{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### New to Plotly?\n",
"Plotly's Python library is free and open source! [Get started](https://plot.ly/python/getting-started/) by downloading the client and [reading the primer](https://plot.ly/python/getting-started/).\n",
"
You can set up Plotly to work in [online](https://plot.ly/python/getting-started/#initialization-for-online-plotting) or [offline](https://plot.ly/python/getting-started/#initialization-for-offline-plotting) mode, or in [jupyter notebooks](https://plot.ly/python/getting-started/#start-plotting-online).\n",
"
We also have a quick-reference [cheatsheet](https://images.plot.ly/plotly-documentation/images/python_cheat_sheet.pdf) (new!) to help you get started!"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Version Check\n",
"Plotly's python package is updated frequently. Run `pip install plotly --upgrade` to use the latest version."
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"'2.2.3'"
]
},
"execution_count": 1,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import plotly\n",
"plotly.__version__"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Introduction"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Aggregates are a type of transform that can be applied to values in a given expression. Available aggregations are:\n",
"\n",
"Function | Description\n",
"------------- | -------------\n",
"`count` | Returns the quantity of items for each group.\n",
"`sum` | Returns the summation of all numeric values.\n",
"`avg` | Returns the average of all numeric values.\n",
"`median` | Returns the median of all numeric values.\n",
"`mode` | Returns the mode of all numeric values.\n",
"`rms` | Returns the rms of all numeric values.\n",
"`stddev` | Returns the standard deviation of all numeric values.\n",
"`min` | Returns the minimum numeric value for each group.\n",
"`max` | Returns the maximum numeric value for each group.\n",
"`first` | Returns the first numeric value for each group.\n",
"`last` | Returns the last numeric value for each group."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Basic Example"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
""
],
"text/vnd.plotly.v1+html": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"application/vnd.plotly.v1+json": {
"data": [
{
"mode": "markers",
"transforms": [
{
"aggregations": [
{
"enabled": true,
"func": "sum",
"target": "y"
}
],
"groups": [
"Moe",
"Larry",
"Curly",
"Moe",
"Larry",
"Curly",
"Moe",
"Larry",
"Curly",
"Moe",
"Larry",
"Curly"
],
"type": "aggregate"
}
],
"type": "scatter",
"x": [
"Moe",
"Larry",
"Curly",
"Moe",
"Larry",
"Curly",
"Moe",
"Larry",
"Curly",
"Moe",
"Larry",
"Curly"
],
"y": [
1,
6,
2,
8,
2,
9,
4,
5,
1,
5,
2,
8
]
}
],
"layout": {}
},
"text/html": [
""
],
"text/vnd.plotly.v1+html": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import plotly.offline as off\n",
"\n",
"off.init_notebook_mode(connected=False)\n",
"\n",
"subject = ['Moe','Larry','Curly','Moe','Larry','Curly','Moe','Larry','Curly','Moe','Larry','Curly']\n",
"score = [1,6,2,8,2,9,4,5,1,5,2,8]\n",
"\n",
"data = [dict(\n",
" type = 'scatter',\n",
" x = subject,\n",
" y = score,\n",
" mode = 'markers',\n",
" transforms = [dict(\n",
" type = 'aggregate',\n",
" groups = subject,\n",
" aggregations = [dict(\n",
" target = 'y', func = 'sum', enabled = True),\n",
" ]\n",
" )]\n",
")]\n",
"\n",
"\n",
"off.iplot({'data': data}, validate=False)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Aggregate Functions"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
""
],
"text/vnd.plotly.v1+html": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"application/vnd.plotly.v1+json": {
"data": [
{
"mode": "markers",
"transforms": [
{
"aggregations": [
{
"enabled": true,
"func": "sum",
"target": "y"
}
],
"groups": [
"Moe",
"Larry",
"Curly",
"Moe",
"Larry",
"Curly",
"Moe",
