/9aFWrhwoeLj4x1LLEJCQrR7925HPwIpr+dEaGio1qxZo+nTp2v27Nn65ptv1K1b\nt/MePygoqEhTSmd27typBx98UNOmTdP69evVv3//C2o+OWrUKM2fP18LFixQ9+7dVb9+fUnSa6+9\npq1bt2rJkiVatmyZ/P39i319aGiokpKK/6oVFBSkV155RVu2bNGWLVuUlJSkJ598ssh+lmUVGnP+\n9unTp3XXXXdp9OjR2rBhg0aPHl3iewsJCSnUM2Hnzp0KCwsr1XW40NcXHHN+QSk3N7fE6zZgwAAl\nJiYqMjJSAwcOlFT0Gv33v/9VVFSUpD+W2ixcuLBQ/5HijiNJN998s/72t7/ptttu02+//Vbs+yv4\nucrOzlZaWppCQ0NLvC779+/XkSNHihSgQkJCdPz4cWVkZDgey//c51+XyZMnq02bNrrjjjscfUMe\neeQRhYSEKC4uTm+99Vah6zhx4kTt2rVLOTk5euKJJ0ocl6uV9nahg23b/tS27RPlPSCYibWaZiM/\nc5Gd2cjPXGRnNvKTMpShbBX+a/lRHXX83kiNVE/1VEV5sxbc5CYPeai92jv2WaIlOqmTju0TOqEl\nWnLBYwkMDNQXX3yhv//971q9erW6deumoKAgTZgwQTt37tSrr76q/fv3q2/fvjp9+rTc3d3l6+sr\nX19feXh4OI7j4+OjX375xfGFLf8L2j333KO5c+fqs88+U1paWqFGmufKysqSm5ub/Pz8VLNmTdWo\nUaPY/UJCQvT555+rf//+jj4NUt7dOQ4cOKC//OUvGj16dKHjenh4yMfHR/7+/oVmg9SsWVMJCQmS\npJEjR+r555/Xxo0btWfPHv3++++O/YYPH653331X6enpqlq1qvbt2+doMlmS/Otw5swZ5eTkON5b\nzZo1S3zdyJEjNWXKFG3ZskXr1q3TjBkzNHLkyPOer+DrX3/9da1bt04JCQmaPHlyia8vrkji7Lod\nPHhQGzdu1L59+1S/fn0dOXJEtm0Xe438/PwkSbfddpv+97//6e2333Y0wnR2nHxjx47V7bffrnvv\nvbfI2Pr166d9+/bp1Vdf1c6dO/XUU08pKChIXbp0KbJvTk6OUlJStGPHDj3wwAO69dZbVbduXfn4\n+Ojo0aNKTk5WUFCQevfurbFjx+rXX3/V/PnztXr1akf/DCnvjiDz5s3ToUOHHI06s7Ky5O3t7Wg8\nmm/btm3atm2bjh07pqCgIB06dKikuFyutDMmAAAAAFQSAzVQNfTHl25PeWqg/vhrsbvc9Y2+UQ/1\nUKACdbWu1nqtl7f+aMZYV3VlySr0mnqqd0HjyP/r+FVXXaWXXnpJDz/8sM6cOaMvvvhCmzdvVsuW\nLfXJJ59o+fLl8vb2Vu/evTV48GD17NlTwcHB2rBhg+Ov8I8++qi++OILffPNN7Isy3Hsm266SW++\n+abGjx+vq666So899liRcZw5c0bu7u5q3ry5nn32Wd15550KDg7WRx99pCZNmhTZ98CBA2rXrp3S\n09PVvv0fxRoPDw/Hl95BgwY5Hh83bpyqV6+u1q1bKywsTNWrV3d8iXz66af1+OOPKycnRxMmTNCQ\nIUM0ZMgQNW7cWElJSWratKnjGP3791f//v3VuHFjjR49WqdOnSrxuhb8vUaNGpo5c6YmTJig4OBg\nTZs2TS1atHDsU/A1kvTkk0/q1ltv1Y033qhBgwbpiSee0F133VVingUNHTpUf/7znzVo0CD16NFD\n/fr1c8xeKO58547Zsiyn1y01NVXDhg1TaGiopk2bpnfeecex/7nXKDMzU5JUrVo13XffffL399fV\nV18tSU6PU3B8M2bM0K+//qp//etfhR738fHR8uXL9dFHH6lly5ZKSEjQkiVLiryvOnXqKCQkRK1b\nt9Z1110nHx8fffDBB5Kk9u3bq0+fPnr44YclSfPnz1dmZqZat26tv/zlL1q8eHGRGRjVqlXT3Llz\n9corr2jHjh167bXXtGrVKoWFhalnz55q3bq1qlSpovXr16t79+5q1KiRfvzxx3K5rWpZsi5kalJ5\nsizLrihjAQAAACqLc6f255uruXpGz+iUTulO3amZmqlqqlbq4/5zuWr/AAAgAElEQVSiX3StrlW2\nsmXJkre8Fa941Vf9shx+uTp27JgSEhJ08803a8eOHWrUqNF5X/Pdd99p/PjxWrlypZo0aaJdu3YV\nmrkBmM7ZfzPOPm4V85JLP2dFKQZQmAAAAADKnrMvGWUhTWlaoiVyl7vu0B2qrdrlcp7y8uyzz2rW\nrFkaO3asY2p8aWRmZsrT01OnTp2iKIFKh8JEBRkLLlxcXBwdrg1GfuYiO7ORn7nIzmxXWn7lWZgA\nUPm4ojBBjwkAAAAAAOAyzJgAAAAAKrGKPmMiKytLp06dko+PT6lfc/r0acXHxzuaGKLiOl9Whw8f\nVrVq1ZzeAUWSTp48qaysLMcdNkrj5MmTsixLnp6eFzzmKx0zJgBUWIkpsXr78956+/PeSkyJdfVw\nAABAJTFt2jRNnDjxvPv98MMPCgkJUXZ2tjZu3Kj+/fuf9zW7d+9W3bp1tWfPnrIY6iUZN26cxo0b\nd9Gvz7+7hCu8/vrrioyMvKjXni+rFi1a6KeffirxGP369dOHH35Y4j6RkZF64403HNtTpkzRc889\nd2GDhctQmECZ4H7gZjtffokpsfrn8kjtSFupHWkr9c/lkRQnKgj+3TMb+ZmL7MxGfhXHvn379Pe/\n/12TJk1Snz59NH78+CL7DB06VGPHjlXXrl2VnJysqlWrlvr4DRo00J49exQcHFyWw74ob7zxRqEv\nzhfioYce0gsvvFDGIyq98ePH67PPPnPZ+SUVuQ3nuT777LNChZ+oqCjNmTNHaWlp5T00lAEKEwDO\na1VCtLJz/qjSZ+dkalVCtAtHBAAAKoN3331Xffv2Vf369TV48GDFxMQUev706dNavny57rzzTklS\nlSpVLvgcF/OaiiY7O9vVQ5Cbm2u/Op5vOdK546tbt64iIyP1zjvvlOewUEYoTKBMXEmdrSsj8jMX\n2ZmN/MxFdmYjv4pj6dKluu222yRJAwYM0J49e7Rp0ybH86tWrZKnp6e6d++uuLg4BQYGFnucoUOH\nKjg4WB4eHmratKnWr18vSUpOTpabm5tOnjwpSbrnnnvk4+OjunXr6qmnnnK8Pjw8XEuXLnVsu7m5\nadu2bZKkF154QbVr11bNmjU1derUIuceP368QkJC5OnpqXbt2unll19Wy5Yt5enpqdtvv10nTpyQ\nJI0cOVITJkyQJOXk5GjSpEmqV6+ewsPD9e9//9txvILny7+FqW3bio6Olpubm2P2x/Hjx3X//ffL\n29tbISEhTpc6FDf+H374QQ0aNFCNGjXUpUsX/fzzzzpy5IiqV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QN8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\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7f88e2718250>"
       ]
      }
     ],
     "prompt_number": 8
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Sprend\u017eiant i\u0161 \u0161i\u0173 duomen\u0173, matyti, kad kai kuriose partijos yra labai neproporcingai turting\u0173 \u017emoni\u0173 ir turting\u0173 \u017emoni\u0173 sumok\u0117t\u0173 mokes\u010di\u0173 proporcija visi\u0161kai neproporcinga turtui.\n",
      "\n",
      "Kit\u0105 vertus, jei neklyst\u0173, sumok\u0117t\u0173 mokes\u010di\u0173 suma paimta tik i\u0161 paskutini\u0173 met\u0173, o turtas gali b\u016bti sukauptas per vis\u0105 gyvenim\u0105. Bet to, proporcij\u0105 gali i\u0161kraipyti ir kondidato am\u017eius, potencialiai vyrsni kandidatai gali b\u016bti sukaup\u0119 daugiau turto nei jaunesni."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "data['tms'] = ((data.mokesciai / data.visasturtas).replace(inf, 0).fillna(0) * 100).replace(0, NaN)\n",
      "segment = get_segment()\n",
      "segment = segment[segment.tms.notnull()].groupby('party').tms.mean().to_frame().sort('tms')\n",
      "segment['tms'] = segment.tms.map(format_percent)\n",
      "segment.index.rename(None, inplace=True)\n",
      "segment.rename(columns={'tms': 'Viso turto ir mokes\u010di\u0173 santykis'})"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "html": [
        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
        "<table border=\"1\" class=\"dataframe\">\n",
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th>Viso turto ir mokes\u010di\u0173 santykis</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>Tautinink\u0173 s\u0105junga</th>\n",
        "      <td>  3.17%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Politin\u0117 partija Rus\u0173 aljansas</th>\n",
        "      <td>  3.92%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Lietuvos rus\u0173 s\u0105junga</th>\n",
        "      <td>  5.56%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Lietuvos socialdemokrat\u0173 partija</th>\n",
        "      <td>  5.74%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Politin\u0117 partija \u201eLietuvos s\u0105ra\u0161as\u201c</th>\n",
        "      <td>  5.85%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Darbo partija</th>\n",
        "      <td>  6.05%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Partija Tvarka ir teisingumas</th>\n",
        "      <td>  6.59%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Lietuvos valstie\u010di\u0173 ir \u017eali\u0173j\u0173 s\u0105junga</th>\n",
        "      <td>  9.93%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Lietuvos laisv\u0117s s\u0105junga (liberalai)</th>\n",
        "      <td> 10.10%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Lietuvos \u017eali\u0173j\u0173 partija</th>\n",
        "      <td> 11.29%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Lietuvos Respublikos liberal\u0173 s\u0105j\u016bdis</th>\n",
        "      <td> 13.85%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Lietuvos liaudies partija</th>\n",
        "      <td> 19.41%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>T\u0117vyn\u0117s s\u0105junga - Lietuvos krik\u0161\u010dionys demokratai</th>\n",
        "      <td> 19.60%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Lenk\u0173 rinkim\u0173 akcijos ir Rus\u0173 aljanso koalicija \u201eValdemaro Toma\u0161evskio blokas\u201c (Vilniaus miesto savivaldyb\u0117)</th>\n",
        "      <td> 21.06%</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 9,
       "text": [
        "                                                                                                             Viso turto ir mokes\u010di\u0173 santykis\n",
        "Tautinink\u0173 s\u0105junga                                                                                                                     3.17%\n",
        "Politin\u0117 partija Rus\u0173 aljansas                                                                                                         3.92%\n",
        "Lietuvos rus\u0173 s\u0105junga                                                                                                                  5.56%\n",
        "Lietuvos socialdemokrat\u0173 partija                                                                                                       5.74%\n",
        "Politin\u0117 partija \u201eLietuvos s\u0105ra\u0161as\u201c                                                                                                    5.85%\n",
        "Darbo partija                                                                                                                          6.05%\n",
        "Partija Tvarka ir teisingumas                                                                                                          6.59%\n",
        "Lietuvos valstie\u010di\u0173 ir \u017eali\u0173j\u0173 s\u0105junga                                                                                                 9.93%\n",
        "Lietuvos laisv\u0117s s\u0105junga (liberalai)                                                                                                  10.10%\n",
        "Lietuvos \u017eali\u0173j\u0173 partija                                                                                                              11.29%\n",
        "Lietuvos Respublikos liberal\u0173 s\u0105j\u016bdis                                                                                                 13.85%\n",
        "Lietuvos liaudies partija                                                                                                             19.41%\n",
        "T\u0117vyn\u0117s s\u0105junga - Lietuvos krik\u0161\u010dionys demokratai                                                                                     19.60%\n",
        "Lenk\u0173 rinkim\u0173 akcijos ir Rus\u0173 aljanso koalicija \u201eValdemaro Toma\u0161evskio blokas\u201c (Vilniaus miesto savivaldyb\u0117)                          21.06%"
       ]
      }
     ],
     "prompt_number": 9
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "data['pms'] = ((data.mokesciai / data.pajamos).replace(np.inf, 0).fillna(0) * 100).astype(int).replace(0, np.NaN)\n",
      "segment = get_segment()\n",
      "segment = segment[segment.pms.notnull()].groupby('party').pms.mean().to_frame().sort('pms')\n",
      "segment['pms'] = segment.pms.map(format_percent)\n",
      "segment.index.rename(None, inplace=True)\n",
      "segment.rename(columns={'pms': 'Pajam\u0173 ir mokes\u010di\u0173 santykis'})"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "html": [
        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
        "<table border=\"1\" class=\"dataframe\">\n",
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th>Pajam\u0173 ir mokes\u010di\u0173 santykis</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>Lietuvos liaudies partija</th>\n",
        "      <td>  9.83%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Lietuvos rus\u0173 s\u0105junga</th>\n",
        "      <td> 10.48%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Darbo partija</th>\n",
        "      <td> 10.65%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Lietuvos valstie\u010di\u0173 ir \u017eali\u0173j\u0173 s\u0105junga</th>\n",
        "      <td> 10.69%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Politin\u0117 partija \u201eLietuvos s\u0105ra\u0161as\u201c</th>\n",
        "      <td> 10.71%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Tautinink\u0173 s\u0105junga</th>\n",
        "      <td> 10.74%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Lietuvos Respublikos liberal\u0173 s\u0105j\u016bdis</th>\n",
        "      <td> 10.82%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Lietuvos \u017eali\u0173j\u0173 partija</th>\n",
        "      <td> 11.08%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Partija Tvarka ir teisingumas</th>\n",
        "      <td> 11.14%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Lietuvos laisv\u0117s s\u0105junga (liberalai)</th>\n",
        "      <td> 11.44%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Lenk\u0173 rinkim\u0173 akcijos ir Rus\u0173 aljanso koalicija \u201eValdemaro Toma\u0161evskio blokas\u201c (Vilniaus miesto savivaldyb\u0117)</th>\n",
        "      <td> 12.14%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Lietuvos socialdemokrat\u0173 partija</th>\n",
        "      <td> 12.24%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>T\u0117vyn\u0117s s\u0105junga - Lietuvos krik\u0161\u010dionys demokratai</th>\n",
        "      <td> 12.48%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Politin\u0117 partija Rus\u0173 aljansas</th>\n",
        "      <td> 13.07%</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 10,
       "text": [
        "                                                                                                             Pajam\u0173 ir mokes\u010di\u0173 santykis\n",
        "Lietuvos liaudies partija                                                                                                          9.83%\n",
        "Lietuvos rus\u0173 s\u0105junga                                                                                                             10.48%\n",
        "Darbo partija                                                                                                                     10.65%\n",
        "Lietuvos valstie\u010di\u0173 ir \u017eali\u0173j\u0173 s\u0105junga                                                                                            10.69%\n",
        "Politin\u0117 partija \u201eLietuvos s\u0105ra\u0161as\u201c                                                                                               10.71%\n",
        "Tautinink\u0173 s\u0105junga                                                                                                                10.74%\n",
        "Lietuvos Respublikos liberal\u0173 s\u0105j\u016bdis                                                                                             10.82%\n",
        "Lietuvos \u017eali\u0173j\u0173 partija                                                                                                          11.08%\n",
        "Partija Tvarka ir teisingumas                                                                                                     11.14%\n",
        "Lietuvos laisv\u0117s s\u0105junga (liberalai)                                                                                              11.44%\n",
        "Lenk\u0173 rinkim\u0173 akcijos ir Rus\u0173 aljanso koalicija \u201eValdemaro Toma\u0161evskio blokas\u201c (Vilniaus miesto savivaldyb\u0117)                      12.14%\n",
        "Lietuvos socialdemokrat\u0173 partija                                                                                                  12.24%\n",
        "T\u0117vyn\u0117s s\u0105junga - Lietuvos krik\u0161\u010dionys demokratai                                                                                 12.48%\n",
        "Politin\u0117 partija Rus\u0173 aljansas                                                                                                    13.07%"
       ]
      }
     ],
     "prompt_number": 10
    },
    {
     "cell_type": "heading",
     "level": 1,
     "metadata": {},
     "source": [
      "Am\u017eiaus vidurkis partijose"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "data['age'] = (now - data.birthdate).astype('<m8[Y]')\n",
      "segment = get_segment().groupby('party').age.agg(['mean', 'min', 'max']).sort('mean')\n",
      "segment['mean'] = segment['mean'].astype(int)\n",
      "segment.index.rename(None, inplace=True)\n",
      "segment.rename(columns={'mean': 'Vidutinis am\u017eius', 'min': 'Jauniausias', 'max': 'Vyriausias'})"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "html": [
        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
        "<table border=\"1\" class=\"dataframe\">\n",
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th>Vidutinis am\u017eius</th>\n",
        "      <th>Jauniausias</th>\n",
        "      <th>Vyriausias</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>Lietuvos Respublikos liberal\u0173 s\u0105j\u016bdis</th>\n",
        "      <td> 38</td>\n",
        "      <td> 21</td>\n",
        "      <td> 60</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Lietuvos \u017eali\u0173j\u0173 partija</th>\n",
        "      <td> 40</td>\n",
        "      <td> 23</td>\n",
        "      <td> 74</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Lietuvos laisv\u0117s s\u0105junga (liberalai)</th>\n",
        "      <td> 42</td>\n",
        "      <td> 22</td>\n",
        "      <td> 80</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Darbo partija</th>\n",
        "      <td> 43</td>\n",
        "      <td> 20</td>\n",
        "      <td> 76</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Tautinink\u0173 s\u0105junga</th>\n",
        "      <td> 44</td>\n",
        "      <td> 21</td>\n",
        "      <td> 79</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Lietuvos liaudies partija</th>\n",
        "      <td> 44</td>\n",
        "      <td> 20</td>\n",
        "      <td> 72</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>T\u0117vyn\u0117s s\u0105junga - Lietuvos krik\u0161\u010dionys demokratai</th>\n",
        "      <td> 44</td>\n",
        "      <td> 22</td>\n",
        "      <td> 76</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Lenk\u0173 rinkim\u0173 akcijos ir Rus\u0173 aljanso koalicija \u201eValdemaro Toma\u0161evskio blokas\u201c (Vilniaus miesto savivaldyb\u0117)</th>\n",
        "      <td> 45</td>\n",
        "      <td> 24</td>\n",
        "      <td> 81</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Partija Tvarka ir teisingumas</th>\n",
        "      <td> 46</td>\n",
        "      <td> 21</td>\n",
        "      <td> 79</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Lietuvos valstie\u010di\u0173 ir \u017eali\u0173j\u0173 s\u0105junga</th>\n",
        "      <td> 46</td>\n",
        "      <td> 21</td>\n",
        "      <td> 76</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Lietuvos socialdemokrat\u0173 partija</th>\n",
        "      <td> 46</td>\n",
        "      <td> 24</td>\n",
        "      <td> 74</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Lietuvos lenk\u0173 rinkim\u0173 akcija</th>\n",
        "      <td> 49</td>\n",
        "      <td> 49</td>\n",
        "      <td> 49</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Politin\u0117 partija \u201eLietuvos s\u0105ra\u0161as\u201c</th>\n",
        "      <td> 49</td>\n",
        "      <td> 26</td>\n",
        "      <td> 74</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Politin\u0117 partija Rus\u0173 aljansas</th>\n",
        "      <td> 50</td>\n",
        "      <td> 28</td>\n",
        "      <td> 69</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Lietuvos rus\u0173 s\u0105junga</th>\n",
        "      <td> 52</td>\n",
        "      <td> 28</td>\n",
        "      <td> 68</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 11,
       "text": [
        "                                                                                                              Vidutinis am\u017eius  \\\n",
        "Lietuvos Respublikos liberal\u0173 s\u0105j\u016bdis                                                                                       38   \n",
        "Lietuvos \u017eali\u0173j\u0173 partija                                                                                                    40   \n",
        "Lietuvos laisv\u0117s s\u0105junga (liberalai)                                                                                        42   \n",
        "Darbo partija                                                                                                               43   \n",
        "Tautinink\u0173 s\u0105junga                                                                                                          44   \n",
        "Lietuvos liaudies partija                                                                                                   44   \n",
        "T\u0117vyn\u0117s s\u0105junga - Lietuvos krik\u0161\u010dionys demokratai                                                                           44   \n",
        "Lenk\u0173 rinkim\u0173 akcijos ir Rus\u0173 aljanso koalicija \u201eValdemaro Toma\u0161evskio blokas\u201c (Vilniaus miesto savivaldyb\u0117)                45   \n",
        "Partija Tvarka ir teisingumas                                                                                               46   \n",
        "Lietuvos valstie\u010di\u0173 ir \u017eali\u0173j\u0173 s\u0105junga                                                                                      46   \n",
        "Lietuvos socialdemokrat\u0173 partija                                                                                            46   \n",
        "Lietuvos lenk\u0173 rinkim\u0173 akcija                                                                                               49   \n",
        "Politin\u0117 partija \u201eLietuvos s\u0105ra\u0161as\u201c                                                                                         49   \n",
        "Politin\u0117 partija Rus\u0173 aljansas                                                                                              50   \n",
        "Lietuvos rus\u0173 s\u0105junga                                                                                                       52   \n",
        "\n",
        "                                                                                                              Jauniausias  \\\n",
        "Lietuvos Respublikos liberal\u0173 s\u0105j\u016bdis                                                                                  21   \n",
        "Lietuvos \u017eali\u0173j\u0173 partija                                                                                               23   \n",
        "Lietuvos laisv\u0117s s\u0105junga (liberalai)                                                                                   22   \n",
        "Darbo partija                                                                                                          20   \n",
        "Tautinink\u0173 s\u0105junga                                                                                                     21   \n",
        "Lietuvos liaudies partija                                                                                              20   \n",
        "T\u0117vyn\u0117s s\u0105junga - Lietuvos krik\u0161\u010dionys demokratai                                                                      22   \n",
        "Lenk\u0173 rinkim\u0173 akcijos ir Rus\u0173 aljanso koalicija \u201eValdemaro Toma\u0161evskio blokas\u201c (Vilniaus miesto savivaldyb\u0117)           24   \n",
        "Partija Tvarka ir teisingumas                                                                                          21   \n",
        "Lietuvos valstie\u010di\u0173 ir \u017eali\u0173j\u0173 s\u0105junga                                                                                 21   \n",
        "Lietuvos socialdemokrat\u0173 partija                                                                                       24   \n",
        "Lietuvos lenk\u0173 rinkim\u0173 akcija                                                                                          49   \n",
        "Politin\u0117 partija \u201eLietuvos s\u0105ra\u0161as\u201c                                                                                    26   \n",
        "Politin\u0117 partija Rus\u0173 aljansas                                                                                         28   \n",
