{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Area Plots"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"from altair import *"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"data = load_dataset('unemployment-across-industries')\n",
"data['date'] = data['date'].astype(str)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Simple Area Chart"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"\n"
]
},
"metadata": {
"jupyter-vega": "#ec442172-cd47-480b-80d7-26062a4a282a"
},
"output_type": "display_data"
},
{
"data": {
"application/javascript": [
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3, \"year\": 2009, \"rate\": 5.9, \"date\": \"2009-03-01 08:00:00\", \"series\": \"Self-employed\"}, {\"count\": 488, \"month\": 4, \"year\": 2009, \"rate\": 4.6, \"date\": \"2009-04-01 07:00:00\", \"series\": \"Self-employed\"}, {\"count\": 530, \"month\": 5, \"year\": 2009, \"rate\": 5.0, \"date\": \"2009-05-01 07:00:00\", \"series\": \"Self-employed\"}, {\"count\": 472, \"month\": 6, \"year\": 2009, \"rate\": 4.4, \"date\": \"2009-06-01 07:00:00\", \"series\": \"Self-employed\"}, {\"count\": 552, \"month\": 7, \"year\": 2009, \"rate\": 5.2, \"date\": \"2009-07-01 07:00:00\", \"series\": \"Self-employed\"}, {\"count\": 569, \"month\": 8, \"year\": 2009, \"rate\": 5.3, \"date\": \"2009-08-01 07:00:00\", \"series\": \"Self-employed\"}, {\"count\": 636, \"month\": 9, \"year\": 2009, \"rate\": 5.9, \"date\": \"2009-09-01 07:00:00\", \"series\": \"Self-employed\"}, {\"count\": 610, \"month\": 10, \"year\": 2009, \"rate\": 5.9, \"date\": \"2009-10-01 07:00:00\", \"series\": 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"var selector = \"#ec442172-cd47-480b-80d7-26062a4a282a\";\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"
]
},
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"jupyter-vega": "#ec442172-cd47-480b-80d7-26062a4a282a"
},
"output_type": "display_data"
},
{
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"
},
"metadata": {
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"source": [
"Layer(data).mark_area().encode(\n",
" X('date:T', axis=Axis(format='%Y', labelAngle=0)),\n",
" y='sum(count)'\n",
")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Stacked Area Chart"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"\n"
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"jupyter-vega": "#81dab22d-4aed-4beb-9b09-e127c9c2a5f9"
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\"month\": 12, \"year\": 2006, \"rate\": 1.9, \"date\": \"2006-12-01 08:00:00\", \"series\": \"Government\"}, {\"count\": 476, \"month\": 1, \"year\": 2007, \"rate\": 2.2, \"date\": \"2007-01-01 08:00:00\", \"series\": \"Government\"}, {\"count\": 405, \"month\": 2, \"year\": 2007, \"rate\": 1.9, \"date\": \"2007-02-01 08:00:00\", \"series\": \"Government\"}, {\"count\": 419, \"month\": 3, \"year\": 2007, \"rate\": 1.9, \"date\": \"2007-03-01 08:00:00\", \"series\": \"Government\"}, {\"count\": 408, \"month\": 4, \"year\": 2007, \"rate\": 1.9, \"date\": \"2007-04-01 07:00:00\", \"series\": \"Government\"}, {\"count\": 428, \"month\": 5, \"year\": 2007, \"rate\": 1.9, \"date\": \"2007-05-01 