"Larry",
"Curly",
"Moe",
"Larry",
"Curly"
],
"type": "aggregate"
}
],
"type": "scatter",
"x": [
"Moe",
"Larry",
"Curly",
"Moe",
"Larry",
"Curly",
"Moe",
"Larry",
"Curly",
"Moe",
"Larry",
"Curly"
],
"y": [
1,
6,
2,
8,
2,
9,
4,
5,
1,
5,
2,
8
]
}
],
"layout": {
"title": "Plotly Aggregations
use dropdown to change aggregation",
"updatemenus": [
{
"active": 1,
"buttons": [
{
"args": [
"transforms[0].aggregations[0].func",
"count"
],
"label": "count",
"method": "restyle"
},
{
"args": [
"transforms[0].aggregations[0].func",
"sum"
],
"label": "sum",
"method": "restyle"
},
{
"args": [
"transforms[0].aggregations[0].func",
"avg"
],
"label": "avg",
"method": "restyle"
},
{
"args": [
"transforms[0].aggregations[0].func",
"median"
],
"label": "median",
"method": "restyle"
},
{
"args": [
"transforms[0].aggregations[0].func",
"mode"
],
"label": "mode",
"method": "restyle"
},
{
"args": [
"transforms[0].aggregations[0].func",
"rms"
],
"label": "rms",
"method": "restyle"
},
{
"args": [
"transforms[0].aggregations[0].func",
"stddev"
],
"label": "stddev",
"method": "restyle"
},
{
"args": [
"transforms[0].aggregations[0].func",
"min"
],
"label": "min",
"method": "restyle"
},
{
"args": [
"transforms[0].aggregations[0].func",
"max"
],
"label": "max",
"method": "restyle"
},
{
"args": [
"transforms[0].aggregations[0].func",
"first"
],
"label": "first",
"method": "restyle"
},
{
"args": [
"transforms[0].aggregations[0].func",
"last"
],
"label": "last",
"method": "restyle"
}
],
"showactive": false,
"x": 0.85,
"xref": "paper",
"y": 1.15,
"yanchor": "top",
"yref": "paper"
}
],
"xaxis": {
"title": "Subject"
},
"yaxis": {
"range": [
0,
22
],
"title": "Score"
}
}
},
"text/html": [
""
],
"text/vnd.plotly.v1+html": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import plotly.offline as off\n",
"\n",
"off.init_notebook_mode(connected=False)\n",
"\n",
"subject = ['Moe','Larry','Curly','Moe','Larry','Curly','Moe','Larry','Curly','Moe','Larry','Curly']\n",
"score = [1,6,2,8,2,9,4,5,1,5,2,8]\n",
"\n",
"aggs = [\"count\",\"sum\",\"avg\",\"median\",\"mode\",\"rms\",\"stddev\",\"min\",\"max\",\"first\",\"last\"]\n",
"\n",
"agg = []\n",
"agg_func = []\n",
"for i in range(0, len(aggs)):\n",
" agg = dict(\n",
" args=['transforms[0].aggregations[0].func', aggs[i]],\n",
" label=aggs[i],\n",
" method='restyle'\n",
" )\n",
" agg_func.append(agg)\n",
"\n",
"\n",
"data = [dict(\n",
" type = 'scatter',\n",
" x = subject,\n",
" y = score,\n",
" mode = 'markers',\n",
" transforms = [dict(\n",
" type = 'aggregate',\n",
" groups = subject,\n",
" aggregations = [dict(\n",
" target = 'y', func = 'sum', enabled = True)\n",
" ]\n",
" )]\n",
")]\n",
"\n",
"layout = dict(\n",
" title = 'Plotly Aggregations
use dropdown to change aggregation',\n",
" xaxis = dict(title = 'Subject'),\n",
" yaxis = dict(title = 'Score', range = [0,22]),\n",
" updatemenus = [dict(\n",
" x = 0.85,\n",
" y = 1.15,\n",
" xref = 'paper',\n",
" yref = 'paper',\n",
" yanchor = 'top',\n",
" active = 1,\n",
" showactive = False,\n",
" buttons = agg_func\n",
" )]\n",
")\n",
"\n",
"off.iplot({'data': data,'layout': layout}, validate=False)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Histogram Binning"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
""
],
"text/vnd.plotly.v1+html": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"application/vnd.plotly.v1+json": {
"data": [
{
"autobinx": false,
"autobiny": true,
"marker": {
"color": "rgb(68, 68, 68)"
},
"name": "date",
"type": "histogram",
"x": [
"1984-07-13",
"1984-07-13",
"1984-07-18",
"1984-07-20",
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"1984-07-21",
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],
"layout": {
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"plot_bgcolor": "rgb(240, 240, 240)",
"title": "Shooting Incidents",
"updatemenus": [
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"label": "Quater",
