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@votti
Created October 24, 2018 14:40
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Shows how the AdjustText package can be used together with plotnine
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# This is an example how to use `adjustText` for `plotnine` "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"I was missing the `ggrepel` package from ggplot2 quite a bit, but this seems to be a straight forward solution!\n",
"\n",
"by Vito Zanotelli, vito.zanotelli@gmail.com"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import plotnine as gg\n",
"import pandas as pd\n",
"from adjustText import adjust_text\n",
"%matplotlib inline"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This example uses the mpg cars dataset"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"url_mpg = 'https://gist.githubusercontent.com/omarish/5687264/raw/7e5c814ce6ef33e25d5259c1fe79463c190800d9/mpg.csv'"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"dat = pd.read_csv(url_mpg)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>mpg</th>\n",
" <th>cylinders</th>\n",
" <th>displacement</th>\n",
" <th>horsepower</th>\n",
" <th>weight</th>\n",
" <th>acceleration</th>\n",
" <th>model_year</th>\n",
" <th>origin</th>\n",
" <th>name</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>18.0</td>\n",
" <td>8</td>\n",
" <td>307.0</td>\n",
" <td>130</td>\n",
" <td>3504</td>\n",
" <td>12.0</td>\n",
" <td>70</td>\n",
" <td>1</td>\n",
" <td>chevrolet chevelle malibu</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>15.0</td>\n",
" <td>8</td>\n",
" <td>350.0</td>\n",
" <td>165</td>\n",
" <td>3693</td>\n",
" <td>11.5</td>\n",
" <td>70</td>\n",
" <td>1</td>\n",
" <td>buick skylark 320</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>18.0</td>\n",
" <td>8</td>\n",
" <td>318.0</td>\n",
" <td>150</td>\n",
" <td>3436</td>\n",
" <td>11.0</td>\n",
" <td>70</td>\n",
" <td>1</td>\n",
" <td>plymouth satellite</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>16.0</td>\n",
" <td>8</td>\n",
" <td>304.0</td>\n",
" <td>150</td>\n",
" <td>3433</td>\n",
" <td>12.0</td>\n",
" <td>70</td>\n",
" <td>1</td>\n",
" <td>amc rebel sst</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>17.0</td>\n",
" <td>8</td>\n",
" <td>302.0</td>\n",
" <td>140</td>\n",
" <td>3449</td>\n",
" <td>10.5</td>\n",
" <td>70</td>\n",
" <td>1</td>\n",
" <td>ford torino</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" mpg cylinders displacement horsepower weight acceleration model_year \\\n",
"0 18.0 8 307.0 130 3504 12.0 70 \n",
"1 15.0 8 350.0 165 3693 11.5 70 \n",
"2 18.0 8 318.0 150 3436 11.0 70 \n",
"3 16.0 8 304.0 150 3433 12.0 70 \n",
"4 17.0 8 302.0 140 3449 10.5 70 \n",
"\n",
" origin name \n",
"0 1 chevrolet chevelle malibu \n",
"1 1 buick skylark 320 \n",
"2 1 plymouth satellite \n",
"3 1 amc rebel sst \n",
"4 1 ford torino "
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"dat.head()"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"col_mpg = 'mpg'\n",
"col_cylinders = 'cylinders'\n",
"col_modelyear = 'model_year'\n",
"col_acceleration = 'acceleration'\n",
"col_weight = 'weight'\n",
"col_name = 'name'"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This plots the acceleration of the car versus the milage per gallon (=fuel efficiency).\n",
"The plot is facetted by number of cylinders. Colors represent the car weight.\n",
"\n",
"What can be seen is that in general heavier cars have more cylinders and a lower full efficiency.\n",
"It could be potentially interesting to highlight to most and least fuel efficient cars."
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 1500x500 with 5 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"<ggplot: (8739306066454)>"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"fil = (dat[col_acceleration] < 10) | (dat[col_acceleration] > 22)\n",
"p = (gg.ggplot(dat, gg.aes(x=col_mpg, y=col_acceleration))+\n",
" gg.facet_grid('.~{}'.format(col_cylinders))+\n",
" gg.geom_point(gg.aes(color=col_weight))+\n",
" gg.geom_text( gg.aes(label=col_name), data=dat.loc[fil,], size=7)+\n",
" gg.theme(figure_size=(15,5))\n",
")\n",
" \n",
"p + gg.ggtitle('Unoptimized labels')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Unfortunately without further optimizatios the labels are not readable.\n",
"\n",
"The 'built in' way to do this with plotnine is using `nudge_x/y` - however this does not really solve the problem."
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1500x500 with 5 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"<ggplot: (-9223363297548947021)>"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"p2 = (gg.ggplot(dat, gg.aes(x=col_mpg, y=col_acceleration))+\n",
" gg.facet_grid('.~{}'.format(col_cylinders))+\n",
" gg.geom_point(gg.aes(color=col_weight))+\n",
" gg.geom_text(gg.aes(label=col_name), data=dat.loc[fil,], nudge_x=0.5, nudge_y=0.5, size=7)+\n",
" gg.theme(figure_size=(15,5))\n",
")\n",
" \n",
"p2 + gg.ggtitle('Kind of optimized labels')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"However `adjust_text` from the `adjustText` package does the job quite nicely!\n",
"https://github.com/Phlya/adjustText"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1500x500 with 5 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"f = (p + gg.ggtitle('Optimized labels')).draw()\n",
"for a in f.axes:\n",
" texts = [t for t in a.texts]\n",
" adjust_text(texts,ax=a, arrowprops=dict(arrowstyle='-', color='grey'))\n",
" "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"More examples can be found at https://github.com/Phlya/adjustText/wiki\n",
"\n",
"Further steps could be expanding axes limits etc to make all text fit or to fiddle with the `adjust_text` parameters."
]
}
],
"metadata": {
"kernelspec": {
"display_name": "sphere_env",
"language": "python",
"name": "sphere_env"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.7.0"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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