{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Plotting Zoo: multiple ways to visualize the same set of data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "One of the strengths and challenges of plotting data in Python with matplotlib is the sheer quantity of ways that you can plot something. Let's show that in action by plotting the same dataset in several ways. We'll start by making the most basic version of that type of plot, then explore some variations of some of those plots.\n", "\n", "We'll use a dataset showing employment statistics of the two 5 sectors of the United States economy: health care and social assistance, state and local government, retail trade, manufacturing, and accommodation and food services for the years of 2018-2022. In 2022 these 5 sectors collectively represented just over 50% of all employment in the United States according to the data provided from the [Bureau of Economic Analysis](https://apps.bea.gov/iTable/?reqid=19&step=2&isuri=1&1921=survey&_gl=1*osw51v*_ga*Mzc1MTY0ODM4LjE3MjE1NjgyODg.*_ga_J4698JNNFT*MTcyMTU2ODI4OC4xLjAuMTcyMTU2ODI4OC42MC4wLjA.#eyJhcHBpZCI6MTksInN0ZXBzIjpbMSwyLDNdLCJkYXRhIjpbWyJDYXRlZ29yaWVzIiwiU3VydmV5Il0sWyJOSVBBX1RhYmxlX0xpc3QiLCIxOTciXV19) out of the total 143 million full-time employees. The units in the data are thousands of full-time employees.\n", "\n", "## A table\n", "\n", "The most basic data visualization of them all may not even be one that you would consider a visualization, but it is indeed a visual representation of the data, and that's a table. Fortunately, pandas allows us to easily make a table:" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Sector20182019202020212022
0Health care and social assistance1825518615181791852218904
1State and local government1637316553160171592816153
2Retail trade1380913722130441356613704
3Manufacturing1238712526118441208712523
4Accommodation and food services11342115918986989710962
\n", "
" ], "text/plain": [ " Sector 2018 2019 2020 2021 2022\n", "0 Health care and social assistance 18255 18615 18179 18522 18904\n", "1 State and local government 16373 16553 16017 15928 16153\n", "2 Retail trade 13809 13722 13044 13566 13704\n", "3 Manufacturing 12387 12526 11844 12087 12523\n", "4 Accommodation and food services 11342 11591 8986 9897 10962" ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" } ], "source": [ "%config InlineBackend.figure_format = 'retina'\n", "import pandas as pd\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "data = pd.read_csv(\"data/employment-by-industry.csv\")\n", "data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Obviously, we could make the table easier to read and interpret by adding units and thousands separators, but the basic concept is there.\n", "\n", "## Line plot\n", "\n", "Before we start plotting our data with our line plot, let's extract the data into a numpy array where each year sector is a different row, as it's shown in the table as well. We need to exclude the sector column, though, and save it separately since those are the labels for each series. Since the pandas dataframe has both text and numerical data, we save it `astype(float)` to convert it to numerical data for later plotting. Lastly, we'll convert the data from units of thousands to millions by dividing by 1000." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[18.255, 18.615, 18.179, 18.522, 18.904],\n", " [16.373, 16.553, 16.017, 15.928, 16.153],\n", " [13.809, 13.722, 13.044, 13.566, 13.704],\n", " [12.387, 12.526, 11.844, 12.087, 12.523],\n", " [11.342, 11.591, 8.986, 9.897, 10.962]])" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "employment = data.values[:, 1:].astype(float) / 1000\n", "employment" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Since the names are a bit long, we're going to create some short hand for the sector names:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['Healthcare', 'State Gov.', 'Retail', 'Manufacturing', 'Food & Hotel']" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sectors = [\"Healthcare\", \"State Gov.