{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Marathon Data"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"
\n",
" \n",
" \n",
" | \n",
" age | \n",
" gender | \n",
" split | \n",
" final | \n",
"
\n",
" \n",
" \n",
" \n",
" | 0 | \n",
" 31 | \n",
" M | \n",
" 1:06:07 | \n",
" 2:08:43 | \n",
"
\n",
" \n",
" | 1 | \n",
" 32 | \n",
" M | \n",
" 1:06:06 | \n",
" 2:09:07 | \n",
"
\n",
" \n",
" | 2 | \n",
" 30 | \n",
" M | \n",
" 1:06:06 | \n",
" 2:11:22 | \n",
"
\n",
" \n",
" | 3 | \n",
" 39 | \n",
" M | \n",
" 1:06:06 | \n",
" 2:13:10 | \n",
"
\n",
" \n",
" | 4 | \n",
" 30 | \n",
" M | \n",
" 1:06:06 | \n",
" 2:13:33 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" age gender split final\n",
"0 31 M 1:06:07 2:08:43\n",
"1 32 M 1:06:06 2:09:07\n",
"2 30 M 1:06:06 2:11:22\n",
"3 39 M 1:06:06 2:13:10\n",
"4 30 M 1:06:06 2:13:33"
]
},
"execution_count": 1,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data_url = '../data/NYCM2008.csv'\n",
"\n",
"import pandas as pd\n",
"df = pd.read_csv(data_url)\n",
"df.head()"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"\n",
"
\n",
" \n",
" \n",
" | \n",
" age | \n",
" gender | \n",
" split | \n",
" final | \n",
" split_sec | \n",
" final_sec | \n",
"
\n",
" \n",
" \n",
" \n",
" | 0 | \n",
" 31 | \n",
" M | \n",
" 1:06:07 | \n",
" 2:08:43 | \n",
" 3967 | \n",
" 7723 | \n",
"
\n",
" \n",
" | 1 | \n",
" 32 | \n",
" M | \n",
" 1:06:06 | \n",
" 2:09:07 | \n",
" 3966 | \n",
" 7747 | \n",
"
\n",
" \n",
" | 2 | \n",
" 30 | \n",
" M | \n",
" 1:06:06 | \n",
" 2:11:22 | \n",
" 3966 | \n",
" 7882 | \n",
"
\n",
" \n",
" | 3 | \n",
" 39 | \n",
" M | \n",
" 1:06:06 | \n",
" 2:13:10 | \n",
" 3966 | \n",
" 7990 | \n",
"
\n",
" \n",
" | 4 | \n",
" 30 | \n",
" M | \n",
" 1:06:06 | \n",
" 2:13:33 | \n",
" 3966 | \n",
" 8013 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" age gender split final split_sec final_sec\n",
"0 31 M 1:06:07 2:08:43 3967 7723\n",
"1 32 M 1:06:06 2:09:07 3966 7747\n",
"2 30 M 1:06:06 2:11:22 3966 7882\n",
"3 39 M 1:06:06 2:13:10 3966 7990\n",
"4 30 M 1:06:06 2:13:33 3966 8013"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df['split_sec'] = pd.to_timedelta(df.split).apply(lambda x: x.seconds)\n",
"df['final_sec'] = pd.to_timedelta(df.final).apply(lambda x: x.seconds)\n",
"df.head()"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"from altair import expr\n",
"\n",
"data = expr.DataFrame(data_url)\n",
"\n",
"def seconds(val):\n",
" return (3600 * expr.parseInt(expr.slice(val, 0, 1)) +\n",
" 60 * expr.parseInt(expr.slice(val, 2, 4)) +\n",
" expr.parseInt(expr.slice(val, 5, 7)))\n",
"\n",
"data['split_sec'] = seconds(data.split)\n",
"data['final_sec'] = seconds(data.final)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"\n"
]
},
"metadata": {
"jupyter-vega": "#01d937c5-88cf-484f-ad97-322e0baea866"
},
"output_type": "display_data"
},
{
"data": {
"application/javascript": [
"var spec = {\"mark\": \"circle\", \"config\": {\"mark\": {\"size\": 4.0, \"opacity\": 0.1}, \"cell\": {\"height\": 400.0, \"width\": 400.0}}, \"encoding\": {\"color\": {\"type\": \"nominal\", \"scale\": {\"domain\": [\"W\", \"M\"], \"range\": [\"#EA98D2\", \"#659CCA\"]}, \"field\": \"gender\"}, \"x\": {\"field\": \"split_sec\"}, \"y\": {\"field\": \"final_sec\"}}, \"transform\": {\"calculate\": [{\"expr\": \"(((3600*parseInt(slice(datum.split,0,1)))+(60*parseInt(slice(datum.split,2,4))))+parseInt(slice(datum.split,5,7)))\", \"field\": \"split_sec\"}, {\"expr\": \"(((3600*parseInt(slice(datum.final,0,1)))+(60*parseInt(slice(datum.final,2,4))))+parseInt(slice(datum.final,5,7)))\", \"field\": \"final_sec\"}]}, \"data\": {\"url\": \"../data/NYCM2008.csv\"}};\n",