        "Lietuvos rus\u0173 s\u0105junga                                                                                                  28   \n",
        "\n",
        "                                                                                                              Vyriausias  \n",
        "Lietuvos Respublikos liberal\u0173 s\u0105j\u016bdis                                                                                 60  \n",
        "Lietuvos \u017eali\u0173j\u0173 partija                                                                                              74  \n",
        "Lietuvos laisv\u0117s s\u0105junga (liberalai)                                                                                  80  \n",
        "Darbo partija                                                                                                         76  \n",
        "Tautinink\u0173 s\u0105junga                                                                                                    79  \n",
        "Lietuvos liaudies partija                                                                                             72  \n",
        "T\u0117vyn\u0117s s\u0105junga - Lietuvos krik\u0161\u010dionys demokratai                                                                     76  \n",
        "Lenk\u0173 rinkim\u0173 akcijos ir Rus\u0173 aljanso koalicija \u201eValdemaro Toma\u0161evskio blokas\u201c (Vilniaus miesto savivaldyb\u0117)          81  \n",
        "Partija Tvarka ir teisingumas                                                                                         79  \n",
        "Lietuvos valstie\u010di\u0173 ir \u017eali\u0173j\u0173 s\u0105junga                                                                                76  \n",
        "Lietuvos socialdemokrat\u0173 partija                                                                                      74  \n",
        "Lietuvos lenk\u0173 rinkim\u0173 akcija                                                                                         49  \n",
        "Politin\u0117 partija \u201eLietuvos s\u0105ra\u0161as\u201c                                                                                   74  \n",
        "Politin\u0117 partija Rus\u0173 aljansas                                                                                        69  \n",
        "Lietuvos rus\u0173 s\u0105junga                                                                                                 68  "
       ]
      }
     ],
     "prompt_number": 11
    },
    {
     "cell_type": "heading",
     "level": 1,
     "metadata": {},
     "source": [
      "Tautyb\u0117"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "segment = get_segment().nationality.value_counts().to_frame('kandidatai')\n",
      "segment['procentas'] = (segment.kandidatai / segment.kandidatai.sum() * 100).map(format_percent)\n",
      "segment.rename(columns={'kandidatai': 'Kandidatai', 'procentas': 'Procentas'})"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "html": [
        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
        "<table border=\"1\" class=\"dataframe\">\n",
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th>Kandidatai</th>\n",
        "      <th>Procentas</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>lietuvis</th>\n",
        "      <td> 336</td>\n",
        "      <td> 44.04%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>lietuv\u0117</th>\n",
        "      <td> 171</td>\n",
        "      <td> 22.41%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Nenurod\u0117</th>\n",
        "      <td>  69</td>\n",
        "      <td>  9.04%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>lenk\u0117</th>\n",
        "      <td>  68</td>\n",
        "      <td>  8.91%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>lenkas</th>\n",
        "      <td>  49</td>\n",
        "      <td>  6.42%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>rusas</th>\n",
        "      <td>  30</td>\n",
        "      <td>  3.93%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>rus\u0117</th>\n",
        "      <td>  18</td>\n",
        "      <td>  2.36%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>ukrainietis (-\u0117)</th>\n",
        "      <td>   7</td>\n",
        "      <td>  0.92%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>baltarusis</th>\n",
        "      <td>   4</td>\n",
        "      <td>  0.52%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>\u017eydas</th>\n",
        "      <td>   3</td>\n",
        "      <td>  0.39%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>totorius (-\u0117)</th>\n",
        "      <td>   2</td>\n",
        "      <td>  0.26%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>vokietis</th>\n",
        "      <td>   1</td>\n",
        "      <td>  0.13%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>lezginas (-\u0117)</th>\n",
        "      <td>   1</td>\n",
        "      <td>  0.13%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>vengras (-\u0117)</th>\n",
        "      <td>   1</td>\n",
        "      <td>  0.13%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>baltarus\u0117</th>\n",
        "      <td>   1</td>\n",
        "      <td>  0.13%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Pranc\u016bzas (-\u0117)</th>\n",
        "      <td>   1</td>\n",
        "      <td>  0.13%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>anglas (-\u0117)</th>\n",
        "      <td>   1</td>\n",
        "      <td>  0.13%</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 12,
       "text": [
        "                  Kandidatai Procentas\n",
        "lietuvis                 336    44.04%\n",
        "lietuv\u0117                  171    22.41%\n",
        "Nenurod\u0117                  69     9.04%\n",
        "lenk\u0117                     68     8.91%\n",
        "lenkas                    49     6.42%\n",
        "rusas                     30     3.93%\n",
        "rus\u0117                      18     2.36%\n",
        "ukrainietis (-\u0117)           7     0.92%\n",
        "baltarusis                 4     0.52%\n",
        "\u017eydas                      3     0.39%\n",
        "totorius (-\u0117)              2     0.26%\n",
        "vokietis                   1     0.13%\n",
        "lezginas (-\u0117)              1     0.13%\n",
        "vengras (-\u0117)               1     0.13%\n",
        "baltarus\u0117                  1     0.13%\n",
        "Pranc\u016bzas (-\u0117)             1     0.13%\n",
        "anglas (-\u0117)                1     0.13%"
       ]
      }
     ],
     "prompt_number": 12
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "segment = get_segment().groupby(['party', 'nationality'])['name'].count().to_frame()\n",
      "segment = segment.reset_index().sort(['party', 'name'], ascending=[1, 0]).set_index(['party', 'nationality'])\n",
      "segment['procentas'] = (segment.name / segment.name.sum(level='party') * 100).map(format_percent)\n",
      "segment.index.rename(['Partija', 'Tautyb\u0117'], inplace=True)\n",
      "segment.rename(columns={'name': 'Kandidatai', 'procentas': 'Procentas'})"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "html": [
        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
        "<table border=\"1\" class=\"dataframe\">\n",
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th>Kandidatai</th>\n",
        "      <th>Procentas</th>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Partija</th>\n",
        "      <th>Tautyb\u0117</th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th rowspan=\"8\" valign=\"top\">Darbo partija</th>\n",
        "      <th>lietuvis</th>\n",
        "      <td> 25</td>\n",
        "      <td>  41.67%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>lietuv\u0117</th>\n",
        "      <td> 14</td>\n",
        "      <td>  23.33%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Nenurod\u0117</th>\n",
        "      <td> 10</td>\n",
        "      <td>  16.67%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>lenkas</th>\n",
        "      <td>  3</td>\n",
        "      <td>   5.00%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>lenk\u0117</th>\n",
        "      <td>  3</td>\n",
        "      <td>   5.00%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>rusas</th>\n",
        "      <td>  3</td>\n",
        "      <td>   5.00%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>baltarusis</th>\n",
        "      <td>  1</td>\n",
        "      <td>   1.67%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>rus\u0117</th>\n",
        "      <td>  1</td>\n",
        "      <td>   1.67%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th rowspan=\"8\" valign=\"top\">Lenk\u0173 rinkim\u0173 akcijos ir Rus\u0173 aljanso koalicija \u201eValdemaro Toma\u0161evskio blokas\u201c (Vilniaus miesto savivaldyb\u0117)</th>\n",
        "      <th>lenk\u0117</th>\n",
        "      <td> 51</td>\n",
        "      <td>  50.50%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>lenkas</th>\n",
        "      <td> 28</td>\n",
        "      <td>  27.72%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Nenurod\u0117</th>\n",
        "      <td> 10</td>\n",
        "      <td>   9.90%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>rusas</th>\n",
        "      <td>  6</td>\n",
        "      <td>   5.94%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>rus\u0117</th>\n",
        "      <td>  3</td>\n",
        "      <td>   2.97%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>baltarus\u0117</th>\n",
        "      <td>  1</td>\n",
        "      <td>   0.99%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>lietuv\u0117</th>\n",
        "      <td>  1</td>\n",
        "      <td>   0.99%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>totorius (-\u0117)</th>\n",
        "      <td>  1</td>\n",
        "      <td>   0.99%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th rowspan=\"8\" valign=\"top\">Lietuvos Respublikos liberal\u0173 s\u0105j\u016bdis</th>\n",
        "      <th>lietuvis</th>\n",
        "      <td> 39</td>\n",
        "      <td>  60.00%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>lietuv\u0117</th>\n",
        "      <td> 15</td>\n",
        "      <td>  23.08%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Nenurod\u0117</th>\n",
        "      <td>  3</td>\n",
        "      <td>   4.62%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>lenkas</th>\n",
        "      <td>  3</td>\n",
        "      <td>   4.62%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>lenk\u0117</th>\n",
        "      <td>  2</td>\n",
        "      <td>   3.08%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>anglas (-\u0117)</th>\n",
        "      <td>  1</td>\n",
        "      <td>   1.54%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>rusas</th>\n",
        "      <td>  1</td>\n",
        "      <td>   1.54%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>ukrainietis (-\u0117)</th>\n",
        "      <td>  1</td>\n",
        "      <td>   1.54%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th rowspan=\"8\" valign=\"top\">Lietuvos laisv\u0117s s\u0105junga (liberalai)</th>\n",
        "      <th>lietuvis</th>\n",
        "      <td> 65</td>\n",
        "      <td>  65.00%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>lietuv\u0117</th>\n",
        "      <td> 26</td>\n",
        "      <td>  26.00%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Nenurod\u0117</th>\n",
        "      <td>  2</td>\n",
        "      <td>   2.00%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>rusas</th>\n",
        "      <td>  2</td>\n",
        "      <td>   2.00%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>rus\u0117</th>\n",
        "      <td>  2</td>\n",
        "      <td>   2.00%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Pranc\u016bzas (-\u0117)</th>\n",
        "      <td>  1</td>\n",
        "      <td>   1.00%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>lenk\u0117</th>\n",
        "      <td>  1</td>\n",
        "      <td>   1.00%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>ukrainietis (-\u0117)</th>\n",
        "      <td>  1</td>\n",
        "      <td>   1.00%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Lietuvos lenk\u0173 rinkim\u0173 akcija</th>\n",
        "      <th>lenkas</th>\n",
        "      <td>  1</td>\n",
        "      <td> 100.00%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th rowspan=\"6\" valign=\"top\">Lietuvos liaudies partija</th>\n",
        "      <th>lietuvis</th>\n",
        "      <td> 12</td>\n",
        "      <td>  41.38%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>lietuv\u0117</th>\n",
        "      <td>  7</td>\n",
        "      <td>  24.14%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Nenurod\u0117</th>\n",
        "      <td>  5</td>\n",
        "      <td>  17.24%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>lenkas</th>\n",
        "      <td>  2</td>\n",
        "      <td>   6.90%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>rusas</th>\n",
        "      <td>  2</td>\n",
        "      <td>   6.90%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>ukrainietis (-\u0117)</th>\n",
        "      <td>  1</td>\n",
        "      <td>   3.45%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th rowspan=\"10\" valign=\"top\">Lietuvos rus\u0173 s\u0105junga</th>\n",
        "      <th>rusas</th>\n",
        "      <td> 12</td>\n",
        "      <td>  30.00%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Nenurod\u0117</th>\n",
        "      <td>  8</td>\n",
        "      <td>  20.00%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>rus\u0117</th>\n",
        "      <td>  8</td>\n",
        "      <td>  20.00%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>lietuvis</th>\n",
        "      <td>  3</td>\n",
        "      <td>   7.50%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>\u017eydas</th>\n",
        "      <td>  3</td>\n",
        "      <td>   7.50%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>ukrainietis (-\u0117)</th>\n",
        "      <td>  2</td>\n",
        "      <td>   5.00%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>baltarusis</th>\n",
        "      <td>  1</td>\n",
        "      <td>   2.50%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>lenkas</th>\n",
        "      <td>  1</td>\n",
        "      <td>   2.50%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>lenk\u0117</th>\n",
        "      <td>  1</td>\n",
        "      <td>   2.50%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>lezginas (-\u0117)</th>\n",
        "      <td>  1</td>\n",
        "      <td>   2.50%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th rowspan=\"8\" valign=\"top\">Lietuvos socialdemokrat\u0173 partija</th>\n",
        "      <th>lietuvis</th>\n",
        "      <td> 31</td>\n",
        "      <td>  50.00%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>lietuv\u0117</th>\n",
        "      <td> 16</td>\n",
        "      <td>  25.81%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Nenurod\u0117</th>\n",
        "      <td>  9</td>\n",
        "      <td>  14.52%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>rusas</th>\n",
        "      <td>  2</td>\n",
        "      <td>   3.23%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>baltarusis</th>\n",
        "      <td>  1</td>\n",
        "      <td>   1.61%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>lenkas</th>\n",
        "      <td>  1</td>\n",
        "      <td>   1.61%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>lenk\u0117</th>\n",
        "      <td>  1</td>\n",
        "      <td>   1.61%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>totorius (-\u0117)</th>\n",
        "      <td>  1</td>\n",
        "      <td>   1.61%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th rowspan=\"7\" valign=\"top\">Lietuvos valstie\u010di\u0173 ir \u017eali\u0173j\u0173 s\u0105junga</th>\n",
        "      <th>lietuvis</th>\n",
        "      <td> 17</td>\n",
        "      <td>  42.50%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>lietuv\u0117</th>\n",
        "      <td> 13</td>\n",
        "      <td>  32.50%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Nenurod\u0117</th>\n",
        "      <td>  6</td>\n",
        "      <td>  15.00%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>lenkas</th>\n",
        "      <td>  1</td>\n",
        "      <td>   2.50%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>rusas</th>\n",
        "      <td>  1</td>\n",
        "      <td>   2.50%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>vengras (-\u0117)</th>\n",
        "      <td>  1</td>\n",
        "      <td>   2.50%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>vokietis</th>\n",
        "      <td>  1</td>\n",
        "      <td>   2.50%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th rowspan=\"3\" valign=\"top\">Lietuvos \u017eali\u0173j\u0173 partija</th>\n",
        "      <th>lietuvis</th>\n",
        "      <td> 17</td>\n",
        "      <td>  54.84%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>lietuv\u0117</th>\n",
        "      <td> 13</td>\n",
        "      <td>  41.94%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>lenkas</th>\n",
        "      <td>  1</td>\n",
        "      <td>   3.23%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th rowspan=\"9\" valign=\"top\">Partija Tvarka ir teisingumas</th>\n",
        "      <th>lietuvis</th>\n",
        "      <td> 42</td>\n",
        "      <td>  52.50%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>lietuv\u0117</th>\n",
        "      <td> 19</td>\n",
        "      <td>  23.75%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Nenurod\u0117</th>\n",
        "      <td>  6</td>\n",
        "      <td>   7.50%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>lenkas</th>\n",
        "      <td>  4</td>\n",
        "      <td>   5.00%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>rus\u0117</th>\n",
        "      <td>  4</td>\n",
        "      <td>   5.00%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>lenk\u0117</th>\n",
        "      <td>  2</td>\n",
        "      <td>   2.50%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>baltarusis</th>\n",
        "      <td>  1</td>\n",
        "      <td>   1.25%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>rusas</th>\n",
        "      <td>  1</td>\n",
        "      <td>   1.25%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>ukrainietis (-\u0117)</th>\n",
        "      <td>  1</td>\n",
        "      <td>   1.25%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th rowspan=\"3\" valign=\"top\">Politin\u0117 partija Rus\u0173 aljansas</th>\n",
        "      <th>lenk\u0117</th>\n",
        "      <td>  7</td>\n",
        "      <td>  46.67%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Nenurod\u0117</th>\n",
        "      <td>  4</td>\n",
        "      <td>  26.67%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>lenkas</th>\n",
        "      <td>  4</td>\n",
        "      <td>  26.67%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th rowspan=\"3\" valign=\"top\">Politin\u0117 partija \u201eLietuvos s\u0105ra\u0161as\u201c</th>\n",
        "      <th>lietuvis</th>\n",
        "      <td> 19</td>\n",
        "      <td>  48.72%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>lietuv\u0117</th>\n",
        "      <td> 17</td>\n",
        "      <td>  43.59%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Nenurod\u0117</th>\n",
        "      <td>  3</td>\n",
        "      <td>   7.69%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th rowspan=\"3\" valign=\"top\">Tautinink\u0173 s\u0105junga</th>\n",
        "      <th>lietuvis</th>\n",
        "      <td> 19</td>\n",
        "      <td>  67.86%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>lietuv\u0117</th>\n",
        "      <td>  8</td>\n",
        "      <td>  28.57%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>ukrainietis (-\u0117)</th>\n",
        "      <td>  1</td>\n",
        "      <td>   3.57%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th rowspan=\"3\" valign=\"top\">T\u0117vyn\u0117s s\u0105junga - Lietuvos krik\u0161\u010dionys demokratai</th>\n",
        "      <th>lietuvis</th>\n",
        "      <td> 47</td>\n",
        "      <td>  65.28%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>lietuv\u0117</th>\n",
        "      <td> 22</td>\n",
        "      <td>  30.56%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Nenurod\u0117</th>\n",
        "      <td>  3</td>\n",
        "      <td>   4.17%</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 13,
       "text": [
        "                                                                                                                               Kandidatai  \\\n",
        "Partija                                                                                                      Tautyb\u0117                        \n",
        "Darbo partija                                                                                                lietuvis                  25   \n",
        "                                                                                                             lietuv\u0117                   14   \n",
        "                                                                                                             Nenurod\u0117                  10   \n",
        "                                                                                                             lenkas                     3   \n",
        "                                                                                                             lenk\u0117                      3   \n",
        "                                                                                                             rusas                      3   \n",
        "                                                                                                             baltarusis                 1   \n",
        "                                                                                                             rus\u0117                       1   \n",
        "Lenk\u0173 rinkim\u0173 akcijos ir Rus\u0173 aljanso koalicija \u201eValdemaro Toma\u0161evskio blokas\u201c (Vilniaus miesto savivaldyb\u0117) lenk\u0117                     51   \n",
        "                                                                                                             lenkas                    28   \n",
        "                                                                                                             Nenurod\u0117                  10   \n",
        "                                                                                                             rusas                      6   \n",
        "                                                                                                             rus\u0117                       3   \n",
        "                                                                                                             baltarus\u0117                  1   \n",
