{ "cells": [ { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "# Basics of data visualization\n", "\n", "We used data visualizations throughout this course. Here, we explore how to modify and enhance these figures.\n", "\n", "Data visualization presents information and data using visual elements such as charts, graphs, and maps. \n", "\n", "It is a powerful tool that can help us understand complex data sets quickly and efficiently, enabling us to make better-informed decisions. In this notebook, we will delve into the basics of data visualization, including the types of visualizations commonly used, their benefits and limitations, and some tips and tricks to enhance and modify these figures to better communicate our insights. \n", "\n", "Whether you are a data analyst, researcher, or simply someone interested in exploring data, this notebook will provide the necessary foundational knowledge to create effective and impactful data visualizations." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## How To" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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longitudelatitudehousing_median_agetotal_roomstotal_bedroomspopulationhouseholdsmedian_incomemedian_house_valueocean_proximity
0-122.2337.8841.0880.0129.0322.0126.08.3252452600.0NEAR BAY
1-122.2237.8621.07099.01106.02401.01138.08.3014358500.0NEAR BAY
2-122.2437.8552.01467.0190.0496.0177.07.2574352100.0NEAR BAY
3-122.2537.8552.01274.0235.0558.0219.05.6431341300.0NEAR BAY
4-122.2537.8552.01627.0280.0565.0259.03.8462342200.0NEAR BAY
\n", "
" ], "text/plain": [ " longitude latitude housing_median_age total_rooms total_bedrooms \\\n", "0 -122.23 37.88 41.0 880.0 129.0 \n", "1 -122.22 37.86 21.0 7099.0 1106.0 \n", "2 -122.24 37.85 52.0 1467.0 190.0 \n", "3 -122.25 37.85 52.0 1274.0 235.0 \n", "4 -122.25 37.85 52.0 1627.0 280.0 \n", "\n", " population households median_income median_house_value ocean_proximity \n", "0 322.0 126.0 8.3252 452600.0 NEAR BAY \n", "1 2401.0 1138.0 8.3014 358500.0 NEAR BAY \n", "2 496.0 177.0 7.2574 352100.0 NEAR BAY \n", "3 558.0 219.0 5.6431 341300.0 NEAR BAY \n", "4 565.0 259.0 3.8462 342200.0 NEAR BAY " ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import pandas as pd\n", "\n", "df = pd.read_csv(\"data/housing.csv\")\n", "df.head()" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "import matplotlib.pyplot as plt" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(10,2))\n", "plt.plot(df.population, df.median_house_value, 'ro', label=\"House\")\n", "plt.plot(df.population, df.median_house_value, 'kx', label=\"House 2\")\n", "plt.title(\"Value by Population\")\n", "plt.xlabel(\"Population\")\n", "plt.ylabel(\"House Value\")\n", "plt.legend()\n", "plt.show()\n", "# plt.savefig(\"figure.png\", dpi=300)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Image Data" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "plt.imshow()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Seaborn" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "import seaborn as sns" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "scrolled": false }, "outputs": [ { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(10,10))\n", "sns.pairplot(df.sample(100))\n", "plt.savefig(\"seaborn.png\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Pandas" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "df.plot(\"population\", \"total_rooms\", \"scatter\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Exercise" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Experiment with the plotting capabilities in Matplotlib and Seaborn" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Additional Resources" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- [Visualization in Matplotlib](https://jakevdp.github.io/PythonDataScienceHandbook/04.00-introduction-to-matplotlib.html)" ] } ], "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": "3.8.3" } }, "nbformat": 4, "nbformat_minor": 4 }