3125 lines
135 KiB
Plaintext
3125 lines
135 KiB
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"cells": [
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"cell_type": "code",
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"execution_count": 2,
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"id": "d5d40ae6",
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"Requirement already satisfied: kaggle in c:\\users\\ggap9\\anaconda31\\lib\\site-packages (1.5.13)\n",
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"Requirement already satisfied: tqdm in c:\\users\\ggap9\\anaconda31\\lib\\site-packages (from kaggle) (4.62.3)\n",
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"Requirement already satisfied: certifi in c:\\users\\ggap9\\anaconda31\\lib\\site-packages (from kaggle) (2021.10.8)\n",
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"Requirement already satisfied: requests in c:\\users\\ggap9\\anaconda31\\lib\\site-packages (from kaggle) (2.26.0)\n",
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"Requirement already satisfied: six>=1.10 in c:\\users\\ggap9\\anaconda31\\lib\\site-packages (from kaggle) (1.16.0)\n",
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"Requirement already satisfied: urllib3 in c:\\users\\ggap9\\anaconda31\\lib\\site-packages (from kaggle) (1.26.7)\n",
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"Requirement already satisfied: python-slugify in c:\\users\\ggap9\\anaconda31\\lib\\site-packages (from kaggle) (5.0.2)\n",
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"Requirement already satisfied: python-dateutil in c:\\users\\ggap9\\anaconda31\\lib\\site-packages (from kaggle) (2.8.2)\n",
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"Requirement already satisfied: text-unidecode>=1.3 in c:\\users\\ggap9\\anaconda31\\lib\\site-packages (from python-slugify->kaggle) (1.3)\n",
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"Requirement already satisfied: idna<4,>=2.5 in c:\\users\\ggap9\\anaconda31\\lib\\site-packages (from requests->kaggle) (3.2)\n",
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"Requirement already satisfied: charset-normalizer~=2.0.0 in c:\\users\\ggap9\\anaconda31\\lib\\site-packages (from requests->kaggle) (2.0.4)\n",
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"Requirement already satisfied: colorama in c:\\users\\ggap9\\anaconda31\\lib\\site-packages (from tqdm->kaggle) (0.4.4)\n",
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"Requirement already satisfied: pandas in c:\\users\\ggap9\\anaconda31\\lib\\site-packages (1.3.4)\n",
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"Requirement already satisfied: python-dateutil>=2.7.3 in c:\\users\\ggap9\\anaconda31\\lib\\site-packages (from pandas) (2.8.2)\n",
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"Requirement already satisfied: pytz>=2017.3 in c:\\users\\ggap9\\anaconda31\\lib\\site-packages (from pandas) (2021.3)\n",
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"Requirement already satisfied: numpy>=1.17.3 in c:\\users\\ggap9\\anaconda31\\lib\\site-packages (from pandas) (1.20.3)\n",
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"Requirement already satisfied: six>=1.5 in c:\\users\\ggap9\\anaconda31\\lib\\site-packages (from python-dateutil>=2.7.3->pandas) (1.16.0)\n"
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]
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}
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],
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"source": [
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"#Instalacja potrzebnych bibliotek\n",
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"!pip install --user kaggle\n",
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"!pip install --user pandas"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 4,
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"id": "85f88972",
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"metadata": {},
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"outputs": [
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"Downloading 2019-european-parliament-election-in-poland-data.zip to D:\\Studia\\IUM\n",
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"\n"
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]
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},
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"name": "stderr",
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"text": [
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"\n",
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" 0%| | 0.00/12.5M [00:00<?, ?B/s]\n",
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" 8%|7 | 1.00M/12.5M [00:00<00:02, 5.09MB/s]\n",
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" 32%|###1 | 4.00M/12.5M [00:00<00:00, 13.6MB/s]\n",
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" 80%|#######9 | 10.0M/12.5M [00:01<00:00, 8.02MB/s]\n",
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" 96%|#########5| 12.0M/12.5M [00:01<00:00, 9.47MB/s]\n",
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}
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],
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"source": [
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"#Pobranie zbioru danych\n",
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"!kaggle datasets download -d brezniczky/2019-european-parliament-election-in-poland-data"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 2,
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"id": "d0e0d872",
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"metadata": {},
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"outputs": [
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{
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"name": "stderr",
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"output_type": "stream",
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"text": [
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"'unzip' is not recognized as an internal or external command,\n",
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"operable program or batch file.\n"
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]
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}
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],
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"source": [
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"#Rozpakowanie danych\n",
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"!unzip -o 2019-european-parliament-election-in-poland-data.zip\n"
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]
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},
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"cell_type": "code",
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"execution_count": 5,
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"id": "476ea8d4",
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"Requirement already satisfied: pandas in c:\\users\\ggap9\\anaconda31\\lib\\site-packages (1.3.4)\n",
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"Requirement already satisfied: numpy>=1.17.3 in c:\\users\\ggap9\\anaconda31\\lib\\site-packages (from pandas) (1.20.3)\n",
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"Requirement already satisfied: python-dateutil>=2.7.3 in c:\\users\\ggap9\\anaconda31\\lib\\site-packages (from pandas) (2.8.2)\n",
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"Requirement already satisfied: pytz>=2017.3 in c:\\users\\ggap9\\anaconda31\\lib\\site-packages (from pandas) (2021.3)\n",
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"Requirement already satisfied: six>=1.5 in c:\\users\\ggap9\\anaconda31\\lib\\site-packages (from python-dateutil>=2.7.3->pandas) (1.16.0)\n",
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"Requirement already satisfied: seaborn in c:\\users\\ggap9\\anaconda31\\lib\\site-packages (0.11.2)\n",
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"Requirement already satisfied: numpy>=1.15 in c:\\users\\ggap9\\anaconda31\\lib\\site-packages (from seaborn) (1.20.3)\n",
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"Requirement already satisfied: scipy>=1.0 in c:\\users\\ggap9\\anaconda31\\lib\\site-packages (from seaborn) (1.7.1)\n",
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"Requirement already satisfied: matplotlib>=2.2 in c:\\users\\ggap9\\anaconda31\\lib\\site-packages (from seaborn) (3.4.3)\n",
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"Requirement already satisfied: pandas>=0.23 in c:\\users\\ggap9\\anaconda31\\lib\\site-packages (from seaborn) (1.3.4)\n",
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"Requirement already satisfied: python-dateutil>=2.7 in c:\\users\\ggap9\\anaconda31\\lib\\site-packages (from matplotlib>=2.2->seaborn) (2.8.2)\n",
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"Requirement already satisfied: kiwisolver>=1.0.1 in c:\\users\\ggap9\\anaconda31\\lib\\site-packages (from matplotlib>=2.2->seaborn) (1.3.1)\n",
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"Requirement already satisfied: pillow>=6.2.0 in c:\\users\\ggap9\\anaconda31\\lib\\site-packages (from matplotlib>=2.2->seaborn) (8.4.0)\n",
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"Requirement already satisfied: pyparsing>=2.2.1 in c:\\users\\ggap9\\anaconda31\\lib\\site-packages (from matplotlib>=2.2->seaborn) (3.0.4)\n",
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"Requirement already satisfied: cycler>=0.10 in c:\\users\\ggap9\\anaconda31\\lib\\site-packages (from matplotlib>=2.2->seaborn) (0.10.0)\n",
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"Requirement already satisfied: six in c:\\users\\ggap9\\anaconda31\\lib\\site-packages (from cycler>=0.10->matplotlib>=2.2->seaborn) (1.16.0)\n",
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"Requirement already satisfied: pytz>=2017.3 in c:\\users\\ggap9\\anaconda31\\lib\\site-packages (from pandas>=0.23->seaborn) (2021.3)\n"
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]
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}
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],
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"source": [
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"#Instalacja bibliotek\n",
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"!pip install --user pandas\n",
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"!pip install --user seaborn"
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]
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},
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"cell_type": "code",
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"execution_count": 9,
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"id": "a25536a9",
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/html": [
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"<div>\n",
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"<style scoped>\n",
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" .dataframe tbody tr th:only-of-type {\n",
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" vertical-align: middle;\n",
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" }\n",
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"\n",
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" .dataframe tbody tr th {\n",
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" vertical-align: top;\n",
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" }\n",
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"\n",
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" .dataframe thead th {\n",
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" text-align: right;\n",
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" }\n",
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"</style>\n",
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"<table border=\"1\" class=\"dataframe\">\n",
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" <thead>\n",
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" <tr style=\"text-align: right;\">\n",
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" <th></th>\n",
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" <th>Kod terytorialny gminy</th>\n",
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" <th>Nr obwodu głosowania</th>\n",
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" <th>Typ obszaru</th>\n",
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" <th>Typ obwodu</th>\n",
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" <th>Siedziba Obwodowej Komisji Wyborczej</th>\n",
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" <th>Gmina</th>\n",
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" <th>Powiat</th>\n",
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" <th>Województwo</th>\n",
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" <th>Komisja otrzymała kart do głosowania</th>\n",
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" <th>Liczba wyborców uprawnionych do głosowania</th>\n",
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" <th>...</th>\n",
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" <th>2 KNUTH Maciej</th>\n",
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" <th>3 JANOWICZ Kamila Marta</th>\n",
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" <th>4 WIŚNIEWSKI Radosław Andrzej</th>\n",
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" <th>5 PAWEŁCZAK Barnaba Bogusz</th>\n",
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" <th>6 STRUK Anna Marta</th>\n",