        "                                                                                                             lietuv\u0117                    1   \n",
        "                                                                                                             totorius (-\u0117)              1   \n",
        "Lietuvos Respublikos liberal\u0173 s\u0105j\u016bdis                                                                        lietuvis                  39   \n",
        "                                                                                                             lietuv\u0117                   15   \n",
        "                                                                                                             Nenurod\u0117                   3   \n",
        "                                                                                                             lenkas                     3   \n",
        "                                                                                                             lenk\u0117                      2   \n",
        "                                                                                                             anglas (-\u0117)                1   \n",
        "                                                                                                             rusas                      1   \n",
        "                                                                                                             ukrainietis (-\u0117)           1   \n",
        "Lietuvos laisv\u0117s s\u0105junga (liberalai)                                                                         lietuvis                  65   \n",
        "                                                                                                             lietuv\u0117                   26   \n",
        "                                                                                                             Nenurod\u0117                   2   \n",
        "                                                                                                             rusas                      2   \n",
        "                                                                                                             rus\u0117                       2   \n",
        "                                                                                                             Pranc\u016bzas (-\u0117)             1   \n",
        "                                                                                                             lenk\u0117                      1   \n",
        "                                                                                                             ukrainietis (-\u0117)           1   \n",
        "Lietuvos lenk\u0173 rinkim\u0173 akcija                                                                                lenkas                     1   \n",
        "Lietuvos liaudies partija                                                                                    lietuvis                  12   \n",
        "                                                                                                             lietuv\u0117                    7   \n",
        "                                                                                                             Nenurod\u0117                   5   \n",
        "                                                                                                             lenkas                     2   \n",
        "                                                                                                             rusas                      2   \n",
        "                                                                                                             ukrainietis (-\u0117)           1   \n",
        "Lietuvos rus\u0173 s\u0105junga                                                                                        rusas                     12   \n",
        "                                                                                                             Nenurod\u0117                   8   \n",
        "                                                                                                             rus\u0117                       8   \n",
        "                                                                                                             lietuvis                   3   \n",
        "                                                                                                             \u017eydas                      3   \n",
        "                                                                                                             ukrainietis (-\u0117)           2   \n",
        "                                                                                                             baltarusis                 1   \n",
        "                                                                                                             lenkas                     1   \n",
        "                                                                                                             lenk\u0117                      1   \n",
        "                                                                                                             lezginas (-\u0117)              1   \n",
        "Lietuvos socialdemokrat\u0173 partija                                                                             lietuvis                  31   \n",
        "                                                                                                             lietuv\u0117                   16   \n",
        "                                                                                                             Nenurod\u0117                   9   \n",
        "                                                                                                             rusas                      2   \n",
        "                                                                                                             baltarusis                 1   \n",
        "                                                                                                             lenkas                     1   \n",
        "                                                                                                             lenk\u0117                      1   \n",
        "                                                                                                             totorius (-\u0117)              1   \n",
        "Lietuvos valstie\u010di\u0173 ir \u017eali\u0173j\u0173 s\u0105junga                                                                       lietuvis                  17   \n",
        "                                                                                                             lietuv\u0117                   13   \n",
        "                                                                                                             Nenurod\u0117                   6   \n",
        "                                                                                                             lenkas                     1   \n",
        "                                                                                                             rusas                      1   \n",
        "                                                                                                             vengras (-\u0117)               1   \n",
        "                                                                                                             vokietis                   1   \n",
        "Lietuvos \u017eali\u0173j\u0173 partija                                                                                     lietuvis                  17   \n",
        "                                                                                                             lietuv\u0117                   13   \n",
        "                                                                                                             lenkas                     1   \n",
        "Partija Tvarka ir teisingumas                                                                                lietuvis                  42   \n",
        "                                                                                                             lietuv\u0117                   19   \n",
        "                                                                                                             Nenurod\u0117                   6   \n",
        "                                                                                                             lenkas                     4   \n",
        "                                                                                                             rus\u0117                       4   \n",
        "                                                                                                             lenk\u0117                      2   \n",
        "                                                                                                             baltarusis                 1   \n",
        "                                                                                                             rusas                      1   \n",
        "                                                                                                             ukrainietis (-\u0117)           1   \n",
        "Politin\u0117 partija Rus\u0173 aljansas                                                                               lenk\u0117                      7   \n",
        "                                                                                                             Nenurod\u0117                   4   \n",
        "                                                                                                             lenkas                     4   \n",
        "Politin\u0117 partija \u201eLietuvos s\u0105ra\u0161as\u201c                                                                          lietuvis                  19   \n",
        "                                                                                                             lietuv\u0117                   17   \n",
        "                                                                                                             Nenurod\u0117                   3   \n",
        "Tautinink\u0173 s\u0105junga                                                                                           lietuvis                  19   \n",
        "                                                                                                             lietuv\u0117                    8   \n",
        "                                                                                                             ukrainietis (-\u0117)           1   \n",
        "T\u0117vyn\u0117s s\u0105junga - Lietuvos krik\u0161\u010dionys demokratai                                                            lietuvis                  47   \n",
        "                                                                                                             lietuv\u0117                   22   \n",
        "                                                                                                             Nenurod\u0117                   3   \n",
        "\n",
        "                                                                                                                              Procentas  \n",
        "Partija                                                                                                      Tautyb\u0117                     \n",
        "Darbo partija                                                                                                lietuvis            41.67%  \n",
        "                                                                                                             lietuv\u0117             23.33%  \n",
        "                                                                                                             Nenurod\u0117            16.67%  \n",
        "                                                                                                             lenkas               5.00%  \n",
        "                                                                                                             lenk\u0117                5.00%  \n",
        "                                                                                                             rusas                5.00%  \n",
        "                                                                                                             baltarusis           1.67%  \n",
        "                                                                                                             rus\u0117                 1.67%  \n",
        "Lenk\u0173 rinkim\u0173 akcijos ir Rus\u0173 aljanso koalicija \u201eValdemaro Toma\u0161evskio blokas\u201c (Vilniaus miesto savivaldyb\u0117) lenk\u0117               50.50%  \n",
        "                                                                                                             lenkas              27.72%  \n",
        "                                                                                                             Nenurod\u0117             9.90%  \n",
        "                                                                                                             rusas                5.94%  \n",
        "                                                                                                             rus\u0117                 2.97%  \n",
        "                                                                                                             baltarus\u0117            0.99%  \n",
        "                                                                                                             lietuv\u0117              0.99%  \n",
        "                                                                                                             totorius (-\u0117)        0.99%  \n",
        "Lietuvos Respublikos liberal\u0173 s\u0105j\u016bdis                                                                        lietuvis            60.00%  \n",
        "                                                                                                             lietuv\u0117             23.08%  \n",
        "                                                                                                             Nenurod\u0117             4.62%  \n",
        "                                                                                                             lenkas               4.62%  \n",
        "                                                                                                             lenk\u0117                3.08%  \n",
        "                                                                                                             anglas (-\u0117)          1.54%  \n",
        "                                                                                                             rusas                1.54%  \n",
        "                                                                                                             ukrainietis (-\u0117)     1.54%  \n",
        "Lietuvos laisv\u0117s s\u0105junga (liberalai)                                                                         lietuvis            65.00%  \n",
        "                                                                                                             lietuv\u0117             26.00%  \n",
        "                                                                                                             Nenurod\u0117             2.00%  \n",
        "                                                                                                             rusas                2.00%  \n",
        "                                                                                                             rus\u0117                 2.00%  \n",
        "                                                                                                             Pranc\u016bzas (-\u0117)       1.00%  \n",
        "                                                                                                             lenk\u0117                1.00%  \n",
        "                                                                                                             ukrainietis (-\u0117)     1.00%  \n",
        "Lietuvos lenk\u0173 rinkim\u0173 akcija                                                                                lenkas             100.00%  \n",
        "Lietuvos liaudies partija                                                                                    lietuvis            41.38%  \n",
        "                                                                                                             lietuv\u0117             24.14%  \n",
        "                                                                                                             Nenurod\u0117            17.24%  \n",
        "                                                                                                             lenkas               6.90%  \n",
        "                                                                                                             rusas                6.90%  \n",
        "                                                                                                             ukrainietis (-\u0117)     3.45%  \n",
        "Lietuvos rus\u0173 s\u0105junga                                                                                        rusas               30.00%  \n",
        "                                                                                                             Nenurod\u0117            20.00%  \n",
        "                                                                                                             rus\u0117                20.00%  \n",
        "                                                                                                             lietuvis             7.50%  \n",
        "                                                                                                             \u017eydas                7.50%  \n",
        "                                                                                                             ukrainietis (-\u0117)     5.00%  \n",
        "                                                                                                             baltarusis           2.50%  \n",
        "                                                                                                             lenkas               2.50%  \n",
        "                                                                                                             lenk\u0117                2.50%  \n",
        "                                                                                                             lezginas (-\u0117)        2.50%  \n",
        "Lietuvos socialdemokrat\u0173 partija                                                                             lietuvis            50.00%  \n",
        "                                                                                                             lietuv\u0117             25.81%  \n",
        "                                                                                                             Nenurod\u0117            14.52%  \n",
        "                                                                                                             rusas                3.23%  \n",
        "                                                                                                             baltarusis           1.61%  \n",
        "                                                                                                             lenkas               1.61%  \n",
        "                                                                                                             lenk\u0117                1.61%  \n",
        "                                                                                                             totorius (-\u0117)        1.61%  \n",
        "Lietuvos valstie\u010di\u0173 ir \u017eali\u0173j\u0173 s\u0105junga                                                                       lietuvis            42.50%  \n",
        "                                                                                                             lietuv\u0117             32.50%  \n",
        "                                                                                                             Nenurod\u0117            15.00%  \n",
        "                                                                                                             lenkas               2.50%  \n",
        "                                                                                                             rusas                2.50%  \n",
        "                                                                                                             vengras (-\u0117)         2.50%  \n",
        "                                                                                                             vokietis             2.50%  \n",
        "Lietuvos \u017eali\u0173j\u0173 partija                                                                                     lietuvis            54.84%  \n",
        "                                                                                                             lietuv\u0117             41.94%  \n",
        "                                                                                                             lenkas               3.23%  \n",
        "Partija Tvarka ir teisingumas                                                                                lietuvis            52.50%  \n",
        "                                                                                                             lietuv\u0117             23.75%  \n",
        "                                                                                                             Nenurod\u0117             7.50%  \n",
        "                                                                                                             lenkas               5.00%  \n",
        "                                                                                                             rus\u0117                 5.00%  \n",
        "                                                                                                             lenk\u0117                2.50%  \n",
        "                                                                                                             baltarusis           1.25%  \n",
