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@SqrtMinusOne
Created June 28, 2019 18:07
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Elections visualization
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Plotting elections results with GeoPandas"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"from IPython.display import display, HTML\n",
"import pandas as pd\n",
"import geopandas as gpd\n",
"from matplotlib import pyplot as plt\n",
"from matplotlib import patches\n",
"import inspect\n",
"import numpy as np\n",
"import iteround\n",
"\n",
"pd.options.display.max_columns = 10\n",
"RUSSIA = 109924497"
]
},
{
"cell_type": "code",
"execution_count": 2,
"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>FID</th>\n",
" <th>wiki_name</th>\n",
" <th>wiki_pop</th>\n",
" <th>wiki_terr</th>\n",
" <th>geometry</th>\n",
" </tr>\n",
" <tr>\n",
" <th>okrug</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>0</td>\n",
" <td>Республика Адыгея (Адыгея) - Адыгейский однома...</td>\n",
" <td>339061</td>\n",
" <td>None</td>\n",
" <td>(POLYGON ((3010775.956878744 5343927.598466289...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>0</td>\n",
" <td>Республика Алтай - Алтайский одномандатный изб...</td>\n",
" <td>155620</td>\n",
" <td>None</td>\n",
" <td>(POLYGON ((8304087.28660141 6461620.997487031,...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>0</td>\n",
" <td>Республика Башкортостан - Уфимский одномандатн...</td>\n",
" <td>494948</td>\n",
" <td>город Уфа (Демский район, Кировский район, Сов...</td>\n",
" <td>(POLYGON ((4838387.182694519 6786829.214361307...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>0</td>\n",
" <td>Республика Башкортостан - Благовещенский одном...</td>\n",
" <td>537971</td>\n",
" <td>город Уфа (Ленинский район, Орджоникидзевский ...</td>\n",
" <td>(POLYGON ((4969375.365346406 6840198.068450705...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>0</td>\n",
" <td>Республика Башкортостан - Белорецкий одноманда...</td>\n",
" <td>531670</td>\n",
" <td>город Уфа (Калининский район, Октябрьский райо...</td>\n",
" <td>(POLYGON ((4975893.041079091 6604044.979670515...</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" FID wiki_name wiki_pop \\\n",
"okrug \n",
"1 0 Республика Адыгея (Адыгея) - Адыгейский однома... 339061 \n",
"2 0 Республика Алтай - Алтайский одномандатный изб... 155620 \n",
"3 0 Республика Башкортостан - Уфимский одномандатн... 494948 \n",
"4 0 Республика Башкортостан - Благовещенский одном... 537971 \n",
"5 0 Республика Башкортостан - Белорецкий одноманда... 531670 \n",
"\n",
" wiki_terr \\\n",
"okrug \n",
"1 None \n",
"2 None \n",
"3 город Уфа (Демский район, Кировский район, Сов... \n",
"4 город Уфа (Ленинский район, Орджоникидзевский ... \n",
"5 город Уфа (Калининский район, Октябрьский райо... \n",
"\n",
" geometry \n",
"okrug \n",
"1 (POLYGON ((3010775.956878744 5343927.598466289... \n",
"2 (POLYGON ((8304087.28660141 6461620.997487031,... \n",
"3 (POLYGON ((4838387.182694519 6786829.214361307... \n",
"4 (POLYGON ((4969375.365346406 6840198.068450705... \n",
"5 (POLYGON ((4975893.041079091 6604044.979670515... "
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1008x1008 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"districts = gpd.read_file('districts.geojson')\n",
"districts = districts.to_crs(\"+proj=mill pm=rome\")\n",
"districts = districts.set_index('okrug')\n",
"display(districts.head())\n",
"\n",
"fig, ax = plt.subplots(figsize=(14, 14))\n",
"districts.plot(ax=ax)\n",
"ax.get_xaxis().set_visible(False)\n",
"ax.get_yaxis().set_visible(False)\n",
"pass"
]
},
{
"cell_type": "code",
"execution_count": 3,
"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>District</th>\n",
" <th>1</th>\n",
" <th>2</th>\n",
" <th>3</th>\n",
" <th>4</th>\n",
" <th>5</th>\n",