07:00:00\", \"series\": \"Government\"}, {\"count\": 572, \"month\": 6, \"year\": 2007, \"rate\": 2.7, \"date\": \"2007-06-01 07:00:00\", \"series\": \"Government\"}, {\"count\": 704, \"month\": 7, \"year\": 2007, \"rate\": 3.3, \"date\": \"2007-07-01 07:00:00\", \"series\": \"Government\"}, 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\"series\": \"Government\"}, {\"count\": 373, \"month\": 4, \"year\": 2008, \"rate\": 1.7000000000000002, \"date\": \"2008-04-01 07:00:00\", \"series\": \"Government\"}, {\"count\": 461, \"month\": 5, \"year\": 2008, \"rate\": 2.1, \"date\": \"2008-05-01 07:00:00\", \"series\": \"Government\"}, {\"count\": 654, \"month\": 6, \"year\": 2008, \"rate\": 3.0, \"date\": \"2008-06-01 07:00:00\", \"series\": \"Government\"}, {\"count\": 770, \"month\": 7, \"year\": 2008, \"rate\": 3.6, \"date\": \"2008-07-01 07:00:00\", \"series\": \"Government\"}, {\"count\": 721, \"month\": 8, \"year\": 2008, \"rate\": 3.3, \"date\": \"2008-08-01 07:00:00\", \"series\": \"Government\"}, {\"count\": 573, \"month\": 9, \"year\": 2008, \"rate\": 2.6, \"date\": \"2008-09-01 07:00:00\", \"series\": \"Government\"}, {\"count\": 552, \"month\": 10, \"year\": 2008, \"rate\": 2.5, \"date\": \"2008-10-01 07:00:00\", \"series\": \"Government\"}, {\"count\": 527, \"month\": 11, \"year\": 2008, \"rate\": 2.4, \"date\": \"2008-11-01 07:00:00\", \"series\": \"Government\"}, {\"count\": 511, \"month\": 12, \"year\": 2008, \"rate\": 2.3, \"date\": \"2008-12-01 08:00:00\", \"series\": \"Government\"}, {\"count\": 652, \"month\": 1, \"year\": 2009, \"rate\": 3.0, \"date\": \"2009-01-01 08:00:00\", \"series\": \"Government\"}, {\"count\": 563, \"month\": 2, \"year\": 2009, \"rate\": 2.6, \"date\": \"2009-02-01 08:00:00\", \"series\": \"Government\"}, {\"count\": 598, \"month\": 3, \"year\": 2009, \"rate\": 2.8, \"date\": \"2009-03-01 08:00:00\", \"series\": \"Government\"}, {\"count\": 575, \"month\": 4, \"year\": 2009, \"rate\": 2.6, \"date\": \"2009-04-01 07:00:00\", \"series\": \"Government\"}, {\"count\": 702, \"month\": 5, \"year\": 2009, \"rate\": 3.1, \"date\": \"2009-05-01 07:00:00\", \"series\": \"Government\"}, {\"count\": 991, \"month\": 6, \"year\": 2009, \"rate\": 4.4, \"date\": \"2009-06-01 07:00:00\", \"series\": \"Government\"}, {\"count\": 1129, \"month\": 7, \"year\": 2009, \"rate\": 5.1, \"date\": \"2009-07-01 07:00:00\", \"series\": \"Government\"}, {\"count\": 1118, \"month\": 8, \"year\": 2009, \"rate\": 5.1, \"date\": \"2009-08-01 07:00:00\", \"series\": \"Government\"}, {\"count\": 928, \"month\": 9, \"year\": 2009, \"rate\": 4.2, \"date\": \"2009-09-01 07:00:00\", \"series\": \"Government\"}, {\"count\": 785, \"month\": 10, \"year\": 2009, \"rate\": 3.5, \"date\": \"2009-10-01 07:00:00\", \"series\": \"Government\"}, {\"count\": 748, \"month\": 11, \"year\": 2009, \"rate\": 3.4, \"date\": \"2009-11-01 07:00:00\", \"series\": \"Government\"}, {\"count\": 797, \"month\": 12, \"year\": 2009, \"rate\": 3.6, \"date\": \"2009-12-01 08:00:00\", \"series\": \"Government\"}, {\"count\": 948, \"month\": 1, \"year\": 2010, \"rate\": 4.3, \"date\": \"2010-01-01 08:00:00\", \"series\": \"Government\"}, {\"count\": 880, \"month\": 2, \"year\": 2010, \"rate\": 4.0, \"date\": \"2010-02-01 08:00:00\", \"series\": \"Government\"}, {\"count\": 19, \"month\": 1, \"year\": 2000, 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"var selector = \"#81dab22d-4aed-4beb-9b09-e127c9c2a5f9\";\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"