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" <th>7 WARDA Małgorzata Maja</th>\n",
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" <th>8 MAKRENEK Helena Cecylia</th>\n",
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" <th>9 DOMŻALSKA Elżbieta Maria</th>\n",
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" <th>10 GRAJKOWSKI Piotr</th>\n",
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" <th>Razem.6</th>\n",
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" </tr>\n",
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" </thead>\n",
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" <tbody>\n",
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" <tr>\n",
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" <th>0</th>\n",
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" <td>220101</td>\n",
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" <td>1</td>\n",
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" <td>wieś</td>\n",
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" <td>stały</td>\n",
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" <td>Gminna Biblioteka i Ośrodek Kultury w Borzytuc...</td>\n",
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" <td>gm. Borzytuchom</td>\n",
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" <td>bytowski</td>\n",
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" <td>pomorskie</td>\n",
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" <td>1199</td>\n",
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" <td>1583</td>\n",
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" <td>...</td>\n",
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" <td>0</td>\n",
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" <td>1</td>\n",
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" <td>0</td>\n",
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" <td>0</td>\n",
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" <td>0</td>\n",
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" <td>0</td>\n",
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" <td>0</td>\n",
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" <td>0</td>\n",
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" <td>0</td>\n",
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" <td>4</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>1</th>\n",
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" <td>220101</td>\n",
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" <td>2</td>\n",
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" <td>wieś</td>\n",
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" <td>stały</td>\n",
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" <td>Sala wiejska, Dąbrówka 22, 77-100 Bytów</td>\n",
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" <td>gm. Borzytuchom</td>\n",
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|||
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" <td>bytowski</td>\n",
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|||
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" <td>pomorskie</td>\n",
|
|||
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" <td>349</td>\n",
|
|||
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" <td>463</td>\n",
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|||
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" <td>...</td>\n",
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|||
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" <td>2</td>\n",
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" <td>0</td>\n",
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|||
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" <td>0</td>\n",
|
|||
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" <td>0</td>\n",
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|||
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" <td>0</td>\n",
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" <td>0</td>\n",
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" <td>0</td>\n",
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" <td>0</td>\n",
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" <td>0</td>\n",
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|||
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" <td>2</td>\n",
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" </tr>\n",
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" <tr>\n",
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|||
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" <th>2</th>\n",
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" <td>220101</td>\n",
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" <td>3</td>\n",
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" <td>wieś</td>\n",
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|||
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" <td>stały</td>\n",
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" <td>Szkoła Podstawowa, Niedarzyno 21b, 77-141 Borz...</td>\n",
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|||
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" <td>gm. Borzytuchom</td>\n",
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" <td>bytowski</td>\n",
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" <td>pomorskie</td>\n",
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" <td>319</td>\n",
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|||
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" <td>424</td>\n",
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|||
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" <td>...</td>\n",
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" <td>0</td>\n",
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" <td>0</td>\n",
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" <td>0</td>\n",
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" <td>0</td>\n",
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" <td>0</td>\n",
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" <td>0</td>\n",
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" <td>0</td>\n",
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" <td>0</td>\n",
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" <td>0</td>\n",
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" <td>2</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>3</th>\n",
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" <td>220102</td>\n",
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|||
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" <td>1</td>\n",
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|||
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" <td>miasto</td>\n",
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" <td>stały</td>\n",
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" <td>Zespół Szkół Ogólnokształcących, ul. Gdańska 5...</td>\n",
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" <td>gm. Bytów</td>\n",
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" <td>bytowski</td>\n",
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" <td>pomorskie</td>\n",
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" <td>1180</td>\n",
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" <td>1550</td>\n",
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" <td>...</td>\n",
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" <td>0</td>\n",
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" <td>0</td>\n",
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" <td>0</td>\n",
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" <td>0</td>\n",
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" <td>0</td>\n",
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" <td>0</td>\n",
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" <td>0</td>\n",
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" <td>0</td>\n",
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|
|
" <td>1</td>\n",
|
|||
|
|
" <td>1</td>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" <tr>\n",
|
|||
|
|
" <th>4</th>\n",
|
|||
|
|
" <td>220102</td>\n",
|
|||
|
|
" <td>2</td>\n",
|
|||
|
|
" <td>miasto</td>\n",
|
|||
|
|
" <td>stały</td>\n",
|
|||
|
|
" <td>Zespół Szkół Ponadgimnazjalnych, ul. Gen. Wład...</td>\n",
|
|||
|
|
" <td>gm. Bytów</td>\n",
|
|||
|
|
" <td>bytowski</td>\n",
|
|||
|
|
" <td>pomorskie</td>\n",
|
|||
|
|
" <td>1062</td>\n",
|
|||
|
|
" <td>1392</td>\n",
|
|||
|
|
" <td>...</td>\n",
|
|||
|
|
" <td>0</td>\n",
|
|||
|
|
" <td>0</td>\n",
|
|||
|
|
" <td>0</td>\n",
|
|||
|
|
" <td>1</td>\n",
|
|||
|
|
" <td>0</td>\n",
|
|||
|
|
" <td>0</td>\n",
|
|||
|
|
" <td>0</td>\n",
|
|||
|
|
" <td>0</td>\n",
|
|||
|
|
" <td>2</td>\n",
|
|||
|
|
" <td>5</td>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" <tr>\n",
|
|||
|
|
" <th>...</th>\n",
|
|||
|
|
" <td>...</td>\n",
|
|||
|
|
" <td>...</td>\n",
|
|||
|
|
" <td>...</td>\n",
|
|||
|
|
" <td>...</td>\n",
|
|||
|
|
" <td>...</td>\n",
|
|||
|
|
" <td>...</td>\n",
|
|||
|
|
" <td>...</td>\n",
|
|||
|
|
" <td>...</td>\n",
|
|||
|
|
" <td>...</td>\n",
|
|||
|
|
" <td>...</td>\n",
|
|||
|
|
" <td>...</td>\n",
|
|||
|
|
" <td>...</td>\n",
|
|||
|
|
" <td>...</td>\n",
|
|||
|
|
" <td>...</td>\n",
|
|||
|
|
" <td>...</td>\n",
|
|||
|
|
" <td>...</td>\n",
|
|||
|
|
" <td>...</td>\n",
|
|||
|
|
" <td>...</td>\n",
|
|||
|
|
" <td>...</td>\n",
|
|||
|
|
" <td>...</td>\n",
|
|||
|
|
" <td>...</td>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" <tr>\n",
|
|||
|
|
" <th>1391</th>\n",
|
|||
|
|
" <td>226401</td>\n",
|
|||
|
|
" <td>17</td>\n",
|
|||
|
|
" <td>miasto</td>\n",
|
|||
|
|
" <td>stały</td>\n",
|
|||
|
|
" <td>Spółdzielnia Mieszkaniowa im. J. I. Kraszewske...</td>\n",
|
|||
|
|
" <td>m. Sopot</td>\n",
|
|||
|
|
" <td>Sopot</td>\n",
|
|||
|
|
" <td>pomorskie</td>\n",
|
|||
|
|
" <td>1219</td>\n",
|
|||
|
|
" <td>1615</td>\n",
|
|||
|
|
" <td>...</td>\n",
|
|||
|
|
" <td>1</td>\n",
|
|||
|
|
" <td>0</td>\n",
|
|||
|
|
" <td>0</td>\n",
|
|||
|
|
" <td>3</td>\n",
|
|||
|
|
" <td>0</td>\n",
|
|||
|
|
" <td>1</td>\n",
|
|||
|
|
" <td>0</td>\n",
|
|||
|
|
" <td>0</td>\n",
|
|||
|
|
" <td>1</td>\n",
|
|||
|
|
" <td>10</td>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" <tr>\n",
|
|||
|
|
" <th>1392</th>\n",
|
|||
|
|
" <td>226401</td>\n",
|
|||
|
|
" <td>18</td>\n",
|
|||
|
|
" <td>miasto</td>\n",
|
|||
|
|
" <td>stały</td>\n",
|
|||
|
|
" <td>Zespół Szkół Handlowych, ul. Wejherowska 1, 81...</td>\n",
|
|||
|
|
" <td>m. Sopot</td>\n",
|
|||
|
|
" <td>Sopot</td>\n",
|
|||
|
|
" <td>pomorskie</td>\n",
|
|||
|
|
" <td>719</td>\n",
|
|||
|
|
" <td>954</td>\n",
|
|||
|
|
" <td>...</td>\n",
|
|||
|
|
" <td>1</td>\n",
|
|||
|
|
" <td>2</td>\n",
|
|||
|
|
" <td>1</td>\n",
|
|||
|
|
" <td>0</td>\n",
|
|||
|
|
" <td>1</td>\n",
|
|||
|
|
" <td>1</td>\n",
|
|||
|
|
" <td>0</td>\n",
|
|||
|
|
" <td>2</td>\n",
|
|||
|
|
" <td>0</td>\n",
|
|||
|
|
" <td>9</td>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" <tr>\n",
|
|||
|
|
" <th>1393</th>\n",
|
|||
|
|
" <td>226401</td>\n",
|
|||
|
|
" <td>19</td>\n",
|
|||
|
|
" <td>miasto</td>\n",
|
|||
|
|
" <td>stały</td>\n",
|
|||
|
|
" <td>Miejska Biblioteka Publiczna Filia Nr 8, ul. M...</td>\n",
|
|||
|
|
" <td>m. Sopot</td>\n",
|
|||
|
|
" <td>Sopot</td>\n",
|
|||
|
|
" <td>pomorskie</td>\n",
|
|||
|
|
" <td>1091</td>\n",
|
|||
|
|
" <td>1417</td>\n",
|
|||
|
|
" <td>...</td>\n",
|
|||
|
|
" <td>0</td>\n",
|
|||
|
|
" <td>0</td>\n",
|
|||
|
|
" <td>0</td>\n",
|
|||
|
|
" <td>0</td>\n",
|
|||
|
|
" <td>1</td>\n",
|
|||
|
|
" <td>0</td>\n",
|
|||
|
|
" <td>0</td>\n",
|
|||
|
|
" <td>0</td>\n",
|
|||
|
|
" <td>0</td>\n",
|
|||
|
|
" <td>5</td>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" <tr>\n",
|
|||
|
|
" <th>1394</th>\n",
|
|||
|
|
" <td>226401</td>\n",
|
|||
|
|
" <td>20</td>\n",
|
|||
|
|
" <td>miasto</td>\n",
|
|||
|
|
" <td>stały</td>\n",
|
|||
|
|
" <td>Szkoła Podstawowa z Oddziałami Integracyjnymi ...</td>\n",
|
|||
|
|
" <td>m. Sopot</td>\n",
|
|||
|
|
" <td>Sopot</td>\n",
|
|||
|
|
" <td>pomorskie</td>\n",
|
|||
|
|
" <td>1078</td>\n",
|
|||
|
|
" <td>1437</td>\n",
|
|||
|
|
" <td>...</td>\n",
|
|||
|
|
" <td>1</td>\n",
|
|||
|
|
" <td>1</td>\n",
|
|||
|
|
" <td>1</td>\n",
|
|||
|
|
" <td>0</td>\n",
|
|||
|
|
" <td>2</td>\n",
|
|||
|
|
" <td>0</td>\n",
|
|||
|
|
" <td>0</td>\n",
|
|||
|
|
" <td>0</td>\n",
|
|||
|
|
" <td>0</td>\n",
|
|||
|
|
" <td>11</td>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" <tr>\n",
|
|||
|
|
" <th>1395</th>\n",
|
|||
|
|
" <td>226401</td>\n",
|
|||
|
|
" <td>21</td>\n",
|
|||
|
|
" <td>miasto</td>\n",
|
|||
|
|
" <td>stały</td>\n",
|
|||
|
|
" <td>Przedszkole z Oddziałami Integracyjnymi Nr 12,...</td>\n",
|
|||
|
|
" <td>m. Sopot</td>\n",
|
|||
|
|
" <td>Sopot</td>\n",
|
|||
|
|
" <td>pomorskie</td>\n",
|
|||
|
|
" <td>1091</td>\n",
|
|||
|
|
" <td>1438</td>\n",
|
|||
|
|
" <td>...</td>\n",
|
|||
|
|
" <td>0</td>\n",
|
|||
|
|
" <td>0</td>\n",
|
|||
|
|
" <td>0</td>\n",
|
|||
|
|
" <td>2</td>\n",
|
|||
|
|
" <td>0</td>\n",
|
|||
|
|
" <td>0</td>\n",
|
|||
|
|
" <td>0</td>\n",
|
|||
|
|
" <td>1</td>\n",
|
|||
|
|
" <td>0</td>\n",
|
|||
|
|
" <td>7</td>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" </tbody>\n",
|
|||
|
|
"</table>\n",
|
|||
|
|
"<p>1396 rows × 117 columns</p>\n",
|
|||
|
|
"</div>"
|
|||
|
|
],
|
|||
|
|
"text/plain": [
|
|||
|
|
" Kod terytorialny gminy Nr obwodu głosowania Typ obszaru Typ obwodu \\\n",
|
|||
|
|
"0 220101 1 wieś stały \n",
|
|||
|
|
"1 220101 2 wieś stały \n",
|
|||
|
|
"2 220101 3 wieś stały \n",
|
|||
|
|
"3 220102 1 miasto stały \n",
|
|||
|
|
"4 220102 2 miasto stały \n",
|
|||
|
|
"... ... ... ... ... \n",
|
|||
|
|
"1391 226401 17 miasto stały \n",
