{ "cells": [ { "cell_type": "markdown", "id": "79eb73bd", "metadata": {}, "source": [ "# Plotting averages and other aggregations on existing data" ] }, { "cell_type": "code", "execution_count": 1, "id": "b17b56fa", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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countrycontinentgdp_per_capitalife_expectancypopulation
0AfghanistanAsia66354.86322856302
1AlbaniaEurope419574.2003071856
2AlgeriaAfrica509868.96330533827
3AngolaAfrica244645.23413926373
4Antigua and BarbudaN. America1273873.54477656
\n", "
" ], "text/plain": [ " country continent gdp_per_capita life_expectancy \\\n", "0 Afghanistan Asia 663 54.863 \n", "1 Albania Europe 4195 74.200 \n", "2 Algeria Africa 5098 68.963 \n", "3 Angola Africa 2446 45.234 \n", "4 Antigua and Barbuda N. America 12738 73.544 \n", "\n", " population \n", "0 22856302 \n", "1 3071856 \n", "2 30533827 \n", "3 13926373 \n", "4 77656 " ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import pandas as pd\n", "from plotnine import *\n", "\n", "df = pd.read_csv(\"countries.csv\")\n", "df.head()" ] }, { "cell_type": "markdown", "id": "cd46a118", "metadata": {}, "source": [ "## Plotting averages on scatter/dot plots with `stat_summary`\n", "\n", "The easiest way to plot an average on top of an existing chart is to use `stat_summary`. In the example below, we use it with several parameters:\n", "\n", "* `geom=point` to use a dot as the visual representation of the statistical summary\n", "* `fun_y=np.median` to use numpy's `median` method to calculate where to place the dots. It will use the median to place the dot on the y axis (`fun_y` is \"function for the y axis\").\n", "* `color='magenta'` to make it magenta, unlike the other dots" ] }, { "cell_type": "code", "execution_count": 17, "id": "143ea61e", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import numpy as np\n", "\n", "(\n", " ggplot(df)\n", " + aes(x='continent', y='life_expectancy')\n", " + geom_point(color='grey', alpha=0.5)\n", " + stat_summary(geom='point', fun_y=np.median, color='magenta')\n", ")" ] }, { "cell_type": "markdown", "id": "fa061428", "metadata": {}, "source": [ "Note that you cannot do `fun_y='median'`, even though it seems like you should be able to." ] }, { "cell_type": "markdown", "id": "5bc61c08", "metadata": {}, "source": [ "## Plotting maximum/minimums on scatter/dot plots with `stat_summary`\n", "\n", "In the same way you use `np.median` to plot the median above, you can also use `np.max` and `np.min`." ] }, { "cell_type": "code", "execution_count": 24, "id": "3c0b8299", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import numpy as np\n", "\n", "(\n", " ggplot(df)\n", " + aes(x='continent', y='life_expectancy')\n", " + geom_point(color='grey', alpha=0.5)\n", " + stat_summary(geom='point', fun_y=np.max, color='red')\n", " + stat_summary(geom='point', fun_y=np.min, color='blue')\n", ")" ] }, { "cell_type": "markdown", "id": "9bc3955a", "metadata": {}, "source": [ "## Anything is possible\n", "\n", "Play around with it, it can get fun" ] }, { "cell_type": "code", "execution_count": 77, "id": "cac9828a", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "" ] }, "execution_count": 77, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import numpy as np\n", "\n", "(\n", " ggplot(df)\n", " + aes(x='continent', y='life_expectancy')\n", " + stat_summary(geom='line',\n", " fun_y=np.max,\n", " color='purple',\n", " group='continent')\n", " + stat_summary(geom='ribbon',\n", " fun_ymin=np.min,\n", " fun_ymax=np.median,\n", " color='none',\n", " fill='cyan',\n", " group='continent',\n", " alpha=0.2)\n", " + geom_point(color='grey', alpha=0.5)\n", " + stat_summary(geom='point',\n", " fun_y=np.median,\n", " color='black')\n", " + stat_summary(aes(label=after_stat('round(y)')),\n", " geom='text',\n", " fun_y=np.median,\n", " color='black',\n", " size=10,\n", " ha='left',\n", " nudge_x=0.1)\n", ")" ] }, { "cell_type": "code", "execution_count": null, "id": "fcc194fd", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.9.7" } }, "nbformat": 4, "nbformat_minor": 5 }