]
},
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},
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{
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"
},
"metadata": {
"jupyter-vega": "#81dab22d-4aed-4beb-9b09-e127c9c2a5f9"
},
"output_type": "display_data"
}
],
"source": [
"Layer(data).mark_area().encode(\n",
" X('date:T',\n",
" timeUnit='yearmonth',\n",
" axis=Axis(format='%Y', labelAngle=0, title='year')),\n",
" Y('sum(count)'),\n",
" Color('series:N', scale=Scale(range=\"category20b\"))\n",
")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Normalized Area Chart"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"\n"
]
},
"metadata": {
"jupyter-vega": "#567c9292-8fd8-44ab-80a0-289ff3262bd8"
},
"output_type": "display_data"
},
{
"data": {
"application/javascript": [
"var spec = {\"encoding\": {\"x\": {\"timeUnit\": \"yearmonth\", \"type\": \"temporal\", \"field\": \"date\", \"axis\": {\"labelAngle\": 0.0, \"format\": \"%Y\", \"title\": \"year\"}}, \"y\": {\"field\": \"count\", \"type\": \"quantitative\", \"aggregate\": \"sum\"}, \"color\": {\"field\": \"series\", \"type\": \"nominal\", \"scale\": {\"range\": \"category20b\"}}}, \"config\": {\"mark\": {\"stacked\": \"normalize\"}, \"cell\": {\"width\": 500, \"height\": 350}}, \"data\": {\"values\": [{\"count\": 430, \"month\": 1, \"year\": 2000, \"rate\": 2.1, \"date\": \"2000-01-01 08:00:00\", \"series\": \"Government\"}, {\"count\": 409, \"month\": 2, \"year\": 2000, \"rate\": 2.0, \"date\": \"2000-02-01 08:00:00\", \"series\": \"Government\"}, {\"count\": 311, \"month\": 3, \"year\": 2000, \"rate\": 1.5, \"date\": \"2000-03-01 08:00:00\", \"series\": \"Government\"}, {\"count\": 269, \"month\": 4, \"year\": 2000, \"rate\": 1.3, \"date\": \"2000-04-01 08:00:00\", \"series\": \"Government\"}, {\"count\": 370, \"month\": 5, \"year\": 2000, \"rate\": 1.9, \"date\": \"2000-05-01 07:00:00\", \"series\": \"Government\"}, {\"count\": 603, \"month\": 6, \"year\": 2000, \"rate\": 3.1, \"date\": \"2000-06-01 07:00:00\", \"series\": \"Government\"}, {\"count\": 545, \"month\": 7, \"year\": 2000, \"rate\": 2.9, \"date\": \"2000-07-01 07:00:00\", \"series\": \"Government\"}, {\"count\": 583, \"month\": 8, \"year\": 2000, \"rate\": 3.1, \"date\": \"2000-08-01 07:00:00\", \"series\": \"Government\"}, {\"count\": 408, \"month\": 9, \"year\": 2000, \"rate\": 2.1, \"date\": \"2000-09-01 07:00:00\", \"series\": \"Government\"}, {\"count\": 391, \"month\": 10, \"year\": 2000, \"rate\": 2.0, \"date\": \"2000-10-01 07:00:00\", \"series\": \"Government\"}, {\"count\": 384, \"month\": 11, \"year\": 2000, \"rate\": 1.9, \"date\": \"2000-11-01 08:00:00\", \"series\": \"Government\"}, {\"count\": 365, \"month\": 12, \"year\": 2000, \"rate\": 1.8, \"date\": \"2000-12-01 08:00:00\", \"series\": 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\"series\": \"Government\"}, {\"count\": 