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@bmtgoncalves
Last active August 1, 2021 00:27
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Gapminder.ipynb
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{
"cells": [
{
"metadata": {},
"cell_type": "markdown",
"source": "<div style=\"width: 100%; overflow: hidden;\">\n <div style=\"width: 150px; float: left;\"> <img src=\"https://raw.githubusercontent.com/DataForScience/Graphs4Sci/master/data/D4Sci_logo_ball.png\" alt=\"Data For Science, Inc\" align=\"left\" border=\"0\" width=150px> </div>\n <div style=\"float: left; margin-left: 10px;\"><h1>Visualization for Science</h1>\n<h1>Gapminder</h1>\n <a href=\"http://www.data4sci.com/\">www.data4sci.com</a><br/>\n @bgoncalves, @data4sci</p></div>\n</div>"
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "import matplotlib.pyplot as plt\n\nimport seaborn as sns\nimport pandas as pd\n\n%matplotlib inline",
"execution_count": 1,
"outputs": []
},
{
"metadata": {},
"cell_type": "markdown",
"source": "We download the data we'll be using. "
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "data = pd.read_csv('https://raw.githubusercontent.com/DataForScience/DataViz/master/data/gapminder.csv')",
"execution_count": 2,
"outputs": []
},
{
"metadata": {},
"cell_type": "markdown",
"source": "Let's take a look at the data"
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "data.head()",
"execution_count": 3,
"outputs": [
{
"output_type": "execute_result",
"execution_count": 3,
"data": {
"text/plain": " Country GDP Population LifeExpectancy Continent\n0 Algeria 6223.367465 33333216 72.301 0\n1 Angola 4797.231267 12420476 42.731 0\n2 Benin 1441.284873 8078314 56.728 0\n3 Botswana 12569.851770 1639131 50.728 0\n4 Burkina Faso 1217.032994 14326203 52.295 0",
"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>Country</th>\n <th>GDP</th>\n <th>Population</th>\n <th>LifeExpectancy</th>\n <th>Continent</th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>0</th>\n <td>Algeria</td>\n <td>6223.367465</td>\n <td>33333216</td>\n <td>72.301</td>\n <td>0</td>\n </tr>\n <tr>\n <th>1</th>\n <td>Angola</td>\n <td>4797.231267</td>\n <td>12420476</td>\n <td>42.731</td>\n <td>0</td>\n </tr>\n <tr>\n <th>2</th>\n <td>Benin</td>\n <td>1441.284873</td>\n <td>8078314</td>\n <td>56.728</td>\n <td>0</td>\n </tr>\n <tr>\n <th>3</th>\n <td>Botswana</td>\n <td>12569.851770</td>\n <td>1639131</td>\n <td>50.728</td>\n <td>0</td>\n </tr>\n <tr>\n <th>4</th>\n <td>Burkina Faso</td>\n <td>1217.032994</td>\n <td>14326203</td>\n <td>52.295</td>\n <td>0</td>\n </tr>\n </tbody>\n</table>\n</div>"
},
"metadata": {}
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "As we can see, there are several features associated with each country. Here we will create a Bubble plot to encode all 4 features in a single plot:\n\n- GDP - x-axis, log scale\n- Life Expectancy - y-axis, linear scale\n- Population - bubble size/area\n- Continent - bubble color"
},
{
"metadata": {},
"cell_type": "markdown",
"source": "We start by setting the color palette we'll be using"
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "colors = [\n '#51a7f9', \n '#cf51f9', \n '#70bf41', \n '#f39019', \n '#f9e351']\n\nsns.set_palette(palette=colors)",
"execution_count": 4,
"outputs": []
},
{
"metadata": {},
"cell_type": "markdown",
"source": "And replace continent number by names"
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "continents = [\n 'Africa',\n 'Americas',\n 'Asia',\n 'Europe',\n 'Oceania']\n\ndata.Continent = data.Continent.map(lambda x: continents[x])",
"execution_count": 5,
"outputs": []
},
{
"metadata": {},
"cell_type": "markdown",
"source": "Seaborn has some issues handling this specific dataset due to the wide range of the GDP and population variables"
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "sns.scatterplot(data=data, x='GDP', y='LifeExpectancy', \n hue='Continent', size='Population', \n alpha=0.7 # Make symbols transparent\n )",
"execution_count": 6,
"outputs": [
{
"output_type": "execute_result",
"execution_count": 6,
