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@jorisvandenbossche
Last active December 16, 2015 22:39
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IDEA Mini-demo data analysis

All IDEA Mini-demo data analysis notebooks to view on nbviewer.ipython.org

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{
"metadata": {
"name": "minidemo_between_day_variability"
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# IDEA Mini-demo: variability between days\n",
"\n",
"<style>\n",
" .rendered_html h1 {\n",
" font-family: Arial;\n",
" color: #555;\n",
" padding: 10px;\n",
" padding-left: 20px;\n",
" border: 1px solid #AAA;\n",
" box-shadow: 0px 8px 10px -8px #999;\n",
" background: #EEE;\n",
" text-shadow: 0px 1px 1px white;\n",
" }\n",
" .rendered_html h2 {\n",
" border: 1px solid #BBB;\n",
" background: #F9F9F9;\n",
" padding:6px;\n",
" padding-left: 20px;\n",
" color: #4A4A4A;\n",
" box-shadow: 0px 8px 10px -10px #888;\n",
" }\n",
" .rendered_html h3 {\n",
" border-bottom: 1px solid #DDD;\n",
" border-top: 1px solid #DDD;\n",
" padding: 6px;\n",
" margin-top: 16px;\n",
" margin-bottom: 8px;\n",
" padding-left: 20px;\n",
" color: #4A4A4A;\n",
" }\n",
" .rendered_html h4 {\n",
" border-top: 1px solid #DDD;\n",
" color: #555;\n",
" text-align: center;\n",
" padding: 8px;\n",
" }\n",
" .rendered_html hr {\n",
" height: 0px;\n",
" }\n",
" .rendered_html p {\n",
" font-size: 16px;\n",
" color: #090909;\n",
" padding-left: 6px;\n",
" padding-right: 6px;\n",
" }\n",
" .rendered_html li {\n",
" font-size: 16px;\n",
" color: #090909;\n",
" padding-left: 6px;\n",
" padding-right: 6px;\n",
" }\n",
" .text_cell_render {\n",
" max-width:1000px;\n",
" margin-left:20px;\n",
" }\n",
"</style>"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Mogelijkheden:\n",
"\n",
"- d"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<script type=\"text/javascript\">\n",
" on = \"View input\";\n",
" off = \"Hide input\"\n",
" function onoff(){\n",
" currentvalue = document.getElementById('onoff').value;\n",
" if(currentvalue == off){\n",
" document.getElementById(\"onoff\").value=on;\n",
" $('div.input').hide();\n",
" }else{\n",
" document.getElementById(\"onoff\").value=off;\n",
" $('div.input').show();\n",
" }\n",
"}\n",
"</script>\n",
"<input type=\"button\" class=\"ui-button ui-widget ui-state-default ui-corner-all ui-button-text-only\" value=\"Hide input\" id=\"onoff\" onclick=\"onoff();\">"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Load all data and R functions from [minidemo_import.ipynb](http://nbviewer.ipython.org/5508591/minidemo_import.ipynb)"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"import utils\n",
"utils.execute_notebook(\"minidemo_import.ipynb\")"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 1
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"%%R\n",
"data_mobile <- data[data$run_id != 0,]\n",
"data1_mobile <- data1[data1$run_id != 0,]\n",
"data2_mobile <- data2[data2$run_id != 0,]\n",
"data2_mobile <- data2_mobile[data2_mobile$route==2,]"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 3
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"%%R\n",
"## Gemiddelden per run + per straat\n",
"\n",
"# aeroflex 1 metingen\n",
"data1_streetrun <- aggregate(data1_mobile, list(street = data1_mobile$st_name, run_id = data1_mobile$run_id), mean, na.rm = TRUE)\n",
"data1_streetrun2 <- aggregate(data1_mobile, list(street = data1_mobile$st_name, run_id = data1_mobile$run_id), median, na.rm = TRUE)\n",
"\n",
"# aeroflex 2 metingen\n",
"data2_streetrun <- aggregate(data2_mobile, list(street = data2_mobile$st_name, run_id = data2_mobile$run_id), mean, na.rm = TRUE)\n",
"data2_streetrun2 <- aggregate(data2_mobile, list(street = data2_mobile$st_name, run_id = data2_mobile$run_id), median, na.rm = TRUE)\n",
"\n",
"# all mobile measurements\n",
"data_streetrun <- aggregate(data_mobile, list(street = data_mobile$st_name, run_id = data_mobile$run_id), mean, na.rm = TRUE)\n",
"data_streetrun2 <- aggregate(data_mobile, list(street = data_mobile$st_name, run_id = data_mobile$run_id), median, na.rm = TRUE)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 4
},
{
"cell_type": "heading",
"level": 2,
"metadata": {},
"source": [
"Diurnal variation"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"%%R --width 720 --height 480\n",
"\n",
"## All data\n",
"boxplot(data1_streetrun$bc_ona_05~data1_streetrun$day, ylim=c(0,18000), ylab = \"Black Carbon (ng m-3)\", main=\"Route 1\")\n",
"\n",
"boxplot(data2_streetrun$bc_ona_05~data2_streetrun$day, ylim=c(0,18000), ylab = \"Black Carbon (ng m-3)\", main=\"Route 2\")\n",
"\n",
"boxplot(data_streetrun$bc_ona_05~data_streetrun$day, ylim=c(0,18000), ylab = \"Black Carbon (ng m-3)\", main=\"All mobile data\")"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"png": 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HR+FRSBCKGStFbTMzPgXGrFK+3SrS4MnA2F3QDEGXI8Daie9Dx/cfzyiXpJX9TanO1fAk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\nw35/3Z8pJghyLmj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},
{
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},
{
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yQcNdjoUXntq196gNQ7BwkMvBWFO9JjwVaNt550V9ayo4mXIux3cXTDi8s+WF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\n"
}
],
"prompt_number": 6
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"%%R --width 720 --height 480\n",
"\n",
"## All data\n",
"boxplot(data1_streetrun$ufp~data1_streetrun$day, ylim=c(0,90000), ylab = \"Ultrafine Particles (#)\", main=\"Route 1\")\n",
"\n",
"boxplot(data2_streetrun$ufp~data2_streetrun$day, ylim=c(0,90000), ylab = \"Ultrafine Particles (#)\", main=\"Route 2\")\n",
"\n",
"boxplot(data_streetrun$ufp~data_streetrun$day, ylim=c(0,90000), ylab = \"Ultrafine Particles (#)\", main=\"All mobile data\")"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"png": 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},
{
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},
{
"output_type": "display_data",
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}
],
"prompt_number": 8
},
{
"cell_type": "code",
"collapsed": false,
"input": [],
"language": "python",
"metadata": {},
"outputs": []
}
],
"metadata": {}
}
]
}
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