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@augustt198
Created October 22, 2017 05:07
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{
"cells": [
{
"cell_type": "code",
"execution_count": 86,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"%matplotlib inline\n",
"import matplotlib.pyplot as plt\n",
"import matplotlib.cm as cm\n",
"import numpy"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"text = open('5050.txt').read()\n",
"words = text.lower().split()"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"freq = {}\n",
"for w in words:\n",
" if w not in freq:\n",
" freq[w] = 1\n",
" else:\n",
" freq[w] += 1\n",
"freqsorted = sorted(freq.items(), key=lambda item: item[1], reverse=True)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Plotting the 10 most frequent words longer than `min_word_length`"
]
},
{
"cell_type": "code",
"execution_count": 162,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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YPwCujIjzgEdHCjPz+L7VSpIkSRpQXXuwI+K0MngwcH6Z9qktD0mSJEltRuvBfllE/Cpw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\n/X/CL27DUOLqiQAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x14b6f1518>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"min_word_length = 7\n",
"top10 = list(w for w in freqsorted if len(w[0]) > min_word_length)[:10]\n",
"top10_words = list(item[0] for item in top10)\n",
"top10_freqs = list(item[1] for item in top10)\n",
"positions = numpy.arange(len(top10_words))\n",
"\n",
"plt.figure(figsize=(12, 6))\n",
"plt.bar(positions, top10_freqs, align='center')\n",
"plt.xticks(positions, top10_words)\n",
"plt.ylabel('frequency');"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Plotting the frequency of certain words in each individual state of the union through time. "
]
},
{
"cell_type": "code",
"execution_count": 288,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.legend.Legend at 0x14dfc7080>"
]
},
"execution_count": 288,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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MaH8yhLAv8FFgcbtzJwMHxBjfFUI4CvgpcHSZ1ydJQKGZTFYySZIkSZXwTe7r1vt9nb/v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wdReo9qJ1PwuNyL98nL6y6XZwBkZtR459Qx4PF/l9e9/BP+HbZ0wpwdN5EJAK74I+DPT4i/pdvf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\nHB0AAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x14e2de8d0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"speeches = text.split('***') # each state of the union is separated by ***\n",
"\n",
"queries = ['America', 'Mexico', 'Soviet', ' war ', 'economy']\n",
"\n",
"plt.figure(figsize=(20, 8))\n",
"colors = cm.rainbow(numpy.linspace(0, 1, len(queries)))\n",
"for query, color in zip(queries, colors):\n",
" mentions = []\n",
" for i in range(0, len(speeches)):\n",
" speech = sotus[i]\n",
" count = speech.count(query)\n",
" mentions.append(count)\n",
"\n",
" #plt.bar(numpy.arange(len(speeches)), mentions, color=color, edgecolor=color, label=query)\n",
" plt.plot(numpy.arange(len(speeches)), mentions, color=color, linewidth=4.0, label=query)\n",
"plt.xlabel('SOTU #')\n",
"plt.ylabel('frequency')\n",
"plt.legend()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Creating a Markov chain from the list of words and generating new sentences"
]
},
{
"cell_type": "code",
"execution_count": 165,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"entries = {}\n",
"for i in range(1, len(words)):\n",
" current = words[i-1]\n",
" after = words[i]\n",
" if current not in entries:\n",
" entries[current] = {after: 1}\n",
" else:\n",
" if after not in entries[current]:\n",
" entries[current][after] = 1\n",
" else:\n",
" entries[current][after] += 1"
]
},
{
"cell_type": "code",
"execution_count": 260,
"metadata": {},
"outputs": [],
"source": [
"def generate_sentence(currentword):\n",
" sentence = currentword\n",
" for i in range(20):\n",
" choices = entries[currentword]\n",
" total = sum(choices.values())\n",
" num = numpy.random.randint(total)\n",
" index, running = 0, 0\n",
"\n",
" keys, vals = list(choices.keys()), list(choices.values())\n",
" while running < num:\n",
" running += vals[index]\n",
" index += 1\n",
" currentword = keys[index-1]\n",
" sentence += ' ' + currentword\n",
" if currentword[-1] == '.':\n",
" break\n",
" return sentence"
]
},
{
"cell_type": "code",
"execution_count": 286,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"the french chambers that behalf of military expeditions within areas have these political purposes.\n",
"---\n",
"congress within the senior executive authority of the rapid transit, is found, stopped there has bills presented to reduce in the\n",
"---\n",
"without the determination of justice.\n",
"---\n",
"vietnam changed its authority to consider whether the inventive genius of war and space exploration, symbolized the bombings across the king\n"
]
}
],
"source": [
"print(generate_sentence('the'))\n",
"print('---')\n",
"print(generate_sentence('congress'))\n",
"print('---')\n",
"print(generate_sentence('without'))\n",
"print('---')\n",
"print(generate_sentence('vietnam'))"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
}
],
"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": "3.5.0"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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