"var selector = \"#01d937c5-88cf-484f-ad97-322e0baea866\";\n",
"var type = \"vega-lite\";\n",
"\n",
"var output_area = this;\n",
"require(['nbextensions/jupyter-vega/index'], function(vega) {\n",
" vega.render(selector, spec, type, output_area);\n",
"}, function (err) {\n",
" if (err.requireType !== 'scripterror') {\n",
" throw(err);\n",
" }\n",
"});\n"
]
},
"metadata": {
"jupyter-vega": "#01d937c5-88cf-484f-ad97-322e0baea866"
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"output_type": "display_data"
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{
"data": {
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"
},
"metadata": {
"jupyter-vega": "#01d937c5-88cf-484f-ad97-322e0baea866"
},
"output_type": "display_data"
}
],
"source": [
"from altair import *\n",
"\n",
"gender_color = Color('gender:N',\n",
" scale=Scale(domain=[\"W\", \"M\"],\n",
" range=['#EA98D2', '#659CCA']))\n",
"\n",
"Chart(data).mark_circle(opacity=0.1, size=4).encode(\n",
" x='split_sec',\n",
" y='final_sec',\n",
" color=gender_color\n",
").configure_cell(width=400, height=400)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"\n"
]
},
"metadata": {
"jupyter-vega": "#eb152bb9-dd35-40ec-813d-3308fbc79192"
},
"output_type": "display_data"
},
{
"data": {
"application/javascript": [
"var spec = {\"mark\": \"circle\", \"config\": {\"mark\": {\"size\": 4.0, \"opacity\": 0.1}, \"cell\": {\"height\": 300.0, \"width\": 300.0}}, \"encoding\": {\"color\": {\"type\": \"nominal\", \"scale\": {\"domain\": [\"W\", \"M\"], \"range\": [\"#EA98D2\", \"#659CCA\"]}, \"field\": \"gender\"}, \"x\": {\"field\": \"final_sec\"}, \"column\": {\"type\": \"nominal\", \"field\": \"gender\"}, \"y\": {\"field\": \"split_frac\"}}, \"transform\": {\"calculate\": [{\"expr\": \"(((3600*parseInt(slice(datum.split,0,1)))+(60*parseInt(slice(datum.split,2,4))))+parseInt(slice(datum.split,5,7)))\", \"field\": \"split_sec\"}, {\"expr\": \"(((3600*parseInt(slice(datum.final,0,1)))+(60*parseInt(slice(datum.final,2,4))))+parseInt(slice(datum.final,5,7)))\", \"field\": \"final_sec\"}, {\"expr\": \"(((datum.final_sec-datum.split_sec)/datum.split_sec)-1)\", \"field\": \"split_frac\"}]}, \"data\": {\"url\": \"../data/NYCM2008.csv\"}};\n",
"var selector = \"#eb152bb9-dd35-40ec-813d-3308fbc79192\";\n",
"var type = \"vega-lite\";\n",
"\n",
"var output_area = this;\n",
"require(['nbextensions/jupyter-vega/index'], function(vega) {\n",
" vega.render(selector, spec, type, output_area);\n",
"}, function (err) {\n",
" if (err.requireType !== 'scripterror') {\n",
" throw(err);\n",
" }\n",
"});\n"
]
},
"metadata": {
"jupyter-vega": "#eb152bb9-dd35-40ec-813d-3308fbc79192"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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"
},
"metadata": {
"jupyter-vega": "#eb152bb9-dd35-40ec-813d-3308fbc79192"
},
"output_type": "display_data"
}
],
"source": [
"data['split_frac'] = (data.final_sec - data.split_sec) // data.split_sec - 1\n",
"\n",
"Chart(data).mark_circle(opacity=0.1, size=4).encode(\n",
" x='final_sec',\n",
" y='split_frac',\n",
" color=gender_color,\n",
" column='gender:N',\n",
").configure_cell(height=300, width=300)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"\n"
]
},
"metadata": {
"jupyter-vega": "#3e0ac85d-76f4-4f1f-8019-045e82cd3acb"
},
"output_type": "display_data"
},
{
"data": {