|
|||
|
|
"1392 226401 18 miasto stały \n",
|
|||
|
|
"1393 226401 19 miasto stały \n",
|
|||
|
|
"1394 226401 20 miasto stały \n",
|
|||
|
|
"1395 226401 21 miasto stały \n",
|
|||
|
|
"\n",
|
|||
|
|
" Siedziba Obwodowej Komisji Wyborczej Gmina \\\n",
|
|||
|
|
"0 Gminna Biblioteka i Ośrodek Kultury w Borzytuc... gm. Borzytuchom \n",
|
|||
|
|
"1 Sala wiejska, Dąbrówka 22, 77-100 Bytów gm. Borzytuchom \n",
|
|||
|
|
"2 Szkoła Podstawowa, Niedarzyno 21b, 77-141 Borz... gm. Borzytuchom \n",
|
|||
|
|
"3 Zespół Szkół Ogólnokształcących, ul. Gdańska 5... gm. Bytów \n",
|
|||
|
|
"4 Zespół Szkół Ponadgimnazjalnych, ul. Gen. Wład... gm. Bytów \n",
|
|||
|
|
"... ... ... \n",
|
|||
|
|
"1391 Spółdzielnia Mieszkaniowa im. J. I. Kraszewske... m. Sopot \n",
|
|||
|
|
"1392 Zespół Szkół Handlowych, ul. Wejherowska 1, 81... m. Sopot \n",
|
|||
|
|
"1393 Miejska Biblioteka Publiczna Filia Nr 8, ul. M... m. Sopot \n",
|
|||
|
|
"1394 Szkoła Podstawowa z Oddziałami Integracyjnymi ... m. Sopot \n",
|
|||
|
|
"1395 Przedszkole z Oddziałami Integracyjnymi Nr 12,... m. Sopot \n",
|
|||
|
|
"\n",
|
|||
|
|
" Powiat Województwo Komisja otrzymała kart do głosowania \\\n",
|
|||
|
|
"0 bytowski pomorskie 1199 \n",
|
|||
|
|
"1 bytowski pomorskie 349 \n",
|
|||
|
|
"2 bytowski pomorskie 319 \n",
|
|||
|
|
"3 bytowski pomorskie 1180 \n",
|
|||
|
|
"4 bytowski pomorskie 1062 \n",
|
|||
|
|
"... ... ... ... \n",
|
|||
|
|
"1391 Sopot pomorskie 1219 \n",
|
|||
|
|
"1392 Sopot pomorskie 719 \n",
|
|||
|
|
"1393 Sopot pomorskie 1091 \n",
|
|||
|
|
"1394 Sopot pomorskie 1078 \n",
|
|||
|
|
"1395 Sopot pomorskie 1091 \n",
|
|||
|
|
"\n",
|
|||
|
|
" Liczba wyborców uprawnionych do głosowania ... 2 KNUTH Maciej \\\n",
|
|||
|
|
"0 1583 ... 0 \n",
|
|||
|
|
"1 463 ... 2 \n",
|
|||
|
|
"2 424 ... 0 \n",
|
|||
|
|
"3 1550 ... 0 \n",
|
|||
|
|
"4 1392 ... 0 \n",
|
|||
|
|
"... ... ... ... \n",
|
|||
|
|
"1391 1615 ... 1 \n",
|
|||
|
|
"1392 954 ... 1 \n",
|
|||
|
|
"1393 1417 ... 0 \n",
|
|||
|
|
"1394 1437 ... 1 \n",
|
|||
|
|
"1395 1438 ... 0 \n",
|
|||
|
|
"\n",
|
|||
|
|
" 3 JANOWICZ Kamila Marta 4 WIŚNIEWSKI Radosław Andrzej \\\n",
|
|||
|
|
"0 1 0 \n",
|
|||
|
|
"1 0 0 \n",
|
|||
|
|
"2 0 0 \n",
|
|||
|
|
"3 0 0 \n",
|
|||
|
|
"4 0 0 \n",
|
|||
|
|
"... ... ... \n",
|
|||
|
|
"1391 0 0 \n",
|
|||
|
|
"1392 2 1 \n",
|
|||
|
|
"1393 0 0 \n",
|
|||
|
|
"1394 1 1 \n",
|
|||
|
|
"1395 0 0 \n",
|
|||
|
|
"\n",
|
|||
|
|
" 5 PAWEŁCZAK Barnaba Bogusz 6 STRUK Anna Marta 7 WARDA Małgorzata Maja \\\n",
|
|||
|
|
"0 0 0 0 \n",
|
|||
|
|
"1 0 0 0 \n",
|
|||
|
|
"2 0 0 0 \n",
|
|||
|
|
"3 0 0 0 \n",
|
|||
|
|
"4 1 0 0 \n",
|
|||
|
|
"... ... ... ... \n",
|
|||
|
|
"1391 3 0 1 \n",
|
|||
|
|
"1392 0 1 1 \n",
|
|||
|
|
"1393 0 1 0 \n",
|
|||
|
|
"1394 0 2 0 \n",
|
|||
|
|
"1395 2 0 0 \n",
|
|||
|
|
"\n",
|
|||
|
|
" 8 MAKRENEK Helena Cecylia 9 DOMŻALSKA Elżbieta Maria \\\n",
|
|||
|
|
"0 0 0 \n",
|
|||
|
|
"1 0 0 \n",
|
|||
|
|
"2 0 0 \n",
|
|||
|
|
"3 0 0 \n",
|
|||
|
|
"4 0 0 \n",
|
|||
|
|
"... ... ... \n",
|
|||
|
|
"1391 0 0 \n",
|
|||
|
|
"1392 0 2 \n",
|
|||
|
|
"1393 0 0 \n",
|
|||
|
|
"1394 0 0 \n",
|
|||
|
|
"1395 0 1 \n",
|
|||
|
|
"\n",
|
|||
|
|
" 10 GRAJKOWSKI Piotr Razem.6 \n",
|
|||
|
|
"0 0 4 \n",
|
|||
|
|
"1 0 2 \n",
|
|||
|
|
"2 0 2 \n",
|
|||
|
|
"3 1 1 \n",
|
|||
|
|
"4 2 5 \n",
|
|||
|
|
"... ... ... \n",
|
|||
|
|
"1391 1 10 \n",
|
|||
|
|
"1392 0 9 \n",
|
|||
|
|
"1393 0 5 \n",
|
|||
|
|
"1394 0 11 \n",
|
|||
|
|
"1395 0 7 \n",
|
|||
|
|
"\n",
|
|||
|
|
"[1396 rows x 117 columns]"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
"execution_count": 9,
|
|||
|
|
"metadata": {},
|
|||
|
|
"output_type": "execute_result"
|
|||
|
|
}
|
|||
|
|
],
|
|||
|
|
"source": [
|
|||
|
|
"#Testowe wczytanie pojedynczego arkusza z danymi (1 z 13)\n",
|
|||
|
|
"import pandas as pd\n",
|
|||
|
|
"data_district_1=pd.read_csv('2019-european-parliament-election-in-poland-data\\wyniki_gl_na_kand_po_obwodach_sheet_1.csv')\n",
|
|||
|
|
"data_district_1\n"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"cell_type": "code",
|
|||
|
|
"execution_count": 10,
|
|||
|
|
"id": "3f9bd200",
|
|||
|
|
"metadata": {},
|
|||
|
|
"outputs": [
|
|||
|
|
{
|
|||
|
|
"data": {
|
|||
|
|
"text/html": [
|
|||
|
|
"<div>\n",
|
|||
|
|
"<style scoped>\n",
|
|||
|
|
" .dataframe tbody tr th:only-of-type {\n",
|
|||
|
|
" vertical-align: middle;\n",
|
|||
|
|
" }\n",
|
|||
|
|
"\n",
|
|||
|
|
" .dataframe tbody tr th {\n",
|
|||
|
|
" vertical-align: top;\n",
|
|||
|
|
" }\n",
|
|||
|
|
"\n",
|
|||
|
|
" .dataframe thead th {\n",
|
|||
|
|
" text-align: right;\n",
|
|||
|
|
" }\n",
|
|||
|
|
"</style>\n",
|
|||
|
|
"<table border=\"1\" class=\"dataframe\">\n",
|
|||
|
|
" <thead>\n",
|
|||
|
|
" <tr style=\"text-align: right;\">\n",
|
|||
|
|
" <th></th>\n",
|
|||
|
|
" <th>Kod terytorialny gminy</th>\n",
|
|||
|
|
" <th>Nr obwodu głosowania</th>\n",
|
|||
|
|
" <th>Typ obszaru</th>\n",
|
|||
|
|
" <th>Typ obwodu</th>\n",
|
|||
|
|
" <th>Siedziba Obwodowej Komisji Wyborczej</th>\n",
|
|||
|
|
" <th>Gmina</th>\n",
|
|||
|
|
" <th>Powiat</th>\n",
|
|||
|
|
" <th>Województwo</th>\n",
|
|||
|
|
" <th>Komisja otrzymała kart do głosowania</th>\n",
|
|||
|
|
" <th>Liczba wyborców uprawnionych do głosowania</th>\n",
|
|||
|
|
" <th>...</th>\n",
|
|||
|
|
" <th>2 KNUTH Maciej</th>\n",
|
|||
|
|
" <th>3 JANOWICZ Kamila Marta</th>\n",
|
|||
|
|
" <th>4 WIŚNIEWSKI Radosław Andrzej</th>\n",
|
|||
|
|
" <th>5 PAWEŁCZAK Barnaba Bogusz</th>\n",
|
|||
|
|
" <th>6 STRUK Anna Marta</th>\n",
|
|||
|
|
" <th>7 WARDA Małgorzata Maja</th>\n",
|
|||
|
|
" <th>8 MAKRENEK Helena Cecylia</th>\n",
|
|||
|
|
" <th>9 DOMŻALSKA Elżbieta Maria</th>\n",
|
|||
|
|
" <th>10 GRAJKOWSKI Piotr</th>\n",
|
|||
|
|
" <th>Razem.6</th>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" </thead>\n",
|
|||
|
|
" <tbody>\n",
|
|||
|
|
" <tr>\n",
|
|||
|
|
" <th>count</th>\n",
|
|||
|
|
" <td>1396.000000</td>\n",
|
|||
|
|
" <td>1396.000000</td>\n",
|
|||
|
|
" <td>1396</td>\n",
|
|||
|
|
" <td>1396</td>\n",
|
|||
|
|
" <td>1396</td>\n",
|
|||
|
|
" <td>1396</td>\n",
|
|||
|
|
" <td>1396</td>\n",
|
|||
|
|
" <td>1396</td>\n",
|
|||
|
|
" <td>1396.000000</td>\n",
|
|||
|
|
" <td>1396.000000</td>\n",
|
|||
|
|
" <td>...</td>\n",
|
|||
|
|
" <td>1396.000000</td>\n",
|
|||
|
|
" <td>1396.000000</td>\n",
|
|||
|
|
" <td>1396.000000</td>\n",
|
|||
|
|
" <td>1396.000000</td>\n",
|
|||
|
|
" <td>1396.000000</td>\n",
|
|||
|
|
" <td>1396.000000</td>\n",
|
|||
|
|
" <td>1396.000000</td>\n",
|
|||
|
|
" <td>1396.000000</td>\n",
|
|||
|
|
" <td>1396.000000</td>\n",
|
|||
|
|
" <td>1396.000000</td>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" <tr>\n",
|
|||
|
|
" <th>unique</th>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>2</td>\n",
|
|||
|
|
" <td>8</td>\n",
|
|||
|
|
" <td>1267</td>\n",
|
|||
|
|
" <td>123</td>\n",
|
|||
|
|
" <td>20</td>\n",
|
|||
|
|
" <td>1</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>...</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" <tr>\n",
|
|||
|
|
" <th>top</th>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>miasto</td>\n",
|
|||
|
|
" <td>stały</td>\n",
|
|||
|
|
" <td>Szkoła Podstawowa Nr 2 z Oddziałami Sportowymi...</td>\n",
|
|||
|
|
" <td>m. Gdańsk</td>\n",
|
|||
|
|
" <td>Gdańsk</td>\n",
|
|||
|
|
" <td>pomorskie</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>...</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" <tr>\n",
|
|||
|
|
" <th>freq</th>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>759</td>\n",
|
|||
|
|
" <td>1314</td>\n",
|
|||
|
|
" <td>5</td>\n",
|
|||
|
|
" <td>198</td>\n",
|
|||
|
|
" <td>198</td>\n",
|
|||
|
|
" <td>1396</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>...</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" <tr>\n",
|
|||
|
|
" <th>mean</th>\n",
|
|||
|
|
" <td>222342.944126</td>\n",
|
|||
|
|
" <td>25.264327</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>963.150430</td>\n",
|
|||
|
|
" <td>1264.388252</td>\n",
|
|||
|
|
" <td>...</td>\n",
|
|||
|
|
" <td>0.534384</td>\n",
|
|||
|
|
" <td>0.573066</td>\n",
|
|||
|
|
" <td>0.310172</td>\n",
|
|||
|
|
" <td>0.208453</td>\n",
|
|||
|
|
" <td>0.575931</td>\n",
|
|||
|
|
" <td>0.409742</td>\n",
|
|||
|
|
" <td>0.128940</td>\n",
|
|||
|
|
" <td>0.213467</td>\n",
|
|||
|
|
" <td>0.506447</td>\n",
|
|||
|
|
" <td>6.035100</td>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" <tr>\n",
|
|||
|
|
" <th>std</th>\n",
|
|||
|
|
" <td>2399.816744</td>\n",
|
|||
|
|
" <td>41.512458</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>475.617459</td>\n",
|
|||
|
|
" <td>640.724087</td>\n",
|
|||
|
|
" <td>...</td>\n",
|
|||
|
|
" <td>0.998691</td>\n",
|
|||
|
|
" <td>1.179134</td>\n",
|
|||
|
|
" <td>0.664888</td>\n",
|
|||
|
|
" <td>0.488095</td>\n",
|
|||
|
|
" <td>0.933238</td>\n",
|
|||
|
|
" <td>0.792269</td>\n",
|
|||
|
|
" <td>0.399633</td>\n",
|
|||
|
|
" <td>0.505445</td>\n",
|
|||
|
|
" <td>0.823900</td>\n",
|
|||
|
|
" <td>5.392367</td>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" <tr>\n",
|
|||
|
|
" <th>min</th>\n",
|
|||
|
|
" <td>220101.000000</td>\n",
|
|||
|
|
" <td>1.000000</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>30.000000</td>\n",
|
|||
|
|
" <td>18.000000</td>\n",
|
|||
|
|
" <td>...</td>\n",
|
|||
|
|
" <td>0.000000</td>\n",
|
|||
|
|
" <td>0.000000</td>\n",
|
|||
|
|
" <td>0.000000</td>\n",
|
|||
|
|
" <td>0.000000</td>\n",
|
|||
|
|
" <td>0.000000</td>\n",
|
|||
|
|
" <td>0.000000</td>\n",
|
|||
|
|
" <td>0.000000</td>\n",
|
|||
|
|
" <td>0.000000</td>\n",
|
|||
|
|
" <td>0.000000</td>\n",
|
|||
|
|
" <td>0.000000</td>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" <tr>\n",
|
|||
|
|
" <th>25%</th>\n",
|
|||
|
|
" <td>220604.000000</td>\n",
|
|||
|
|
" <td>3.000000</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>593.750000</td>\n",
|
|||
|
|
" <td>776.250000</td>\n",
|
|||
|
|
" <td>...</td>\n",
|
|||
|
|
" <td>0.000000</td>\n",
|
|||
|
|
" <td>0.000000</td>\n",
|
|||
|
|
" <td>0.000000</td>\n",
|
|||
|
|
" <td>0.000000</td>\n",
|
|||
|
|
" <td>0.000000</td>\n",
|
|||
|
|
" <td>0.000000</td>\n",
|
|||
|
|
" <td>0.000000</td>\n",
|
|||
|
|
" <td>0.000000</td>\n",
|
|||
|
|
" <td>0.000000</td>\n",
|
|||
|
|
" <td>2.000000</td>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" <tr>\n",
|
|||
|
|
" <th>50%</th>\n",
|
|||
|
|
" <td>221302.000000</td>\n",
|
|||
|
|
" <td>8.000000</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>970.000000</td>\n",
|
|||
|
|
" <td>1267.500000</td>\n",
|
|||
|
|
" <td>...</td>\n",
|
|||
|
|
" <td>0.000000</td>\n",
|
|||
|
|
" <td>0.000000</td>\n",
|
|||
|
|
" <td>0.000000</td>\n",
|
|||
|
|
" <td>0.000000</td>\n",
|
|||
|
|
" <td>0.000000</td>\n",
|
|||
|
|
" <td>0.000000</td>\n",
|
|||
|
|
" <td>0.000000</td>\n",
|
|||
|
|
" <td>0.000000</td>\n",
|
|||
|
|
" <td>0.000000</td>\n",
|
|||
|
|
" <td>5.000000</td>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" <tr>\n",
|
|||
|
|
" <th>75%</th>\n",
|
|||
|
|
" <td>226101.000000</td>\n",
|
|||
|
|
" <td>19.000000</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>1295.000000</td>\n",
|
|||
|
|
" <td>1707.250000</td>\n",
|
|||
|
|
" <td>...</td>\n",
|
|||
|
|
" <td>1.000000</td>\n",
|
|||
|
|
" <td>1.000000</td>\n",
|
|||
|
|
" <td>0.000000</td>\n",
|
|||
|
|
" <td>0.000000</td>\n",
|
|||
|
|
" <td>1.000000</td>\n",
|
|||
|
|
" <td>1.000000</td>\n",
|
|||
|
|
" <td>0.000000</td>\n",
|
|||
|
|
" <td>0.000000</td>\n",
|
|||
|
|
" <td>1.000000</td>\n",
|
|||
|
|
" <td>9.000000</td>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" <tr>\n",
|
|||
|
|
" <th>max</th>\n",
|
|||
|
|
" <td>226401.000000</td>\n",
|
|||
|
|
" <td>198.000000</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>2452.000000</td>\n",
|
|||
|
|
" <td>3273.000000</td>\n",
|
|||
|
|
" <td>...</td>\n",
|
|||
|
|
" <td>11.000000</td>\n",
|
|||
|
|
" <td>18.000000</td>\n",
|
|||
|
|
" <td>7.000000</td>\n",
|
|||
|
|
" <td>3.000000</td>\n",
|
|||
|
|
" <td>7.000000</td>\n",
|
|||
|
|
" <td>6.000000</td>\n",
|
|||
|
|
" <td>4.000000</td>\n",
|
|||
|
|
" <td>4.000000</td>\n",
|
|||
|
|
" <td>5.000000</td>\n",
|
|||
|
|
" <td>35.000000</td>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" </tbody>\n",
|
|||
|
|
"</table>\n",
|
|||
|
|
"<p>11 rows × 117 columns</p>\n",
|
|||
|
|
"</div>"
|
|||
|
|
],
|
|||
|
|
"text/plain": [
|
|||
|
|
" Kod terytorialny gminy Nr obwodu głosowania Typ obszaru Typ obwodu \\\n",
|
|||
|
|
"count 1396.000000 1396.000000 1396 1396 \n",
|
|||
|
|
"unique NaN NaN 2 8 \n",
|
|||
|
|
"top NaN NaN miasto stały \n",
|
|||
|
|
"freq NaN NaN 759 1314 \n",
|
|||
|
|
"mean 222342.944126 25.264327 NaN NaN \n",
|
|||
|
|
"std 2399.816744 41.512458 NaN NaN \n",
|
|||
|
|
"min 220101.000000 1.000000 NaN NaN \n",
|
|||
|
|
"25% 220604.000000 3.000000 NaN NaN \n",
|
|||
|
|
"50% 221302.000000 8.000000 NaN NaN \n",
|
|||
|
|
"75% 226101.000000 19.000000 NaN NaN \n",
|
|||
|
|
"max 226401.000000 198.000000 NaN NaN \n",
|
|||
|
|
"\n",
|
|||
|
|
" Siedziba Obwodowej Komisji Wyborczej Gmina Powiat \\\n",
|
|||
|
|
"count 1396 1396 1396 \n",
|
|||
|
|
"unique 1267 123 20 \n",
|
|||
|
|
"top Szkoła Podstawowa Nr 2 z Oddziałami Sportowymi... m. Gdańsk Gdańsk \n",
|
|||
|
|
"freq 5 198 198 \n",
|
|||
|
|
"mean NaN NaN NaN \n",
|
|||
|
|
"std NaN NaN NaN \n",
|
|||
|
|
"min NaN NaN NaN \n",
|
|||
|
|
"25% NaN NaN NaN \n",
|
|||
|
|
"50% NaN NaN NaN \n",
|
|||
|
|
"75% NaN NaN NaN \n",
|
|||
|
|
"max NaN NaN NaN \n",
|
|||
|
|
"\n",
|
|||
|
|
" Województwo Komisja otrzymała kart do głosowania \\\n",
|
|||
|
|
"count 1396 1396.000000 \n",
|
|||
|
|
"unique 1 NaN \n",
|
|||
|
|
"top pomorskie NaN \n",
|
|||
|
|
"freq 1396 NaN \n",
|
|||
|
|
"mean NaN 963.150430 \n",
|
|||
|
|
"std NaN 475.617459 \n",
|
|||
|
|
"min NaN 30.000000 \n",
|
|||
