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jboynyc/textnets_demo.ipynb

Created May 29, 2020 15:24
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textnets_demo.ipynb
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"I am about to release a new, vastly improved version of [`textnets`](https://github.com/jboynyc/textnets). Here is a quick demo of what it can do."
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"import igraph as ig\n",
"from textnets import Corpus, Textnet, examples"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {},
"outputs": [
{
"data": {
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" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
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"\n",
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"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
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" <tr>\n",
" <th>paper</th>\n",
" <th></th>\n",
" </tr>\n",
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" <th>The Guardian</th>\n",
" <td>3:56 am: Man Steps On to the Moon</td>\n",
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" <td>The Eagle Has Landed -- Two Men Walk on the Moon</td>\n",
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" <td>Giant Leap for Mankind -- Armstrong Takes 1st ...</td>\n",
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],
"text/plain": [
" headline\n",
"paper \n",
"The Guardian 3:56 am: Man Steps On to the Moon\n",
"New York Times Men Walk on Moon -- Astronauts Land on Plain, ...\n",
"Boston Globe Man Walks on Moon\n",
"Houston Chronicle Armstrong and Aldrich \"Take One Small Step for...\n",
"Washington Post The Eagle Has Landed -- Two Men Walk on the Moon\n",
"Chicago Tribune Giant Leap for Mankind -- Armstrong Takes 1st ...\n",
"Los Angeles Times Walk on Moon -- That's One Small Step for Man,..."
]
},
"execution_count": 32,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"examples.moon_landing"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"tn = Textnet(Corpus(examples.moon_landing).tokenized(), min_docs=1)"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [
{
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"text/plain": [
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},
"execution_count": 27,
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"source": [
"tn.plot(label_nodes=('term', 'doc'), \n",
" mark_groups=True)"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {},
"outputs": [
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"text/plain": [
"<igraph.drawing.Plot at 0x7fc5637767f0>"
]
},
"execution_count": 36,
"metadata": {
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},
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}
],
"source": [
"papers = tn.project(node_type='doc')\n",
"ig.plot(papers, \n",
" layout=papers.layout_fruchterman_reingold(weights='weight'),\n",
" margin=100,\n",
" vertex_shape='box',\n",
" vertex_color='dodgerblue',\n",
" vertex_label=papers.vs['id'])"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {},
"outputs": [
{
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],
"text/plain": [
"<igraph.drawing.Plot at 0x7fc5637761f0>"
]
},
"execution_count": 34,
"metadata": {
"image/svg+xml": {
"isolated": true
}
},
"output_type": "execute_result"
}
],
"source": [
"words = tn.project(node_type='term')\n",
"ig.plot(words, \n",
" layout=words.layout_fruchterman_reingold(weights='weight'),\n",
" margin=100,\n",
" vertex_label=words.vs['id'],\n",
" mark_groups=words.community_leiden(weights='weight'))"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "VENV",
"language": "python",
"name": "venv"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.8.2"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
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