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{
"cells": [
{
"cell_type": "markdown",
"metadata": {
"deletable": true,
"editable": true
},
"source": [
"# Red vs Green Post-Its"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": false,
"deletable": true,
"editable": true
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Fetching package metadata .............\n",
"Solving package specifications: ..........\n",
"\n",
"Package plan for installation in environment /opt/conda:\n",
"\n",
"The following packages will be downloaded:\n",
"\n",
" package | build\n",
" ---------------------------|-----------------\n",
" pillow-4.0.0 | py35_1 862 KB\n",
" wordcloud-1.2.1 | py35_0 313 KB amueller\n",
" ------------------------------------------------------------\n",
" Total: 1.1 MB\n",
"\n",
"The following NEW packages will be INSTALLED:\n",
"\n",
" wordcloud: 1.2.1-py35_0 amueller \n",
"\n",
"The following packages will be SUPERCEDED by a higher-priority channel:\n",
"\n",
" pillow: 4.0.0-py35_1 conda-forge --> 4.0.0-py35_1\n",
"\n",
"Fetching packages ...\n",
"pillow-4.0.0-p 100% |################################| Time: 0:00:00 22.80 MB/s\n",
"wordcloud-1.2. 100% |################################| Time: 0:00:01 271.85 kB/s\n",
"Extracting packages ...\n",
"[ COMPLETE ]|###################################################| 100%\n",
"Unlinking packages ...\n",
"[ COMPLETE ]|###################################################| 100%\n",
"Linking packages ...\n",
"[ COMPLETE ]|###################################################| 100%\n"
]
}
],
"source": [
"# install wordcloud, a Python library\n",
"!conda install -y -c https://conda.anaconda.org/amueller wordcloud"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {
"collapsed": false,
"deletable": true,
"editable": true
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"--2017-03-15 13:30:29-- https://gist.github.com/willdurand/463d2f4a8a4a946c8d22a9d0317c33f2/raw/e443fe70350ac2d1a505bf7cc36b3da7fc2f220d/raw_data_from_scw_freiburg.txt\n",
"Resolving gist.github.com (gist.github.com)... 192.30.253.119, 192.30.253.118\n",
"Connecting to gist.github.com (gist.github.com)|192.30.253.119|:443... connected.\n",
"HTTP request sent, awaiting response... 301 Moved Permanently\n",
"Location: https://gist.githubusercontent.com/willdurand/463d2f4a8a4a946c8d22a9d0317c33f2/raw/e443fe70350ac2d1a505bf7cc36b3da7fc2f220d/raw_data_from_scw_freiburg.txt [following]\n",
"--2017-03-15 13:30:29-- https://gist.githubusercontent.com/willdurand/463d2f4a8a4a946c8d22a9d0317c33f2/raw/e443fe70350ac2d1a505bf7cc36b3da7fc2f220d/raw_data_from_scw_freiburg.txt\n",
"Resolving gist.githubusercontent.com (gist.githubusercontent.com)... 151.101.112.133\n",
"Connecting to gist.githubusercontent.com (gist.githubusercontent.com)|151.101.112.133|:443... connected.\n",
"HTTP request sent, awaiting response... 200 OK\n",
"Length: 3627 (3.5K) [text/plain]\n",
"Saving to: ‘raw_data_from_scw_freiburg.txt’\n",
"\n",
"raw_data_from_scw_f 100%[=====================>] 3.54K --.-KB/s in 0s \n",
"\n",
"2017-03-15 13:30:30 (38.1 MB/s) - ‘raw_data_from_scw_freiburg.txt’ saved [3627/3627]\n",
"\n"
]
}
],
"source": [
"# retrieve the raw data\n",
"!wget https://gist.github.com/willdurand/463d2f4a8a4a946c8d22a9d0317c33f2/raw/e443fe70350ac2d1a505bf7cc36b3da7fc2f220d/raw_data_from_scw_freiburg.txt"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {
"collapsed": false,
"deletable": true,
"editable": true
},
"outputs": [
{
"data": {
"text/plain": [
"<wordcloud.wordcloud.WordCloud at 0x7f87606b7630>"
]
},
"execution_count": 24,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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mV76ClDaRfe5CLxyDvt9DbQtJSW79e21+Dg6/nNCwy1D0tmaSosNfbxa3s+Qr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\nC6CrVA//EhHUMaZWs36fD7DrsojVOtX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uzZOkUTj2AdeRHfGqh3MmpUSSgm82OrbOykIZ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HeEzKb8TF/CiGBEI8SiS4mtvB9J8SI7S5EdBUiqH1nxgKTZGbvbs3nNJJYZxz8uhbt/I1sfaN9e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\nrkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f8736b56fd0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from os import path\n",
"from wordcloud import WordCloud\n",
"import matplotlib.pyplot as plt # alias because of lazyness\n",
"\n",
"# read the whole text\n",
"text = open('./raw_data_from_scw_freiburg.txt').read()\n",
"\n",
"# generate a word cloud image\n",
"wordcloud = WordCloud(width=600, height=300, max_words=100).generate(text)\n",
"\n",
"# display the generated image with Matplotlib\n",
"plt.imshow(wordcloud, interpolation='bilinear')\n",
"plt.axis(\"off\")\n",
"\n",
"# save it on disk\n",
"wordcloud.to_file('./scw_freiburg_cloud.png')"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
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"language_info": {
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