"method": "restyle"
},
{
"args": [
"xbins.size",
"M6"
],
"label": "Half Year",
"method": "restyle"
},
{
"args": [
"xbins.size",
"M12"
],
"label": "Year",
"method": "restyle"
}
],
"showactive": true,
"x": 0.1,
"xref": "paper",
"y": 1.15,
"yanchor": "top",
"yref": "paper"
}
],
"xaxis": {
"title": "",
"type": "date"
},
"yaxis": {
"title": "Shootings Incidents",
"type": "linear"
}
}
},
"text/html": [
""
],
"text/vnd.plotly.v1+html": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import plotly.offline as off\n",
"\n",
"import pandas as pd\n",
"\n",
"off.init_notebook_mode(connected=False)\n",
"\n",
"df = pd.read_csv(\"https://plot.ly/~public.health/17.csv\")\n",
"\n",
"data = [dict(\n",
" x = df['date'],\n",
" autobinx = False,\n",
" autobiny = True,\n",
" marker = dict(color = 'rgb(68, 68, 68)'),\n",
" name = 'date',\n",
" type = 'histogram',\n",
" xbins = dict(\n",
" end = '2016-12-31 12:00',\n",
" size = 'M1',\n",
" start = '1983-12-31 12:00'\n",
" )\n",
")]\n",
"\n",
"layout = dict(\n",
" paper_bgcolor = 'rgb(240, 240, 240)',\n",
" plot_bgcolor = 'rgb(240, 240, 240)',\n",
" title = 'Shooting Incidents',\n",
" xaxis = dict(\n",
" title = '',\n",
" type = 'date'\n",
" ),\n",
" yaxis = dict(\n",
" title = 'Shootings Incidents',\n",
" type = 'linear'\n",
" ),\n",
" updatemenus = [dict(\n",
" x = 0.1,\n",
" y = 1.15,\n",
" xref = 'paper',\n",
" yref = 'paper',\n",
" yanchor = 'top',\n",
" active = 1,\n",
" showactive = True,\n",
" buttons = [\n",
" dict(\n",
" args = ['xbins.size', 'D1'],\n",
" label = 'Day',\n",
" method = 'restyle',\n",
" ), dict(\n",
" args = ['xbins.size', 'M1'],\n",
" label = 'Month',\n",
" method = 'restyle',\n",
" ), dict(\n",
" args = ['xbins.size', 'M3'],\n",
" label = 'Quater',\n",
" method = 'restyle',\n",
" ), dict(\n",
" args = ['xbins.size', 'M6'],\n",
" label = 'Half Year',\n",
" method = 'restyle',\n",
" ), dict(\n",
" args = ['xbins.size', 'M12'],\n",
" label = 'Year',\n",
" method = 'restyle',\n",
" )]\n",
" )]\n",
")\n",
"\n",
"off.iplot({'data': data,'layout': layout}, validate=False)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Mapping with Aggregates "
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"text/html": [
""
],
"text/vnd.plotly.v1+html": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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}
],
"layout": {
"height": 600,
"title": "Plotly Aggregations
use dropdown to change aggregation",
"updatemenus": [
{
"active": 1,
"buttons": [
{
"args": [
"transforms[0].aggregations[0].func",
"count"
],
"label": "count",
"method": "restyle"
},
{
"args": [
"transforms[0].aggregations[0].func",
"sum"
],
"label": "sum",
"method": "restyle"
},
{
"args": [
"transforms[0].aggregations[0].func",
"avg"
],
"label": "avg",
"method": "restyle"
},
{
"args": [
"transforms[0].aggregations[0].func",
"median"
],
"label": "median",
"method": "restyle"
},
{
"args": [
"transforms[0].aggregations[0].func",
"mode"
],
"label": "mode",
"method": "restyle"
},
{
"args": [
"transforms[0].aggregations[0].func",
"rms"
],
"label": "rms",
"method": "restyle"
},
{
"args": [
"transforms[0].aggregations[0].func",
"stddev"
],
"label": "stddev",
"method": "restyle"
},
{
"args": [
"transforms[0].aggregations[0].func",
"min"
],
"label": "min",
"method": "restyle"
},
{
"args": [
"transforms[0].aggregations[0].func",
"max"
],
"label": "max",
"method": "restyle"
},
{
"args": [
"transforms[0].aggregations[0].func",
"first"
],
"label": "first",
"method": "restyle"
},
{
"args": [
"transforms[0].aggregations[0].func",
"last"
],
"label": "last",
"method": "restyle"
}
],
"showactive": false,
"x": 0.85,
"xref": "paper",
"y": 1.15,
"yanchor": "top",
"yref": "paper"
}
],
"width": 900,
"xaxis": {
"title": "Subject"
},
"yaxis": {
"range": [
0,
22
],
"title": "Score"
}
}
},
"text/html": [
""
],