|
|
"25% NaN 593.750000 \n",
|
|||
|
|
"50% NaN 970.000000 \n",
|
|||
|
|
"75% NaN 1295.000000 \n",
|
|||
|
|
"max NaN 2452.000000 \n",
|
|||
|
|
"\n",
|
|||
|
|
" Liczba wyborców uprawnionych do głosowania ... 2 KNUTH Maciej \\\n",
|
|||
|
|
"count 1396.000000 ... 1396.000000 \n",
|
|||
|
|
"unique NaN ... NaN \n",
|
|||
|
|
"top NaN ... NaN \n",
|
|||
|
|
"freq NaN ... NaN \n",
|
|||
|
|
"mean 1264.388252 ... 0.534384 \n",
|
|||
|
|
"std 640.724087 ... 0.998691 \n",
|
|||
|
|
"min 18.000000 ... 0.000000 \n",
|
|||
|
|
"25% 776.250000 ... 0.000000 \n",
|
|||
|
|
"50% 1267.500000 ... 0.000000 \n",
|
|||
|
|
"75% 1707.250000 ... 1.000000 \n",
|
|||
|
|
"max 3273.000000 ... 11.000000 \n",
|
|||
|
|
"\n",
|
|||
|
|
" 3 JANOWICZ Kamila Marta 4 WIŚNIEWSKI Radosław Andrzej \\\n",
|
|||
|
|
"count 1396.000000 1396.000000 \n",
|
|||
|
|
"unique NaN NaN \n",
|
|||
|
|
"top NaN NaN \n",
|
|||
|
|
"freq NaN NaN \n",
|
|||
|
|
"mean 0.573066 0.310172 \n",
|
|||
|
|
"std 1.179134 0.664888 \n",
|
|||
|
|
"min 0.000000 0.000000 \n",
|
|||
|
|
"25% 0.000000 0.000000 \n",
|
|||
|
|
"50% 0.000000 0.000000 \n",
|
|||
|
|
"75% 1.000000 0.000000 \n",
|
|||
|
|
"max 18.000000 7.000000 \n",
|
|||
|
|
"\n",
|
|||
|
|
" 5 PAWEŁCZAK Barnaba Bogusz 6 STRUK Anna Marta \\\n",
|
|||
|
|
"count 1396.000000 1396.000000 \n",
|
|||
|
|
"unique NaN NaN \n",
|
|||
|
|
"top NaN NaN \n",
|
|||
|
|
"freq NaN NaN \n",
|
|||
|
|
"mean 0.208453 0.575931 \n",
|
|||
|
|
"std 0.488095 0.933238 \n",
|
|||
|
|
"min 0.000000 0.000000 \n",
|
|||
|
|
"25% 0.000000 0.000000 \n",
|
|||
|
|
"50% 0.000000 0.000000 \n",
|
|||
|
|
"75% 0.000000 1.000000 \n",
|
|||
|
|
"max 3.000000 7.000000 \n",
|
|||
|
|
"\n",
|
|||
|
|
" 7 WARDA Małgorzata Maja 8 MAKRENEK Helena Cecylia \\\n",
|
|||
|
|
"count 1396.000000 1396.000000 \n",
|
|||
|
|
"unique NaN NaN \n",
|
|||
|
|
"top NaN NaN \n",
|
|||
|
|
"freq NaN NaN \n",
|
|||
|
|
"mean 0.409742 0.128940 \n",
|
|||
|
|
"std 0.792269 0.399633 \n",
|
|||
|
|
"min 0.000000 0.000000 \n",
|
|||
|
|
"25% 0.000000 0.000000 \n",
|
|||
|
|
"50% 0.000000 0.000000 \n",
|
|||
|
|
"75% 1.000000 0.000000 \n",
|
|||
|
|
"max 6.000000 4.000000 \n",
|
|||
|
|
"\n",
|
|||
|
|
" 9 DOMŻALSKA Elżbieta Maria 10 GRAJKOWSKI Piotr Razem.6 \n",
|
|||
|
|
"count 1396.000000 1396.000000 1396.000000 \n",
|
|||
|
|
"unique NaN NaN NaN \n",
|
|||
|
|
"top NaN NaN NaN \n",
|
|||
|
|
"freq NaN NaN NaN \n",
|
|||
|
|
"mean 0.213467 0.506447 6.035100 \n",
|
|||
|
|
"std 0.505445 0.823900 5.392367 \n",
|
|||
|
|
"min 0.000000 0.000000 0.000000 \n",
|
|||
|
|
"25% 0.000000 0.000000 2.000000 \n",
|
|||
|
|
"50% 0.000000 0.000000 5.000000 \n",
|
|||
|
|
"75% 0.000000 1.000000 9.000000 \n",
|
|||
|
|
"max 4.000000 5.000000 35.000000 \n",
|
|||
|
|
"\n",
|
|||
|
|
"[11 rows x 117 columns]"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
"execution_count": 10,
|
|||
|
|
"metadata": {},
|
|||
|
|
"output_type": "execute_result"
|
|||
|
|
}
|
|||
|
|
],
|
|||
|
|
"source": [
|
|||
|
|
"#Opis danych z arkusza testowego\n",
|
|||
|
|
"data_district_1.describe(include='all')"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"cell_type": "code",
|
|||
|
|
"execution_count": 35,
|
|||
|
|
"id": "074096ed",
|
|||
|
|
"metadata": {},
|
|||
|
|
"outputs": [
|
|||
|
|
{
|
|||
|
|
"name": "stdout",
|
|||
|
|
"output_type": "stream",
|
|||
|
|
"text": [
|
|||
|
|
" Kod terytorialny gminy Nr obwodu głosowania Typ obszaru \\\n",
|
|||
|
|
"0 220101 1 wieś \n",
|
|||
|
|
"1 220101 2 wieś \n",
|
|||
|
|
"2 220101 3 wieś \n",
|
|||
|
|
"3 220102 1 miasto \n",
|
|||
|
|
"4 220102 2 miasto \n",
|
|||
|
|
"... ... ... ... \n",
|
|||
|
|
"1836 326301 23 miasto \n",
|
|||
|
|
"1837 326301 24 miasto \n",
|
|||
|
|
"1838 326301 25 miasto \n",
|
|||
|
|
"1839 326301 26 miasto \n",
|
|||
|
|
"1840 326301 27 miasto \n",
|
|||
|
|
"\n",
|
|||
|
|
" Typ obwodu Siedziba Obwodowej Komisji Wyborczej \\\n",
|
|||
|
|
"0 stały Gminna Biblioteka i Ośrodek Kultury w Borzytuc... \n",
|
|||
|
|
"1 stały Sala wiejska, Dąbrówka 22, 77-100 Bytów \n",
|
|||
|
|
"2 stały Szkoła Podstawowa, Niedarzyno 21b, 77-141 Borz... \n",
|
|||
|
|
"3 stały Zespół Szkół Ogólnokształcących, ul. Gdańska 5... \n",
|
|||
|
|
"4 stały Zespół Szkół Ponadgimnazjalnych, ul. Gen. Wład... \n",
|
|||
|
|
"... ... ... \n",
|
|||
|
|
"1836 stały Miejski Dom Kultury Filia Nr 2, Świnoujście, W... \n",
|
|||
|
|
"1837 stały Miejski Dom Kultury Filia Nr 3, Świnoujście, K... \n",
|
|||
|
|
"1838 stały Miejski Dom Kultury Filia Nr 1, Świnoujście, P... \n",
|
|||
|
|
"1839 zakład leczniczy Szpital Miejski im. Jana Garduły, ul. Mieszka ... \n",
|
|||
|
|
"1840 zakład leczniczy Samodzielny Publiczny Zakład Opieki Zdrowotnej... \n",
|
|||
|
|
"\n",
|
|||
|
|
" Gmina Powiat Województwo \\\n",
|
|||
|
|
"0 gm. Borzytuchom bytowski pomorskie \n",
|
|||
|
|
"1 gm. Borzytuchom bytowski pomorskie \n",
|
|||
|
|
"2 gm. Borzytuchom bytowski pomorskie \n",
|
|||
|
|
"3 gm. Bytów bytowski pomorskie \n",
|
|||
|
|
"4 gm. Bytów bytowski pomorskie \n",
|
|||
|
|
"... ... ... ... \n",
|
|||
|
|
"1836 m. Świnoujście Świnoujście zachodniopomorskie \n",
|
|||
|
|
"1837 m. Świnoujście Świnoujście zachodniopomorskie \n",
|
|||
|
|
"1838 m. Świnoujście Świnoujście zachodniopomorskie \n",
|
|||
|
|
"1839 m. Świnoujście Świnoujście zachodniopomorskie \n",
|
|||
|
|
"1840 m. Świnoujście Świnoujście zachodniopomorskie \n",
|
|||
|
|
"\n",
|
|||
|
|
" Komisja otrzymała kart do głosowania \\\n",
|
|||
|
|
"0 1199 \n",
|
|||
|
|
"1 349 \n",
|
|||
|
|
"2 319 \n",
|
|||
|
|
"3 1180 \n",
|
|||
|
|
"4 1062 \n",
|
|||
|
|
"... ... \n",
|
|||
|
|
"1836 776 \n",
|
|||
|
|
"1837 451 \n",
|
|||
|
|
"1838 750 \n",
|
|||
|
|
"1839 70 \n",
|
|||
|
|
"1840 32 \n",
|
|||
|
|
"\n",
|
|||
|
|
" Liczba wyborców uprawnionych do głosowania ... Konfederacja Wiosna \\\n",
|
|||
|
|
"0 1583 ... 20 56 \n",
|
|||
|
|
"1 463 ... 3 10 \n",
|
|||
|
|
"2 424 ... 5 12 \n",
|
|||
|
|
"3 1550 ... 17 55 \n",
|
|||
|
|
"4 1392 ... 33 38 \n",
|
|||
|
|
"... ... ... ... ... \n",
|
|||
|
|
"1836 1043 ... 14 34 \n",
|
|||
|
|
"1837 583 ... 4 19 \n",
|
|||
|
|
"1838 981 ... 12 31 \n",
|
|||
|
|
"1839 69 ... 1 2 \n",
|
|||
|
|
"1840 45 ... 0 0 \n",
|
|||
|
|
"\n",
|
|||
|
|
" Koalicja Europejska Prawo i Sprawiedliwość Lewica Razem Kukiz15 \\\n",
|
|||
|
|
"0 193 247 8 12 \n",
|
|||
|
|
"1 73 61 2 2 \n",
|
|||
|
|
"2 64 62 0 8 \n",
|
|||
|
|
"3 327 352 4 22 \n",
|
|||
|
|
"4 291 215 0 11 \n",
|
|||
|
|
"... ... ... ... ... \n",
|
|||
|
|
"1836 183 130 3 15 \n",
|
|||
|
|
"1837 90 87 2 4 \n",
|
|||
|
|
"1838 223 195 6 9 \n",
|
|||
|
|
"1839 17 6 1 0 \n",
|
|||
|
|
"1840 6 6 0 1 \n",
|
|||
|
|
"\n",
|
|||
|
|
" Polska Fair Play POLEXIT Jedność Narodu obwod \n",
|
|||
|
|
"0 4 0 0 1 \n",
|
|||
|
|
"1 2 0 0 1 \n",
|
|||
|
|
"2 2 0 0 1 \n",
|
|||
|
|
"3 1 0 0 1 \n",
|
|||
|
|
"4 5 0 0 1 \n",
|
|||
|
|
"... ... ... ... ... \n",
|
|||
|
|
"1836 0 0 0 13 \n",
|
|||
|
|
"1837 0 0 0 13 \n",
|
|||
|
|
"1838 0 0 0 13 \n",
|
|||
|
|
"1839 0 0 0 13 \n",
|
|||
|
|
"1840 0 0 0 13 \n",
|
|||
|
|
"\n",
|
|||
|
|
"[27285 rows x 45 columns]\n"
|
|||
|
|
]
|
|||
|
|
}
|
|||
|
|
],
|
|||
|
|
"source": [
|
|||
|
|
"#Wczytanie i obróbka całości danych\n",
|
|||
|
|
"\n",
|
|||
|
|
"big_dataset = pd.DataFrame()\n",
|
|||
|
|
"\n",
|
|||
|
|
"#Trzeba wczytać każdy z 13 arkuszy z danymi dla poszczególnych okręgów wyborczych\n",
|
|||
|
|
"for i in range(1,14):\n",
|
|||
|
|
" filename = '2019-european-parliament-election-in-poland-data\\wyniki_gl_na_kand_po_obwodach_sheet_'+str(i)+'.csv'\n",
|
|||
|
|
" data_district = pd.read_csv(filename)\n",
|
|||
|
|
" data_district['obwod'] = i\n",
|
|||
|
|
" df = data_district.copy()\n",
|
|||
|
|
" cols_to_remove = []\n",
|
|||
|
|
" for c in range(35,len(df.columns)):\n",
|
|||
|
|
" cols_to_remove.append(c)\n",
|
|||
|
|
" #Wycięcie nadmiarowych danych - szczegółowych informacji o głosach na poszczególnych kandydatów w poszczególnych komisjach\n",
|
|||
|
|
" df.drop(df.columns[cols_to_remove],axis=1,inplace=True)\n",
|
|||
|
|
" #Uwzględnienie w danych zbiorczych wyników komitetów wyborczych w poszczególnych komisjach\n",
|
|||
|
|
" df['Konfederacja'] = data_district['Lista nr 1 - KWW KONFEDERACJA KORWIN BRAUN LIROY NARODOWCY']\n",
|
|||
|
|
" df['Wiosna'] = data_district['Lista nr 2 - KW WIOSNA ROBERTA BIEDRONIA']\n",
|
|||
|
|
" df['Koalicja Europejska'] = data_district['Lista nr 3 - KKW KOALICJA EUROPEJSKA PO PSL SLD .N ZIELONI']\n",
|
|||
|
|
" df['Prawo i Sprawiedliwość'] = data_district['Lista nr 4 - KW PRAWO I SPRAWIEDLIWOŚĆ']\n",
|
|||
|
|
" df['Lewica Razem'] = data_district['Lista nr 5 - KKW LEWICA RAZEM - RAZEM, UNIA PRACY, RSS']\n",
|
|||
|
|
" df['Kukiz15'] = data_district['Lista nr 6 - KWW KUKIZ\\'15']\n",
|
|||
|
|
" #Poniżej trzy komitety, które były zarejestrowane tylko w niektórych okręgach wyborczych\n",
|
|||
|
|
" if 'Lista nr 7 - KWW POLSKA FAIR PLAY BEZPARTYJNI GWIAZDOWSKI' in data_district.columns:\n",
|
|||
|
|
" df['Polska Fair Play'] = data_district['Lista nr 7 - KWW POLSKA FAIR PLAY BEZPARTYJNI GWIAZDOWSKI']\n",
|
|||
|
|
" else:\n",
|
|||
|
|
" df['Polska Fair Play'] = 0\n",
|
|||
|
|
" if 'Lista nr 9 - KKW POLEXIT - KOALICJA' in data_district.columns:\n",
|
|||
|
|
" df['POLEXIT'] = data_district['Lista nr 9 - KKW POLEXIT - KOALICJA']\n",
|
|||
|
|
" else:\n",
|
|||
|
|
" df['POLEXIT'] = 0\n",
|
|||
|
|
" if 'Lista nr 10 - KW JEDNOŚĆ NARODU' in data_district.columns:\n",
|
|||
|
|
" df['Jedność Narodu'] = data_district['Lista nr 10 - KW JEDNOŚĆ NARODU']\n",
|
|||
|
|
" else:\n",
|
|||
|
|
" df['Jedność Narodu'] = 0\n",
|
|||
|
|
" #Dodanie kolumny przechowującej informację o tym, w którym okręgu znajduje się dana komisja\n",
|
|||
|
|
" df['obwod'] = i\n",
|
|||
|
|
" \n",
|
|||
|
|
" #Doklejenie wczytanych dla okręgu i obrobionych danych do głównego zbioru\n",
|
|||
|
|
" big_dataset = pd.concat([big_dataset,df])\n",
|
|||
|
|
"\n",
|
|||
|
|
"print(big_dataset)\n"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"cell_type": "code",
|
|||
|
|
"execution_count": 36,
|
|||
|
|
"id": "189c1499",
|
|||
|
|
"metadata": {},
|
|||
|
|
"outputs": [
|
|||
|
|
{
|
|||
|
|
"data": {
|
|||
|
|
"text/html": [
|
|||
|
|
"<div>\n",
|
|||
|
|
"<style scoped>\n",
|
|||
|
|
" .dataframe tbody tr th:only-of-type {\n",
|
|||
|
|
" vertical-align: middle;\n",
|
|||
|
|
" }\n",
|
|||
|
|
"\n",
|
|||
|
|
" .dataframe tbody tr th {\n",
|
|||
|
|
" vertical-align: top;\n",
|
|||
|
|
" }\n",
|
|||
|
|
"\n",
|
|||
|
|
" .dataframe thead th {\n",
|
|||
|
|
" text-align: right;\n",
|
|||
|
|
" }\n",
|
|||
|
|
"</style>\n",
|
|||
|
|
"<table border=\"1\" class=\"dataframe\">\n",
|
|||
|
|
" <thead>\n",
|
|||
|
|
" <tr style=\"text-align: right;\">\n",
|
|||
|
|
" <th></th>\n",
|
|||
|
|
" <th>Kod terytorialny gminy</th>\n",
|
|||
|
|
" <th>Nr obwodu głosowania</th>\n",
|
|||
|
|
" <th>Typ obszaru</th>\n",
|
|||
|
|
" <th>Typ obwodu</th>\n",
|
|||
|
|
" <th>Siedziba Obwodowej Komisji Wyborczej</th>\n",
|
|||
|
|
" <th>Gmina</th>\n",
|
|||
|
|
" <th>Powiat</th>\n",
|
|||
|
|
" <th>Województwo</th>\n",
|
|||
|
|
" <th>Komisja otrzymała kart do głosowania</th>\n",
|
|||
|
|
" <th>Liczba wyborców uprawnionych do głosowania</th>\n",
|
|||
|
|
" <th>...</th>\n",
|
|||
|
|
" <th>Konfederacja</th>\n",
|
|||
|
|
" <th>Wiosna</th>\n",
|
|||
|
|
" <th>Koalicja Europejska</th>\n",
|
|||
|
|
" <th>Prawo i Sprawiedliwość</th>\n",
|
|||
|
|
" <th>Lewica Razem</th>\n",
|
|||
|
|
" <th>Kukiz15</th>\n",
|
|||
|
|
" <th>Polska Fair Play</th>\n",
|
|||
|
|
" <th>POLEXIT</th>\n",
|
|||
|
|
" <th>Jedność Narodu</th>\n",
|
|||
|
|
" <th>obwod</th>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" </thead>\n",
|
|||
|
|
" <tbody>\n",
|
|||
|
|
" <tr>\n",
|
|||
|
|
" <th>count</th>\n",
|
|||
|
|
" <td>27285.000000</td>\n",
|
|||
|
|
" <td>27285.000000</td>\n",
|
|||
|
|
" <td>27285</td>\n",
|
|||
|
|
" <td>27285</td>\n",
|
|||
|
|
" <td>27285</td>\n",
|
|||
|
|
" <td>27285</td>\n",
|
|||
|
|
" <td>27285</td>\n",
|
|||
|
|
" <td>27285</td>\n",
|
|||
|
|
" <td>27285.000000</td>\n",
|
|||
|
|
" <td>27285.000000</td>\n",
|
|||
|
|
" <td>...</td>\n",
|
|||
|
|
" <td>27285.000000</td>\n",
|
|||
|
|
" <td>27285.000000</td>\n",
|
|||
|
|
" <td>27285.000000</td>\n",
|
|||
|
|
" <td>27285.000000</td>\n",
|
|||
|
|
" <td>27285.000000</td>\n",
|
|||
|
|
" <td>27285.000000</td>\n",
|
|||
|
|
" <td>27285.000000</td>\n",
|
|||
|
|
" <td>27285.000000</td>\n",
|
|||
|
|
" <td>27285.000000</td>\n",
|
|||
|
|
" <td>27285.000000</td>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" <tr>\n",
|
|||
|
|
" <th>unique</th>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>5</td>\n",
|
|||
|
|
" <td>11</td>\n",
|
|||
|
|
" <td>24676</td>\n",
|
|||
|
|
" <td>2415</td>\n",
|
|||
|
|
" <td>372</td>\n",
|
|||
|
|
" <td>16</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>...</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" <tr>\n",
|
|||
|
|
" <th>top</th>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>wieś</td>\n",
|
|||
|
|
" <td>stały</td>\n",
|
|||
|
|
" <td>Szkoła Podstawowa Nr 89, os. Piastów 34a, 31-6...</td>\n",
|
|||
|
|
" <td>m. Kraków</td>\n",
|
|||
|
|
" <td>Warszawa</td>\n",
|
|||
|
|
" <td>mazowieckie</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>...</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" <tr>\n",
|
|||
|
|
" <th>freq</th>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>13653</td>\n",
|
|||
|
|
" <td>25426</td>\n",
|
|||
|
|
" <td>7</td>\n",
|
|||
|
|
" <td>450</td>\n",
|
|||
|
|
" <td>787</td>\n",
|
|||
|
|
" <td>3689</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>...</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" <tr>\n",
|
|||
|
|
" <th>mean</th>\n",
|
|||
|
|
" <td>166300.613451</td>\n",
|
|||
|
|
" <td>38.968921</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>848.402566</td>\n",
