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johnb30/Root_events_analysis.ipynb

Created October 28, 2013 14:29
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Analysis of root vs. non-root events from GDELT.
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Root_events_analysis.ipynb
{
"metadata": {
"name": ""
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "code",
"collapsed": false,
"input": [
"import pandas as pd\n",
"import dateutil\n",
"\n",
"root_names = ['SQLDATE', 'MonthYear', 'ActionGeo_CountryCode', 'EventRootCode', \n",
" 'ActionGeo_Lat', 'ActionGeo_Long', 'IsRootEvent']\n",
"gdelt = pd.read_csv('root_events_analysis.csv', sep=',', header=False,\n",
" names=root_names)\n",
"gdelt['SQLDATE'] = gdelt['SQLDATE'].map(lambda x: dateutil.parser.parse(str(x)))\n",
"gdelt = gdelt.set_index('SQLDATE')\n",
"gdelt = gdelt.sort_index()"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 1
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"vals = gdelt['IsRootEvent'].value_counts()\n",
"vals.index = ['Root', 'Not Root']\n",
"vals.plot(kind='barh')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
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"text": [
"<matplotlib.figure.Figure at 0x1109f5d90>"
]
}
],
"prompt_number": 2
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"gdelt['dummy'] = 1\n",
"time_values = gdelt.groupby([lambda x: x, 'IsRootEvent'])['dummy'].sum()\n",
"unstacked = time_values.unstack(level=1)\n",
"unstacked.columns = ['Not Root', 'Root']"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 2
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"import vincent\n",
"vincent.core.initialize_notebook()\n",
"vis = vincent.StackedArea(unstacked[['Not Root', 'Root']])\n",
"vis.axis_titles(x='Date', y='Count')\n",
"vis.legend(title='Category')\n",
"vis.display()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"javascript": [
"$.getScript(\"http://d3js.org/d3.v3.min.js\", function() {\n",
" $.getScript(\"http://trifacta.github.com/vega/vega.js\", function() {\n",
" $([IPython.events]).trigger(\"vega_loaded.vincent\");\n",
" })\n",
" });"
],
"metadata": {},
"output_type": "display_data",
"text": [
"<IPython.core.display.Javascript at 0x10b12ee10>"
]
},
{
"html": [
"<div id=\"vis42262\"></div>"
],
"metadata": {},
"output_type": "display_data",
"text": [
"<IPython.core.display.HTML at 0x10d82ad10>"
]
},
{
"javascript": [
"\n",
"( function() {\n",
" var _do_plot = function() {\n",
" if ( typeof vg == 'undefined' ) {\n",
" $([IPython.events]).on(\"vega_loaded.vincent\", _do_plot);\n",
" return;\n",
" }\n",
" vg.parse.spec({\"axes\": [{\"scale\": \"x\", \"title\": \"Date\", \"type\": \"x\"}, {\"scale\": \"y\", \"title\": \"Count\", \"type\": \"y\"}], \"data\": [{\"name\": \"table\", \"values\": [{\"col\": \"Not Root\", \"idx\": 1293858000000, \"val\": 30}, {\"col\": \"Root\", \"idx\": 1293858000000, \"val\": 37}, {\"col\": \"Not Root\", \"idx\": 1293944400000, \"val\": 40}, {\"col\": \"Root\", \"idx\": 1293944400000, \"val\": 50}, {\"col\": \"Not Root\", \"idx\": 1294030800000, \"val\": 21}, {\"col\": \"Root\", \"idx\": 1294030800000, \"val\": 51}, {\"col\": \"Not Root\", \"idx\": 1294117200000, \"val\": 23}, {\"col\": \"Root\", \"idx\": 1294117200000, \"val\": 35}, {\"col\": \"Not Root\", \"idx\": 1294203600000, \"val\": 16}, {\"col\": \"Root\", \"idx\": 1294203600000, \"val\": 25}, {\"col\": \"Not Root\", \"idx\": 1294290000000, \"val\": 45}, {\"col\": \"Root\", \"idx\": 1294290000000, \"val\": 16}, {\"col\": \"Not Root\", \"idx\": 1294376400000, \"val\": 14}, {\"col\": \"Root\", 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255}, {\"col\": \"Not Root\", \"idx\": 1375243200000, \"val\": 254}, {\"col\": \"Root\", \"idx\": 1375243200000, \"val\": 371}, {\"col\": \"Not Root\", \"idx\": 1375329600000, \"val\": 177}, {\"col\": \"Root\", \"idx\": 1375329600000, \"val\": 221}, {\"col\": \"Not Root\", \"idx\": 1375416000000, \"val\": 187}, {\"col\": \"Root\", \"idx\": 1375416000000, \"val\": 313}, {\"col\": \"Not Root\", \"idx\": 1375502400000, \"val\": 189}, {\"col\": \"Root\", \"idx\": 1375502400000, \"val\": 284}, {\"col\": \"Not Root\", \"idx\": 1375588800000, \"val\": 169}, {\"col\": \"Root\", \"idx\": 1375588800000, \"val\": 265}, {\"col\": \"Not Root\", \"idx\": 1375675200000, \"val\": 289}, {\"col\": \"Root\", \"idx\": 1375675200000, \"val\": 354}, {\"col\": \"Not