        "                                                                                                             rusas                1.25%  \n",
        "                                                                                                             ukrainietis (-\u0117)     1.25%  \n",
        "Politin\u0117 partija Rus\u0173 aljansas                                                                               lenk\u0117               46.67%  \n",
        "                                                                                                             Nenurod\u0117            26.67%  \n",
        "                                                                                                             lenkas              26.67%  \n",
        "Politin\u0117 partija \u201eLietuvos s\u0105ra\u0161as\u201c                                                                          lietuvis            48.72%  \n",
        "                                                                                                             lietuv\u0117             43.59%  \n",
        "                                                                                                             Nenurod\u0117             7.69%  \n",
        "Tautinink\u0173 s\u0105junga                                                                                           lietuvis            67.86%  \n",
        "                                                                                                             lietuv\u0117             28.57%  \n",
        "                                                                                                             ukrainietis (-\u0117)     3.57%  \n",
        "T\u0117vyn\u0117s s\u0105junga - Lietuvos krik\u0161\u010dionys demokratai                                                            lietuvis            65.28%  \n",
        "                                                                                                             lietuv\u0117             30.56%  \n",
        "                                                                                                             Nenurod\u0117             4.17%  "
       ]
      }
     ],
     "prompt_number": 13
    },
    {
     "cell_type": "heading",
     "level": 1,
     "metadata": {},
     "source": [
      "Turto segment\u0173 palyginimas"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "data['visasturtas'] = (data.turtas + data.vertybiniai + data.pinigai + data.suteiktospaskolos).fillna(0)\n",
      "segments = [-1, 0, 5e4, 5e5, 2e6, int(get_segment().visasturtas.max()+1)]\n",
      "data['ts'] = pd.cut(data.visasturtas, segments, labels=['turto neturi', '<50 t\u016bkst.', '<500 t\u016bkst.', '<2 mln.', '>2 mln.'])\n",
      "segment = get_segment()\n",
      "segment = segment.groupby(['party', 'ts']).visasturtas.count().to_frame()\n",
      "segment.index.rename(['Partija', 'Turto segmentai'], inplace=True)\n",
      "segment.rename(columns={'visasturtas': 'Kandidatai'})"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "html": [
        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
        "<table border=\"1\" class=\"dataframe\">\n",
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th>Kandidatai</th>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Partija</th>\n",
        "      <th>Turto segmentai</th>\n",
        "      <th></th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th rowspan=\"5\" valign=\"top\">Darbo partija</th>\n",
        "      <th>turto neturi</th>\n",
        "      <td>  5</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>&lt;50 t\u016bkst.</th>\n",
        "      <td> 11</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>&lt;500 t\u016bkst.</th>\n",
        "      <td> 30</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>&lt;2 mln.</th>\n",
        "      <td> 12</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>&gt;2 mln.</th>\n",
        "      <td>  2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th rowspan=\"4\" valign=\"top\">Lenk\u0173 rinkim\u0173 akcijos ir Rus\u0173 aljanso koalicija \u201eValdemaro Toma\u0161evskio blokas\u201c (Vilniaus miesto savivaldyb\u0117)</th>\n",
        "      <th>turto neturi</th>\n",
        "      <td> 11</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>&lt;50 t\u016bkst.</th>\n",
        "      <td> 21</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>&lt;500 t\u016bkst.</th>\n",
        "      <td> 62</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>&lt;2 mln.</th>\n",
        "      <td>  7</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th rowspan=\"5\" valign=\"top\">Lietuvos Respublikos liberal\u0173 s\u0105j\u016bdis</th>\n",
        "      <th>turto neturi</th>\n",
        "      <td> 10</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>&lt;50 t\u016bkst.</th>\n",
        "      <td> 12</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>&lt;500 t\u016bkst.</th>\n",
        "      <td> 27</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>&lt;2 mln.</th>\n",
        "      <td> 14</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>&gt;2 mln.</th>\n",
        "      <td>  2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th rowspan=\"5\" valign=\"top\">Lietuvos laisv\u0117s s\u0105junga (liberalai)</th>\n",
        "      <th>turto neturi</th>\n",
        "      <td> 16</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>&lt;50 t\u016bkst.</th>\n",
        "      <td>  8</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>&lt;500 t\u016bkst.</th>\n",
        "      <td> 49</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>&lt;2 mln.</th>\n",
        "      <td> 22</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>&gt;2 mln.</th>\n",
        "      <td>  5</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Lietuvos lenk\u0173 rinkim\u0173 akcija</th>\n",
        "      <th>&lt;2 mln.</th>\n",
        "      <td>  1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th rowspan=\"3\" valign=\"top\">Lietuvos liaudies partija</th>\n",
        "      <th>turto neturi</th>\n",
        "      <td>  7</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>&lt;50 t\u016bkst.</th>\n",
        "      <td>  8</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>&lt;500 t\u016bkst.</th>\n",
        "      <td> 14</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th rowspan=\"4\" valign=\"top\">Lietuvos rus\u0173 s\u0105junga</th>\n",
        "      <th>turto neturi</th>\n",
        "      <td>  6</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>&lt;50 t\u016bkst.</th>\n",
        "      <td>  3</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>&lt;500 t\u016bkst.</th>\n",
        "      <td> 27</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>&lt;2 mln.</th>\n",
        "      <td>  4</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th rowspan=\"5\" valign=\"top\">Lietuvos socialdemokrat\u0173 partija</th>\n",
        "      <th>turto neturi</th>\n",
        "      <td>  5</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>&lt;50 t\u016bkst.</th>\n",
        "      <td>  5</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>&lt;500 t\u016bkst.</th>\n",
        "      <td> 35</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>&lt;2 mln.</th>\n",
        "      <td> 16</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>&gt;2 mln.</th>\n",
        "      <td>  1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th rowspan=\"4\" valign=\"top\">Lietuvos valstie\u010di\u0173 ir \u017eali\u0173j\u0173 s\u0105junga</th>\n",
        "      <th>turto neturi</th>\n",
        "      <td>  5</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>&lt;50 t\u016bkst.</th>\n",
        "      <td>  5</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>&lt;500 t\u016bkst.</th>\n",
        "      <td> 28</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>&lt;2 mln.</th>\n",
        "      <td>  2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th rowspan=\"4\" valign=\"top\">Lietuvos \u017eali\u0173j\u0173 partija</th>\n",
        "      <th>turto neturi</th>\n",
        "      <td>  5</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>&lt;50 t\u016bkst.</th>\n",
        "      <td>  6</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>&lt;500 t\u016bkst.</th>\n",
        "      <td> 18</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>&gt;2 mln.</th>\n",
        "      <td>  2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th rowspan=\"5\" valign=\"top\">Partija Tvarka ir teisingumas</th>\n",
        "      <th>turto neturi</th>\n",
        "      <td> 15</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>&lt;50 t\u016bkst.</th>\n",
        "      <td> 14</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>&lt;500 t\u016bkst.</th>\n",
        "      <td> 34</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>&lt;2 mln.</th>\n",
        "      <td> 15</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>&gt;2 mln.</th>\n",
        "      <td>  2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th rowspan=\"3\" valign=\"top\">Politin\u0117 partija Rus\u0173 aljansas</th>\n",
        "      <th>turto neturi</th>\n",
        "      <td>  1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>&lt;500 t\u016bkst.</th>\n",
        "      <td> 12</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>&lt;2 mln.</th>\n",
        "      <td>  2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th rowspan=\"4\" valign=\"top\">Politin\u0117 partija \u201eLietuvos s\u0105ra\u0161as\u201c</th>\n",
        "      <th>turto neturi</th>\n",
        "      <td>  6</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>&lt;50 t\u016bkst.</th>\n",
        "      <td>  5</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>&lt;500 t\u016bkst.</th>\n",
        "      <td> 22</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>&lt;2 mln.</th>\n",
        "      <td>  6</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th rowspan=\"4\" valign=\"top\">Tautinink\u0173 s\u0105junga</th>\n",
        "      <th>turto neturi</th>\n",
        "      <td>  9</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>&lt;50 t\u016bkst.</th>\n",
        "      <td>  3</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>&lt;500 t\u016bkst.</th>\n",
        "      <td> 14</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>&lt;2 mln.</th>\n",
        "      <td>  2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th rowspan=\"4\" valign=\"top\">T\u0117vyn\u0117s s\u0105junga - Lietuvos krik\u0161\u010dionys demokratai</th>\n",
        "      <th>turto neturi</th>\n",
        "      <td>  4</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>&lt;50 t\u016bkst.</th>\n",
        "      <td> 14</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>&lt;500 t\u016bkst.</th>\n",
        "      <td> 42</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>&lt;2 mln.</th>\n",
        "      <td> 12</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 14,
       "text": [
        "                                                                                                                              Kandidatai\n",
        "Partija                                                                                                      Turto segmentai            \n",
        "Darbo partija                                                                                                turto neturi              5\n",
        "                                                                                                             <50 t\u016bkst.               11\n",
        "                                                                                                             <500 t\u016bkst.              30\n",
        "                                                                                                             <2 mln.                  12\n",
        "                                                                                                             >2 mln.                   2\n",
        "Lenk\u0173 rinkim\u0173 akcijos ir Rus\u0173 aljanso koalicija \u201eValdemaro Toma\u0161evskio blokas\u201c (Vilniaus miesto savivaldyb\u0117) turto neturi             11\n",
        "                                                                                                             <50 t\u016bkst.               21\n",
        "                                                                                                             <500 t\u016bkst.              62\n",
        "                                                                                                             <2 mln.                   7\n",
        "Lietuvos Respublikos liberal\u0173 s\u0105j\u016bdis                                                                        turto neturi             10\n",
        "                                                                                                             <50 t\u016bkst.               12\n",
        "                                                                                                             <500 t\u016bkst.              27\n",
        "                                                                                                             <2 mln.                  14\n",
        "                                                                                                             >2 mln.                   2\n",
        "Lietuvos laisv\u0117s s\u0105junga (liberalai)                                                                         turto neturi             16\n",
        "                                                                                                             <50 t\u016bkst.                8\n",
        "                                                                                                             <500 t\u016bkst.              49\n",
        "                                                                                                             <2 mln.                  22\n",
        "                                                                                                             >2 mln.                   5\n",
        "Lietuvos lenk\u0173 rinkim\u0173 akcija                                                                                <2 mln.                   1\n",
        "Lietuvos liaudies partija                                                                                    turto neturi              7\n",
        "                                                                                                             <50 t\u016bkst.                8\n",
        "                                                                                                             <500 t\u016bkst.              14\n",
        "Lietuvos rus\u0173 s\u0105junga                                                                                        turto neturi              6\n",
        "                                                                                                             <50 t\u016bkst.                3\n",
        "                                                                                                             <500 t\u016bkst.              27\n",
        "                                                                                                             <2 mln.                   4\n",
        "Lietuvos socialdemokrat\u0173 partija                                                                             turto neturi              5\n",
        "                                                                                                             <50 t\u016bkst.                5\n",
        "                                                                                                             <500 t\u016bkst.              35\n",
        "                                                                                                             <2 mln.                  16\n",
        "                                                                                                             >2 mln.                   1\n",
        "Lietuvos valstie\u010di\u0173 ir \u017eali\u0173j\u0173 s\u0105junga                                                                       turto neturi              5\n",
        "                                                                                                             <50 t\u016bkst.                5\n",
        "                                                                                                             <500 t\u016bkst.              28\n",
        "                                                                                                             <2 mln.                   2\n",
        "Lietuvos \u017eali\u0173j\u0173 partija                                                                                     turto neturi              5\n",
        "                                                                                                             <50 t\u016bkst.                6\n",
        "                                                                                                             <500 t\u016bkst.              18\n",
        "                                                                                                             >2 mln.                   2\n",
        "Partija Tvarka ir teisingumas                                                                                turto neturi             15\n",
        "                                                                                                             <50 t\u016bkst.               14\n",
        "                                                                                                             <500 t\u016bkst.              34\n",
        "                                                                                                             <2 mln.                  15\n",
        "                                                                                                             >2 mln.                   2\n",
        "Politin\u0117 partija Rus\u0173 aljansas                                                                               turto neturi              1\n",
        "                                                                                                             <500 t\u016bkst.              12\n",
        "                                                                                                             <2 mln.                   2\n",
        "Politin\u0117 partija \u201eLietuvos s\u0105ra\u0161as\u201c                                                                          turto neturi              6\n",
        "                                                                                                             <50 t\u016bkst.                5\n",
        "                                                                                                             <500 t\u016bkst.              22\n",
        "                                                                                                             <2 mln.                   6\n",
        "Tautinink\u0173 s\u0105junga                                                                                           turto neturi              9\n",
        "                                                                                                             <50 t\u016bkst.                3\n",
        "                                                                                                             <500 t\u016bkst.              14\n",
        "                                                                                                             <2 mln.                   2\n",
        "T\u0117vyn\u0117s s\u0105junga - Lietuvos krik\u0161\u010dionys demokratai                                                            turto neturi              4\n",
        "                                                                                                             <50 t\u016bkst.               14\n",
        "                                                                                                             <500 t\u016bkst.              42\n",
        "                                                                                                             <2 mln.                  12"
       ]
      }
     ],
     "prompt_number": 14
    },
    {
     "cell_type": "heading",
     "level": 1,
     "metadata": {},
     "source": [
      "Milijonieri\u0173 skai\u010dius partijose"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "data['visasturtas'] = (data.turtas + data.vertybiniai + data.pinigai + data.suteiktospaskolos).fillna(0)\n",
      "segments = [-1, 1e6, int(data.visasturtas.max()+1)]\n",
      "data['ts'] = pd.cut(data.visasturtas, segments, labels=['varguoliai', 'milijonieriai'])\n",
      "segment = get_segment().groupby(['party', 'ts']).visasturtas.agg(['count', 'sum'])\n",
      "segment['percent'] = (segment['sum'] / segment['sum'].sum(level='party') * 100).map(format_percent)\n",
      "segment['sum'] = segment['sum'].map('{:,}'.format)\n",
      "segment.index.rename(['Partija', 'Kategorija'], inplace=True)\n",
      "segment.rename(columns={'count': 'Kandidatai', 'sum': 'Turtas', 'percent': 'Turto %'})"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "html": [
        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
        "<table border=\"1\" class=\"dataframe\">\n",
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th>Kandidatai</th>\n",
        "      <th>Turtas</th>\n",
        "      <th>Turto %</th>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Partija</th>\n",
        "      <th>Kategorija</th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th rowspan=\"2\" valign=\"top\">Darbo partija</th>\n",
        "      <th>varguoliai</th>\n",
        "      <td> 56</td>\n",
        "      <td> 13,401,846.0</td>\n",
        "      <td>  51.13%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>milijonieriai</th>\n",
        "      <td>  4</td>\n",
        "      <td> 12,809,786.0</td>\n",
        "      <td>  48.87%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th rowspan=\"2\" valign=\"top\">Lenk\u0173 rinkim\u0173 akcijos ir Rus\u0173 aljanso koalicija \u201eValdemaro Toma\u0161evskio blokas\u201c (Vilniaus miesto savivaldyb\u0117)</th>\n",
        "      <th>varguoliai</th>\n",
        "      <td> 98</td>\n",
        "      <td> 18,410,863.0</td>\n",
        "      <td>  84.60%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>milijonieriai</th>\n",
        "      <td>  3</td>\n",
        "      <td>  3,350,118.0</td>\n",
        "      <td>  15.40%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th rowspan=\"2\" valign=\"top\">Lietuvos Respublikos liberal\u0173 s\u0105j\u016bdis</th>\n",
        "      <th>varguoliai</th>\n",
        "      <td> 59</td>\n",
        "      <td> 13,259,549.0</td>\n",
        "      <td>  14.79%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>milijonieriai</th>\n",
        "      <td>  6</td>\n",
        "      <td> 76,400,843.0</td>\n",