438, \"month\": 9, \"year\": 2001, \"rate\": 2.2, \"date\": \"2001-09-01 07:00:00\", \"series\": \"Government\"}, {\"count\": 429, \"month\": 10, \"year\": 2001, \"rate\": 2.2, \"date\": \"2001-10-01 07:00:00\", \"series\": \"Government\"}, {\"count\": 420, \"month\": 11, \"year\": 2001, \"rate\": 2.1, \"date\": \"2001-11-01 08:00:00\", \"series\": \"Government\"}, {\"count\": 419, \"month\": 12, \"year\": 2001, \"rate\": 2.1, \"date\": \"2001-12-01 08:00:00\", \"series\": \"Government\"}, {\"count\": 486, \"month\": 1, \"year\": 2002, \"rate\": 2.4, \"date\": \"2002-01-01 08:00:00\", \"series\": \"Government\"}, {\"count\": 508, \"month\": 2, \"year\": 2002, \"rate\": 2.5, \"date\": \"2002-02-01 08:00:00\", \"series\": \"Government\"}, {\"count\": 477, \"month\": 3, \"year\": 2002, \"rate\": 2.4, \"date\": \"2002-03-01 08:00:00\", \"series\": \"Government\"}, {\"count\": 447, \"month\": 4, \"year\": 2002, \"rate\": 2.2, \"date\": \"2002-04-01 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"output_type": "display_data"
},
{
"data": {
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"
},
"metadata": {
"jupyter-vega": "#567c9292-8fd8-44ab-80a0-289ff3262bd8"
},
"output_type": "display_data"
}
],
"source": [
"Layer(data).mark_area(stacked='normalize').encode(\n",
" X('date:T', timeUnit='yearmonth',\n",
" axis=Axis(format='%Y', labelAngle=0, title='year')),\n",
" Y('sum(count)'),\n",
" color=Color('series:N', scale=Scale(range=\"category20b\"))\n",
")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## SteamGraph"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"\n"
]
},
"metadata": {
"jupyter-vega": "#392c1715-9057-493e-8e0a-af6e8ee94631"
},
"output_type": "display_data"
},
{
"data": {
"application/javascript": [
"var spec = {\"encoding\": {\"x\": {\"timeUnit\": \"yearmonth\", \"type\": \"temporal\", \"field\": \"date\", \"axis\": {\"labelAngle\": 0.0, \"format\": \"%Y\", \"title\": \"year\"}}, \"y\": {\"field\": \"count\", \"type\": \"quantitative\", \"aggregate\": \"sum\"}, \"color\": {\"field\": \"series\", \"type\": \"nominal\", \"scale\": {\"range\": \"category20b\"}}}, \"config\": {\"mark\": {\"stacked\": \"center\"}, \"cell\": {\"width\": 500, \"height\": 350}}, \"data\": {\"values\": [{\"count\": 430, \"month\": 1, \"year\": 2000, \"rate\": 2.1, \"date\": \"2000-01-01 08:00:00\", \"series\": \"Government\"}, {\"count\": 409, \"month\": 2, \"year\": 2000, \"rate\": 2.0, \"date\": \"2000-02-01 08:00:00\", \"series\": \"Government\"}, {\"count\": 311, \"month\": 3, \"year\": 2000, \"rate\": 1.5, \"date\": \"2000-03-01 08:00:00\", \"series\": \"Government\"}, {\"count\": 269, \"month\": 4, \"year\": 2000, \"rate\": 1.3, \"date\": \"2000-04-01 08:00:00\", \"series\": \"Government\"}, {\"count\": 370, \"month\": 5, \"year\": 2000, \"rate\": 1.9, \"date\": \"2000-05-01 07:00:00\", \"series\": \"Government\"}, {\"count\": 603, \"month\": 6, \"year\": 2000, \"rate\": 3.1, \"date\": \"2000-06-01 07:00:00\", \"series\": \"Government\"}, {\"count\": 545, \"month\": 7, \"year\": 2000, \"rate\": 2.9, \"date\": \"2000-07-01 07:00:00\", \"series\": \"Government\"}, {\"count\": 