|
|||
|
|
" <td>1103.861169</td>\n",
|
|||
|
|
" <td>...</td>\n",
|
|||
|
|
" <td>22.766648</td>\n",
|
|||
|
|
" <td>30.308778</td>\n",
|
|||
|
|
" <td>192.411032</td>\n",
|
|||
|
|
" <td>226.966465</td>\n",
|
|||
|
|
" <td>6.184534</td>\n",
|
|||
|
|
" <td>18.455708</td>\n",
|
|||
|
|
" <td>2.712589</td>\n",
|
|||
|
|
" <td>0.289536</td>\n",
|
|||
|
|
" <td>0.081034</td>\n",
|
|||
|
|
" <td>7.594502</td>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" <tr>\n",
|
|||
|
|
" <th>std</th>\n",
|
|||
|
|
" <td>89754.821954</td>\n",
|
|||
|
|
" <td>113.809837</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>445.941482</td>\n",
|
|||
|
|
" <td>587.857259</td>\n",
|
|||
|
|
" <td>...</td>\n",
|
|||
|
|
" <td>19.426998</td>\n",
|
|||
|
|
" <td>32.947553</td>\n",
|
|||
|
|
" <td>180.300466</td>\n",
|
|||
|
|
" <td>132.484900</td>\n",
|
|||
|
|
" <td>6.526254</td>\n",
|
|||
|
|
" <td>14.381175</td>\n",
|
|||
|
|
" <td>5.198346</td>\n",
|
|||
|
|
" <td>0.943785</td>\n",
|
|||
|
|
" <td>0.451984</td>\n",
|
|||
|
|
" <td>3.636784</td>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" <tr>\n",
|
|||
|
|
" <th>min</th>\n",
|
|||
|
|
" <td>20101.000000</td>\n",
|
|||
|
|
" <td>1.000000</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>10.000000</td>\n",
|
|||
|
|
" <td>5.000000</td>\n",
|
|||
|
|
" <td>...</td>\n",
|
|||
|
|
" <td>0.000000</td>\n",
|
|||
|
|
" <td>0.000000</td>\n",
|
|||
|
|
" <td>0.000000</td>\n",
|
|||
|
|
" <td>0.000000</td>\n",
|
|||
|
|
" <td>0.000000</td>\n",
|
|||
|
|
" <td>0.000000</td>\n",
|
|||
|
|
" <td>0.000000</td>\n",
|
|||
|
|
" <td>0.000000</td>\n",
|
|||
|
|
" <td>0.000000</td>\n",
|
|||
|
|
" <td>1.000000</td>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" <tr>\n",
|
|||
|
|
" <th>25%</th>\n",
|
|||
|
|
" <td>101004.000000</td>\n",
|
|||
|
|
" <td>3.000000</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>500.000000</td>\n",
|
|||
|
|
" <td>654.000000</td>\n",
|
|||
|
|
" <td>...</td>\n",
|
|||
|
|
" <td>9.000000</td>\n",
|
|||
|
|
" <td>7.000000</td>\n",
|
|||
|
|
" <td>52.000000</td>\n",
|
|||
|
|
" <td>132.000000</td>\n",
|
|||
|
|
" <td>2.000000</td>\n",
|
|||
|
|
" <td>8.000000</td>\n",
|
|||
|
|
" <td>0.000000</td>\n",
|
|||
|
|
" <td>0.000000</td>\n",
|
|||
|
|
" <td>0.000000</td>\n",
|
|||
|
|
" <td>5.000000</td>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" <tr>\n",
|
|||
|
|
" <th>50%</th>\n",
|
|||
|
|
" <td>146513.000000</td>\n",
|
|||
|
|
" <td>7.000000</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>811.000000</td>\n",
|
|||
|
|
" <td>1068.000000</td>\n",
|
|||
|
|
" <td>...</td>\n",
|
|||
|
|
" <td>19.000000</td>\n",
|
|||
|
|
" <td>20.000000</td>\n",
|
|||
|
|
" <td>138.000000</td>\n",
|
|||
|
|
" <td>214.000000</td>\n",
|
|||
|
|
" <td>4.000000</td>\n",
|
|||
|
|
" <td>16.000000</td>\n",
|
|||
|
|
" <td>0.000000</td>\n",
|
|||
|
|
" <td>0.000000</td>\n",
|
|||
|
|
" <td>0.000000</td>\n",
|
|||
|
|
" <td>8.000000</td>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" <tr>\n",
|
|||
|
|
" <th>75%</th>\n",
|
|||
|
|
" <td>241710.000000</td>\n",
|
|||
|
|
" <td>18.000000</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>1170.000000</td>\n",
|
|||
|
|
" <td>1527.000000</td>\n",
|
|||
|
|
" <td>...</td>\n",
|
|||
|
|
" <td>33.000000</td>\n",
|
|||
|
|
" <td>43.000000</td>\n",
|
|||
|
|
" <td>285.000000</td>\n",
|
|||
|
|
" <td>306.000000</td>\n",
|
|||
|
|
" <td>9.000000</td>\n",
|
|||
|
|
" <td>26.000000</td>\n",
|
|||
|
|
" <td>3.000000</td>\n",
|
|||
|
|
" <td>0.000000</td>\n",
|
|||
|
|
" <td>0.000000</td>\n",
|
|||
|
|
" <td>11.000000</td>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" <tr>\n",
|
|||
|
|
" <th>max</th>\n",
|
|||
|
|
" <td>326301.000000</td>\n",
|
|||
|
|
" <td>1150.000000</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>4200.000000</td>\n",
|
|||
|
|
" <td>3771.000000</td>\n",
|
|||
|
|
" <td>...</td>\n",
|
|||
|
|
" <td>496.000000</td>\n",
|
|||
|
|
" <td>744.000000</td>\n",
|
|||
|
|
" <td>1427.000000</td>\n",
|
|||
|
|
" <td>1366.000000</td>\n",
|
|||
|
|
" <td>138.000000</td>\n",
|
|||
|
|
" <td>191.000000</td>\n",
|
|||
|
|
" <td>61.000000</td>\n",
|
|||
|
|
" <td>21.000000</td>\n",
|
|||
|
|
" <td>9.000000</td>\n",
|
|||
|
|
" <td>13.000000</td>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" </tbody>\n",
|
|||
|
|
"</table>\n",
|
|||
|
|
"<p>11 rows × 45 columns</p>\n",
|
|||
|
|
"</div>"
|
|||
|
|
],
|
|||
|
|
"text/plain": [
|
|||
|
|
" Kod terytorialny gminy Nr obwodu głosowania Typ obszaru Typ obwodu \\\n",
|
|||
|
|
"count 27285.000000 27285.000000 27285 27285 \n",
|
|||
|
|
"unique NaN NaN 5 11 \n",
|
|||
|
|
"top NaN NaN wieś stały \n",
|
|||
|
|
"freq NaN NaN 13653 25426 \n",
|
|||
|
|
"mean 166300.613451 38.968921 NaN NaN \n",
|
|||
|
|
"std 89754.821954 113.809837 NaN NaN \n",
|
|||
|
|
"min 20101.000000 1.000000 NaN NaN \n",
|
|||
|
|
"25% 101004.000000 3.000000 NaN NaN \n",
|
|||
|
|
"50% 146513.000000 7.000000 NaN NaN \n",
|
|||
|
|
"75% 241710.000000 18.000000 NaN NaN \n",
|
|||
|
|
"max 326301.000000 1150.000000 NaN NaN \n",
|
|||
|
|
"\n",
|
|||
|
|
" Siedziba Obwodowej Komisji Wyborczej Gmina \\\n",
|
|||
|
|
"count 27285 27285 \n",
|
|||
|
|
"unique 24676 2415 \n",
|
|||
|
|
"top Szkoła Podstawowa Nr 89, os. Piastów 34a, 31-6... m. Kraków \n",
|
|||
|
|
"freq 7 450 \n",
|
|||
|
|
"mean NaN NaN \n",
|
|||
|
|
"std NaN NaN \n",
|
|||
|
|
"min NaN NaN \n",
|
|||
|
|
"25% NaN NaN \n",
|
|||
|
|
"50% NaN NaN \n",
|
|||
|
|
"75% NaN NaN \n",
|
|||
|
|
"max NaN NaN \n",
|
|||
|
|
"\n",
|
|||
|
|
" Powiat Województwo Komisja otrzymała kart do głosowania \\\n",
|
|||
|
|
"count 27285 27285 27285.000000 \n",
|
|||
|
|
"unique 372 16 NaN \n",
|
|||
|
|
"top Warszawa mazowieckie NaN \n",
|
|||
|
|
"freq 787 3689 NaN \n",
|
|||
|
|
"mean NaN NaN 848.402566 \n",
|
|||
|
|
"std NaN NaN 445.941482 \n",
|
|||
|
|
"min NaN NaN 10.000000 \n",
|
|||
|
|
"25% NaN NaN 500.000000 \n",
|
|||
|
|
"50% NaN NaN 811.000000 \n",
|
|||
|
|
"75% NaN NaN 1170.000000 \n",
|
|||
|
|
"max NaN NaN 4200.000000 \n",
|
|||
|
|
"\n",
|
|||
|
|
" Liczba wyborców uprawnionych do głosowania ... Konfederacja \\\n",
|
|||
|
|
"count 27285.000000 ... 27285.000000 \n",
|
|||
|
|
"unique NaN ... NaN \n",
|
|||
|
|
"top NaN ... NaN \n",
|
|||
|
|
"freq NaN ... NaN \n",
|
|||
|
|
"mean 1103.861169 ... 22.766648 \n",
|
|||
|
|
"std 587.857259 ... 19.426998 \n",
|
|||
|
|
"min 5.000000 ... 0.000000 \n",
|
|||
|
|
"25% 654.000000 ... 9.000000 \n",
|
|||
|
|
"50% 1068.000000 ... 19.000000 \n",
|
|||
|
|
"75% 1527.000000 ... 33.000000 \n",
|
|||
|
|
"max 3771.000000 ... 496.000000 \n",
|
|||
|
|
"\n",
|
|||
|
|
" Wiosna Koalicja Europejska Prawo i Sprawiedliwość \\\n",
|
|||
|
|
"count 27285.000000 27285.000000 27285.000000 \n",
|
|||
|
|
"unique NaN NaN NaN \n",
|
|||
|
|
"top NaN NaN NaN \n",
|
|||
|
|
"freq NaN NaN NaN \n",
|
|||
|
|
"mean 30.308778 192.411032 226.966465 \n",
|
|||
|
|
"std 32.947553 180.300466 132.484900 \n",
|
|||
|
|
"min 0.000000 0.000000 0.000000 \n",
|
|||
|
|
"25% 7.000000 52.000000 132.000000 \n",
|
|||
|
|
"50% 20.000000 138.000000 214.000000 \n",
|
|||
|
|
"75% 43.000000 285.000000 306.000000 \n",
|
|||
|
|
"max 744.000000 1427.000000 1366.000000 \n",
|
|||
|
|
"\n",
|
|||
|
|
" Lewica Razem Kukiz15 Polska Fair Play POLEXIT \\\n",
|
|||
|
|
"count 27285.000000 27285.000000 27285.000000 27285.000000 \n",
|
|||
|
|
"unique NaN NaN NaN NaN \n",
|
|||
|
|
"top NaN NaN NaN NaN \n",
|
|||
|
|
"freq NaN NaN NaN NaN \n",
|
|||
|
|
"mean 6.184534 18.455708 2.712589 0.289536 \n",
|
|||
|
|
"std 6.526254 14.381175 5.198346 0.943785 \n",
|
|||
|
|
"min 0.000000 0.000000 0.000000 0.000000 \n",
|
|||
|
|
"25% 2.000000 8.000000 0.000000 0.000000 \n",
|
|||
|
|
"50% 4.000000 16.000000 0.000000 0.000000 \n",
|
|||
|
|
"75% 9.000000 26.000000 3.000000 0.000000 \n",
|
|||
|
|
"max 138.000000 191.000000 61.000000 21.000000 \n",
|
|||
|
|
"\n",
|
|||
|
|
" Jedność Narodu obwod \n",
|
|||
|
|
"count 27285.000000 27285.000000 \n",
|
|||
|
|
"unique NaN NaN \n",
|
|||
|
|
"top NaN NaN \n",
|
|||
|
|
"freq NaN NaN \n",
|
|||
|
|
"mean 0.081034 7.594502 \n",
|
|||
|
|
"std 0.451984 3.636784 \n",
|
|||
|
|
"min 0.000000 1.000000 \n",
|
|||
|
|
"25% 0.000000 5.000000 \n",
|
|||
|
|
"50% 0.000000 8.000000 \n",
|
|||
|
|
"75% 0.000000 11.000000 \n",
|
|||
|
|
"max 9.000000 13.000000 \n",
|
|||
|
|
"\n",
|
|||
|
|
"[11 rows x 45 columns]"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
"execution_count": 36,
|
|||
|
|
"metadata": {},
|
|||
|
|
"output_type": "execute_result"
|
|||
|
|
}
|
|||
|
|
],
|
|||
|
|
"source": [
|
|||
|
|
"#Opis głównego zbioru\n",
|
|||
|
|
"big_dataset.describe(include='all')"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"cell_type": "code",
|
|||
|
|
"execution_count": 38,
|
|||
|
|
"id": "77338a72",
|
|||
|
|
"metadata": {},
|
|||
|
|
"outputs": [
|
|||
|
|
{
|
|||
|
|
"data": {
|
|||
|
|
"text/plain": [
|
|||
|
|
"False"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
"execution_count": 38,
|
|||
|
|
"metadata": {},
|
|||
|
|
"output_type": "execute_result"
|
|||
|
|
}
|
|||
|
|
],
|
|||
|
|
"source": [
|
|||
|
|
"#Upewnienie się, że w danych nie ma wartości NaN\n",
|
|||
|
|
"big_dataset.isnull().values.any()"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"cell_type": "code",
|
|||
|
|
"execution_count": 65,
|
|||
|
|
"id": "e93ca922",
|
|||
|
|
"metadata": {},
|
|||
|
|
"outputs": [
|
|||
|
|
{
|
|||
|
|
"name": "stdout",
|
|||
|
|
"output_type": "stream",
|
|||
|
|
"text": [
|
|||
|
|
"621188\n"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"data": {
|
|||
|
|
"text/plain": [
|
|||
|
|
"<BarContainer object of 6 artists>"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
"execution_count": 65,
|
|||
|
|
"metadata": {},
|
|||
|
|
"output_type": "execute_result"
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"data": {
|
|||
|
|
"image/png": "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
|
|||
|
|
"text/plain": [
|
|||
|
|
"<Figure size 432x288 with 1 Axes>"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
"metadata": {
|
|||
|
|
"needs_background": "light"
|
|||
|
|
},
|
|||
|
|
"output_type": "display_data"
|
|||
|
|
}
|
|||
|
|
],
|
|||
|
|
"source": [
|
|||
|
|
"#Prosta wizualizacja ogólnopolskich wyników głównych komitetów\n",
|
|||
|
|
"import matplotlib.pyplot as plt\n",
|
|||
|
|
"\n",
|
|||
|
|
"cols = ['Konfederacja', 'Wiosna','Koalicja Europejska', 'Prawo i Sprawiedliwość', 'Kukiz15', 'Lewica Razem']\n",
|
|||
|
|
"plt.bar(cols,big_dataset[cols].sum())"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"cell_type": "code",
|
|||
|
|
"execution_count": 41,
|
|||
|
|
"id": "00a7eccc",
|
|||
|
|
"metadata": {},
|
|||
|
|
"outputs": [
|
|||
|
|
{
|
|||
|
|
"name": "stdout",
|
|||
|
|
"output_type": "stream",
|
|||
|
|
"text": [
|
|||
|
|
"Requirement already satisfied: sklearn in c:\\users\\ggap9\\anaconda31\\lib\\site-packages (0.0.post1)\n"
|
|||
|
|
]
|
|||
|
|
}
|
|||
|
|
],
|
|||
|
|
"source": [
|
|||
|
|
"!pip install --user sklearn"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"cell_type": "code",
|
|||
|
|
"execution_count": 43,
|
|||
|
|
"id": "ae16e335",
|
|||
|
|
"metadata": {},
|
|||
|
|
"outputs": [],
|
|||
|
|
"source": [
|
|||
|
|
"import sklearn"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"cell_type": "code",
|
|||
|
|
"execution_count": 50,
|
|||
|
|
"id": "c231960b",
|
|||
|
|
"metadata": {},
|
|||
|
|
"outputs": [
|
|||
|
|
{
|
|||
|
|
"data": {
|
|||
|
|
"text/plain": [
|
|||
|
|
"10 3106\n",
|
|||
|
|
"12 2572\n",
|
|||
|
|
"11 2446\n",
|
|||
|
|
"7 1968\n",
|
|||
|
|
"3 1860\n",
|
|||
|
|
"5 1847\n",
|
|||
|
|
"8 1691\n",
|
|||
|
|
"13 1634\n",
|
|||
|
|
"9 1623\n",
|
|||
|
|
"6 1574\n",
|
|||
|
|
"2 1498\n",
|
|||
|
|
"4 1493\n",
|
|||
|
|
"1 1273\n",
|
|||
|
|
"Name: obwod, dtype: int64"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
"execution_count": 50,
|
|||
|
|
"metadata": {},
|
|||
|
|
"output_type": "execute_result"
|
|||
|
|
}
|
|||
|
|
],
|
|||
|
|
"source": [
|
|||
|
|
"#Wyodrębnienie z danych zbioru testowego\n",
|
|||
|
|
"from sklearn.model_selection import train_test_split\n",
|
|||
|
|
"data_train, data_test = sklearn.model_selection.train_test_split(big_dataset, test_size=2700, random_state=1)\n",
|
|||
|
|
"data_train['obwod'].value_counts()"
|
|||
|
|
]
|
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|
|
},
|
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|
{
|
|||
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|
"cell_type": "code",
|
|||
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|
"execution_count": 51,
|
|||
|
|
"id": "5a17d64f",
|
|||
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|
"metadata": {},
|
|||
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"outputs": [
|
|||
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|
{
|
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"data": {
|
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"text/plain": [
|
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"1 123\n",
|
|||
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"Name: obwod, dtype: int64"
|
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]
|
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},
|
|||
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|
"execution_count": 51,
|
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|
|||
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|
}
|
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|
],
|
|||
|
|
"source": [
|
|||
|
|
"#Prezentacja ilości komisji z poszczególnych okręgów wyborczych w zbiorze testowym\n",
|
|||
|
|
"data_test[\"obwod\"].value_counts()"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"cell_type": "code",
|
|||
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|