        "      <td>  85.21%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th rowspan=\"2\" valign=\"top\">Lietuvos laisv\u0117s s\u0105junga (liberalai)</th>\n",
        "      <th>varguoliai</th>\n",
        "      <td> 89</td>\n",
        "      <td> 21,683,873.0</td>\n",
        "      <td>  41.93%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>milijonieriai</th>\n",
        "      <td> 11</td>\n",
        "      <td> 30,034,396.0</td>\n",
        "      <td>  58.07%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Lietuvos lenk\u0173 rinkim\u0173 akcija</th>\n",
        "      <th>varguoliai</th>\n",
        "      <td>  1</td>\n",
        "      <td>    647,766.0</td>\n",
        "      <td> 100.00%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Lietuvos liaudies partija</th>\n",
        "      <th>varguoliai</th>\n",
        "      <td> 29</td>\n",
        "      <td>  3,046,621.0</td>\n",
        "      <td> 100.00%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Lietuvos rus\u0173 s\u0105junga</th>\n",
        "      <th>varguoliai</th>\n",
        "      <td> 40</td>\n",
        "      <td>  8,984,173.0</td>\n",
        "      <td> 100.00%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th rowspan=\"2\" valign=\"top\">Lietuvos socialdemokrat\u0173 partija</th>\n",
        "      <th>varguoliai</th>\n",
        "      <td> 58</td>\n",
        "      <td> 18,902,353.0</td>\n",
        "      <td>  71.87%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>milijonieriai</th>\n",
        "      <td>  4</td>\n",
        "      <td>  7,396,843.0</td>\n",
        "      <td>  28.13%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Lietuvos valstie\u010di\u0173 ir \u017eali\u0173j\u0173 s\u0105junga</th>\n",
        "      <th>varguoliai</th>\n",
        "      <td> 40</td>\n",
        "      <td>  6,850,931.0</td>\n",
        "      <td> 100.00%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th rowspan=\"2\" valign=\"top\">Lietuvos \u017eali\u0173j\u0173 partija</th>\n",
        "      <th>varguoliai</th>\n",
        "      <td> 29</td>\n",
        "      <td>  4,476,548.0</td>\n",
        "      <td>  11.43%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>milijonieriai</th>\n",
        "      <td>  2</td>\n",
        "      <td> 34,704,668.0</td>\n",
        "      <td>  88.57%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th rowspan=\"2\" valign=\"top\">Partija Tvarka ir teisingumas</th>\n",
        "      <th>varguoliai</th>\n",
        "      <td> 76</td>\n",
        "      <td> 17,639,530.0</td>\n",
        "      <td>  48.81%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>milijonieriai</th>\n",
        "      <td>  4</td>\n",
        "      <td> 18,500,426.0</td>\n",
        "      <td>  51.19%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Politin\u0117 partija Rus\u0173 aljansas</th>\n",
        "      <th>varguoliai</th>\n",
        "      <td> 15</td>\n",
        "      <td>  3,839,727.0</td>\n",
        "      <td> 100.00%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th rowspan=\"2\" valign=\"top\">Politin\u0117 partija \u201eLietuvos s\u0105ra\u0161as\u201c</th>\n",
        "      <th>varguoliai</th>\n",
        "      <td> 37</td>\n",
        "      <td>  8,095,649.0</td>\n",
        "      <td>  76.37%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>milijonieriai</th>\n",
        "      <td>  2</td>\n",
        "      <td>  2,505,600.0</td>\n",
        "      <td>  23.63%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Tautinink\u0173 s\u0105junga</th>\n",
        "      <th>varguoliai</th>\n",
        "      <td> 28</td>\n",
        "      <td>  4,487,698.0</td>\n",
        "      <td> 100.00%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th rowspan=\"2\" valign=\"top\">T\u0117vyn\u0117s s\u0105junga - Lietuvos krik\u0161\u010dionys demokratai</th>\n",
        "      <th>varguoliai</th>\n",
        "      <td> 71</td>\n",
        "      <td> 19,014,030.0</td>\n",
        "      <td>  91.12%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>milijonieriai</th>\n",
        "      <td>  1</td>\n",
        "      <td>  1,852,160.0</td>\n",
        "      <td>   8.88%</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 15,
       "text": [
        "                                                                                                                            Kandidatai  \\\n",
        "Partija                                                                                                      Kategorija                  \n",
        "Darbo partija                                                                                                varguoliai             56   \n",
        "                                                                                                             milijonieriai           4   \n",
        "Lenk\u0173 rinkim\u0173 akcijos ir Rus\u0173 aljanso koalicija \u201eValdemaro Toma\u0161evskio blokas\u201c (Vilniaus miesto savivaldyb\u0117) varguoliai             98   \n",
        "                                                                                                             milijonieriai           3   \n",
        "Lietuvos Respublikos liberal\u0173 s\u0105j\u016bdis                                                                        varguoliai             59   \n",
        "                                                                                                             milijonieriai           6   \n",
        "Lietuvos laisv\u0117s s\u0105junga (liberalai)                                                                         varguoliai             89   \n",
        "                                                                                                             milijonieriai          11   \n",
        "Lietuvos lenk\u0173 rinkim\u0173 akcija                                                                                varguoliai              1   \n",
        "Lietuvos liaudies partija                                                                                    varguoliai             29   \n",
        "Lietuvos rus\u0173 s\u0105junga                                                                                        varguoliai             40   \n",
        "Lietuvos socialdemokrat\u0173 partija                                                                             varguoliai             58   \n",
        "                                                                                                             milijonieriai           4   \n",
        "Lietuvos valstie\u010di\u0173 ir \u017eali\u0173j\u0173 s\u0105junga                                                                       varguoliai             40   \n",
        "Lietuvos \u017eali\u0173j\u0173 partija                                                                                     varguoliai             29   \n",
        "                                                                                                             milijonieriai           2   \n",
        "Partija Tvarka ir teisingumas                                                                                varguoliai             76   \n",
        "                                                                                                             milijonieriai           4   \n",
        "Politin\u0117 partija Rus\u0173 aljansas                                                                               varguoliai             15   \n",
        "Politin\u0117 partija \u201eLietuvos s\u0105ra\u0161as\u201c                                                                          varguoliai             37   \n",
        "                                                                                                             milijonieriai           2   \n",
        "Tautinink\u0173 s\u0105junga                                                                                           varguoliai             28   \n",
        "T\u0117vyn\u0117s s\u0105junga - Lietuvos krik\u0161\u010dionys demokratai                                                            varguoliai             71   \n",
        "                                                                                                             milijonieriai           1   \n",
        "\n",
        "                                                                                                                                  Turtas  \\\n",
        "Partija                                                                                                      Kategorija                    \n",
        "Darbo partija                                                                                                varguoliai     13,401,846.0   \n",
        "                                                                                                             milijonieriai  12,809,786.0   \n",
        "Lenk\u0173 rinkim\u0173 akcijos ir Rus\u0173 aljanso koalicija \u201eValdemaro Toma\u0161evskio blokas\u201c (Vilniaus miesto savivaldyb\u0117) varguoliai     18,410,863.0   \n",
        "                                                                                                             milijonieriai   3,350,118.0   \n",
        "Lietuvos Respublikos liberal\u0173 s\u0105j\u016bdis                                                                        varguoliai     13,259,549.0   \n",
        "                                                                                                             milijonieriai  76,400,843.0   \n",
        "Lietuvos laisv\u0117s s\u0105junga (liberalai)                                                                         varguoliai     21,683,873.0   \n",
        "                                                                                                             milijonieriai  30,034,396.0   \n",
        "Lietuvos lenk\u0173 rinkim\u0173 akcija                                                                                varguoliai        647,766.0   \n",
        "Lietuvos liaudies partija                                                                                    varguoliai      3,046,621.0   \n",
        "Lietuvos rus\u0173 s\u0105junga                                                                                        varguoliai      8,984,173.0   \n",
        "Lietuvos socialdemokrat\u0173 partija                                                                             varguoliai     18,902,353.0   \n",
        "                                                                                                             milijonieriai   7,396,843.0   \n",
        "Lietuvos valstie\u010di\u0173 ir \u017eali\u0173j\u0173 s\u0105junga                                                                       varguoliai      6,850,931.0   \n",
        "Lietuvos \u017eali\u0173j\u0173 partija                                                                                     varguoliai      4,476,548.0   \n",
        "                                                                                                             milijonieriai  34,704,668.0   \n",
        "Partija Tvarka ir teisingumas                                                                                varguoliai     17,639,530.0   \n",
        "                                                                                                             milijonieriai  18,500,426.0   \n",
        "Politin\u0117 partija Rus\u0173 aljansas                                                                               varguoliai      3,839,727.0   \n",
        "Politin\u0117 partija \u201eLietuvos s\u0105ra\u0161as\u201c                                                                          varguoliai      8,095,649.0   \n",
        "                                                                                                             milijonieriai   2,505,600.0   \n",
        "Tautinink\u0173 s\u0105junga                                                                                           varguoliai      4,487,698.0   \n",
        "T\u0117vyn\u0117s s\u0105junga - Lietuvos krik\u0161\u010dionys demokratai                                                            varguoliai     19,014,030.0   \n",
        "                                                                                                             milijonieriai   1,852,160.0   \n",
        "\n",
        "                                                                                                                            Turto %  \n",
        "Partija                                                                                                      Kategorija              \n",
        "Darbo partija                                                                                                varguoliai      51.13%  \n",
        "                                                                                                             milijonieriai   48.87%  \n",
        "Lenk\u0173 rinkim\u0173 akcijos ir Rus\u0173 aljanso koalicija \u201eValdemaro Toma\u0161evskio blokas\u201c (Vilniaus miesto savivaldyb\u0117) varguoliai      84.60%  \n",
        "                                                                                                             milijonieriai   15.40%  \n",
        "Lietuvos Respublikos liberal\u0173 s\u0105j\u016bdis                                                                        varguoliai      14.79%  \n",
        "                                                                                                             milijonieriai   85.21%  \n",
        "Lietuvos laisv\u0117s s\u0105junga (liberalai)                                                                         varguoliai      41.93%  \n",
        "                                                                                                             milijonieriai   58.07%  \n",
        "Lietuvos lenk\u0173 rinkim\u0173 akcija                                                                                varguoliai     100.00%  \n",
        "Lietuvos liaudies partija                                                                                    varguoliai     100.00%  \n",
        "Lietuvos rus\u0173 s\u0105junga                                                                                        varguoliai     100.00%  \n",
        "Lietuvos socialdemokrat\u0173 partija                                                                             varguoliai      71.87%  \n",
        "                                                                                                             milijonieriai   28.13%  \n",
        "Lietuvos valstie\u010di\u0173 ir \u017eali\u0173j\u0173 s\u0105junga                                                                       varguoliai     100.00%  \n",
        "Lietuvos \u017eali\u0173j\u0173 partija                                                                                     varguoliai      11.43%  \n",
        "                                                                                                             milijonieriai   88.57%  \n",
        "Partija Tvarka ir teisingumas                                                                                varguoliai      48.81%  \n",
        "                                                                                                             milijonieriai   51.19%  \n",
        "Politin\u0117 partija Rus\u0173 aljansas                                                                               varguoliai     100.00%  \n",
        "Politin\u0117 partija \u201eLietuvos s\u0105ra\u0161as\u201c                                                                          varguoliai      76.37%  \n",
        "                                                                                                             milijonieriai   23.63%  \n",
        "Tautinink\u0173 s\u0105junga                                                                                           varguoliai     100.00%  \n",
        "T\u0117vyn\u0117s s\u0105junga - Lietuvos krik\u0161\u010dionys demokratai                                                            varguoliai      91.12%  \n",
        "                                                                                                             milijonieriai    8.88%  "
       ]
      }
     ],
     "prompt_number": 15
    },
    {
     "cell_type": "heading",
     "level": 1,
     "metadata": {},
     "source": [
      "Kandidatai, kurie rinkimuose dalyvauja ne pirm\u0105 kart\u0105"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "grp = get_segment().groupby('party')\n",
      "result = grp.otherelections.count().to_frame()\n",
      "result['count'] = grp['name'].count()\n",
      "result.index.rename(None, inplace=True)\n",
      "result.sort('otherelections').rename(columns={\n",
      "    'otherelections': 'Kandidatuoja ne pirm\u0105 kart\u0105',\n",
      "    'count': 'Viso kandidat\u0173 partijoje',\n",
      "})"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "html": [
        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
        "<table border=\"1\" class=\"dataframe\">\n",
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th>Kandidatuoja ne pirm\u0105 kart\u0105</th>\n",
        "      <th>Viso kandidat\u0173 partijoje</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>Politin\u0117 partija Rus\u0173 aljansas</th>\n",
        "      <td>  0</td>\n",
        "      <td>  15</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Lietuvos lenk\u0173 rinkim\u0173 akcija</th>\n",
        "      <td>  1</td>\n",
        "      <td>   1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Politin\u0117 partija \u201eLietuvos s\u0105ra\u0161as\u201c</th>\n",
        "      <td>  1</td>\n",
        "      <td>  39</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Lietuvos liaudies partija</th>\n",
        "      <td>  2</td>\n",
        "      <td>  29</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Lietuvos \u017eali\u0173j\u0173 partija</th>\n",
        "      <td>  2</td>\n",
        "      <td>  31</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Lietuvos valstie\u010di\u0173 ir \u017eali\u0173j\u0173 s\u0105junga</th>\n",
        "      <td>  3</td>\n",
        "      <td>  40</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Lietuvos Respublikos liberal\u0173 s\u0105j\u016bdis</th>\n",
        "      <td>  5</td>\n",
        "      <td>  65</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Lietuvos rus\u0173 s\u0105junga</th>\n",
        "      <td>  5</td>\n",
        "      <td>  40</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Lietuvos socialdemokrat\u0173 partija</th>\n",
        "      <td>  5</td>\n",
        "      <td>  62</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Tautinink\u0173 s\u0105junga</th>\n",
        "      <td>  5</td>\n",
        "      <td>  28</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Darbo partija</th>\n",
        "      <td>  8</td>\n",
        "      <td>  60</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Partija Tvarka ir teisingumas</th>\n",
        "      <td> 11</td>\n",
        "      <td>  80</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Lenk\u0173 rinkim\u0173 akcijos ir Rus\u0173 aljanso koalicija \u201eValdemaro Toma\u0161evskio blokas\u201c (Vilniaus miesto savivaldyb\u0117)</th>\n",
        "      <td> 13</td>\n",
        "      <td> 101</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>T\u0117vyn\u0117s s\u0105junga - Lietuvos krik\u0161\u010dionys demokratai</th>\n",
        "      <td> 17</td>\n",
        "      <td>  72</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Lietuvos laisv\u0117s s\u0105junga (liberalai)</th>\n",
        "      <td> 20</td>\n",
        "      <td> 100</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 16,
       "text": [
        "                                                                                                              Kandidatuoja ne pirm\u0105 kart\u0105  \\\n",
        "Politin\u0117 partija Rus\u0173 aljansas                                                                                                          0   \n",
        "Lietuvos lenk\u0173 rinkim\u0173 akcija                                                                                                           1   \n",
        "Politin\u0117 partija \u201eLietuvos s\u0105ra\u0161as\u201c                                                                                                     1   \n",
        "Lietuvos liaudies partija                                                                                                               2   \n",
        "Lietuvos \u017eali\u0173j\u0173 partija                                                                                                                2   \n",
        "Lietuvos valstie\u010di\u0173 ir \u017eali\u0173j\u0173 s\u0105junga                                                                                                  3   \n",
        "Lietuvos Respublikos liberal\u0173 s\u0105j\u016bdis                                                                                                   5   \n",
        "Lietuvos rus\u0173 s\u0105junga                                                                                                                   5   \n",
        "Lietuvos socialdemokrat\u0173 partija                                                                                                        5   \n",
        "Tautinink\u0173 s\u0105junga                                                                                                                      5   \n",
        "Darbo partija                                                                                                                           8   \n",
        "Partija Tvarka ir teisingumas                                                                                                          11   \n",
        "Lenk\u0173 rinkim\u0173 akcijos ir Rus\u0173 aljanso koalicija \u201eValdemaro Toma\u0161evskio blokas\u201c (Vilniaus miesto savivaldyb\u0117)                           13   \n",
        "T\u0117vyn\u0117s s\u0105junga - Lietuvos krik\u0161\u010dionys demokratai                                                                                      17   \n",
        "Lietuvos laisv\u0117s s\u0105junga (liberalai)                                                                                                   20   \n",
        "\n",
        "                                                                                                              Viso kandidat\u0173 partijoje  \n",
        "Politin\u0117 partija Rus\u0173 aljansas                                                                                                      15  \n",
        "Lietuvos lenk\u0173 rinkim\u0173 akcija                                                                                                        1  \n",
        "Politin\u0117 partija \u201eLietuvos s\u0105ra\u0161as\u201c                                                                                                 39  \n",
        "Lietuvos liaudies partija                                                                                                           29  \n",