583, \"month\": 8, \"year\": 2000, \"rate\": 3.1, \"date\": \"2000-08-01 07:00:00\", \"series\": \"Government\"}, {\"count\": 408, \"month\": 9, \"year\": 2000, \"rate\": 2.1, \"date\": \"2000-09-01 07:00:00\", \"series\": \"Government\"}, {\"count\": 391, \"month\": 10, \"year\": 2000, \"rate\": 2.0, \"date\": \"2000-10-01 07:00:00\", \"series\": \"Government\"}, {\"count\": 384, \"month\": 11, \"year\": 2000, \"rate\": 1.9, \"date\": \"2000-11-01 08:00:00\", \"series\": \"Government\"}, {\"count\": 365, \"month\": 12, \"year\": 2000, \"rate\": 1.8, \"date\": \"2000-12-01 08:00:00\", \"series\": \"Government\"}, {\"count\": 463, \"month\": 1, \"year\": 2001, \"rate\": 2.3, \"date\": \"2001-01-01 08:00:00\", \"series\": \"Government\"}, {\"count\": 298, \"month\": 2, \"year\": 2001, \"rate\": 1.5, \"date\": \"2001-02-01 08:00:00\", \"series\": \"Government\"}, {\"count\": 355, \"month\": 3, \"year\": 2001, \"rate\": 1.8, \"date\": \"2001-03-01 08:00:00\", \"series\": \"Government\"}, {\"count\": 369, \"month\": 4, \"year\": 2001, \"rate\": 1.9, \"date\": \"2001-04-01 08:00:00\", \"series\": \"Government\"}, {\"count\": 361, \"month\": 5, \"year\": 2001, \"rate\": 1.8, \"date\": \"2001-05-01 07:00:00\", \"series\": \"Government\"}, {\"count\": 525, \"month\": 6, \"year\": 2001, \"rate\": 2.7, \"date\": \"2001-06-01 07:00:00\", \"series\": \"Government\"}, {\"count\": 548, \"month\": 7, \"year\": 2001, \"rate\": 2.8, \"date\": \"2001-07-01 07:00:00\", \"series\": \"Government\"}, {\"count\": 540, \"month\": 8, \"year\": 2001, \"rate\": 2.8, \"date\": \"2001-08-01 07:00:00\", \"series\": \"Government\"}, {\"count\": 438, \"month\": 9, \"year\": 2001, \"rate\": 2.2, \"date\": \"2001-09-01 07:00:00\", \"series\": \"Government\"}, {\"count\": 429, \"month\": 10, \"year\": 2001, \"rate\": 2.2, \"date\": \"2001-10-01 07:00:00\", \"series\": \"Government\"}, {\"count\": 420, \"month\": 11, \"year\": 2001, \"rate\": 2.1, \"date\": \"2001-11-01 08:00:00\", \"series\": \"Government\"}, {\"count\": 419, \"month\": 12, \"year\": 2001, \"rate\": 2.1, \"date\": \"2001-12-01 08:00:00\", \"series\": \"Government\"}, {\"count\": 486, \"month\": 1, \"year\": 2002, \"rate\": 2.4, \"date\": \"2002-01-01 08:00:00\", \"series\": \"Government\"}, {\"count\": 508, \"month\": 2, \"year\": 2002, \"rate\": 2.5, \"date\": \"2002-02-01 08:00:00\", \"series\": \"Government\"}, {\"count\": 477, \"month\": 3, \"year\": 2002, \"rate\": 2.4, \"date\": \"2002-03-01 08:00:00\", \"series\": \"Government\"}, {\"count\": 447, \"month\": 4, \"year\": 2002, \"rate\": 2.2, \"date\": \"2002-04-01 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"
},
"metadata": {
"jupyter-vega": "#392c1715-9057-493e-8e0a-af6e8ee94631"
},
"output_type": "display_data"
}
],
"source": [
"Layer(data).mark_area(stacked='center').encode(\n",
" X('date:T', timeUnit='yearmonth',\n",
" axis=Axis(format='%Y', labelAngle=0, title='year')),\n",
" Y('sum(count)'),\n",
" color=Color('series:N', scale=Scale(range=\"category20b\"))\n",
")"
]
}
],
"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": "3.5.1"
},
"widgets": {
"state": {},
"version": "1.1.0"
}
},
"nbformat": 4,
"nbformat_minor": 1
}