" <th>...</th>\n",
" <th>221</th>\n",
" <th>222</th>\n",
" <th>223</th>\n",
" <th>224</th>\n",
" <th>225</th>\n",
" </tr>\n",
" <tr>\n",
" <th>Party</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>Rodina</th>\n",
" <td>2065</td>\n",
" <td>4065</td>\n",
" <td>2395</td>\n",
" <td>5276</td>\n",
" <td>1636</td>\n",
" <td>...</td>\n",
" <td>378</td>\n",
" <td>2781</td>\n",
" <td>7320</td>\n",
" <td>231</td>\n",
" <td>1940</td>\n",
" </tr>\n",
" <tr>\n",
" <th>CoR</th>\n",
" <td>4074</td>\n",
" <td>1936</td>\n",
" <td>5536</td>\n",
" <td>8223</td>\n",
" <td>5149</td>\n",
" <td>...</td>\n",
" <td>489</td>\n",
" <td>4986</td>\n",
" <td>4642</td>\n",
" <td>310</td>\n",
" <td>3034</td>\n",
" </tr>\n",
" <tr>\n",
" <th>RPPJ</th>\n",
" <td>2477</td>\n",
" <td>980</td>\n",
" <td>2987</td>\n",
" <td>4888</td>\n",
" <td>3138</td>\n",
" <td>...</td>\n",
" <td>381</td>\n",
" <td>5127</td>\n",
" <td>4585</td>\n",
" <td>415</td>\n",
" <td>2373</td>\n",
" </tr>\n",
" <tr>\n",
" <th>UR</th>\n",
" <td>108778</td>\n",
" <td>35065</td>\n",
" <td>201496</td>\n",
" <td>208345</td>\n",
" <td>182642</td>\n",
" <td>...</td>\n",
" <td>6993</td>\n",
" <td>129039</td>\n",
" <td>84387</td>\n",
" <td>11266</td>\n",
" <td>177428</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Greens</th>\n",
" <td>1186</td>\n",
" <td>398</td>\n",
" <td>2240</td>\n",
" <td>1915</td>\n",
" <td>1313</td>\n",
" <td>...</td>\n",
" <td>184</td>\n",
" <td>1769</td>\n",
" <td>1696</td>\n",
" <td>155</td>\n",
" <td>1307</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>5 rows × 225 columns</p>\n",
"</div>"
],
"text/plain": [
"District 1 2 3 4 5 ... 221 222 223 \\\n",
"Party ... \n",
"Rodina 2065 4065 2395 5276 1636 ... 378 2781 7320 \n",
"CoR 4074 1936 5536 8223 5149 ... 489 4986 4642 \n",
"RPPJ 2477 980 2987 4888 3138 ... 381 5127 4585 \n",
"UR 108778 35065 201496 208345 182642 ... 6993 129039 84387 \n",
"Greens 1186 398 2240 1915 1313 ... 184 1769 1696 \n",
"\n",
"District 224 225 \n",
"Party \n",
"Rodina 231 1940 \n",
"CoR 310 3034 \n",
"RPPJ 415 2373 \n",
"UR 11266 177428 \n",
"Greens 155 1307 \n",
"\n",
"[5 rows x 225 columns]"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df = pd.read_csv('data.csv')\n",
"df = df.set_index('Party')\n",
"df.columns = df.columns.rename('District')\n",
"display(df.head())"
]
},
{
"cell_type": "code",
"execution_count": 4,
"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>Name</th>\n",
" <th>Color</th>\n",
" <th>Ideology</th>\n",
" </tr>\n",
" <tr>\n",
" <th>Abbr</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>Rodina</th>\n",
" <td>Rodina</td>\n",
" <td>#ea484a</td>\n",
" <td>National conservatism / Ultranationalism</td>\n",
" </tr>\n",
" <tr>\n",
" <th>CoR</th>\n",
" <td>Communists of Russia</td>\n",
" <td>#e62020</td>\n",
" <td>Communism / Marxism–Leninism</td>\n",
" </tr>\n",
" <tr>\n",
" <th>RPPJ</th>\n",
" <td>Russian Party of Pensioners for Justice</td>\n",
" <td>#1e90ff</td>\n",
" <td>Social conservatism</td>\n",
" </tr>\n",
" <tr>\n",
" <th>UR</th>\n",
" <td>United Russia</td>\n",
" <td>#0c2c84</td>\n",
" <td>Statism / Centrism / National conservatism</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Greens</th>\n",
" <td>Russian Ecological Party \"The Greens\"</td>\n",
" <td>#21421e</td>\n",
" <td>Environmentalism / Centrism / Green politics</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Name Color \\\n",
"Abbr \n",
"Rodina Rodina #ea484a \n",
"CoR Communists of Russia #e62020 \n",
"RPPJ Russian Party of Pensioners for Justice #1e90ff \n",
"UR United Russia #0c2c84 \n",
"Greens Russian Ecological Party \"The Greens\" #21421e \n",
"\n",
" Ideology \n",
"Abbr \n",
"Rodina National conservatism / Ultranationalism \n",
"CoR Communism / Marxism–Leninism \n",
"RPPJ Social conservatism \n",
"UR Statism / Centrism / National conservatism \n",