"text/vnd.plotly.v1+html": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import plotly.offline as off\n",
"\n",
"import pandas as pd\n",
"\n",
"off.init_notebook_mode(connected=False)\n",
"\n",
"df = pd.read_csv(\"https://raw.githubusercontent.com/bcdunbar/datasets/master/worldhappiness.csv\")\n",
"\n",
"aggs = [\"count\",\"sum\",\"avg\",\"median\",\"mode\",\"rms\",\"stddev\",\"min\",\"max\",\"first\",\"last\"]\n",
"\n",
"agg = []\n",
"agg_func = []\n",
"for i in range(0, len(aggs)):\n",
" agg = dict(\n",
" args=['transforms[0].aggregations[0].func', aggs[i]],\n",
" label=aggs[i],\n",
" method='restyle'\n",
" )\n",
" agg_func.append(agg)\n",
"\n",
"data = [dict(\n",
" type = 'choropleth',\n",
" locationmode = 'country names',\n",
" locations = df['Country'],\n",
" z = df['HappinessScore'],\n",
" autocolorscale = False,\n",
" colorscale = 'Portland',\n",
" reversescale = True,\n",
" transforms = [dict(\n",
" type = 'aggregate',\n",
" groups = df['Country'],\n",
" aggregations = [dict(\n",
" target = 'z', func = 'sum', enabled = True)\n",
" ]\n",
" )]\n",
")]\n",
"\n",
"layout = dict(\n",
" title = 'Plotly Aggregations
use dropdown to change aggregation',\n",
" xaxis = dict(title = 'Subject'),\n",
" yaxis = dict(title = 'Score', range = [0,22]),\n",
" height = 600,\n",
" width = 900,\n",
" updatemenus = [dict(\n",
" x = 0.85,\n",
" y = 1.15,\n",
" xref = 'paper',\n",
" yref = 'paper',\n",
" yanchor = 'top',\n",
" active = 1,\n",
" showactive = False,\n",
" buttons = agg_func\n",
" )]\n",
")\n",
"\n",
"off.iplot({'data': data,'layout': layout}, validate=False)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Reference\n",
"See https://plot.ly/python/reference/ for more information and chart attribute options!"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
""
],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [
""
],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Collecting git+https://github.com/plotly/publisher.git\n",
" Cloning https://github.com/plotly/publisher.git to c:\\users\\branden\\appdata\\local\\temp\\pip-ftibjt4h-build\n",
"Installing collected packages: publisher\n",
" Found existing installation: publisher 0.11\n",
" Uninstalling publisher-0.11:\n",
" Successfully uninstalled publisher-0.11\n",
" Running setup.py install for publisher: started\n",
" Running setup.py install for publisher: finished with status 'done'\n",
"Successfully installed publisher-0.11\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"C:\\Users\\Branden\\Anaconda3\\envs\\ipykernel_py2\\lib\\site-packages\\IPython\\nbconvert.py:13: ShimWarning:\n",
"\n",
"The `IPython.nbconvert` package has been deprecated. You should import from nbconvert instead.\n",
"\n",
"C:\\Users\\Branden\\Anaconda3\\envs\\ipykernel_py2\\lib\\site-packages\\publisher\\publisher.py:53: UserWarning:\n",
"\n",
"Did you \"Save\" this notebook before running this command? Remember to save, always save.\n",
"\n"
]
}
],
"source": [
"from IPython.display import display, HTML\n",
"\n",
"display(HTML(''))\n",
"display(HTML(''))\n",
"\n",
"! pip install git+https://github.com/plotly/publisher.git --upgrade\n",
"import publisher\n",
"publisher.publish(\n",
" 'aggregations.ipynb', 'python/aggregations/', 'Aggregations',\n",
" 'How to use aggregates in Python with Plotly.',\n",
" title = 'Aggregations | Plotly',\n",
" has_thumbnail='true', thumbnail='thumbnail/aggregations.jpg', \n",
" language='python', uses_plotly_offline=True,\n",
" page_type='example_index',\n",
" display_as='transforms', order=3,\n",
" ipynb= '~notebook_demo/192')"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
}
],
"metadata": {
"anaconda-cloud": {},
"kernelspec": {
"display_name": "Python 2",
"language": "python",
"name": "python2"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 2
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython2",
"version": "2.7.12"
}
},
"nbformat": 4,
"nbformat_minor": 2
}