\", \"Retail\", \"Manufacturing\", \"Food & Hotel\"]\n", "sectors" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[2018, 2019, 2020, 2021, 2022]" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "years = [2018, 2019, 2020, 2021, 2022]\n", "years" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": { "image/png": { "height": 371, "width": 515 } }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(6, 4))\n", "\n", "for sector, employees in zip(sectors, employment):\n", " ax.plot(years, employees, label=sector)\n", "ax.set_xlabel(\"Year\")\n", "ax.set_xlabel(\"Employment (millions)\")\n", "ax.legend()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Line plot improvements\n", "\n", "While this shows the data, the legend is covering half the data and the years are in fractional steps. Let's fix that:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[,\n", " ,\n", " ,\n", " ,\n", " ]" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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" ] }, "metadata": { "image/png": { "height": 371, "width": 689 } }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(6, 4))\n", "\n", "for sector, employees in zip(sectors, employment):\n", " ax.plot(years, employees, label=sector)\n", "ax.set_xlabel(\"Year\")\n", "ax.set_ylabel(\"Employment (millions)\")\n", "ax.legend(bbox_to_anchor=(1, 1), loc=\"upper left\")\n", "ax.set_xticks(years)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Line plot small multiples\n", "\n", "Another way of showing this is to highlight one line plot at a time and leave the rest grey, which is especially helpful if you have many lines to plot and want them each to tell a story in context let's take a look at how we can do this:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "image/png": { "height": 390, "width": 788 } }, "output_type": "display_data" } ], "source": [ "N_sectors = len(sectors)\n", "fig, axs = plt.subplots(\n", " 1, N_sectors, sharey=True, figsize=(8, 4)\n", ") # Sharey means only the leftmost y-tick labels are shown\n", "\n", "# Plot all the plots in grey\n", "for ax in axs.flatten():\n", " for sector, employees in zip(sectors, employment):\n", " ax.plot(years, employees, color=\"lightgrey\")\n", " ax.set_xlabel(\"Year\")\n", " ax.set_xticks(years)\n", " ax.set_xticklabels(years, rotation=90)\n", "\n", "# Plot one plot each in color and title the plot with that sector\n", "for sector, employees, ax in zip(sectors, employment, axs.flatten()):\n", " ax.plot(years, employees)\n", " ax.set_title(sector)\n", "\n", "# Only place one ylabel on the first set of Axes:\n", "axs[0].set_ylabel(\"Employment (millions)\")\n", "\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Stacked bar plot\n", "\n", "Let's try this out as a bar plot with years on the x-axis and the stacked elements representing each sector:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'Employment (millions)')" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 432, "width": 720 } }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "\n", "N_years = len(years)\n", "bottom = np.zeros(\n", " N_years\n", ") # Stores the current baseline of the bars to set as the baseline for the next set of bars\n", "\n", "for sector, employees in zip(sectors, employment):\n", " ax.bar(\n", " years, employees, label=sector, bottom=bottom, edgecolor=\"white\"\n", " ) # edgecolor = 'white' places a bit of white between the bars for clarity (a personal preference)\n", " bottom += employees\n", "\n", "ax.legend(\n", " bbox_to_anchor=(1, 1), loc=\"upper left\", reverse=True\n", ") # This ensures the order matches the order in the plot from top to bottom\n", "ax.set_xlabel(\"Years\")\n", "ax.set_ylabel(\"Employment (millions)\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We could alternatively create a grouped bar plot with the years being the group on the x-axis and the sectors as different bars in each group:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'Employment (millions)')" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 432, "width": 733 } }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "\n", "num_columns = len(sectors) # Number of bars per group\n", "num_rows = len(years) # Number of groups\n", "\n", "x_values = np.arange(num_rows)\n", "\n", "bar_width = 1 / (\n", " num_columns + 1\n", ") # width of the bars. To ensure a gap between groups, this could be 1 / (N+1) where N is the number of bars per group\n", "column_count = 0 # Count of how many sets of bars have been plotted so far\n", "\n", "for sector, employees in