        "Lietuvos \u017eali\u0173j\u0173 partija                                                                                                            31  \n",
        "Lietuvos valstie\u010di\u0173 ir \u017eali\u0173j\u0173 s\u0105junga                                                                                              40  \n",
        "Lietuvos Respublikos liberal\u0173 s\u0105j\u016bdis                                                                                               65  \n",
        "Lietuvos rus\u0173 s\u0105junga                                                                                                               40  \n",
        "Lietuvos socialdemokrat\u0173 partija                                                                                                    62  \n",
        "Tautinink\u0173 s\u0105junga                                                                                                                  28  \n",
        "Darbo partija                                                                                                                       60  \n",
        "Partija Tvarka ir teisingumas                                                                                                       80  \n",
        "Lenk\u0173 rinkim\u0173 akcijos ir Rus\u0173 aljanso koalicija \u201eValdemaro Toma\u0161evskio blokas\u201c (Vilniaus miesto savivaldyb\u0117)                       101  \n",
        "T\u0117vyn\u0117s s\u0105junga - Lietuvos krik\u0161\u010dionys demokratai                                                                                   72  \n",
        "Lietuvos laisv\u0117s s\u0105junga (liberalai)                                                                                               100  "
       ]
      }
     ],
     "prompt_number": 16
    },
    {
     "cell_type": "heading",
     "level": 1,
     "metadata": {},
     "source": [
      "Kalb\u0173 mok\u0117jimas partijose"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "def extract_languages(frame):\n",
      "    repl = {'nan': 'jokios'}\n",
      "    for i, x in frame.iterrows():\n",
      "        for lang in str(x.languages).replace(',', ' ').split():\n",
      "            if lang != 'pagrindai':\n",
      "                yield {'party': x.party, 'language': repl.get(lang, lang)}\n",
      "\n",
      "result = pd.DataFrame(extract_languages(get_segment())).reset_index()\n",
      "result = result.groupby(['party', 'language']).count()\n",
      "result = result.reset_index().sort(['party', 'index'], ascending=[1, 0]).set_index(['party'])\n",
      "result['Procentas'] = (result['index'] / get_segment().party.value_counts() * 100).map(format_percent)\n",
      "result.set_index('language', append=True, inplace=True)\n",
      "result.index.rename(['Partija', 'Kalba'], inplace=True)\n",
      "result.rename(columns={'index': 'Kandidatai'})"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "html": [
        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
        "<table border=\"1\" class=\"dataframe\">\n",
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th>Kandidatai</th>\n",
        "      <th>Procentas</th>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Partija</th>\n",
        "      <th>Kalba</th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th rowspan=\"12\" valign=\"top\">Darbo partija</th>\n",
        "      <th>rus\u0173</th>\n",
        "      <td> 50</td>\n",
        "      <td>  83.33%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>angl\u0173</th>\n",
        "      <td> 43</td>\n",
        "      <td>  71.67%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>lenk\u0173</th>\n",
        "      <td> 22</td>\n",
        "      <td>  36.67%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>vokie\u010di\u0173</th>\n",
        "      <td> 12</td>\n",
        "      <td>  20.00%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>jokios</th>\n",
        "      <td>  9</td>\n",
        "      <td>  15.00%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>pranc\u016bz\u0173</th>\n",
        "      <td>  7</td>\n",
        "      <td>  11.67%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>ispan\u0173</th>\n",
        "      <td>  3</td>\n",
        "      <td>   5.00%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>lietuvi\u0173</th>\n",
        "      <td>  3</td>\n",
        "      <td>   5.00%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>baltarus\u0173</th>\n",
        "      <td>  2</td>\n",
        "      <td>   3.33%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>ukrainie\u010di\u0173</th>\n",
        "      <td>  2</td>\n",
        "      <td>   3.33%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>bulgar\u0173</th>\n",
        "      <td>  1</td>\n",
        "      <td>   1.67%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>kin\u0173</th>\n",
        "      <td>  1</td>\n",
        "      <td>   1.67%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th rowspan=\"12\" valign=\"top\">Lenk\u0173 rinkim\u0173 akcijos ir Rus\u0173 aljanso koalicija \u201eValdemaro Toma\u0161evskio blokas\u201c (Vilniaus miesto savivaldyb\u0117)</th>\n",
        "      <th>rus\u0173</th>\n",
        "      <td> 82</td>\n",
        "      <td>  81.19%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>angl\u0173</th>\n",
        "      <td> 43</td>\n",
        "      <td>  42.57%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>lenk\u0173</th>\n",
        "      <td> 40</td>\n",
        "      <td>  39.60%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>vokie\u010di\u0173</th>\n",
        "      <td> 17</td>\n",
        "      <td>  16.83%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>jokios</th>\n",
        "      <td> 11</td>\n",
        "      <td>  10.89%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>lietuvi\u0173</th>\n",
        "      <td>  2</td>\n",
        "      <td>   1.98%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>pranc\u016bz\u0173</th>\n",
        "      <td>  2</td>\n",
        "      <td>   1.98%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>baltarus\u0173</th>\n",
        "      <td>  1</td>\n",
        "      <td>   0.99%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>ispan\u0173</th>\n",
        "      <td>  1</td>\n",
        "      <td>   0.99%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>portugal\u0173</th>\n",
        "      <td>  1</td>\n",
        "      <td>   0.99%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>totori\u0173</th>\n",
        "      <td>  1</td>\n",
        "      <td>   0.99%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>ukrainie\u010di\u0173</th>\n",
        "      <td>  1</td>\n",
        "      <td>   0.99%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th rowspan=\"11\" valign=\"top\">Lietuvos Respublikos liberal\u0173 s\u0105j\u016bdis</th>\n",
        "      <th>angl\u0173</th>\n",
        "      <td> 59</td>\n",
        "      <td>  90.77%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>rus\u0173</th>\n",
        "      <td> 54</td>\n",
        "      <td>  83.08%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>lenk\u0173</th>\n",
        "      <td> 16</td>\n",
        "      <td>  24.62%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>vokie\u010di\u0173</th>\n",
        "      <td> 15</td>\n",
        "      <td>  23.08%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>pranc\u016bz\u0173</th>\n",
        "      <td>  6</td>\n",
        "      <td>   9.23%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>jokios</th>\n",
        "      <td>  4</td>\n",
        "      <td>   6.15%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>lotyn\u0173</th>\n",
        "      <td>  3</td>\n",
        "      <td>   4.62%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>ispan\u0173</th>\n",
        "      <td>  2</td>\n",
        "      <td>   3.08%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>ital\u0173</th>\n",
        "      <td>  2</td>\n",
        "      <td>   3.08%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>baltarus\u0173</th>\n",
        "      <td>  1</td>\n",
        "      <td>   1.54%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>\u010dek\u0173</th>\n",
        "      <td>  1</td>\n",
        "      <td>   1.54%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th rowspan=\"11\" valign=\"top\">Lietuvos laisv\u0117s s\u0105junga (liberalai)</th>\n",
        "      <th>rus\u0173</th>\n",
        "      <td> 85</td>\n",
        "      <td>  85.00%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>angl\u0173</th>\n",
        "      <td> 77</td>\n",
        "      <td>  77.00%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>lenk\u0173</th>\n",
        "      <td> 23</td>\n",
        "      <td>  23.00%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>vokie\u010di\u0173</th>\n",
        "      <td> 15</td>\n",
        "      <td>  15.00%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>jokios</th>\n",
        "      <td>  7</td>\n",
        "      <td>   7.00%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>pranc\u016bz\u0173</th>\n",
        "      <td>  7</td>\n",
        "      <td>   7.00%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>ital\u0173</th>\n",
        "      <td>  4</td>\n",
        "      <td>   4.00%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>ispan\u0173</th>\n",
        "      <td>  3</td>\n",
        "      <td>   3.00%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>lietuvi\u0173</th>\n",
        "      <td>  3</td>\n",
        "      <td>   3.00%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>lotyn\u0173</th>\n",
        "      <td>  1</td>\n",
        "      <td>   1.00%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>turk\u0173</th>\n",
        "      <td>  1</td>\n",
        "      <td>   1.00%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th rowspan=\"4\" valign=\"top\">Lietuvos lenk\u0173 rinkim\u0173 akcija</th>\n",
        "      <th>baltarus\u0173</th>\n",
        "      <td>  1</td>\n",
        "      <td> 100.00%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>lenk\u0173</th>\n",
        "      <td>  1</td>\n",
        "      <td> 100.00%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>rus\u0173</th>\n",
        "      <td>  1</td>\n",
        "      <td> 100.00%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>ukrainie\u010di\u0173</th>\n",
        "      <td>  1</td>\n",
        "      <td> 100.00%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th rowspan=\"6\" valign=\"top\">Lietuvos liaudies partija</th>\n",
        "      <th>rus\u0173</th>\n",
        "      <td> 19</td>\n",
        "      <td>  65.52%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>angl\u0173</th>\n",
        "      <td> 16</td>\n",
        "      <td>  55.17%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>jokios</th>\n",
        "      <td>  7</td>\n",
        "      <td>  24.14%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>vokie\u010di\u0173</th>\n",
        "      <td>  7</td>\n",
        "      <td>  24.14%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>lenk\u0173</th>\n",
        "      <td>  6</td>\n",
        "      <td>  20.69%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>pranc\u016bz\u0173</th>\n",
        "      <td>  1</td>\n",
        "      <td>   3.45%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th rowspan=\"7\" valign=\"top\">Lietuvos rus\u0173 s\u0105junga</th>\n",
        "      <th>rus\u0173</th>\n",
        "      <td> 28</td>\n",
        "      <td>  70.00%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>angl\u0173</th>\n",
        "      <td> 15</td>\n",
        "      <td>  37.50%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>lenk\u0173</th>\n",
        "      <td> 13</td>\n",
        "      <td>  32.50%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>jokios</th>\n",
        "      <td> 10</td>\n",
        "      <td>  25.00%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>vokie\u010di\u0173</th>\n",
        "      <td>  4</td>\n",
        "      <td>  10.00%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>baltarus\u0173</th>\n",
        "      <td>  1</td>\n",
        "      <td>   2.50%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>latvi\u0173</th>\n",
        "      <td>  1</td>\n",
        "      <td>   2.50%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th rowspan=\"12\" valign=\"top\">Lietuvos socialdemokrat\u0173 partija</th>\n",
        "      <th>rus\u0173</th>\n",
        "      <td> 54</td>\n",
        "      <td>  87.10%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>angl\u0173</th>\n",
        "      <td> 43</td>\n",
        "      <td>  69.35%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>lenk\u0173</th>\n",
        "      <td> 17</td>\n",
        "      <td>  27.42%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>vokie\u010di\u0173</th>\n",
        "      <td> 10</td>\n",
        "      <td>  16.13%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>jokios</th>\n",
        "      <td>  6</td>\n",
        "      <td>   9.68%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>lietuvi\u0173</th>\n",
        "      <td>  5</td>\n",
        "      <td>   8.06%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>pranc\u016bz\u0173</th>\n",
        "      <td>  5</td>\n",
        "      <td>   8.06%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>baltarus\u0173</th>\n",
        "      <td>  2</td>\n",
        "      <td>   3.23%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>ukrainie\u010di\u0173</th>\n",
        "      <td>  2</td>\n",
        "      <td>   3.23%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>ispan\u0173</th>\n",
        "      <td>  1</td>\n",
        "      <td>   1.61%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>latvi\u0173</th>\n",
        "      <td>  1</td>\n",
        "      <td>   1.61%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>libanie\u010di\u0173</th>\n",
        "      <td>  1</td>\n",
        "      <td>   1.61%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th rowspan=\"13\" valign=\"top\">Lietuvos valstie\u010di\u0173 ir \u017eali\u0173j\u0173 s\u0105junga</th>\n",
        "      <th>rus\u0173</th>\n",
        "      <td> 31</td>\n",
        "      <td>  77.50%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>angl\u0173</th>\n",
        "      <td> 29</td>\n",
        "      <td>  72.50%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>lenk\u0173</th>\n",
        "      <td> 14</td>\n",
        "      <td>  35.00%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>vokie\u010di\u0173</th>\n",
        "      <td> 12</td>\n",
        "      <td>  30.00%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>jokios</th>\n",
        "      <td>  4</td>\n",
        "      <td>  10.00%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>baltarus\u0173</th>\n",
        "      <td>  3</td>\n",
        "      <td>   7.50%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>pranc\u016bz\u0173</th>\n",
        "      <td>  2</td>\n",
        "      <td>   5.00%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>esperanto</th>\n",
        "      <td>  1</td>\n",
        "      <td>   2.50%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>ispan\u0173</th>\n",
        "      <td>  1</td>\n",
        "      <td>   2.50%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>lietuvi\u0173</th>\n",
        "      <td>  1</td>\n",
        "      <td>   2.50%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>lotyn\u0173</th>\n",
        "      <td>  1</td>\n",
        "      <td>   2.50%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>serb\u0173</th>\n",
        "      <td>  1</td>\n",
        "      <td>   2.50%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>ukrainie\u010di\u0173</th>\n",
        "      <td>  1</td>\n",
        "      <td>   2.50%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th rowspan=\"8\" valign=\"top\">Lietuvos \u017eali\u0173j\u0173 partija</th>\n",
        "      <th>rus\u0173</th>\n",
        "      <td> 28</td>\n",
        "      <td>  90.32%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>angl\u0173</th>\n",
        "      <td> 27</td>\n",
        "      <td>  87.10%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>lenk\u0173</th>\n",
        "      <td>  9</td>\n",
        "      <td>  29.03%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>vokie\u010di\u0173</th>\n",
        "      <td>  6</td>\n",
        "      <td>  19.35%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>ital\u0173</th>\n",
        "      <td>  2</td>\n",
        "      <td>   6.45%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>ispan\u0173</th>\n",
        "      <td>  1</td>\n",
        "      <td>   3.23%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>norveg\u0173</th>\n",
        "      <td>  1</td>\n",
        "      <td>   3.23%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>pranc\u016bz\u0173</th>\n",
        "      <td>  1</td>\n",
        "      <td>   3.23%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th rowspan=\"11\" valign=\"top\">Partija Tvarka ir teisingumas</th>\n",
        "      <th>rus\u0173</th>\n",
        "      <td> 69</td>\n",
        "      <td>  86.25%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>angl\u0173</th>\n",
        "      <td> 56</td>\n",
        "      <td>  70.00%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>lenk\u0173</th>\n",
        "      <td> 23</td>\n",
        "      <td>  28.75%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>vokie\u010di\u0173</th>\n",
        "      <td> 20</td>\n",
        "      <td>  25.00%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>jokios</th>\n",
        "      <td>  7</td>\n",
        "      <td>   8.75%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>pranc\u016bz\u0173</th>\n",
        "      <td>  5</td>\n",
        "      <td>   6.25%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>lietuvi\u0173</th>\n",
        "      <td>  4</td>\n",
        "      <td>   5.00%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>ital\u0173</th>\n",
        "      <td>  3</td>\n",
        "      <td>   3.75%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>ispan\u0173</th>\n",
        "      <td>  1</td>\n",
        "      <td>   1.25%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>lotyn\u0173</th>\n",
        "      <td>  1</td>\n",
        "      <td>   1.25%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>ukrainie\u010di\u0173</th>\n",
        "      <td>  1</td>\n",
        "      <td>   1.25%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th rowspan=\"7\" valign=\"top\">Politin\u0117 partija Rus\u0173 aljansas</th>\n",
        "      <th>rus\u0173</th>\n",
        "      <td>  9</td>\n",
        "      <td>  60.00%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>lenk\u0173</th>\n",
        "      <td>  7</td>\n",
        "      <td>  46.67%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>jokios</th>\n",
        "      <td>  6</td>\n",
        "      <td>  40.00%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>angl\u0173</th>\n",
        "      <td>  4</td>\n",
        "      <td>  26.67%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>vokie\u010di\u0173</th>\n",
        "      <td>  2</td>\n",
        "      <td>  13.33%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>baltarus\u0173</th>\n",
        "      <td>  1</td>\n",
        "      <td>   6.67%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>pranc\u016bz\u0173</th>\n",
        "      <td>  1</td>\n",
        "      <td>   6.67%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th rowspan=\"11\" valign=\"top\">Politin\u0117 partija \u201eLietuvos s\u0105ra\u0161as\u201c</th>\n",
        "      <th>rus\u0173</th>\n",
        "      <td> 34</td>\n",
        "      <td>  87.18%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>angl\u0173</th>\n",
        "      <td> 28</td>\n",
        "      <td>  71.79%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>vokie\u010di\u0173</th>\n",
        "      <td>  8</td>\n",
        "      <td>  20.51%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>lenk\u0173</th>\n",
        "      <td>  6</td>\n",
        "      <td>  15.38%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>jokios</th>\n",
        "      <td>  5</td>\n",
        "      <td>  12.82%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>ital\u0173</th>\n",
        "      <td>  1</td>\n",
        "      <td>   2.56%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>kroat\u0173</th>\n",
        "      <td>  1</td>\n",
        "      <td>   2.56%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>lietuvi\u0173</th>\n",
        "      <td>  1</td>\n",
        "      <td>   2.56%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>norveg\u0173</th>\n",
        "      <td>  1</td>\n",
        "      <td>   2.56%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>pranc\u016bz\u0173</th>\n",
        "      <td>  1</td>\n",
        "      <td>   2.56%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>serb\u0173</th>\n",
        "      <td>  1</td>\n",
        "      <td>   2.56%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th rowspan=\"11\" valign=\"top\">Tautinink\u0173 s\u0105junga</th>\n",
        "      <th>angl\u0173</th>\n",
        "      <td> 23</td>\n",
        "      <td>  82.14%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>rus\u0173</th>\n",
        "      <td> 23</td>\n",
        "      <td>  82.14%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>lenk\u0173</th>\n",
        "      <td>  8</td>\n",
        "      <td>  28.57%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>vokie\u010di\u0173</th>\n",
        "      <td>  7</td>\n",
        "      <td>  25.00%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>jokios</th>\n",
        "      <td>  2</td>\n",
        "      <td>   7.14%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>lotyn\u0173</th>\n",
        "      <td>  2</td>\n",
        "      <td>   7.14%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>pranc\u016bz\u0173</th>\n",
        "      <td>  2</td>\n",
        "      <td>   7.14%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>ispan\u0173</th>\n",
        "      <td>  1</td>\n",
        "      <td>   3.57%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>latvi\u0173</th>\n",
        "      <td>  1</td>\n",
        "      <td>   3.57%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>ukrainie\u010di\u0173</th>\n",
        "      <td>  1</td>\n",
        "      <td>   3.57%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>\u010dek\u0173</th>\n",
        "      <td>  1</td>\n",
        "      <td>   3.57%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th rowspan=\"11\" valign=\"top\">T\u0117vyn\u0117s s\u0105junga - Lietuvos krik\u0161\u010dionys demokratai</th>\n",
        "      <th>rus\u0173</th>\n",
        "      <td> 54</td>\n",
        "      <td>  75.00%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>angl\u0173</th>\n",
        "      <td> 53</td>\n",
        "      <td>  73.61%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>vokie\u010di\u0173</th>\n",