Root\", \"idx\": 1375761600000, \"val\": 203}, {\"col\": \"Root\", \"idx\": 1375761600000, \"val\": 228}, {\"col\": \"Not Root\", \"idx\": 1375848000000, \"val\": 210}, {\"col\": \"Root\", \"idx\": 1375848000000, \"val\": 328}, {\"col\": \"Not Root\", \"idx\": 1375934400000, \"val\": 216}, {\"col\": \"Root\", \"idx\": 1375934400000, \"val\": 290}, {\"col\": \"Not Root\", \"idx\": 1376020800000, \"val\": 182}, {\"col\": \"Root\", \"idx\": 1376020800000, \"val\": 134}, {\"col\": \"Not Root\", \"idx\": 1376107200000, \"val\": 201}, {\"col\": \"Root\", \"idx\": 1376107200000, \"val\": 247}, {\"col\": \"Not Root\", \"idx\": 1376193600000, \"val\": 240}, {\"col\": \"Root\", \"idx\": 1376193600000, \"val\": 215}, {\"col\": \"Not Root\", \"idx\": 1376280000000, \"val\": 233}, {\"col\": \"Root\", \"idx\": 1376280000000, \"val\": 273}, {\"col\": \"Not Root\", \"idx\": 1376366400000, \"val\": 194}, {\"col\": \"Root\", \"idx\": 1376366400000, \"val\": 201}, {\"col\": \"Not Root\", \"idx\": 1376452800000, \"val\": 332}, {\"col\": \"Root\", \"idx\": 1376452800000, \"val\": 307}, {\"col\": \"Not Root\", \"idx\": 1376539200000, \"val\": 96}, {\"col\": \"Root\", \"idx\": 1376539200000, \"val\": 90}, {\"col\": \"Not Root\", \"idx\": 1376625600000, \"val\": 289}, {\"col\": \"Root\", \"idx\": 1376625600000, \"val\": 450}, {\"col\": \"Not Root\", \"idx\": 1376712000000, \"val\": 242}, {\"col\": \"Root\", \"idx\": 1376712000000, \"val\": 375}, {\"col\": \"Not Root\", \"idx\": 1376798400000, \"val\": 237}, {\"col\": \"Root\", \"idx\": 1376798400000, \"val\": 379}, {\"col\": \"Not Root\", \"idx\": 1376884800000, \"val\": 339}, {\"col\": \"Root\", \"idx\": 1376884800000, \"val\": 416}, {\"col\": \"Not Root\", \"idx\": 1376971200000, \"val\": 267}, {\"col\": \"Root\", \"idx\": 1376971200000, \"val\": 392}, {\"col\": \"Not Root\", \"idx\": 1377057600000, \"val\": 312}, {\"col\": \"Root\", \"idx\": 1377057600000, \"val\": 519}, {\"col\": \"Not Root\", \"idx\": 1377144000000, \"val\": 340}, {\"col\": \"Root\", \"idx\": 1377144000000, \"val\": 523}, {\"col\": \"Not Root\", \"idx\": 1377230400000, \"val\": 300}, {\"col\": \"Root\", \"idx\": 1377230400000, \"val\": 506}, {\"col\": \"Not Root\", \"idx\": 1377316800000, \"val\": 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\"Root\", \"idx\": 1378008000000, \"val\": 293}, {\"col\": \"Not Root\", \"idx\": 1378094400000, \"val\": 426}, {\"col\": \"Root\", \"idx\": 1378094400000, \"val\": 558}, {\"col\": \"Not Root\", \"idx\": 1378180800000, \"val\": 499}, {\"col\": \"Root\", \"idx\": 1378180800000, \"val\": 523}]}, {\"name\": \"stats\", \"source\": \"table\", \"transform\": [{\"keys\": [\"data.idx\"], \"type\": \"facet\"}, {\"type\": \"stats\", \"value\": \"data.val\"}]}], \"height\": 500, \"legends\": [{\"fill\": \"color\", \"offset\": 0, \"title\": \"Category\"}], \"marks\": [{\"from\": {\"data\": \"table\", \"transform\": [{\"keys\": [\"data.col\"], \"type\": \"facet\"}, {\"height\": \"data.val\", \"point\": \"data.idx\", \"type\": \"stack\"}]}, \"marks\": [{\"properties\": {\"enter\": {\"fill\": {\"field\": \"data.col\", \"scale\": \"color\"}, \"interpolate\": {\"value\": \"monotone\"}, \"x\": {\"field\": \"data.idx\", \"scale\": \"x\"}, \"y\": {\"field\": \"y\", \"scale\": \"y\"}, \"y2\": {\"field\": \"y2\", \"scale\": \"y\"}}}, \"type\": \"area\"}], \"type\": \"group\"}], \"padding\": {\"bottom\": 50, \"left\": 50, \"right\": 100, \"top\": 10}, \"scales\": [{\"domain\": {\"data\": \"table\", \"field\": \"data.idx\"}, \"name\": \"x\", \"range\": \"width\", \"type\": \"time\", \"zero\": false}, {\"domain\": {\"data\": \"stats\", \"field\": \"sum\"}, \"name\": \"y\", \"nice\": true, \"range\": \"height\", \"type\": \"linear\"}, {\"domain\": {\"data\": \"table\", \"field\": \"data.col\"}, \"name\": \"color\", \"range\": \"category20\", \"type\": \"ordinal\"}], \"width\": 960}, function(chart) {\n",
" chart({el: \"#vis42262\"}).update();\n",
" });\n",
" };\n",
" _do_plot();\n",
"})();\n"
],
"metadata": {},
"output_type": "display_data",
"text": [
"<IPython.core.display.Javascript at 0x10d82ad90>"
]
}
],
"prompt_number": 3
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"gdelt[gdelt['IsRootEvent'] == 1].to_csv('root_events_only.csv', index=False)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 5
}
],
"metadata": {}
}
]
}
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