zip(sectors, employment):\n", " offset = (\n", " bar_width * column_count\n", " ) # Offset from the x axis value for the group to the place where the bar will be centered\n", " ax.bar(\n", " x_values + offset, employees, width=bar_width, label=sector, edgecolor=\"white\"\n", " ) # edgecolor = 'white' places a bit of white between the bars for clarity (a personal preference)\n", " column_count += 1\n", "\n", "tick_locations = (\n", " x_values + (1 - offset) / 2 + bar_width\n", ") # Place the ticks at the center of the groups of bars\n", "ax.set_xticks(tick_locations)\n", "ax.set_xticklabels(years)\n", "\n", "ax.legend(bbox_to_anchor=(1, 1), loc=\"upper left\")\n", "ax.set_xlabel(\"Sector\")\n", "ax.set_ylabel(\"Employment (millions)\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Stackplots\n", " \n", " Stackplots here are a viable alternative since we have timeseries data in the same units across the sectors. Let's see how we can make one of those:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": { "image/png": { "height": 432, "width": 720 } }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "\n", "ax.stackplot(\n", " years, employment, labels=sectors, edgecolor=\"white\"\n", ") # edgecolor = 'white' places a bit of white between the colors for clarity (a personal preference)\n", "ax.set_xlabel(\"Year\")\n", "ax.set_ylabel(\"Employment (millions)\")\n", "ax.set_xticks(years)\n", "\n", "ax.legend(bbox_to_anchor=(1, 1), loc=\"upper left\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Scaled stack plots\n", "\n", "Now, let's make it so the stackplot shows the total share of the data. Recall that these data represent approximately 50% of employment, so we would need to include the other sectors in the plot if we using this in practice, but this gives us a sense of *how* to do it given the data at hand:" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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" ] }, "metadata": { "image/png": { "height": 454, "width": 729 } }, "output_type": "display_data" } ], "source": [ "# Convert our data to a percentage\n", "employment_percent = employment / employment.sum(axis=0) * 100\n", "\n", "fig, ax = plt.subplots()\n", "\n", "ax.stackplot(years, employment_percent, labels=sectors, edgecolor=\"white\")\n", "ax.set_xlabel(\"Year\")\n", "ax.set_ylabel(\"Employment (millions)\")\n", "ax.set_xticks(years)\n", "ax.set_title(\"Employment breakdown for top 5 sectors\")\n", "\n", "ax.legend(bbox_to_anchor=(1, 1), loc=\"upper left\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Pie charts\n", "\n", "Let's create 5 small multiple pie charts that show the breakdown by year. We introduce one additional property of `pie` here which is the `textprops` property. This sets style properties related to the text autogenerated by `pie` to form the labels of the pie chart. Here, we'll center-align the text and set the color of that text to white." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 383, "width": 1790 } }, "output_type": "display_data" } ], "source": [ "N_sectors = len(sectors)\n", "fig, axs = plt.subplots(\n", " 1, N_sectors, figsize=(18, 5)\n", ") # The figsize here is set sufficiently\n", "\n", "# Plot all the plots in grey\n", "employment_by_sector = employment.T\n", "for year, employees, ax in zip(years, employment_by_sector, axs.flatten()):\n", " ax.pie(\n", " employees,\n", " labels=sectors,\n", " labeldistance=0.7,\n", " wedgeprops={\"edgecolor\": \"white\"},\n", " textprops={\"horizontalalignment\": \"center\", \"color\": \"white\"},\n", " )\n", " ax.set_title(year)\n", "\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Summary\n", "\n", "Every one of the plots in this section explored the same dataset and each plot provides a slightly different impression. If our goal was to show the impact on jobs of the Covid-19 pandemic in 2020, the line plots did that best. If our goal was to show the changes in the distribution of employment between these 5 top sectors, the stack plot arguably did that best. We have to choose the right plot for the right job, but we now have many tools at our disposal to choose from." ] } ], "metadata": { "kernelspec": { "display_name": "book", "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": "3.12.0" }, "orig_nbformat": 4 }, "nbformat": 4, "nbformat_minor": 2 }