        "      <td> 17</td>\n",
        "      <td>  23.61%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>lenk\u0173</th>\n",
        "      <td> 12</td>\n",
        "      <td>  16.67%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>pranc\u016bz\u0173</th>\n",
        "      <td>  8</td>\n",
        "      <td>  11.11%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>jokios</th>\n",
        "      <td>  7</td>\n",
        "      <td>   9.72%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>lietuvi\u0173</th>\n",
        "      <td>  2</td>\n",
        "      <td>   2.78%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>esperanto</th>\n",
        "      <td>  1</td>\n",
        "      <td>   1.39%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>ispan\u0173</th>\n",
        "      <td>  1</td>\n",
        "      <td>   1.39%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>ital\u0173</th>\n",
        "      <td>  1</td>\n",
        "      <td>   1.39%</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>suomi\u0173</th>\n",
        "      <td>  1</td>\n",
        "      <td>   1.39%</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 17,
       "text": [
        "                                                                                                                          Kandidatai  \\\n",
        "Partija                                                                                                      Kalba                     \n",
        "Darbo partija                                                                                                rus\u0173                 50   \n",
        "                                                                                                             angl\u0173                43   \n",
        "                                                                                                             lenk\u0173                22   \n",
        "                                                                                                             vokie\u010di\u0173             12   \n",
        "                                                                                                             jokios                9   \n",
        "                                                                                                             pranc\u016bz\u0173              7   \n",
        "                                                                                                             ispan\u0173                3   \n",
        "                                                                                                             lietuvi\u0173              3   \n",
        "                                                                                                             baltarus\u0173             2   \n",
        "                                                                                                             ukrainie\u010di\u0173           2   \n",
        "                                                                                                             bulgar\u0173               1   \n",
        "                                                                                                             kin\u0173                  1   \n",
        "Lenk\u0173 rinkim\u0173 akcijos ir Rus\u0173 aljanso koalicija \u201eValdemaro Toma\u0161evskio blokas\u201c (Vilniaus miesto savivaldyb\u0117) rus\u0173                 82   \n",
        "                                                                                                             angl\u0173                43   \n",
        "                                                                                                             lenk\u0173                40   \n",
        "                                                                                                             vokie\u010di\u0173             17   \n",
        "                                                                                                             jokios               11   \n",
        "                                                                                                             lietuvi\u0173              2   \n",
        "                                                                                                             pranc\u016bz\u0173              2   \n",
        "                                                                                                             baltarus\u0173             1   \n",
        "                                                                                                             ispan\u0173                1   \n",
        "                                                                                                             portugal\u0173             1   \n",
        "                                                                                                             totori\u0173               1   \n",
        "                                                                                                             ukrainie\u010di\u0173           1   \n",
        "Lietuvos Respublikos liberal\u0173 s\u0105j\u016bdis                                                                        angl\u0173                59   \n",
        "                                                                                                             rus\u0173                 54   \n",
        "                                                                                                             lenk\u0173                16   \n",
        "                                                                                                             vokie\u010di\u0173             15   \n",
        "                                                                                                             pranc\u016bz\u0173              6   \n",
        "                                                                                                             jokios                4   \n",
        "                                                                                                             lotyn\u0173                3   \n",
        "                                                                                                             ispan\u0173                2   \n",
        "                                                                                                             ital\u0173                 2   \n",
        "                                                                                                             baltarus\u0173             1   \n",
        "                                                                                                             \u010dek\u0173                  1   \n",
        "Lietuvos laisv\u0117s s\u0105junga (liberalai)                                                                         rus\u0173                 85   \n",
        "                                                                                                             angl\u0173                77   \n",
        "                                                                                                             lenk\u0173                23   \n",
        "                                                                                                             vokie\u010di\u0173             15   \n",
        "                                                                                                             jokios                7   \n",
        "                                                                                                             pranc\u016bz\u0173              7   \n",
        "                                                                                                             ital\u0173                 4   \n",
        "                                                                                                             ispan\u0173                3   \n",
        "                                                                                                             lietuvi\u0173              3   \n",
        "                                                                                                             lotyn\u0173                1   \n",
        "                                                                                                             turk\u0173                 1   \n",
        "Lietuvos lenk\u0173 rinkim\u0173 akcija                                                                                baltarus\u0173             1   \n",
        "                                                                                                             lenk\u0173                 1   \n",
        "                                                                                                             rus\u0173                  1   \n",
        "                                                                                                             ukrainie\u010di\u0173           1   \n",
        "Lietuvos liaudies partija                                                                                    rus\u0173                 19   \n",
        "                                                                                                             angl\u0173                16   \n",
        "                                                                                                             jokios                7   \n",
        "                                                                                                             vokie\u010di\u0173              7   \n",
        "                                                                                                             lenk\u0173                 6   \n",
        "                                                                                                             pranc\u016bz\u0173              1   \n",
        "Lietuvos rus\u0173 s\u0105junga                                                                                        rus\u0173                 28   \n",
        "                                                                                                             angl\u0173                15   \n",
        "                                                                                                             lenk\u0173                13   \n",
        "                                                                                                             jokios               10   \n",
        "                                                                                                             vokie\u010di\u0173              4   \n",
        "                                                                                                             baltarus\u0173             1   \n",
        "                                                                                                             latvi\u0173                1   \n",
        "Lietuvos socialdemokrat\u0173 partija                                                                             rus\u0173                 54   \n",
        "                                                                                                             angl\u0173                43   \n",
        "                                                                                                             lenk\u0173                17   \n",
        "                                                                                                             vokie\u010di\u0173             10   \n",
        "                                                                                                             jokios                6   \n",
        "                                                                                                             lietuvi\u0173              5   \n",
        "                                                                                                             pranc\u016bz\u0173              5   \n",
        "                                                                                                             baltarus\u0173             2   \n",
        "                                                                                                             ukrainie\u010di\u0173           2   \n",
        "                                                                                                             ispan\u0173                1   \n",
        "                                                                                                             latvi\u0173                1   \n",
        "                                                                                                             libanie\u010di\u0173            1   \n",
        "Lietuvos valstie\u010di\u0173 ir \u017eali\u0173j\u0173 s\u0105junga                                                                       rus\u0173                 31   \n",
        "                                                                                                             angl\u0173                29   \n",
        "                                                                                                             lenk\u0173                14   \n",
        "                                                                                                             vokie\u010di\u0173             12   \n",
        "                                                                                                             jokios                4   \n",
        "                                                                                                             baltarus\u0173             3   \n",
        "                                                                                                             pranc\u016bz\u0173              2   \n",
        "                                                                                                             esperanto             1   \n",
        "                                                                                                             ispan\u0173                1   \n",
        "                                                                                                             lietuvi\u0173              1   \n",
        "                                                                                                             lotyn\u0173                1   \n",
        "                                                                                                             serb\u0173                 1   \n",
        "                                                                                                             ukrainie\u010di\u0173           1   \n",
        "Lietuvos \u017eali\u0173j\u0173 partija                                                                                     rus\u0173                 28   \n",
        "                                                                                                             angl\u0173                27   \n",
        "                                                                                                             lenk\u0173                 9   \n",
        "                                                                                                             vokie\u010di\u0173              6   \n",
        "                                                                                                             ital\u0173                 2   \n",
        "                                                                                                             ispan\u0173                1   \n",
        "                                                                                                             norveg\u0173               1   \n",
        "                                                                                                             pranc\u016bz\u0173              1   \n",
        "Partija Tvarka ir teisingumas                                                                                rus\u0173                 69   \n",
        "                                                                                                             angl\u0173                56   \n",
        "                                                                                                             lenk\u0173                23   \n",
        "                                                                                                             vokie\u010di\u0173             20   \n",
        "                                                                                                             jokios                7   \n",
        "                                                                                                             pranc\u016bz\u0173              5   \n",
        "                                                                                                             lietuvi\u0173              4   \n",
        "                                                                                                             ital\u0173                 3   \n",
        "                                                                                                             ispan\u0173                1   \n",
        "                                                                                                             lotyn\u0173                1   \n",
        "                                                                                                             ukrainie\u010di\u0173           1   \n",
        "Politin\u0117 partija Rus\u0173 aljansas                                                                               rus\u0173                  9   \n",
        "                                                                                                             lenk\u0173                 7   \n",
        "                                                                                                             jokios                6   \n",
        "                                                                                                             angl\u0173                 4   \n",
        "                                                                                                             vokie\u010di\u0173              2   \n",
        "                                                                                                             baltarus\u0173             1   \n",
        "                                                                                                             pranc\u016bz\u0173              1   \n",
        "Politin\u0117 partija \u201eLietuvos s\u0105ra\u0161as\u201c                                                                          rus\u0173                 34   \n",
        "                                                                                                             angl\u0173                28   \n",
        "                                                                                                             vokie\u010di\u0173              8   \n",
        "                                                                                                             lenk\u0173                 6   \n",
        "                                                                                                             jokios                5   \n",
        "                                                                                                             ital\u0173                 1   \n",
        "                                                                                                             kroat\u0173                1   \n",
        "                                                                                                             lietuvi\u0173              1   \n",
        "                                                                                                             norveg\u0173               1   \n",
        "                                                                                                             pranc\u016bz\u0173              1   \n",
        "                                                                                                             serb\u0173                 1   \n",
        "Tautinink\u0173 s\u0105junga                                                                                           angl\u0173                23   \n",
        "                                                                                                             rus\u0173                 23   \n",
        "                                                                                                             lenk\u0173                 8   \n",
        "                                                                                                             vokie\u010di\u0173              7   \n",
        "                                                                                                             jokios                2   \n",
        "                                                                                                             lotyn\u0173                2   \n",
        "                                                                                                             pranc\u016bz\u0173              2   \n",
        "                                                                                                             ispan\u0173                1   \n",
        "                                                                                                             latvi\u0173                1   \n",
        "                                                                                                             ukrainie\u010di\u0173           1   \n",
        "                                                                                                             \u010dek\u0173                  1   \n",
        "T\u0117vyn\u0117s s\u0105junga - Lietuvos krik\u0161\u010dionys demokratai                                                            rus\u0173                 54   \n",
        "                                                                                                             angl\u0173                53   \n",
        "                                                                                                             vokie\u010di\u0173             17   \n",
        "                                                                                                             lenk\u0173                12   \n",
        "                                                                                                             pranc\u016bz\u0173              8   \n",
        "                                                                                                             jokios                7   \n",