"Greens Environmentalism / Centrism / Green politics "
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"parties_df = pd.read_csv('parties.csv')\n",
"parties_df = parties_df.set_index('Abbr')\n",
"display(parties_df.head())"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"df = df.drop('UR') # Drop the ruling party, just for fun\n",
"parties_df = parties_df.drop('UR') "
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"# winners = list(df.idxmax(axis=0))\n",
"winners = df.idxmax(axis=0)\n",
"colors = [parties_df.Color.loc[winner] for winner in winners]\n",
"legend = [patches.Patch(color=parties_df.Color.loc[party], label=party) for party in winners.unique()]"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 1440x1440 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"def plot_districts(df, ax):\n",
" ax.get_xaxis().set_visible(False)\n",
" ax.get_yaxis().set_visible(False)\n",
" ax.legend(handles=legend)\n",
" df.plot(ax=ax, color=colors)\n",
" \n",
"districts_ = districts.copy()\n",
"districts_['Winner'] = winners\n",
"# display(districts_.head())\n",
"fig, ax = plt.subplots(figsize=(20, 20))\n",
"plot_districts(districts_, ax)\n",
"pass"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"'Turnout: 21.03%'"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"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>Name</th>\n",
" <th>Color</th>\n",
" <th>Votes</th>\n",
" <th>Votes (%)</th>\n",
" <th>Party list</th>\n",
" <th>Constituency</th>\n",
" <th>Total</th>\n",
" </tr>\n",
" <tr>\n",
" <th>Abbr</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>LDPR</th>\n",
" <td>Liberal Democratic Party of Russia</td>\n",
" <td>#2862b3</td>\n",
" <td>6917063</td>\n",
" <td>29.92</td>\n",
" <td>84</td>\n",
" <td>122</td>\n",
" <td>206</td>\n",
" </tr>\n",
" <tr>\n",
" <th>CPRF</th>\n",
" <td>Communist Party of the Russian Federation</td>\n",
" <td>#d70000</td>\n",
" <td>7019752</td>\n",
" <td>30.36</td>\n",
" <td>86</td>\n",
" <td>92</td>\n",
" <td>178</td>\n",
" </tr>\n",
" <tr>\n",
" <th>JR</th>\n",
" <td>A Just Russia</td>\n",
" <td>#fab512</td>\n",
" <td>3275053</td>\n",
" <td>14.16</td>\n",
" <td>40</td>\n",
" <td>9</td>\n",
" <td>49</td>\n",
" </tr>\n",
" <tr>\n",
" <th>CoR</th>\n",
" <td>Communists of Russia</td>\n",
" <td>#e62020</td>\n",
" <td>1192595</td>\n",
" <td>5.16</td>\n",
" <td>15</td>\n",
" <td>1</td>\n",
" <td>16</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Yabloko</th>\n",
" <td>Yabloko</td>\n",
" <td>#00a800</td>\n",
" <td>1051335</td>\n",
" <td>4.55</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Rodina</th>\n",
" <td>Rodina</td>\n",
" <td>#ea484a</td>\n",
" <td>792226</td>\n",
" <td>3.43</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>RPPJ</th>\n",
" <td>Russian Party of Pensioners for Justice</td>\n",
" <td>#1e90ff</td>\n",
" <td>910848</td>\n",
" <td>3.94</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Greens</th>\n",
" <td>Russian Ecological Party \"The Greens\"</td>\n",
" <td>#21421e</td>\n",
" <td>399429</td>\n",
" <td>1.73</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>CPl</th>\n",
" <td>Civic Platform</td>\n",
" <td>#641263</td>\n",
" <td>115433</td>\n",
" <td>0.50</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>PARNAS</th>\n",
" <td>People's Freedom Party</td>\n",
" <td>#a50b5e</td>\n",
" <td>384675</td>\n",
" <td>1.66</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>PoG</th>\n",
" <td>Party of Growth</td>\n",
" <td>#0047ab</td>\n",
" <td>679030</td>\n",
" <td>2.94</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>CPo</th>\n",
" <td>Civilian Power</td>\n",
" <td>#00a86b</td>\n",
" <td>73971</td>\n",
" <td>0.32</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>PoR</th>\n",
" <td>Patriots of Russia</td>\n",
" <td>#f6df3b</td>\n",
" <td>310015</td>\n",