"execution_count": 52,
|
|||
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|
"id": "c3ad7a38",
|
|||
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|
"metadata": {},
|
|||
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|
"outputs": [
|
|||
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{
|
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]
|
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|
},
|
|||
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|
"execution_count": 52,
|
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|
|||
|
|
}
|
|||
|
|
],
|
|||
|
|
"source": [
|
|||
|
|
"#Wyodrębnienie zbioru walidacyjnego z pozostałego zbioru treningowego\n",
|
|||
|
|
"data_train, data_val = sklearn.model_selection.train_test_split(data_train, test_size=2700, random_state=1)\n",
|
|||
|
|
"data_val['obwod'].value_counts()"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"cell_type": "code",
|
|||
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|
"execution_count": 53,
|
|||
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|
"id": "da767057",
|
|||
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|
"metadata": {},
|
|||
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|
"outputs": [
|
|||
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{
|
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|
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|
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|
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|
|
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|
|||
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|
"1 1135\n",
|
|||
|
|
"Name: obwod, dtype: int64"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
"execution_count": 53,
|
|||
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|
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|
|||
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|
"output_type": "execute_result"
|
|||
|
|
}
|
|||
|
|
],
|
|||
|
|
"source": [
|
|||
|
|
"data_train['obwod'].value_counts()"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"cell_type": "code",
|
|||
|
|
"execution_count": 54,
|
|||
|
|
"id": "d72548ef",
|
|||
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|
"metadata": {},
|
|||
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|
"outputs": [
|
|||
|
|
{
|
|||
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|
"data": {
|
|||
|
|
"text/html": [
|
|||
|
|
"<div>\n",
|
|||
|
|
"<style scoped>\n",
|
|||
|
|
" .dataframe tbody tr th:only-of-type {\n",
|
|||
|
|
" vertical-align: middle;\n",
|
|||
|
|
" }\n",
|
|||
|
|
"\n",
|
|||
|
|
" .dataframe tbody tr th {\n",
|
|||
|
|
" vertical-align: top;\n",
|
|||
|
|
" }\n",
|
|||
|
|
"\n",
|
|||
|
|
" .dataframe thead th {\n",
|
|||
|
|
" text-align: right;\n",
|
|||
|
|
" }\n",
|
|||
|
|
"</style>\n",
|
|||
|
|
"<table border=\"1\" class=\"dataframe\">\n",
|
|||
|
|
" <thead>\n",
|
|||
|
|
" <tr style=\"text-align: right;\">\n",
|
|||
|
|
" <th></th>\n",
|
|||
|
|
" <th>Kod terytorialny gminy</th>\n",
|
|||
|
|
" <th>Nr obwodu głosowania</th>\n",
|
|||
|
|
" <th>Typ obszaru</th>\n",
|
|||
|
|
" <th>Typ obwodu</th>\n",
|
|||
|
|
" <th>Siedziba Obwodowej Komisji Wyborczej</th>\n",
|
|||
|
|
" <th>Gmina</th>\n",
|
|||
|
|
" <th>Powiat</th>\n",
|
|||
|
|
" <th>Województwo</th>\n",
|
|||
|
|
" <th>Komisja otrzymała kart do głosowania</th>\n",
|
|||
|
|
" <th>Liczba wyborców uprawnionych do głosowania</th>\n",
|
|||
|
|
" <th>...</th>\n",
|
|||
|
|
" <th>Konfederacja</th>\n",
|
|||
|
|
" <th>Wiosna</th>\n",
|
|||
|
|
" <th>Koalicja Europejska</th>\n",
|
|||
|
|
" <th>Prawo i Sprawiedliwość</th>\n",
|
|||
|
|
" <th>Lewica Razem</th>\n",
|
|||
|
|
" <th>Kukiz15</th>\n",
|
|||
|
|
" <th>Polska Fair Play</th>\n",
|
|||
|
|
" <th>POLEXIT</th>\n",
|
|||
|
|
" <th>Jedność Narodu</th>\n",
|
|||
|
|
" <th>obwod</th>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" </thead>\n",
|
|||
|
|
" <tbody>\n",
|
|||
|
|
" <tr>\n",
|
|||
|
|
" <th>count</th>\n",
|
|||
|
|
" <td>21885.000000</td>\n",
|
|||
|
|
" <td>21885.000000</td>\n",
|
|||
|
|
" <td>21885</td>\n",
|
|||
|
|
" <td>21885</td>\n",
|
|||
|
|
" <td>21885</td>\n",
|
|||
|
|
" <td>21885</td>\n",
|
|||
|
|
" <td>21885</td>\n",
|
|||
|
|
" <td>21885</td>\n",
|
|||
|
|
" <td>21885.000000</td>\n",
|
|||
|
|
" <td>21885.000000</td>\n",
|
|||
|
|
" <td>...</td>\n",
|
|||
|
|
" <td>21885.000000</td>\n",
|
|||
|
|
" <td>21885.000000</td>\n",
|
|||
|
|
" <td>21885.000000</td>\n",
|
|||
|
|
" <td>21885.000000</td>\n",
|
|||
|
|
" <td>21885.00000</td>\n",
|
|||
|
|
" <td>21885.000000</td>\n",
|
|||
|
|
" <td>21885.000000</td>\n",
|
|||
|
|
" <td>21885.000000</td>\n",
|
|||
|
|
" <td>21885.000000</td>\n",
|
|||
|
|
" <td>21885.000000</td>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" <tr>\n",
|
|||
|
|
" <th>unique</th>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>5</td>\n",
|
|||
|
|
" <td>11</td>\n",
|
|||
|
|
" <td>20141</td>\n",
|
|||
|
|
" <td>2410</td>\n",
|
|||
|
|
" <td>372</td>\n",
|
|||
|
|
" <td>16</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>...</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" <tr>\n",
|
|||
|
|
" <th>top</th>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>wieś</td>\n",
|
|||
|
|
" <td>stały</td>\n",
|
|||
|
|
" <td>Szkoła Podstawowa Nr 89, os. Piastów 34a, 31-6...</td>\n",
|
|||
|
|
" <td>m. Kraków</td>\n",
|
|||
|
|
" <td>Warszawa</td>\n",
|
|||
|
|
" <td>mazowieckie</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>...</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" <tr>\n",
|
|||
|
|
" <th>freq</th>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>10998</td>\n",
|
|||
|
|
" <td>20427</td>\n",
|
|||
|
|
" <td>6</td>\n",
|
|||
|
|
" <td>370</td>\n",
|
|||
|
|
" <td>629</td>\n",
|
|||
|
|
" <td>2949</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>...</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" <tr>\n",
|
|||
|
|
" <th>mean</th>\n",
|
|||
|
|
" <td>166256.481106</td>\n",
|
|||
|
|
" <td>38.850171</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>847.296002</td>\n",
|
|||
|
|
" <td>1102.516655</td>\n",
|
|||
|
|
" <td>...</td>\n",
|
|||
|
|
" <td>22.748823</td>\n",
|
|||
|
|
" <td>30.289331</td>\n",
|
|||
|
|
" <td>192.186201</td>\n",
|
|||
|
|
" <td>226.601234</td>\n",
|
|||
|
|
" <td>6.18122</td>\n",
|
|||
|
|
" <td>18.383093</td>\n",
|
|||
|
|
" <td>2.695591</td>\n",
|
|||
|
|
" <td>0.297738</td>\n",
|
|||
|
|
" <td>0.081334</td>\n",
|
|||
|
|
" <td>7.600914</td>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" <tr>\n",
|
|||
|
|
" <th>std</th>\n",
|
|||
|
|
" <td>89750.888879</td>\n",
|
|||
|
|
" <td>113.301763</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>445.264456</td>\n",
|
|||
|
|
" <td>586.052675</td>\n",
|
|||
|
|
" <td>...</td>\n",
|
|||
|
|
" <td>19.601050</td>\n",
|
|||
|
|
" <td>32.984209</td>\n",
|
|||
|
|
" <td>179.846822</td>\n",
|
|||
|
|
" <td>131.900846</td>\n",
|
|||
|
|
" <td>6.55052</td>\n",
|
|||
|
|
" <td>14.252665</td>\n",
|
|||
|
|
" <td>5.164476</td>\n",
|
|||
|
|
" <td>0.965923</td>\n",
|
|||
|
|
" <td>0.454834</td>\n",
|
|||
|
|
" <td>3.639637</td>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" <tr>\n",
|
|||
|
|
" <th>min</th>\n",
|
|||
|
|
" <td>20101.000000</td>\n",
|
|||
|
|
" <td>1.000000</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>10.000000</td>\n",
|
|||
|
|
" <td>5.000000</td>\n",
|
|||
|
|
" <td>...</td>\n",
|
|||
|
|
" <td>0.000000</td>\n",
|
|||
|
|
" <td>0.000000</td>\n",
|
|||
|
|
" <td>0.000000</td>\n",
|
|||
|
|
" <td>0.000000</td>\n",
|
|||
|
|
" <td>0.00000</td>\n",
|
|||
|
|
" <td>0.000000</td>\n",
|
|||
|
|
" <td>0.000000</td>\n",
|
|||
|
|
" <td>0.000000</td>\n",
|
|||
|
|
" <td>0.000000</td>\n",
|
|||
|
|
" <td>1.000000</td>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" <tr>\n",
|
|||
|
|
" <th>25%</th>\n",
|
|||
|
|
" <td>101009.000000</td>\n",
|
|||
|
|
" <td>3.000000</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>500.000000</td>\n",
|
|||
|
|
" <td>653.000000</td>\n",
|
|||
|
|
" <td>...</td>\n",
|
|||
|
|
" <td>9.000000</td>\n",
|
|||
|
|
" <td>7.000000</td>\n",
|
|||
|
|
" <td>52.000000</td>\n",
|
|||
|
|
" <td>132.000000</td>\n",
|
|||
|
|
" <td>2.00000</td>\n",
|
|||
|
|
" <td>8.000000</td>\n",
|
|||
|
|
" <td>0.000000</td>\n",
|
|||
|
|
" <td>0.000000</td>\n",
|
|||
|
|
" <td>0.000000</td>\n",
|
|||
|
|
" <td>5.000000</td>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" <tr>\n",
|
|||
|
|
" <th>50%</th>\n",
|
|||
|
|
" <td>146512.000000</td>\n",
|
|||
|
|
" <td>7.000000</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>811.000000</td>\n",
|
|||
|
|
" <td>1069.000000</td>\n",
|
|||
|
|
" <td>...</td>\n",
|
|||
|
|
" <td>19.000000</td>\n",
|
|||
|
|
" <td>20.000000</td>\n",
|
|||
|
|
" <td>138.000000</td>\n",
|
|||
|
|
" <td>214.000000</td>\n",
|
|||
|
|
" <td>4.00000</td>\n",
|
|||
|
|
" <td>15.000000</td>\n",
|
|||
|
|
" <td>0.000000</td>\n",
|
|||
|
|
" <td>0.000000</td>\n",
|
|||
|
|
" <td>0.000000</td>\n",
|
|||
|
|
" <td>8.000000</td>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" <tr>\n",
|
|||
|
|
" <th>75%</th>\n",
|
|||
|
|
" <td>241707.000000</td>\n",
|
|||
|
|
" <td>18.000000</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>1165.000000</td>\n",
|
|||
|
|
" <td>1523.000000</td>\n",
|
|||
|
|
" <td>...</td>\n",
|
|||
|
|
" <td>33.000000</td>\n",
|
|||
|
|
" <td>43.000000</td>\n",
|
|||
|
|
" <td>286.000000</td>\n",
|
|||
|
|
" <td>305.000000</td>\n",
|
|||
|
|
" <td>9.00000</td>\n",
|
|||
|
|
" <td>26.000000</td>\n",
|
|||
|
|
" <td>3.000000</td>\n",
|
|||
|
|
" <td>0.000000</td>\n",
|
|||
|
|
" <td>0.000000</td>\n",
|
|||
|
|
" <td>11.000000</td>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" <tr>\n",
|
|||
|
|
" <th>max</th>\n",
|
|||
|
|
" <td>326301.000000</td>\n",
|
|||
|
|
" <td>1150.000000</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>4200.000000</td>\n",
|
|||
|
|
" <td>3550.000000</td>\n",
|
|||
|
|
" <td>...</td>\n",
|
|||
|
|
" <td>496.000000</td>\n",
|
|||
|
|
" <td>744.000000</td>\n",
|
|||
|
|
" <td>1427.000000</td>\n",
|
|||
|
|
" <td>1366.000000</td>\n",
|
|||
|
|
" <td>138.00000</td>\n",
|
|||
|
|
" <td>175.000000</td>\n",
|
|||
|
|
" <td>61.000000</td>\n",
|
|||
|
|
" <td>21.000000</td>\n",
|
|||
|
|
" <td>9.000000</td>\n",
|
|||
|
|
" <td>13.000000</td>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" </tbody>\n",
|
|||
|
|
"</table>\n",
|
|||
|
|
"<p>11 rows × 45 columns</p>\n",
|
|||
|
|
"</div>"
|
|||
|
|
],
|
|||
|
|
"text/plain": [
|
|||
|
|
" Kod terytorialny gminy Nr obwodu głosowania Typ obszaru Typ obwodu \\\n",
|
|||
|
|
"count 21885.000000 21885.000000 21885 21885 \n",
|
|||
|
|
"unique NaN NaN 5 11 \n",
|
|||
|
|
"top NaN NaN wieś stały \n",
|
|||
|
|
"freq NaN NaN 10998 20427 \n",
|
|||
|
|
"mean 166256.481106 38.850171 NaN NaN \n",
|
|||
|
|
"std 89750.888879 113.301763 NaN NaN \n",
|
|||
|
|
"min 20101.000000 1.000000 NaN NaN \n",
|
|||
|
|
"25% 101009.000000 3.000000 NaN NaN \n",
|
|||
|
|
"50% 146512.000000 7.000000 NaN NaN \n",
|
|||
|
|
"75% 241707.000000 18.000000 NaN NaN \n",
|
|||
|
|
"max 326301.000000 1150.000000 NaN NaN \n",
|
|||
|
|
"\n",
|
|||
|
|
" Siedziba Obwodowej Komisji Wyborczej Gmina \\\n",
|
|||
|
|
"count 21885 21885 \n",
|
|||
|
|
"unique 20141 2410 \n",
|
|||
|
|
"top Szkoła Podstawowa Nr 89, os. Piastów 34a, 31-6... m. Kraków \n",
|
|||
|
|
"freq 6 370 \n",
|
|||
|
|
"mean NaN NaN \n",
|
|||
|
|
"std NaN NaN \n",
|
|||
|
|
"min NaN NaN \n",
|
|||
|
|
"25% NaN NaN \n",
|
|||
|
|
"50% NaN NaN \n",
|
|||
|
|
"75% NaN NaN \n",
|
|||
|
|
"max NaN NaN \n",
|
|||
|
|
"\n",
|
|||
|
|
" Powiat Województwo Komisja otrzymała kart do głosowania \\\n",
|
|||
|
|
"count 21885 21885 21885.000000 \n",
|
|||
|
|
"unique 372 16 NaN \n",
|
|||
|
|
"top Warszawa mazowieckie NaN \n",
|
|||
|
|
"freq 629 2949 NaN \n",
|
|||
|
|
"mean NaN NaN 847.296002 \n",
|
|||
|
|
"std NaN NaN 445.264456 \n",
|
|||
|
|
"min NaN NaN 10.000000 \n",
|
|||
|
|
"25% NaN NaN 500.000000 \n",
|
|||
|
|
"50% NaN NaN 811.000000 \n",
|
|||
|
|
"75% NaN NaN 1165.000000 \n",
|
|||
|
|
"max NaN NaN 4200.000000 \n",
|
|||
|
|
"\n",
|
|||
|
|
" Liczba wyborców uprawnionych do głosowania ... Konfederacja \\\n",
|
|||
|
|
"count 21885.000000 ... 21885.000000 \n",
|
|||
|
|
"unique NaN ... NaN \n",
|
|||
|
|
"top NaN ... NaN \n",
|
|||
|
|
"freq NaN ... NaN \n",
|
|||
|
|
"mean 1102.516655 ... 22.748823 \n",
|
|||
|
|
"std 586.052675 ... 19.601050 \n",
|
|||
|
|
"min 5.000000 ... 0.000000 \n",
|
|||
|
|
"25% 653.000000 ... 9.000000 \n",
|
|||
|
|
"50% 1069.000000 ... 19.000000 \n",
|
|||
|
|
"75% 1523.000000 ... 33.000000 \n",
|
|||
|
|
"max 3550.000000 ... 496.000000 \n",
|
|||
|
|
"\n",
|
|||
|
|
" Wiosna Koalicja Europejska Prawo i Sprawiedliwość \\\n",
|
|||
|
|
"count 21885.000000 21885.000000 21885.000000 \n",
|
|||
|
|
"unique NaN NaN NaN \n",
|
|||
|
|
"top NaN NaN NaN \n",
|
|||
|
|
"freq NaN NaN NaN \n",
|
|||
|
|
"mean 30.289331 192.186201 226.601234 \n",
|
|||
|
|
"std 32.984209 179.846822 131.900846 \n",
|
|||
|
|
"min 0.000000 0.000000 0.000000 \n",
|
|||
|
|
"25% 7.000000 52.000000 132.000000 \n",
|
|||
|
|
"50% 20.000000 138.000000 214.000000 \n",
|
|||
|
|
"75% 43.000000 286.000000 305.000000 \n",
|
|||
|
|
"max 744.000000 1427.000000 1366.000000 \n",
|
|||
|
|
"\n",
|
|||
|
|
" Lewica Razem Kukiz15 Polska Fair Play POLEXIT \\\n",
|
|||
|
|
"count 21885.00000 21885.000000 21885.000000 21885.000000 \n",
|
|||
|
|
"unique NaN NaN NaN NaN \n",
|
|||
|
|
"top NaN NaN NaN NaN \n",
|
|||
|
|
"freq NaN NaN NaN NaN \n",
|
|||
|
|
"mean 6.18122 18.383093 2.695591 0.297738 \n",
|
|||
|
|
"std 6.55052 14.252665 5.164476 0.965923 \n",
|
|||
|
|
"min 0.00000 0.000000 0.000000 0.000000 \n",
|
|||
|
|
