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Created April 3, 2021 16:36
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lesson21.ipynb
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{
"cells": [
{
"metadata": {
"trusted": true
},
"id": "stylish-faith",
"cell_type": "code",
"source": "import pandas as pd\ndf = pd.read_csv(\"wikipedia-vis/results.csv\")",
"execution_count": 1,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"id": "short-scoop",
"cell_type": "code",
"source": "df",
"execution_count": 2,
"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>from</th>\n <th>to</th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>0</th>\n <td>Премия Кнута</td>\n <td>Английский язык</td>\n </tr>\n <tr>\n <th>1</th>\n <td>Премия Кнута</td>\n <td>1996 год</td>\n </tr>\n <tr>\n <th>2</th>\n <td>Премия Кнута</td>\n <td>Кнут, Дональд Эрвин</td>\n </tr>\n <tr>\n <th>3</th>\n <td>Премия Кнута</td>\n <td>Доллар США</td>\n </tr>\n <tr>\n <th>4</th>\n <td>Премия Кнута</td>\n <td>ACM</td>\n </tr>\n <tr>\n <th>...</th>\n <td>...</td>\n <td>...</td>\n </tr>\n <tr>\n <th>362</th>\n <td>Доллар США</td>\n <td>Ипотечные ценные бумаги</td>\n </tr>\n <tr>\n <th>363</th>\n <td>Доллар США</td>\n <td>Плавающий валютный курс</td>\n </tr>\n <tr>\n <th>364</th>\n <td>Доллар США</td>\n <td>Аверс</td>\n </tr>\n <tr>\n <th>365</th>\n <td>Доллар США</td>\n <td>Реверс (нумизматика)</td>\n </tr>\n <tr>\n <th>366</th>\n <td>Доллар США</td>\n <td>Золотой сертификат (США)</td>\n </tr>\n </tbody>\n</table>\n<p>367 rows × 2 columns</p>\n</div>",
"text/plain": " from to\n0 Премия Кнута Английский язык\n1 Премия Кнута 1996 год\n2 Премия Кнута Кнут, Дональд Эрвин\n3 Премия Кнута Доллар США\n4 Премия Кнута ACM\n.. ... ...\n362 Доллар США Ипотечные ценные бумаги\n363 Доллар США Плавающий валютный курс\n364 Доллар США Аверс\n365 Доллар США Реверс (нумизматика)\n366 Доллар США Золотой сертификат (США)\n\n[367 rows x 2 columns]"
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
]
},
{
"metadata": {
"trusted": true
},
"id": "hidden-panama",
"cell_type": "code",
"source": "df['from'].value_counts()",
"execution_count": 3,
"outputs": [
{
"data": {
"text/plain": "Доллар США 138\nАнглийский язык 137\nКнут, Дональд Эрвин 31\nАссоциация вычислительной техники 18\n1996 год 12\nПремия Гёделя 10\nПремия Кнута 9\nИнститут инженеров электротехники и электроники 7\nACM SIGACT 5\nName: from, dtype: int64"
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
]
},
{
"metadata": {
"trusted": true
},
"id": "varying-characterization",
"cell_type": "code",
"source": "import networkx as nx\nfrom pyvis.network import Network",
"execution_count": 6,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"id": "forward-metro",
"cell_type": "code",
"source": "vertices = list(set(df['from']) | set(df['to']))",
"execution_count": 7,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"id": "sitting-combining",
"cell_type": "code",
"source": "graph = nx.DiGraph()",
"execution_count": 8,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"id": "editorial-advertising",
"cell_type": "code",
"source": "graph.add_nodes_from(vertices)",
"execution_count": 9,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"id": "agreed-malta",
"cell_type": "code",
"source": "for _, row in df.iterrows():\n graph.add_edge(row['from'], row['to'])",
"execution_count": 10,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"id": "technological-johns",
"cell_type": "code",
"source": "%matplotlib inline",
"execution_count": 11,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"id": "every-blackberry",
"cell_type": "code",
"source": "nx.draw(graph)",
"execution_count": 12,
"outputs": [
{
"data": {
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\n",
"text/plain": "<Figure size 432x288 with 1 Axes>"
},
"metadata": {},
"output_type": "display_data"
}
]
},
{
"metadata": {
"trusted": true
},
"id": "independent-sense",
"cell_type": "code",
"source": "net = Network(width='800px', notebook=True)",
"execution_count": 20,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"id": "tamil-understanding",
"cell_type": "code",
"source": "net.from_nx(graph)",
"execution_count": 21,
"outputs": []
},
{
"metadata": {
"scrolled": true,
"trusted": true
},
"id": "circular-christianity",
"cell_type": "code",
"source": "net.show(\"visualization.html\")",
"execution_count": 22,
"outputs": [
{
"data": {
"text/html": "\n <iframe\n width=\"800px\"\n height=\"500px\"\n src=\"visualization.html\"\n frameborder=\"0\"\n allowfullscreen\n ></iframe>\n ",
"text/plain": "<IPython.lib.display.IFrame at 0x7f90a26a1e80>"
},
"execution_count": 22,
"metadata": {},
"output_type": "execute_result"
}
]
},
{
"metadata": {
"trusted": true
},
"id": "involved-winner",
"cell_type": "code",
"source": "",
"execution_count": null,
"outputs": []
}
],
"metadata": {
"kernelspec": {
"name": "python3",
"display_name": "Python 3",
"language": "python"
},
"language_info": {
"name": "python",
"version": "3.6.10",
"mimetype": "text/x-python",
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"pygments_lexer": "ipython3",
"nbconvert_exporter": "python",
"file_extension": ".py"
},
"gist": {
"id": "",
"data": {
"description": "lesson21.ipynb",
"public": false
}
}
},
"nbformat": 4,
"nbformat_minor": 5
}
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