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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Before and after: Alternatives to a radar chart (spider chart)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"A radar chart (sometimes called \"spider charts\") look cool but are, in fact, \n",
"pretty lame. So much so that when the data visualization author Stephen Few mentioned them in his book [Show me the numbers](https://www.amazon.com/Show-Me-Numbers-Designing-Enlighten/), he did so in a chapter called \"Silly graphs that are best forsaken.\"\n",
"\n",
"Here, I will demonstrate some of its problems, and will suggest an alternative"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import seaborn as sns\n",
"import matplotlib.pylab as plt\n",
"import pandas as pd\n",
"import numpy as np\n",
"from math import pi\n",
"import io\n",
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 2,
"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>category</th>\n",
" <th>A</th>\n",
" <th>B</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>Antisocial attitudes</td>\n",
" <td>6</td>\n",
" <td>7</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>Antisocial peers</td>\n",
" <td>3</td>\n",
" <td>6</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>Antisocial personality</td>\n",
" <td>6</td>\n",
" <td>2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>History of antisocial behaviour</td>\n",
" <td>1</td>\n",
" <td>4</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>Family</td>\n",
" <td>8</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>Education/employment</td>\n",
" <td>2</td>\n",
" <td>7</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>Substance abuse</td>\n",
" <td>2</td>\n",
" <td>3</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" category A B\n",
"0 Antisocial attitudes 6 7\n",
"1 Antisocial peers 3 6\n",
"2 Antisocial personality 6 2\n",
"3 History of antisocial behaviour 1 4\n",
"4 Family 8 1\n",
"5 Education/employment 2 7\n",
"6 Substance abuse 2 3"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df = pd.read_csv(io.StringIO(\"\"\"category\tA\tB\n",
"Antisocial attitudes\t6\t7\n",
"Antisocial peers\t3\t6\n",
"Antisocial personality\t6\t2\n",
"History of antisocial behaviour\t1\t4\n",
"Family\t8\t1\n",
"Education/employment\t2\t7\n",
"Substance abuse\t2\t3\"\"\"), sep='\\t')\n",
"df"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"def do_plot(df, col, color, ax):\n",
" # based on\n",
" categories = list(df['category'])\n",
" values = list(df[col])\n",
" values += values[:1] # repeat the first value to close the circular graph\n",
" angles = [n / float(len(categories)) * 2 * pi for n in range(len(categories))]\n",
" angles += angles[:1]\n",
"\n",
"\n",
" ax.set_xticks(angles[:-1])\n",
" ax.set_xticklabels(categories)\n",
" ax.set_yticks(np.arange(0, len(categories)))\n",
" ax.set_ylim(0, 5)\n",
" ax.set_rlabel_position(30)\n",
"\n",
" ax.plot(angles, values, linewidth=1, color=color, linestyle='solid')\n",
" ax.fill(angles, values, color=color, alpha=0.4)\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Before: The problems of a radar (spyder) plot"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 576x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(figsize=(8,8), subplot_kw=dict(polar=True))\n",
"do_plot(df=df, col='B', color='red', ax=ax)\n",
"do_plot(df=df, col='A', color='blue', ax=ax)"
]
},
{
"cell_type": "raw",
"metadata": {},
"source": [
"Above is my reconstruction of the original plot that I saw in a Facebook discussion. The graph looks pretty cool, I have to admit, but it is full of problems. \n",
"What are the problems of a spyder plot or a radar plot? \n",
"Let's start with readability. Can you quickly tell the value of \"Substance abuse\" for the red series? Not that easy. \n",
"\n",
"But a more significant problem emerges when one realizes that in most cases, the order of the categories is arbitrary and that different sorting options may result in entirely different visual pictures."