"25% 2.00000 8.000000 0.000000 0.000000 \n",
|
|||
|
|
"50% 4.00000 15.000000 0.000000 0.000000 \n",
|
|||
|
|
"75% 9.00000 26.000000 3.000000 0.000000 \n",
|
|||
|
|
"max 138.00000 175.000000 61.000000 21.000000 \n",
|
|||
|
|
"\n",
|
|||
|
|
" Jedność Narodu obwod \n",
|
|||
|
|
"count 21885.000000 21885.000000 \n",
|
|||
|
|
"unique NaN NaN \n",
|
|||
|
|
"top NaN NaN \n",
|
|||
|
|
"freq NaN NaN \n",
|
|||
|
|
"mean 0.081334 7.600914 \n",
|
|||
|
|
"std 0.454834 3.639637 \n",
|
|||
|
|
"min 0.000000 1.000000 \n",
|
|||
|
|
"25% 0.000000 5.000000 \n",
|
|||
|
|
"50% 0.000000 8.000000 \n",
|
|||
|
|
"75% 0.000000 11.000000 \n",
|
|||
|
|
"max 9.000000 13.000000 \n",
|
|||
|
|
"\n",
|
|||
|
|
"[11 rows x 45 columns]"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
"execution_count": 54,
|
|||
|
|
"metadata": {},
|
|||
|
|
"output_type": "execute_result"
|
|||
|
|
}
|
|||
|
|
],
|
|||
|
|
"source": [
|
|||
|
|
"#Opis finalnego zbioru treningowego\n",
|
|||
|
|
"data_train.describe(include='all')"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"cell_type": "code",
|
|||
|
|
"execution_count": 55,
|
|||
|
|
"id": "5755bc2e",
|
|||
|
|
"metadata": {},
|
|||
|
|
"outputs": [
|
|||
|
|
{
|
|||
|
|
"data": {
|
|||
|
|
"text/html": [
|
|||
|
|
"<div>\n",
|
|||
|
|
"<style scoped>\n",
|
|||
|
|
" .dataframe tbody tr th:only-of-type {\n",
|
|||
|
|
" vertical-align: middle;\n",
|
|||
|
|
" }\n",
|
|||
|
|
"\n",
|
|||
|
|
" .dataframe tbody tr th {\n",
|
|||
|
|
" vertical-align: top;\n",
|
|||
|
|
" }\n",
|
|||
|
|
"\n",
|
|||
|
|
" .dataframe thead th {\n",
|
|||
|
|
" text-align: right;\n",
|
|||
|
|
" }\n",
|
|||
|
|
"</style>\n",
|
|||
|
|
"<table border=\"1\" class=\"dataframe\">\n",
|
|||
|
|
" <thead>\n",
|
|||
|
|
" <tr style=\"text-align: right;\">\n",
|
|||
|
|
" <th></th>\n",
|
|||
|
|
" <th>Kod terytorialny gminy</th>\n",
|
|||
|
|
" <th>Nr obwodu głosowania</th>\n",
|
|||
|
|
" <th>Typ obszaru</th>\n",
|
|||
|
|
" <th>Typ obwodu</th>\n",
|
|||
|
|
" <th>Siedziba Obwodowej Komisji Wyborczej</th>\n",
|
|||
|
|
" <th>Gmina</th>\n",
|
|||
|
|
" <th>Powiat</th>\n",
|
|||
|
|
" <th>Województwo</th>\n",
|
|||
|
|
" <th>Komisja otrzymała kart do głosowania</th>\n",
|
|||
|
|
" <th>Liczba wyborców uprawnionych do głosowania</th>\n",
|
|||
|
|
" <th>...</th>\n",
|
|||
|
|
" <th>Konfederacja</th>\n",
|
|||
|
|
" <th>Wiosna</th>\n",
|
|||
|
|
" <th>Koalicja Europejska</th>\n",
|
|||
|
|
" <th>Prawo i Sprawiedliwość</th>\n",
|
|||
|
|
" <th>Lewica Razem</th>\n",
|
|||
|
|
" <th>Kukiz15</th>\n",
|
|||
|
|
" <th>Polska Fair Play</th>\n",
|
|||
|
|
" <th>POLEXIT</th>\n",
|
|||
|
|
" <th>Jedność Narodu</th>\n",
|
|||
|
|
" <th>obwod</th>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" </thead>\n",
|
|||
|
|
" <tbody>\n",
|
|||
|
|
" <tr>\n",
|
|||
|
|
" <th>count</th>\n",
|
|||
|
|
" <td>2700.000000</td>\n",
|
|||
|
|
" <td>2700.000000</td>\n",
|
|||
|
|
" <td>2700</td>\n",
|
|||
|
|
" <td>2700</td>\n",
|
|||
|
|
" <td>2700</td>\n",
|
|||
|
|
" <td>2700</td>\n",
|
|||
|
|
" <td>2700</td>\n",
|
|||
|
|
" <td>2700</td>\n",
|
|||
|
|
" <td>2700.000000</td>\n",
|
|||
|
|
" <td>2700.000000</td>\n",
|
|||
|
|
" <td>...</td>\n",
|
|||
|
|
" <td>2700.000000</td>\n",
|
|||
|
|
" <td>2700.00000</td>\n",
|
|||
|
|
" <td>2700.000000</td>\n",
|
|||
|
|
" <td>2700.000000</td>\n",
|
|||
|
|
" <td>2700.000000</td>\n",
|
|||
|
|
" <td>2700.000000</td>\n",
|
|||
|
|
" <td>2700.000000</td>\n",
|
|||
|
|
" <td>2700.000000</td>\n",
|
|||
|
|
" <td>2700.000000</td>\n",
|
|||
|
|
" <td>2700.000000</td>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" <tr>\n",
|
|||
|
|
" <th>unique</th>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>4</td>\n",
|
|||
|
|
" <td>9</td>\n",
|
|||
|
|
" <td>2663</td>\n",
|
|||
|
|
" <td>1340</td>\n",
|
|||
|
|
" <td>364</td>\n",
|
|||
|
|
" <td>16</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>...</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" <tr>\n",
|
|||
|
|
" <th>top</th>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>wieś</td>\n",
|
|||
|
|
" <td>stały</td>\n",
|
|||
|
|
" <td>Szkoła Podstawowa Nr 2 z Oddziałami Sportowymi...</td>\n",
|
|||
|
|
" <td>m. Kraków</td>\n",
|
|||
|
|
" <td>Warszawa</td>\n",
|
|||
|
|
" <td>mazowieckie</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>...</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" <tr>\n",
|
|||
|
|
" <th>freq</th>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>1358</td>\n",
|
|||
|
|
" <td>2497</td>\n",
|
|||
|
|
" <td>3</td>\n",
|
|||
|
|
" <td>43</td>\n",
|
|||
|
|
" <td>83</td>\n",
|
|||
|
|
" <td>391</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>...</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" <tr>\n",
|
|||
|
|
" <th>mean</th>\n",
|
|||
|
|
" <td>163242.944444</td>\n",
|
|||
|
|
" <td>41.382222</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>852.164074</td>\n",
|
|||
|
|
" <td>1106.854444</td>\n",
|
|||
|
|
" <td>...</td>\n",
|
|||
|
|
" <td>22.940370</td>\n",
|
|||
|
|
" <td>30.24037</td>\n",
|
|||
|
|
" <td>192.878889</td>\n",
|
|||
|
|
" <td>230.469259</td>\n",
|
|||
|
|
" <td>6.090000</td>\n",
|
|||
|
|
" <td>18.770370</td>\n",
|
|||
|
|
" <td>2.803704</td>\n",
|
|||
|
|
" <td>0.269630</td>\n",
|
|||
|
|
" <td>0.090741</td>\n",
|
|||
|
|
" <td>7.458148</td>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" <tr>\n",
|
|||
|
|
" <th>std</th>\n",
|
|||
|
|
" <td>88874.631900</td>\n",
|
|||
|
|
" <td>120.214646</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>447.375340</td>\n",
|
|||
|
|
" <td>593.650865</td>\n",
|
|||
|
|
" <td>...</td>\n",
|
|||
|
|
" <td>19.146898</td>\n",
|
|||
|
|
" <td>32.97802</td>\n",
|
|||
|
|
" <td>183.694451</td>\n",
|
|||
|
|
" <td>137.581595</td>\n",
|
|||
|
|
" <td>6.326346</td>\n",
|
|||
|
|
" <td>14.373049</td>\n",
|
|||
|
|
" <td>5.358506</td>\n",
|
|||
|
|
" <td>0.849931</td>\n",
|
|||
|
|
" <td>0.477259</td>\n",
|
|||
|
|
" <td>3.625088</td>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" <tr>\n",
|
|||
|
|
" <th>min</th>\n",
|
|||
|
|
" <td>20101.000000</td>\n",
|
|||
|
|
" <td>1.000000</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>20.000000</td>\n",
|
|||
|
|
" <td>10.000000</td>\n",
|
|||
|
|
" <td>...</td>\n",
|
|||
|
|
" <td>0.000000</td>\n",
|
|||
|
|
" <td>0.00000</td>\n",
|
|||
|
|
" <td>0.000000</td>\n",
|
|||
|
|
" <td>0.000000</td>\n",
|
|||
|
|
" <td>0.000000</td>\n",
|
|||
|
|
" <td>0.000000</td>\n",
|
|||
|
|
" <td>0.000000</td>\n",
|
|||
|
|
" <td>0.000000</td>\n",
|
|||
|
|
" <td>0.000000</td>\n",
|
|||
|
|
" <td>1.000000</td>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" <tr>\n",
|
|||
|
|
" <th>25%</th>\n",
|
|||
|
|
" <td>100704.750000</td>\n",
|
|||
|
|
" <td>3.000000</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>500.000000</td>\n",
|
|||
|
|
" <td>653.000000</td>\n",
|
|||
|
|
" <td>...</td>\n",
|
|||
|
|
" <td>9.000000</td>\n",
|
|||
|
|
" <td>7.00000</td>\n",
|
|||
|
|
" <td>50.000000</td>\n",
|
|||
|
|
" <td>130.000000</td>\n",
|
|||
|
|
" <td>2.000000</td>\n",
|
|||
|
|
" <td>8.000000</td>\n",
|
|||
|
|
" <td>0.000000</td>\n",
|
|||
|
|
" <td>0.000000</td>\n",
|
|||
|
|
" <td>0.000000</td>\n",
|
|||
|
|
" <td>4.000000</td>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" <tr>\n",
|
|||
|
|
" <th>50%</th>\n",
|
|||
|
|
" <td>146506.000000</td>\n",
|
|||
|
|
" <td>7.000000</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>805.500000</td>\n",
|
|||
|
|
" <td>1059.000000</td>\n",
|
|||
|
|
" <td>...</td>\n",
|
|||
|
|
" <td>19.000000</td>\n",
|
|||
|
|
" <td>19.00000</td>\n",
|
|||
|
|
" <td>133.000000</td>\n",
|
|||
|
|
" <td>216.000000</td>\n",
|
|||
|
|
" <td>4.000000</td>\n",
|
|||
|
|
" <td>16.000000</td>\n",
|
|||
|
|
" <td>0.000000</td>\n",
|
|||
|
|
" <td>0.000000</td>\n",
|
|||
|
|
" <td>0.000000</td>\n",
|
|||
|
|
" <td>8.000000</td>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" <tr>\n",
|
|||
|
|
" <th>75%</th>\n",
|
|||
|
|
" <td>241130.500000</td>\n",
|
|||
|
|
" <td>19.000000</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>1188.500000</td>\n",
|
|||
|
|
" <td>1545.000000</td>\n",
|
|||
|
|
" <td>...</td>\n",
|
|||
|
|
" <td>33.000000</td>\n",
|
|||
|
|
" <td>42.00000</td>\n",
|
|||
|
|
" <td>285.000000</td>\n",
|
|||
|
|
" <td>313.000000</td>\n",
|
|||
|
|
" <td>8.000000</td>\n",
|
|||
|
|
" <td>27.000000</td>\n",
|
|||
|
|
" <td>4.000000</td>\n",
|
|||
|
|
" <td>0.000000</td>\n",
|
|||
|
|
" <td>0.000000</td>\n",
|
|||
|
|
" <td>11.000000</td>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" <tr>\n",
|
|||
|
|
" <th>max</th>\n",
|
|||
|
|
" <td>326301.000000</td>\n",
|
|||
|
|
" <td>1142.000000</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>2619.000000</td>\n",
|
|||
|
|
" <td>3771.000000</td>\n",
|
|||
|
|
" <td>...</td>\n",
|
|||
|
|
" <td>186.000000</td>\n",
|
|||
|
|
" <td>310.00000</td>\n",
|
|||
|
|
" <td>1159.000000</td>\n",
|
|||
|
|
" <td>1087.000000</td>\n",
|
|||
|
|
" <td>72.000000</td>\n",
|
|||
|
|
" <td>123.000000</td>\n",
|
|||
|
|
" <td>60.000000</td>\n",
|
|||
|
|
" <td>7.000000</td>\n",
|
|||
|
|
" <td>7.000000</td>\n",
|
|||
|
|
" <td>13.000000</td>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" </tbody>\n",
|
|||
|
|
"</table>\n",
|
|||
|
|
"<p>11 rows × 45 columns</p>\n",
|
|||
|
|
"</div>"
|
|||
|
|
],
|
|||
|
|
"text/plain": [
|
|||
|
|
" Kod terytorialny gminy Nr obwodu głosowania Typ obszaru Typ obwodu \\\n",
|
|||
|
|
"count 2700.000000 2700.000000 2700 2700 \n",
|
|||
|
|
"unique NaN NaN 4 9 \n",
|
|||
|
|
"top NaN NaN wieś stały \n",
|
|||
|
|
"freq NaN NaN 1358 2497 \n",
|
|||
|
|
"mean 163242.944444 41.382222 NaN NaN \n",
|
|||
|
|
"std 88874.631900 120.214646 NaN NaN \n",
|
|||
|
|
"min 20101.000000 1.000000 NaN NaN \n",
|
|||
|
|
"25% 100704.750000 3.000000 NaN NaN \n",
|
|||
|
|
"50% 146506.000000 7.000000 NaN NaN \n",
|
|||
|
|
"75% 241130.500000 19.000000 NaN NaN \n",
|
|||
|
|
"max 326301.000000 1142.000000 NaN NaN \n",
|
|||
|
|
"\n",
|
|||
|
|
" Siedziba Obwodowej Komisji Wyborczej Gmina \\\n",
|
|||
|
|
"count 2700 2700 \n",
|
|||
|
|
"unique 2663 1340 \n",
|
|||
|
|
"top Szkoła Podstawowa Nr 2 z Oddziałami Sportowymi... m. Kraków \n",
|
|||
|
|
"freq 3 43 \n",
|
|||
|
|
"mean NaN NaN \n",
|
|||
|
|
"std NaN NaN \n",
|
|||
|
|
"min NaN NaN \n",
|
|||
|
|
"25% NaN NaN \n",
|
|||
|
|
"50% NaN NaN \n",
|
|||
|
|
"75% NaN NaN \n",
|
|||
|
|
"max NaN NaN \n",
|
|||
|
|
"\n",
|
|||
|
|
" Powiat Województwo Komisja otrzymała kart do głosowania \\\n",
|
|||
|
|
"count 2700 2700 2700.000000 \n",
|
|||
|
|
"unique 364 16 NaN \n",
|
|||
|
|
"top Warszawa mazowieckie NaN \n",
|
|||
|
|
"freq 83 391 NaN \n",
|
|||
|
|
"mean NaN NaN 852.164074 \n",
|
|||
|
|
"std NaN NaN 447.375340 \n",
|
|||
|
|
"min NaN NaN 20.000000 \n",
|
|||
|
|
"25% NaN NaN 500.000000 \n",
|
|||
|
|
"50% NaN NaN 805.500000 \n",
|
|||
|
|
"75% NaN NaN 1188.500000 \n",
|
|||
|
|
"max NaN NaN 2619.000000 \n",
|
|||
|
|
"\n",
|
|||
|
|
" Liczba wyborców uprawnionych do głosowania ... Konfederacja \\\n",
|
|||
|
|
"count 2700.000000 ... 2700.000000 \n",
|
|||
|
|
"unique NaN ... NaN \n",
|
|||
|
|
"top NaN ... NaN \n",
|
|||
|
|
"freq NaN ... NaN \n",
|
|||
|
|
"mean 1106.854444 ... 22.940370 \n",
|
|||
|
|
"std 593.650865 ... 19.146898 \n",
|
|||
|
|
"min 10.000000 ... 0.000000 \n",
|
|||
|
|
"25% 653.000000 ... 9.000000 \n",
|
|||
|
|
"50% 1059.000000 ... 19.000000 \n",
|
|||
|
|
"75% 1545.000000 ... 33.000000 \n",
|
|||
|
|
"max 3771.000000 ... 186.000000 \n",
|
|||
|
|
"\n",
|
|||
|
|
" Wiosna Koalicja Europejska Prawo i Sprawiedliwość Lewica Razem \\\n",
|
|||
|
|
"count 2700.00000 2700.000000 2700.000000 2700.000000 \n",
|
|||
|
|
"unique NaN NaN NaN NaN \n",
|
|||
|
|
"top NaN NaN NaN NaN \n",
|
|||
|
|
"freq NaN NaN NaN NaN \n",
|
|||
|
|
"mean 30.24037 192.878889 230.469259 6.090000 \n",
|
|||
|
|
"std 32.97802 183.694451 137.581595 6.326346 \n",
|
|||
|
|
"min 0.00000 0.000000 0.000000 0.000000 \n",
|
|||
|
|
"25% 7.00000 50.000000 130.000000 2.000000 \n",
|
|||
|
|
"50% 19.00000 133.000000 216.000000 4.000000 \n",
|
|||
|
|
"75% 42.00000 285.000000 313.000000 8.000000 \n",
|
|||
|
|
"max 310.00000 1159.000000 1087.000000 72.000000 \n",
|
|||
|
|
"\n",
|
|||
|
|
" Kukiz15 Polska Fair Play POLEXIT Jedność Narodu \\\n",
|
|||
|
|
"count 2700.000000 2700.000000 2700.000000 2700.000000 \n",
|
|||
|
|
"unique NaN NaN NaN NaN \n",
|
|||
|
|
"top NaN NaN NaN NaN \n",
|
|||
|
|
"freq NaN NaN NaN NaN \n",
|
|||
|
|
"mean 18.770370 2.803704 0.269630 0.090741 \n",
|
|||
|
|
"std 14.373049 5.358506 0.849931 0.477259 \n",
|
|||
|
|
"min 0.000000 0.000000 0.000000 0.000000 \n",
|
|||
|
|
"25% 8.000000 0.000000 0.000000 0.000000 \n",
|
|||
|
|
"50% 16.000000 0.000000 0.000000 0.000000 \n",
|
|||
|
|
"75% 27.000000 4.000000 0.000000 0.000000 \n",
|
|||
|
|
"max 123.000000 60.000000 7.000000 7.000000 \n",
|
|||
|
|
"\n",
|
|||
|
|
" obwod \n",
|
|||
|
|
"count 2700.000000 \n",
|
|||
|
|
"unique NaN \n",
|
|||
|
|
"top NaN \n",
|
|||
|
|
"freq NaN \n",
|
|||
|
|
"mean 7.458148 \n",
|
|||
|
|
"std 3.625088 \n",
|
|||
|
|
"min 1.000000 \n",
|
|||
|
|
"25% 4.000000 \n",
|
|||
|
|
"50% 8.000000 \n",
|
|||
|
|
"75% 11.000000 \n",
|
|||
|
|
"max 13.000000 \n",
|
|||
|
|
"\n",
|
|||
|
|
"[11 rows x 45 columns]"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
"execution_count": 55,
|
|||
|
|
"metadata": {},
|
|||
|
|
"output_type": "execute_result"
|
|||
|
|
}
|
|||
|
|
],
|
|||
|
|
"source": [
|
|||
|
|
"#Opis zbioru walidacyjnego\n",
|
|||
|
|
"data_val.describe(include='all')"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"cell_type": "code",
|
|||
|
|
"execution_count": 56,
|
|||
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"id": "53f83757",
|
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|
"metadata": {},
|
|||