" <td>1.34</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Name Color Votes \\\n",
"Abbr \n",
"LDPR Liberal Democratic Party of Russia #2862b3 6917063 \n",
"CPRF Communist Party of the Russian Federation #d70000 7019752 \n",
"JR A Just Russia #fab512 3275053 \n",
"CoR Communists of Russia #e62020 1192595 \n",
"Yabloko Yabloko #00a800 1051335 \n",
"Rodina Rodina #ea484a 792226 \n",
"RPPJ Russian Party of Pensioners for Justice #1e90ff 910848 \n",
"Greens Russian Ecological Party \"The Greens\" #21421e 399429 \n",
"CPl Civic Platform #641263 115433 \n",
"PARNAS People's Freedom Party #a50b5e 384675 \n",
"PoG Party of Growth #0047ab 679030 \n",
"CPo Civilian Power #00a86b 73971 \n",
"PoR Patriots of Russia #f6df3b 310015 \n",
"\n",
" Votes (%) Party list Constituency Total \n",
"Abbr \n",
"LDPR 29.92 84 122 206 \n",
"CPRF 30.36 86 92 178 \n",
"JR 14.16 40 9 49 \n",
"CoR 5.16 15 1 16 \n",
"Yabloko 4.55 0 1 1 \n",
"Rodina 3.43 0 0 0 \n",
"RPPJ 3.94 0 0 0 \n",
"Greens 1.73 0 0 0 \n",
"CPl 0.50 0 0 0 \n",
"PARNAS 1.66 0 0 0 \n",
"PoG 2.94 0 0 0 \n",
"CPo 0.32 0 0 0 \n",
"PoR 1.34 0 0 0 "
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"results_df = pd.DataFrame(parties_df[['Name', 'Color']])\n",
"results_df['Votes'] = df.sum(axis=1)\n",
"results_df['Votes (%)'] = results_df['Votes'] / sum(results_df['Votes'])\n",
"\n",
"party_list = pd.Series([\n",
" votes if results_df['Votes (%)'][party] > 0.05 else 0\n",
" for party, votes in results_df['Votes'].iteritems()\n",
"], index=results_df.index)\n",
"party_list = pd.Series(\n",
" iteround.saferound(party_list / sum(party_list) * 225, places=0),\n",
" index = party_list.index\n",
")\n",
"results_df['Party list'] = party_list.astype('int')\n",
"\n",
"results_df['Constituency'] = winners.value_counts()\n",
"results_df = results_df.fillna(0)\n",
"results_df['Constituency'] = results_df['Constituency'].astype('int')\n",
"\n",
"assert sum(results_df['Constituency']) == 225\n",
"assert sum(results_df['Party list']) == 225\n",
"\n",
"results_df['Total'] = results_df['Party list'] + results_df['Constituency']\n",
"\n",
"results_df = results_df.sort_values(by='Total', ascending=False)\n",
"display(f\"Turnout: {results_df['Votes'].sum() / RUSSIA * 100:.2f}%\")\n",
"results_df['Votes (%)'] = [f'{p*100:.2f}' for p in results_df['Votes (%)']]\n",
"display(results_df)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th>Party</th>\n",
" <th>Votes (%)</th>\n",
" <th>Seats</th>\n",
" <th>Ideology</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <td>LDPR</td>\n",
" <td>29.92</td>\n",
" <td>206</td>\n",
" <td>Russian nationalism / Pan-Slavism / Euroscepticism / Anticommunism</td>\n",
" </tr>\n",
" <tr>\n",
" <td>CPRF</td>\n",
" <td>30.36</td>\n",
" <td>178</td>\n",
" <td>Communism / Left-wing nationalism</td>\n",
" </tr>\n",
" <tr>\n",
" <td>JR</td>\n",
" <td>14.16</td>\n",
" <td>49</td>\n",
" <td>Social democracy / Democratic socialism</td>\n",
" </tr>\n",
" <tr>\n",
" <td>CoR</td>\n",
" <td>5.16</td>\n",
" <td>16</td>\n",
" <td>Communism / Marxism–Leninism</td>\n",
" </tr>\n",
" <tr>\n",
" <td>Yabloko</td>\n",
" <td>4.55</td>\n",
" <td>1</td>\n",
" <td>Social liberalism / Pro-Europeanism / Social democracy</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"pd.options.display.max_colwidth = -1\n",
"table_df = pd.DataFrame([\n",
" results_df.index,\n",
" results_df['Votes (%)'],\n",
" results_df.Total\n",
"]).transpose()\n",
"table_df.columns = 'Party', 'Votes (%)', 'Seats'\n",
"table_df = table_df[table_df.Seats > 0]\n",
"table_df['Ideology'] = [parties_df.Ideology.loc[party] for party in table_df.Party]\n",
"display(HTML(table_df.to_html(index=False)))"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.7"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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