"data": {
"text/plain": "<AxesSubplot:xlabel='GDP', ylabel='LifeExpectancy'>"
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": "<Figure size 432x288 with 1 Axes>",
"image/png": 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\n"
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "We can force it to make the symbols larger"
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "sns.scatterplot(data=data, x='GDP', y='LifeExpectancy', \n hue='Continent', size='Population', \n sizes=(100, 5000), # Define the minimum/maximum symbol size\n alpha=0.7, # Make symbols transparent,\n )",
"execution_count": 7,
"outputs": [
{
"output_type": "execute_result",
"execution_count": 7,
"data": {
"text/plain": "<AxesSubplot:xlabel='GDP', ylabel='LifeExpectancy'>"
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": "<Figure size 432x288 with 1 Axes>",
"image/png": 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\n"
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "Which while better still has some issues. Fortunately, those are relatively easy to fix by using matplotlib directly on the figure generated by seaborn"
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "ax = sns.scatterplot(data=data, x='GDP', y='LifeExpectancy', \n hue='Continent', size='Population', \n sizes=(100, 5000), # Define the minimum/maximum symbol size\n alpha=0.7 # Make symbols transparent\n )\n\n# Get legend handles\nhandles, labels = ax.get_legend_handles_labels()\n\n# Keep only the hue legend and remove the symbols\nax.legend(handles[1:6],labels[1:6], # Skip the first handle (title)\n fontsize=20, # Make the font larger\n markerscale=0, # Remove the symbos\n labelcolor=colors, # Use the respective colors\n frameon=False # Remove the legend frame\n )\n\n# Set the correct labels\nax.set_xlabel('GDP', fontsize=24.0)\nax.set_ylabel('Life Expectancy', fontsize=24.0)\n\n# Add gridlines\nax.grid(True)\n\n# Make the x-axis log scale\nax.set_xscale('log')\n\n# Increase tick mark font size\nax.tick_params(axis='x', labelsize=20)\nax.tick_params(axis='y', labelsize=20)\n\n# Make figure larger\nfig = plt.gcf()\nfig.set_size_inches(14, 10)\nfig.tight_layout()",
"execution_count": 8,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": "<Figure size 1008x720 with 1 Axes>",
"image/png": 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\n"
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "<div style=\"width: 100%; overflow: hidden;\">\n <img src=\"https://raw.githubusercontent.com/DataForScience/Graphs4Sci/master/data/D4Sci_logo_full.png\" alt=\"Data For Science, Inc\" align=\"center\" border=\"0\" width=300px> \n</div>"
}
],
"metadata": {
"anaconda-cloud": {},
"kernelspec": {
"name": "python3",
"display_name": "Python 3",
"language": "python"
},
"language_info": {
"name": "python",
"version": "3.8.5",
"mimetype": "text/x-python",
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"pygments_lexer": "ipython3",
"nbconvert_exporter": "python",
"file_extension": ".py"
},
"toc": {
"base_numbering": 1,
"nav_menu": {},
"number_sections": true,
"sideBar": true,
"skip_h1_title": true,
"title_cell": "Table of Contents",
"title_sidebar": "Contents",
"toc_cell": false,
"toc_position": {},
"toc_section_display": true,
"toc_window_display": false
},
"varInspector": {
"window_display": false,
"cols": {
"lenName": 16,
"lenType": 16,
"lenVar": 40
},
"kernels_config": {
"python": {
"library": "var_list.py",
"delete_cmd_prefix": "del ",
"delete_cmd_postfix": "",
"varRefreshCmd": "print(var_dic_list())"
},
"r": {
"library": "var_list.r",
"delete_cmd_prefix": "rm(",
"delete_cmd_postfix": ") ",
"varRefreshCmd": "cat(var_dic_list()) "
}
},
"types_to_exclude": [
"module",
"function",
"builtin_function_or_method",
"instance",
"_Feature"
]
},
"gist": {
"id": "069e48cd89243f09d5311513288f240c",
"data": {
"description": "Gapminder.ipynb",
"public": true
}
},
"_draft": {
"nbviewer_url": "https://gist.github.com/069e48cd89243f09d5311513288f240c"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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