"application/javascript": [
"var spec = {\"mark\": \"bar\", \"config\": {\"cell\": {\"height\": 350, \"width\": 200.0}}, \"encoding\": {\"color\": {\"type\": \"nominal\", \"scale\": {\"domain\": [\"W\", \"M\"], \"range\": [\"#EA98D2\", \"#659CCA\"]}, \"field\": \"gender\"}, \"x\": {\"bin\": {\"maxbins\": 50.0}, \"field\": \"split_frac\"}, \"column\": {\"field\": \"gender\"}, \"y\": {\"aggregate\": \"count\", \"type\": \"quantitative\", \"field\": \"*\"}}, \"transform\": {\"filter\": \"((datum.split_frac<1.2)&&(datum.split_frac>-0.2))\", \"calculate\": [{\"expr\": \"(((3600*parseInt(slice(datum.split,0,1)))+(60*parseInt(slice(datum.split,2,4))))+parseInt(slice(datum.split,5,7)))\", \"field\": \"split_sec\"}, {\"expr\": \"(((3600*parseInt(slice(datum.final,0,1)))+(60*parseInt(slice(datum.final,2,4))))+parseInt(slice(datum.final,5,7)))\", \"field\": \"final_sec\"}, {\"expr\": \"(((datum.final_sec-datum.split_sec)/datum.split_sec)-1)\", \"field\": \"split_frac\"}]}, \"data\": {\"url\": \"../data/NYCM2008.csv\"}};\n",
"var selector = \"#3e0ac85d-76f4-4f1f-8019-045e82cd3acb\";\n",
"var type = \"vega-lite\";\n",
"\n",
"var output_area = this;\n",
"require(['nbextensions/jupyter-vega/index'], function(vega) {\n",
" vega.render(selector, spec, type, output_area);\n",
"}, function (err) {\n",
" if (err.requireType !== 'scripterror') {\n",
" throw(err);\n",
" }\n",
"});\n"
]
},
"metadata": {
"jupyter-vega": "#3e0ac85d-76f4-4f1f-8019-045e82cd3acb"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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"
},
"metadata": {
"jupyter-vega": "#3e0ac85d-76f4-4f1f-8019-045e82cd3acb"
},
"output_type": "display_data"
}
],
"source": [
"# filter the data so that split_frac is in this range\n",
"data = data[(data.split_frac < 1.2) & (data.split_frac > -0.2)]\n",
"\n",
"Chart(data).mark_bar().encode(\n",
" x=X('split_frac', bin=Bin(maxbins=50)),\n",
" y='count(*):Q',\n",
" color=gender_color,\n",
" column='gender',\n",
").configure_cell(width=200)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"\n"
]
},
"metadata": {
"jupyter-vega": "#c30761f6-32ff-4152-bd96-2e4221b9830e"
},
"output_type": "display_data"
},
{
"data": {
"application/javascript": [
"var spec = {\"mark\": \"area\", \"config\": {\"mark\": {\"stacked\": \"center\"}, \"cell\": {\"height\": 350, \"width\": 150.0}}, \"encoding\": {\"color\": {\"type\": \"nominal\", \"scale\": {\"domain\": [\"W\", \"M\"], \"range\": [\"#EA98D2\", \"#659CCA\"]}, \"field\": \"gender\"}, \"x\": {\"aggregate\": \"count\", \"type\": \"quantitative\", \"axis\": {\"grid\": false}, \"field\": \"*\"}, \"column\": {\"field\": \"gender\"}, \"y\": {\"bin\": {\"maxbins\": 100.0}, \"field\": \"split_frac\"}}, \"transform\": {\"filter\": \"((datum.split_frac<1.2)&&(datum.split_frac>-0.2))\", \"calculate\": [{\"expr\": \"(((3600*parseInt(slice(datum.split,0,1)))+(60*parseInt(slice(datum.split,2,4))))+parseInt(slice(datum.split,5,7)))\", \"field\": \"split_sec\"}, {\"expr\": \"(((3600*parseInt(slice(datum.final,0,1)))+(60*parseInt(slice(datum.final,2,4))))+parseInt(slice(datum.final,5,7)))\", \"field\": \"final_sec\"}, {\"expr\": \"(((datum.final_sec-datum.split_sec)/datum.split_sec)-1)\", \"field\": \"split_frac\"}]}, \"data\": {\"url\": \"../data/NYCM2008.csv\"}};\n",
"var selector = \"#c30761f6-32ff-4152-bd96-2e4221b9830e\";\n",
"var type = \"vega-lite\";\n",
"\n",
"var output_area = this;\n",
"require(['nbextensions/jupyter-vega/index'], function(vega) {\n",
" vega.render(selector, spec, type, output_area);\n",