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"outputs": [
|
|||
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{
|
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"data": {
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"text/html": [
|
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"<div>\n",
|
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|
"<style scoped>\n",
|
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|
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|
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|
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|
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|
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|
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"\n",
|
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|
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|
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|
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|
|||
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|
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|
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|
|||
|
|
" <thead>\n",
|
|||
|
|
" <tr style=\"text-align: right;\">\n",
|
|||
|
|
" <th></th>\n",
|
|||
|
|
" <th>Kod terytorialny gminy</th>\n",
|
|||
|
|
" <th>Nr obwodu głosowania</th>\n",
|
|||
|
|
" <th>Typ obszaru</th>\n",
|
|||
|
|
" <th>Typ obwodu</th>\n",
|
|||
|
|
" <th>Siedziba Obwodowej Komisji Wyborczej</th>\n",
|
|||
|
|
" <th>Gmina</th>\n",
|
|||
|
|
" <th>Powiat</th>\n",
|
|||
|
|
" <th>Województwo</th>\n",
|
|||
|
|
" <th>Komisja otrzymała kart do głosowania</th>\n",
|
|||
|
|
" <th>Liczba wyborców uprawnionych do głosowania</th>\n",
|
|||
|
|
" <th>...</th>\n",
|
|||
|
|
" <th>Konfederacja</th>\n",
|
|||
|
|
" <th>Wiosna</th>\n",
|
|||
|
|
" <th>Koalicja Europejska</th>\n",
|
|||
|
|
" <th>Prawo i Sprawiedliwość</th>\n",
|
|||
|
|
" <th>Lewica Razem</th>\n",
|
|||
|
|
" <th>Kukiz15</th>\n",
|
|||
|
|
" <th>Polska Fair Play</th>\n",
|
|||
|
|
" <th>POLEXIT</th>\n",
|
|||
|
|
" <th>Jedność Narodu</th>\n",
|
|||
|
|
" <th>obwod</th>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" </thead>\n",
|
|||
|
|
" <tbody>\n",
|
|||
|
|
" <tr>\n",
|
|||
|
|
" <th>count</th>\n",
|
|||
|
|
" <td>2700.000000</td>\n",
|
|||
|
|
" <td>2700.000000</td>\n",
|
|||
|
|
" <td>2700</td>\n",
|
|||
|
|
" <td>2700</td>\n",
|
|||
|
|
" <td>2700</td>\n",
|
|||
|
|
" <td>2700</td>\n",
|
|||
|
|
" <td>2700</td>\n",
|
|||
|
|
" <td>2700</td>\n",
|
|||
|
|
" <td>2700.000000</td>\n",
|
|||
|
|
" <td>2700.000000</td>\n",
|
|||
|
|
" <td>...</td>\n",
|
|||
|
|
" <td>2700.000000</td>\n",
|
|||
|
|
" <td>2700.000000</td>\n",
|
|||
|
|
" <td>2700.000000</td>\n",
|
|||
|
|
" <td>2700.000000</td>\n",
|
|||
|
|
" <td>2700.000000</td>\n",
|
|||
|
|
" <td>2700.000000</td>\n",
|
|||
|
|
" <td>2700.000000</td>\n",
|
|||
|
|
" <td>2700.000000</td>\n",
|
|||
|
|
" <td>2700.000000</td>\n",
|
|||
|
|
" <td>2700.000000</td>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" <tr>\n",
|
|||
|
|
" <th>unique</th>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>4</td>\n",
|
|||
|
|
" <td>9</td>\n",
|
|||
|
|
" <td>2655</td>\n",
|
|||
|
|
" <td>1333</td>\n",
|
|||
|
|
" <td>366</td>\n",
|
|||
|
|
" <td>16</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>...</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" <tr>\n",
|
|||
|
|
" <th>top</th>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>miasto</td>\n",
|
|||
|
|
" <td>stały</td>\n",
|
|||
|
|
" <td>Szkoła Podstawowa Nr 36, ul. Siemiradzkiego 9,...</td>\n",
|
|||
|
|
" <td>m. Kraków</td>\n",
|
|||
|
|
" <td>Warszawa</td>\n",
|
|||
|
|
" <td>mazowieckie</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>...</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" <tr>\n",
|
|||
|
|
" <th>freq</th>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>1373</td>\n",
|
|||
|
|
" <td>2502</td>\n",
|
|||
|
|
" <td>3</td>\n",
|
|||
|
|
" <td>37</td>\n",
|
|||
|
|
" <td>75</td>\n",
|
|||
|
|
" <td>349</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>...</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" <tr>\n",
|
|||
|
|
" <th>mean</th>\n",
|
|||
|
|
" <td>169715.999630</td>\n",
|
|||
|
|
" <td>37.518148</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>853.610370</td>\n",
|
|||
|
|
" <td>1111.765926</td>\n",
|
|||
|
|
" <td>...</td>\n",
|
|||
|
|
" <td>22.737407</td>\n",
|
|||
|
|
" <td>30.534815</td>\n",
|
|||
|
|
" <td>193.765556</td>\n",
|
|||
|
|
" <td>226.424074</td>\n",
|
|||
|
|
" <td>6.305926</td>\n",
|
|||
|
|
" <td>18.729630</td>\n",
|
|||
|
|
" <td>2.759259</td>\n",
|
|||
|
|
" <td>0.242963</td>\n",
|
|||
|
|
" <td>0.068889</td>\n",
|
|||
|
|
" <td>7.678889</td>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" <tr>\n",
|
|||
|
|
" <th>std</th>\n",
|
|||
|
|
" <td>90574.898136</td>\n",
|
|||
|
|
" <td>111.314638</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>450.079208</td>\n",
|
|||
|
|
" <td>596.722257</td>\n",
|
|||
|
|
" <td>...</td>\n",
|
|||
|
|
" <td>18.258719</td>\n",
|
|||
|
|
" <td>32.629471</td>\n",
|
|||
|
|
" <td>180.607844</td>\n",
|
|||
|
|
" <td>132.012074</td>\n",
|
|||
|
|
" <td>6.526581</td>\n",
|
|||
|
|
" <td>15.389095</td>\n",
|
|||
|
|
" <td>5.308962</td>\n",
|
|||
|
|
" <td>0.844882</td>\n",
|
|||
|
|
" <td>0.399697</td>\n",
|
|||
|
|
" <td>3.623060</td>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" <tr>\n",
|
|||
|
|
" <th>min</th>\n",
|
|||
|
|
" <td>20101.000000</td>\n",
|
|||
|
|
" <td>1.000000</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>13.000000</td>\n",
|
|||
|
|
" <td>13.000000</td>\n",
|
|||
|
|
" <td>...</td>\n",
|
|||
|
|
" <td>0.000000</td>\n",
|
|||
|
|
" <td>0.000000</td>\n",
|
|||
|
|
" <td>0.000000</td>\n",
|
|||
|
|
" <td>0.000000</td>\n",
|
|||
|
|
" <td>0.000000</td>\n",
|
|||
|
|
" <td>0.000000</td>\n",
|
|||
|
|
" <td>0.000000</td>\n",
|
|||
|
|
" <td>0.000000</td>\n",
|
|||
|
|
" <td>0.000000</td>\n",
|
|||
|
|
" <td>1.000000</td>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" <tr>\n",
|
|||
|
|
" <th>25%</th>\n",
|
|||
|
|
" <td>100978.500000</td>\n",
|
|||
|
|
" <td>3.000000</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>503.750000</td>\n",
|
|||
|
|
" <td>662.750000</td>\n",
|
|||
|
|
" <td>...</td>\n",
|
|||
|
|
" <td>9.000000</td>\n",
|
|||
|
|
" <td>7.000000</td>\n",
|
|||
|
|
" <td>53.000000</td>\n",
|
|||
|
|
" <td>131.000000</td>\n",
|
|||
|
|
" <td>2.000000</td>\n",
|
|||
|
|
" <td>8.000000</td>\n",
|
|||
|
|
" <td>0.000000</td>\n",
|
|||
|
|
" <td>0.000000</td>\n",
|
|||
|
|
" <td>0.000000</td>\n",
|
|||
|
|
" <td>5.000000</td>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" <tr>\n",
|
|||
|
|
" <th>50%</th>\n",
|
|||
|
|
" <td>160302.500000</td>\n",
|
|||
|
|
" <td>7.000000</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>820.000000</td>\n",
|
|||
|
|
" <td>1072.500000</td>\n",
|
|||
|
|
" <td>...</td>\n",
|
|||
|
|
" <td>19.000000</td>\n",
|
|||
|
|
" <td>21.000000</td>\n",
|
|||
|
|
" <td>143.000000</td>\n",
|
|||
|
|
" <td>215.000000</td>\n",
|
|||
|
|
" <td>5.000000</td>\n",
|
|||
|
|
" <td>16.000000</td>\n",
|
|||
|
|
" <td>0.000000</td>\n",
|
|||
|
|
" <td>0.000000</td>\n",
|
|||
|
|
" <td>0.000000</td>\n",
|
|||
|
|
" <td>8.000000</td>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" <tr>\n",
|
|||
|
|
" <th>75%</th>\n",
|
|||
|
|
" <td>246601.000000</td>\n",
|
|||
|
|
" <td>19.000000</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>1180.000000</td>\n",
|
|||
|
|
" <td>1541.250000</td>\n",
|
|||
|
|
" <td>...</td>\n",
|
|||
|
|
" <td>33.000000</td>\n",
|
|||
|
|
" <td>43.000000</td>\n",
|
|||
|
|
" <td>281.000000</td>\n",
|
|||
|
|
" <td>304.000000</td>\n",
|
|||
|
|
" <td>9.000000</td>\n",
|
|||
|
|
" <td>26.000000</td>\n",
|
|||
|
|
" <td>4.000000</td>\n",
|
|||
|
|
" <td>0.000000</td>\n",
|
|||
|
|
" <td>0.000000</td>\n",
|
|||
|
|
" <td>11.000000</td>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" <tr>\n",
|
|||
|
|
" <th>max</th>\n",
|
|||
|
|
" <td>326301.000000</td>\n",
|
|||
|
|
" <td>1145.000000</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>2776.000000</td>\n",
|
|||
|
|
" <td>3208.000000</td>\n",
|
|||
|
|
" <td>...</td>\n",
|
|||
|
|
" <td>276.000000</td>\n",
|
|||
|
|
" <td>318.000000</td>\n",
|
|||
|
|
" <td>1289.000000</td>\n",
|
|||
|
|
" <td>996.000000</td>\n",
|
|||
|
|
" <td>56.000000</td>\n",
|
|||
|
|
" <td>191.000000</td>\n",
|
|||
|
|
" <td>60.000000</td>\n",
|
|||
|
|
" <td>8.000000</td>\n",
|
|||
|
|
" <td>5.000000</td>\n",
|
|||
|
|
" <td>13.000000</td>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" </tbody>\n",
|
|||
|
|
"</table>\n",
|
|||
|
|
"<p>11 rows × 45 columns</p>\n",
|
|||
|
|
"</div>"
|
|||
|
|
],
|
|||
|
|
"text/plain": [
|
|||
|
|
" Kod terytorialny gminy Nr obwodu głosowania Typ obszaru Typ obwodu \\\n",
|
|||
|
|
"count 2700.000000 2700.000000 2700 2700 \n",
|
|||
|
|
"unique NaN NaN 4 9 \n",
|
|||
|
|
"top NaN NaN miasto stały \n",
|
|||
|
|
"freq NaN NaN 1373 2502 \n",
|
|||
|
|
"mean 169715.999630 37.518148 NaN NaN \n",
|
|||
|
|
"std 90574.898136 111.314638 NaN NaN \n",
|
|||
|
|
"min 20101.000000 1.000000 NaN NaN \n",
|
|||
|
|
"25% 100978.500000 3.000000 NaN NaN \n",
|
|||
|
|
"50% 160302.500000 7.000000 NaN NaN \n",
|
|||
|
|
"75% 246601.000000 19.000000 NaN NaN \n",
|
|||
|
|
"max 326301.000000 1145.000000 NaN NaN \n",
|
|||
|
|
"\n",
|
|||
|
|
" Siedziba Obwodowej Komisji Wyborczej Gmina \\\n",
|
|||
|
|
"count 2700 2700 \n",
|
|||
|
|
"unique 2655 1333 \n",
|
|||
|
|
"top Szkoła Podstawowa Nr 36, ul. Siemiradzkiego 9,... m. Kraków \n",
|
|||
|
|
"freq 3 37 \n",
|
|||
|
|
"mean NaN NaN \n",
|
|||
|
|
"std NaN NaN \n",
|
|||
|
|
"min NaN NaN \n",
|
|||
|
|
"25% NaN NaN \n",
|
|||
|
|
"50% NaN NaN \n",
|
|||
|
|
"75% NaN NaN \n",
|
|||
|
|
"max NaN NaN \n",
|
|||
|
|
"\n",
|
|||
|
|
" Powiat Województwo Komisja otrzymała kart do głosowania \\\n",
|
|||
|
|
"count 2700 2700 2700.000000 \n",
|
|||
|
|
"unique 366 16 NaN \n",
|
|||
|
|
"top Warszawa mazowieckie NaN \n",
|
|||
|
|
"freq 75 349 NaN \n",
|
|||
|
|
"mean NaN NaN 853.610370 \n",
|
|||
|
|
"std NaN NaN 450.079208 \n",
|
|||
|
|
"min NaN NaN 13.000000 \n",
|
|||
|
|
"25% NaN NaN 503.750000 \n",
|
|||
|
|
"50% NaN NaN 820.000000 \n",
|
|||
|
|
"75% NaN NaN 1180.000000 \n",
|
|||
|
|
"max NaN NaN 2776.000000 \n",
|
|||
|
|
"\n",
|
|||
|
|
" Liczba wyborców uprawnionych do głosowania ... Konfederacja \\\n",
|
|||
|
|
"count 2700.000000 ... 2700.000000 \n",
|
|||
|
|
"unique NaN ... NaN \n",
|
|||
|
|
"top NaN ... NaN \n",
|
|||
|
|
"freq NaN ... NaN \n",
|
|||
|
|
"mean 1111.765926 ... 22.737407 \n",
|
|||
|
|
"std 596.722257 ... 18.258719 \n",
|
|||
|
|
"min 13.000000 ... 0.000000 \n",
|
|||
|
|
"25% 662.750000 ... 9.000000 \n",
|
|||
|
|
"50% 1072.500000 ... 19.000000 \n",
|
|||
|
|
"75% 1541.250000 ... 33.000000 \n",
|
|||
|
|
"max 3208.000000 ... 276.000000 \n",
|
|||
|
|
"\n",
|
|||
|
|
" Wiosna Koalicja Europejska Prawo i Sprawiedliwość \\\n",
|
|||
|
|
"count 2700.000000 2700.000000 2700.000000 \n",
|
|||
|
|
"unique NaN NaN NaN \n",
|
|||
|
|
"top NaN NaN NaN \n",
|
|||
|
|
"freq NaN NaN NaN \n",
|
|||
|
|
"mean 30.534815 193.765556 226.424074 \n",
|
|||
|
|
"std 32.629471 180.607844 132.012074 \n",
|
|||
|
|
"min 0.000000 0.000000 0.000000 \n",
|
|||
|
|
"25% 7.000000 53.000000 131.000000 \n",
|
|||
|
|
"50% 21.000000 143.000000 215.000000 \n",
|
|||
|
|
"75% 43.000000 281.000000 304.000000 \n",
|
|||
|
|
"max 318.000000 1289.000000 996.000000 \n",
|
|||
|
|
"\n",
|
|||
|
|
" Lewica Razem Kukiz15 Polska Fair Play POLEXIT \\\n",
|
|||
|
|
"count 2700.000000 2700.000000 2700.000000 2700.000000 \n",
|
|||
|
|
"unique NaN NaN NaN NaN \n",
|
|||
|
|
"top NaN NaN NaN NaN \n",
|
|||
|
|
"freq NaN NaN NaN NaN \n",
|
|||
|
|
"mean 6.305926 18.729630 2.759259 0.242963 \n",
|
|||
|
|
"std 6.526581 15.389095 5.308962 0.844882 \n",
|
|||
|
|
"min 0.000000 0.000000 0.000000 0.000000 \n",
|
|||
|
|
"25% 2.000000 8.000000 0.000000 0.000000 \n",
|
|||
|
|
"50% 5.000000 16.000000 0.000000 0.000000 \n",
|
|||
|
|
"75% 9.000000 26.000000 4.000000 0.000000 \n",
|
|||
|
|
"max 56.000000 191.000000 60.000000 8.000000 \n",
|
|||
|
|
"\n",
|
|||
|
|
" Jedność Narodu obwod \n",
|
|||
|
|
"count 2700.000000 2700.000000 \n",
|
|||
|
|
"unique NaN NaN \n",
|
|||
|
|
"top NaN NaN \n",
|
|||
|
|
"freq NaN NaN \n",
|
|||
|
|
"mean 0.068889 7.678889 \n",
|
|||
|
|
"std 0.399697 3.623060 \n",
|
|||
|
|
"min 0.000000 1.000000 \n",
|
|||
|
|
"25% 0.000000 5.000000 \n",
|
|||
|
|
"50% 0.000000 8.000000 \n",
|
|||
|
|
"75% 0.000000 11.000000 \n",
|
|||
|
|
"max 5.000000 13.000000 \n",
|
|||
|
|
"\n",
|
|||
|
|
"[11 rows x 45 columns]"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
"execution_count": 56,
|
|||
|
|
"metadata": {},
|
|||
|
|
"output_type": "execute_result"
|
|||
|
|
}
|
|||
|
|
],
|
|||
|
|
"source": [
|
|||
|
|
"#Opis zbioru testowego\n",
|
|||
|
|
"data_test.describe(include='all')"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"cell_type": "code",
|
|||
|
|
"execution_count": null,
|
|||
|
|
"id": "6a0d0c8f",
|
|||
|
|
"metadata": {},
|
|||
|
|
"outputs": [],
|
|||
|
|
"source": []
|
|||
|
|
}
|
|||
|
|
],
|
|||
|
|
"metadata": {
|
|||
|
|
"kernelspec": {
|
|||
|
|
"display_name": "Python 3 (ipykernel)",
|
|||
|
|
"language": "python",
|
|||
|
|
"name": "python3"
|
|||
|
|
},
|
|||
|
|
"language_info": {
|
|||
|
|
"codemirror_mode": {
|
|||
|
|
"name": "ipython",
|
|||
|
|
"version": 3
|
|||
|
|
},
|
|||
|
|
"file_extension": ".py",
|
|||
|
|
"mimetype": "text/x-python",
|
|||
|
|
"name": "python",
|
|||
|
|
"nbconvert_exporter": "python",
|
|||
|
|
"pygments_lexer": "ipython3",
|
|||
|
|
"version": "3.9.7"
|
|||
|
|
}
|
|||
|
|
},
|
|||
|
|
"nbformat": 4,
|
|||
|
|
"nbformat_minor": 5
|
|||
|
|
}
|