        "                                                                                                             lietuvi\u0173              2   \n",
        "                                                                                                             esperanto             1   \n",
        "                                                                                                             ispan\u0173                1   \n",
        "                                                                                                             ital\u0173                 1   \n",
        "                                                                                                             suomi\u0173                1   \n",
        "\n",
        "                                                                                                                         Procentas  \n",
        "Partija                                                                                                      Kalba                  \n",
        "Darbo partija                                                                                                rus\u0173           83.33%  \n",
        "                                                                                                             angl\u0173          71.67%  \n",
        "                                                                                                             lenk\u0173          36.67%  \n",
        "                                                                                                             vokie\u010di\u0173       20.00%  \n",
        "                                                                                                             jokios         15.00%  \n",
        "                                                                                                             pranc\u016bz\u0173       11.67%  \n",
        "                                                                                                             ispan\u0173          5.00%  \n",
        "                                                                                                             lietuvi\u0173        5.00%  \n",
        "                                                                                                             baltarus\u0173       3.33%  \n",
        "                                                                                                             ukrainie\u010di\u0173     3.33%  \n",
        "                                                                                                             bulgar\u0173         1.67%  \n",
        "                                                                                                             kin\u0173            1.67%  \n",
        "Lenk\u0173 rinkim\u0173 akcijos ir Rus\u0173 aljanso koalicija \u201eValdemaro Toma\u0161evskio blokas\u201c (Vilniaus miesto savivaldyb\u0117) rus\u0173           81.19%  \n",
        "                                                                                                             angl\u0173          42.57%  \n",
        "                                                                                                             lenk\u0173          39.60%  \n",
        "                                                                                                             vokie\u010di\u0173       16.83%  \n",
        "                                                                                                             jokios         10.89%  \n",
        "                                                                                                             lietuvi\u0173        1.98%  \n",
        "                                                                                                             pranc\u016bz\u0173        1.98%  \n",
        "                                                                                                             baltarus\u0173       0.99%  \n",
        "                                                                                                             ispan\u0173          0.99%  \n",
        "                                                                                                             portugal\u0173       0.99%  \n",
        "                                                                                                             totori\u0173         0.99%  \n",
        "                                                                                                             ukrainie\u010di\u0173     0.99%  \n",
        "Lietuvos Respublikos liberal\u0173 s\u0105j\u016bdis                                                                        angl\u0173          90.77%  \n",
        "                                                                                                             rus\u0173           83.08%  \n",
        "                                                                                                             lenk\u0173          24.62%  \n",
        "                                                                                                             vokie\u010di\u0173       23.08%  \n",
        "                                                                                                             pranc\u016bz\u0173        9.23%  \n",
        "                                                                                                             jokios          6.15%  \n",
        "                                                                                                             lotyn\u0173          4.62%  \n",
        "                                                                                                             ispan\u0173          3.08%  \n",
        "                                                                                                             ital\u0173           3.08%  \n",
        "                                                                                                             baltarus\u0173       1.54%  \n",
        "                                                                                                             \u010dek\u0173            1.54%  \n",
        "Lietuvos laisv\u0117s s\u0105junga (liberalai)                                                                         rus\u0173           85.00%  \n",
        "                                                                                                             angl\u0173          77.00%  \n",
        "                                                                                                             lenk\u0173          23.00%  \n",
        "                                                                                                             vokie\u010di\u0173       15.00%  \n",
        "                                                                                                             jokios          7.00%  \n",
        "                                                                                                             pranc\u016bz\u0173        7.00%  \n",
        "                                                                                                             ital\u0173           4.00%  \n",
        "                                                                                                             ispan\u0173          3.00%  \n",
        "                                                                                                             lietuvi\u0173        3.00%  \n",
        "                                                                                                             lotyn\u0173          1.00%  \n",
        "                                                                                                             turk\u0173           1.00%  \n",
        "Lietuvos lenk\u0173 rinkim\u0173 akcija                                                                                baltarus\u0173     100.00%  \n",
        "                                                                                                             lenk\u0173         100.00%  \n",
        "                                                                                                             rus\u0173          100.00%  \n",
        "                                                                                                             ukrainie\u010di\u0173   100.00%  \n",
        "Lietuvos liaudies partija                                                                                    rus\u0173           65.52%  \n",
        "                                                                                                             angl\u0173          55.17%  \n",
        "                                                                                                             jokios         24.14%  \n",
        "                                                                                                             vokie\u010di\u0173       24.14%  \n",
        "                                                                                                             lenk\u0173          20.69%  \n",
        "                                                                                                             pranc\u016bz\u0173        3.45%  \n",
        "Lietuvos rus\u0173 s\u0105junga                                                                                        rus\u0173           70.00%  \n",
        "                                                                                                             angl\u0173          37.50%  \n",
        "                                                                                                             lenk\u0173          32.50%  \n",
        "                                                                                                             jokios         25.00%  \n",
        "                                                                                                             vokie\u010di\u0173       10.00%  \n",
        "                                                                                                             baltarus\u0173       2.50%  \n",
        "                                                                                                             latvi\u0173          2.50%  \n",
        "Lietuvos socialdemokrat\u0173 partija                                                                             rus\u0173           87.10%  \n",
        "                                                                                                             angl\u0173          69.35%  \n",
        "                                                                                                             lenk\u0173          27.42%  \n",
        "                                                                                                             vokie\u010di\u0173       16.13%  \n",
        "                                                                                                             jokios          9.68%  \n",
        "                                                                                                             lietuvi\u0173        8.06%  \n",
        "                                                                                                             pranc\u016bz\u0173        8.06%  \n",
        "                                                                                                             baltarus\u0173       3.23%  \n",
        "                                                                                                             ukrainie\u010di\u0173     3.23%  \n",
        "                                                                                                             ispan\u0173          1.61%  \n",
        "                                                                                                             latvi\u0173          1.61%  \n",
        "                                                                                                             libanie\u010di\u0173      1.61%  \n",
        "Lietuvos valstie\u010di\u0173 ir \u017eali\u0173j\u0173 s\u0105junga                                                                       rus\u0173           77.50%  \n",
        "                                                                                                             angl\u0173          72.50%  \n",
        "                                                                                                             lenk\u0173          35.00%  \n",
        "                                                                                                             vokie\u010di\u0173       30.00%  \n",
        "                                                                                                             jokios         10.00%  \n",
        "                                                                                                             baltarus\u0173       7.50%  \n",
        "                                                                                                             pranc\u016bz\u0173        5.00%  \n",
        "                                                                                                             esperanto       2.50%  \n",
        "                                                                                                             ispan\u0173          2.50%  \n",
        "                                                                                                             lietuvi\u0173        2.50%  \n",
        "                                                                                                             lotyn\u0173          2.50%  \n",
        "                                                                                                             serb\u0173           2.50%  \n",
        "                                                                                                             ukrainie\u010di\u0173     2.50%  \n",
        "Lietuvos \u017eali\u0173j\u0173 partija                                                                                     rus\u0173           90.32%  \n",
        "                                                                                                             angl\u0173          87.10%  \n",
        "                                                                                                             lenk\u0173          29.03%  \n",
        "                                                                                                             vokie\u010di\u0173       19.35%  \n",
        "                                                                                                             ital\u0173           6.45%  \n",
        "                                                                                                             ispan\u0173          3.23%  \n",
        "                                                                                                             norveg\u0173         3.23%  \n",
        "                                                                                                             pranc\u016bz\u0173        3.23%  \n",
        "Partija Tvarka ir teisingumas                                                                                rus\u0173           86.25%  \n",
        "                                                                                                             angl\u0173          70.00%  \n",
        "                                                                                                             lenk\u0173          28.75%  \n",
        "                                                                                                             vokie\u010di\u0173       25.00%  \n",
        "                                                                                                             jokios          8.75%  \n",
        "                                                                                                             pranc\u016bz\u0173        6.25%  \n",
        "                                                                                                             lietuvi\u0173        5.00%  \n",
        "                                                                                                             ital\u0173           3.75%  \n",
        "                                                                                                             ispan\u0173          1.25%  \n",
        "                                                                                                             lotyn\u0173          1.25%  \n",
        "                                                                                                             ukrainie\u010di\u0173     1.25%  \n",
        "Politin\u0117 partija Rus\u0173 aljansas                                                                               rus\u0173           60.00%  \n",
        "                                                                                                             lenk\u0173          46.67%  \n",
        "                                                                                                             jokios         40.00%  \n",
        "                                                                                                             angl\u0173          26.67%  \n",
        "                                                                                                             vokie\u010di\u0173       13.33%  \n",
        "                                                                                                             baltarus\u0173       6.67%  \n",
        "                                                                                                             pranc\u016bz\u0173        6.67%  \n",
        "Politin\u0117 partija \u201eLietuvos s\u0105ra\u0161as\u201c                                                                          rus\u0173           87.18%  \n",
        "                                                                                                             angl\u0173          71.79%  \n",
        "                                                                                                             vokie\u010di\u0173       20.51%  \n",
        "                                                                                                             lenk\u0173          15.38%  \n",
        "                                                                                                             jokios         12.82%  \n",
        "                                                                                                             ital\u0173           2.56%  \n",
        "                                                                                                             kroat\u0173          2.56%  \n",
        "                                                                                                             lietuvi\u0173        2.56%  \n",
        "                                                                                                             norveg\u0173         2.56%  \n",
        "                                                                                                             pranc\u016bz\u0173        2.56%  \n",
        "                                                                                                             serb\u0173           2.56%  \n",
        "Tautinink\u0173 s\u0105junga                                                                                           angl\u0173          82.14%  \n",
        "                                                                                                             rus\u0173           82.14%  \n",
        "                                                                                                             lenk\u0173          28.57%  \n",
        "                                                                                                             vokie\u010di\u0173       25.00%  \n",
        "                                                                                                             jokios          7.14%  \n",
        "                                                                                                             lotyn\u0173          7.14%  \n",
        "                                                                                                             pranc\u016bz\u0173        7.14%  \n",
        "                                                                                                             ispan\u0173          3.57%  \n",
        "                                                                                                             latvi\u0173          3.57%  \n",
        "                                                                                                             ukrainie\u010di\u0173     3.57%  \n",
        "                                                                                                             \u010dek\u0173            3.57%  \n",
        "T\u0117vyn\u0117s s\u0105junga - Lietuvos krik\u0161\u010dionys demokratai                                                            rus\u0173           75.00%  \n",
        "                                                                                                             angl\u0173          73.61%  \n",
        "                                                                                                             vokie\u010di\u0173       23.61%  \n",
        "                                                                                                             lenk\u0173          16.67%  \n",
        "                                                                                                             pranc\u016bz\u0173       11.11%  \n",
        "                                                                                                             jokios          9.72%  \n",
        "                                                                                                             lietuvi\u0173        2.78%  \n",
        "                                                                                                             esperanto       1.39%  \n",
        "                                                                                                             ispan\u0173          1.39%  \n",
        "                                                                                                             ital\u0173           1.39%  \n",
        "                                                                                                             suomi\u0173          1.39%  "
       ]
      }
     ],
     "prompt_number": 17
    }
   ],
   "metadata": {}
  }
 ]
}