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1728x576 with 3 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, axes = plt.subplots(nrows=1, ncols=3, figsize=(8*3, 8),\n",
" subplot_kw=dict(polar=True))\n",
"\n",
"do_plot(df, 'A', 'blue', axes[0])\n",
"do_plot(df, 'B', 'red', axes[0])\n",
"df = df.sort_values('B')\n",
"do_plot(df, 'A', 'blue', axes[1])\n",
"do_plot(df, 'B', 'red', axes[1])\n",
"df = df.sort_values('A')\n",
"do_plot(df, 'A', 'blue', axes[2])\n",
"do_plot(df, 'B', 'red', axes[2])\n",
"\n",
"\n",
"\n",
"\n",
"\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## After: conclusion-based graph design\n",
"\n",
"I have been continually preaching to add meaningful titles to all the graphs you are creating. (See [How to suck less in data visualization and professional communication](https://gorelik.net/2020/07/28/how-to-suck-less-in-data-visualization-and-professional-communication/)). \n",
"\n",
"One of the byproducts of adding a title is the fact that when you write down your main takeaway of a graph, you force yourself to think, \"does this graph show what it says it shows?\" Thus, you guide yourself to better graph choices.\n",
"\n",
"Let's say that we conclude that there is no correlation between the two series of data. Is this conclusion evident from the graphs? I would say, not so much. \n",
"\n",
"Instead of a radar chart, I suggest creating two aligned, horizontal graph plots. This way, we may sort one subplot according to the values, and then, correlation (or lack of thereof) will be evident.\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"melted = df.sort_values('A').melt(id_vars=['category'])"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/boris/anaconda3/lib/python3.7/site-packages/seaborn/axisgrid.py:316: UserWarning: The `size` parameter has been renamed to `height`; please update your code.\n",
" warnings.warn(msg, UserWarning)\n",
"/Users/boris/anaconda3/lib/python3.7/site-packages/seaborn/axisgrid.py:645: UserWarning: Using the barplot function without specifying `order` is likely to produce an incorrect plot.\n",
" warnings.warn(warning)\n"
]
},
{
"data": {
"text/plain": [
"Text(0.5, 1.0, 'B')"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x360 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"g = sns.FacetGrid(melted, col=\"variable\", size=5)\n",
"g.map(sns.barplot, 'value', 'category', orient='h')\n",
"fig = plt.gcf()\n",
"fig.suptitle('A and B are not connected', y=1, fontsize='x-large', va='bottom')\n",
"axes = fig.axes\n",
"axes[0].set_title('A')\n",
"axes[1].set_title('B')\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Isn't this much better?"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"But what if we want to show the differences between the two cases, A and B?"
]
},
{
"cell_type": "code",
"execution_count": 8,
"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>category</th>\n",
" <th>A</th>\n",
" <th>B</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>History of antisocial behaviour</td>\n",
" <td>1</td>\n",
" <td>4</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>Substance abuse</td>\n",
" <td>2</td>\n",
" <td>3</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>Education/employment</td>\n",
" <td>2</td>\n",
" <td>7</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>Antisocial peers</td>\n",
" <td>3</td>\n",
" <td>6</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>Antisocial personality</td>\n",
" <td>6</td>\n",
" <td>2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>Antisocial attitudes</td>\n",
" <td>6</td>\n",
" <td>7</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>Family</td>\n",
" <td>8</td>\n",
" <td>1</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" category A B\n",
"3 History of antisocial behaviour 1 4\n",
"6 Substance abuse 2 3\n",
"5 Education/employment 2 7\n",
"1 Antisocial peers 3 6\n",
"2 Antisocial personality 6 2\n",
"0 Antisocial attitudes 6 7\n",
"4 Family 8 1"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x480 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"df['diff'] = (df['A'] - df['B'])\n",
"df.sort_values('diff', inplace=True)\n",
"fig, ax = plt.subplots(dpi=120)\n",
"df.plot.barh(x='category', y='diff', ax=ax, legend=False, color='tab:red')\n",
"ax.set_xlabel('Difference in favour of A')\n",
"ax.set_title('\"Family\" is mostly important for A\\n\"Education\" is mostly important for B', ha='left', ma='left', x=0)\n",
"sns.despine(ax=ax)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"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": "3.7.7"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
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