"}, function (err) {\n",
" if (err.requireType !== 'scripterror') {\n",
" throw(err);\n",
" }\n",
"});\n"
]
},
"metadata": {
"jupyter-vega": "#c30761f6-32ff-4152-bd96-2e4221b9830e"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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"
},
"metadata": {
"jupyter-vega": "#c30761f6-32ff-4152-bd96-2e4221b9830e"
},
"output_type": "display_data"
}
],
"source": [
"Chart(data).mark_area(\n",
" stacked='center'\n",
").encode(\n",
" x=X('count(*):Q', axis=Axis(grid=False)),\n",
" y=Y('split_frac', bin=Bin(maxbins=100)),\n",
" column='gender',\n",
" color=gender_color,\n",
").configure_cell(width=150)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"\n"
]
},
"metadata": {
"jupyter-vega": "#178c4714-13c1-4837-ab36-254881bbbe11"
},
"output_type": "display_data"
},
{
"data": {
"application/javascript": [
"var spec = {\"mark\": \"area\", \"config\": {\"mark\": {\"stacked\": \"center\"}, \"cell\": {\"height\": 200.0, \"width\": 80.0}}, \"encoding\": {\"color\": {\"type\": \"nominal\", \"scale\": {\"domain\": [\"W\", \"M\"], \"range\": [\"#EA98D2\", \"#659CCA\"]}, \"field\": \"gender\"}, \"x\": {\"aggregate\": \"count\", \"type\": \"quantitative\", \"axis\": {\"grid\": false, \"title\": \" \", \"labels\": false}, \"field\": \"*\"}, \"column\": {\"bin\": {\"max\": 70.0, \"step\": 10.0, \"min\": 10.0}, \"axis\": {\"title\": \"age range\"}, \"field\": \"age\"}, \"y\": {\"bin\": {\"maxbins\": 50.0}, \"field\": \"split_frac\"}}, \"transform\": {\"filter\": \"(((((datum.split_frac<1.2)&&(datum.split_frac>-0.2))&&((datum.age>10)&&(datum.age<70)))&&((datum.age>10)&&(datum.age<70)))&&((datum.age>10)&&(datum.age<70)))\", \"calculate\": [{\"expr\": \"(((3600*parseInt(slice(datum.split,0,1)))+(60*parseInt(slice(datum.split,2,4))))+parseInt(slice(datum.split,5,7)))\", \"field\": \"split_sec\"}, {\"expr\": \"(((3600*parseInt(slice(datum.final,0,1)))+(60*parseInt(slice(datum.final,2,4))))+parseInt(slice(datum.final,5,7)))\", \"field\": \"final_sec\"}, {\"expr\": \"(((datum.final_sec-datum.split_sec)/datum.split_sec)-1)\", \"field\": \"split_frac\"}]}, \"data\": {\"url\": \"../data/NYCM2008.csv\"}};\n",
"var selector = \"#178c4714-13c1-4837-ab36-254881bbbe11\";\n",
"var type = \"vega-lite\";\n",
"\n",
"var output_area = this;\n",
"require(['nbextensions/jupyter-vega/index'], function(vega) {\n",
" vega.render(selector, spec, type, output_area);\n",
"}, function (err) {\n",
" if (err.requireType !== 'scripterror') {\n",
" throw(err);\n",
" }\n",
"});\n"
]
},
"metadata": {
"jupyter-vega": "#178c4714-13c1-4837-ab36-254881bbbe11"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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"
},
"metadata": {
"jupyter-vega": "#178c4714-13c1-4837-ab36-254881bbbe11"
},
"output_type": "display_data"
}
],
"source": [
"data = data[(data.age > 10) & (data.age < 70)]\n",
"\n",
"Chart(data).mark_area(\n",
" stacked='center'\n",
").encode(\n",
" x=X('count(*):Q', axis=Axis(grid=False, labels=False, title=' ')),\n",
" y=Y('split_frac', bin=Bin(maxbins=50)),\n",
" column=Column('age', bin=Bin(step=10, min=10, max=70),\n",
" axis=Axis(title='age range')),\n",
" color=gender_color,\n",
").configure_cell(width=80, height=200)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
}
],
"metadata": {
"anaconda-cloud": {},
"kernelspec": {
"display_name": "Python 3.5",
"language": "",
"name": "python3.5"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.5.1"
}
},
"nbformat": 4,
"nbformat_minor": 0
}