{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Highlighting your data\n", "> How do you show all of your data while making sure that viewers don't miss an important point or points? Here we discuss how to guide your viewer through the data with color-based highlights and text. We also introduce a dataset on common pollutant values across the United States. This is the Summary of lecture \"Improving Your Data Visualizations in Python\", via datacamp.\n", "\n", "- toc: true \n", "- badges: true\n", "- comments: true\n", "- author: Chanseok Kang\n", "- categories: [Python, Datacamp, Visualization]\n", "- image: images/annotations.png" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "\n", "plt.rcParams['figure.figsize'] = (10, 5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Highlighting data\n", "- Why Data Visualization?\n", " - Raw data $ \\rightarrow $ tactile representations\n", " - Sometimes purely cosmetic\n", " - Sometimes essential to understanding data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Hardcoding a highlight\n", "You are working with the city of Houston to look at the relationship between sulfur dioxide ($SO_2$) and nitrogen dioxide ($NO_2$) pollution, specifically, pollution in the most recent year data was collected (2014). You have singled out a particularly bad day, November 26th, where there was a bad spike in the $SO_2$ levels. To draw the viewers attention to this bad day, you will highlight it in a bright orangish-red and color the rest of the points gray." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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cityyearmonthdayCONO2O3SO2
0Cincinnati2012110.24520.00.0304.20
1Cincinnati2012120.1859.00.0256.35
2Cincinnati2012130.33531.00.0254.25
3Cincinnati2012140.30525.00.01617.15
4Cincinnati2012150.34521.00.01611.05
\n", "
" ], "text/plain": [ " city year month day CO NO2 O3 SO2\n", "0 Cincinnati 2012 1 1 0.245 20.0 0.030 4.20\n", "1 Cincinnati 2012 1 2 0.185 9.0 0.025 6.35\n", "2 Cincinnati 2012 1 3 0.335 31.0 0.025 4.25\n", "3 Cincinnati 2012 1 4 0.305 25.0 0.016 17.15\n", "4 Cincinnati 2012 1 5 0.345 21.0 0.016 11.05" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pollution = pd.read_csv('./dataset/pollution_wide.csv')\n", "pollution.head()" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "houston_pollution = pollution[pollution.city == 'Houston']\n", "\n", "# Make array orangered for day 330 of year 2015, otherwise lightgray\n", "houston_colors = ['orangered' if (day == 330) & (year == 2014) else 'lightgray'\n", " for day, year in zip(houston_pollution.day, houston_pollution.year)]\n", "\n", "sns.regplot(x = 'NO2',\n", " y='SO2',\n", " data=houston_pollution,\n", " fit_reg = False,\n", " # Send scatterplot argument to color points\n", " scatter_kws={'facecolors': houston_colors, 'alpha': 0.7});" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In just a few lines of code you've made a plot that clearly highlights a given datapoint. The gray color of the non-highlighted points here helps them provide context but does not overcrowd the main points of interest. Here you see that Nov 26th happened to be on the high end for both $SO_2$ and $NO_2$." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Programmatically creating a highlight\n", "You are continuing your work for the city of Houston. Now you want to look at the behavior of both $NO_2$ and $SO_2$ when the un-plotted ozone ($O_3$) value was at its highest.\n", "\n", "To do this, replace the logic in the current list comprehension with one that compares a row's $O_3$ value with the highest observed $O_3$ in the dataset. Note: use `sns.scatterplot()` instead of `sns.regplot()`. This is because `sns.scatterplot()` can take a non-color vector as its hue argument and colors the points automatically while providing a helpful legend." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/chanseok/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:6: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", " \n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Find the highest observed O3 value\n", "max_O3 = houston_pollution.O3.max()\n", "\n", "# Make a column that denotes which day had highest O3\n", "houston_pollution['point_type'] = ['Highest O3 Day' if O3 == max_O3 \n", " else 'Others' for O3 in houston_pollution.O3]\n", "\n", "# Encode the hue of the points with the O3 generated column\n", "sns.scatterplot(x = 'NO2',\n", " y='SO2',\n", " hue='point_type',\n", " data = houston_pollution);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Highlights are great for making plots to show others, but they can also help you explore a dataset. Sometimes you will want to highlight a point in a plot based upon its value for some variable not displayed. In this plot, we used automatic filtering to see that the highest $O_3$ day fell in the upper (but not highest) values of $NO_2$ and $SO_2$. This indicates a potentially weak interaction between $O_3$ and the other variables." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Comparing groups\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Comparing with two KDEs\n", "Imagine that you work for the premier air-filter provider. Your company has asked you to build a report that looks into why 2012 was a particularly good year for sales of your ozone ($O_3$) filter. You downloaded some helpful pollution data from the USGS, and you want to make a concise visualization that compares the general pattern of $O_3$ pollution for 2012 to all other years on record.\n", "\n", "To do this, you can build two overlaid kernel density estimation plots (KDEs): one for 2012 $O_3$ data and one for all other years." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Filter dataset to the year 2012\n", "sns.kdeplot(pollution[pollution.year == 2012].O3, \n", " # Shade under kde and add a helpful label\n", " shade = True,\n", " label = '2012');\n", "\n", "# Filter dataset to everything except the year 2012\n", "sns.kdeplot(pollution[pollution.year != 2012].O3, \n", " # Again, shade under kde and add a helpful label\n", " shade = True,\n", " label = 'other years');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "From this plot, we can see that 2012 had slightly higher than typical $O_3$ levels, which may explain the filter sales. However, keen observers will note that some of our cities don't have full data for 2012, which could skew the trends. Next up we will look at techniques that can help out KDE's be more honest about this lack of data." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Improving your KDEs\n", "One way of enhancing KDEs is with the addition of a rug plot. Rug plots are little dashes drawn beneath the density that show precisely where each data point falls. Adding a rug plot is particularly useful when you don't have a ton of data.\n", "\n", "With small amounts of data you often have gaps along your support with no data, and it can be hard to tell whether a non-zero KDE line means data was present or is due to a wide kernel. A rug plot helps address this.\n", "\n", "Let's return to the `sns.distplot()` function to draw two KDEs: one looking at the data for `Vandenberg Air Force Base` and the other looking at all the other cities in the pollution data. Since there is much less data contributing to the shape of the Vandenberg plot, add a rug plot beneath it." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sns.distplot(pollution[pollution.city == 'Vandenberg Air Force Base'].O3, \n", " label = 'Vandenberg', \n", " # Turn of the histogram and color blue to stand out\n", " hist = False,\n", " color = 'steelblue', \n", " # Turn on rugplot\n", " rug = True);\n", "\n", "sns.distplot(pollution[pollution.city != 'Vandenberg Air Force Base'].O3, \n", " label = 'Other cities',\n", " # Turn off histogram and color gray\n", " hist = False, \n", " color = 'gray');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Rug plots can improve KDEs as they help you see those gaps that you may have otherwise assumed were filled with data. In this plot, the rug plot shows that there is a small, but not neglible gap, in the data around $O_3$ = 0.065." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Beeswarms\n", "Build a beeswarm plot using `sns.swarmplot()` that looks at the Ozone levels for all the cities in the `pollution` data for the month of March. To make the beeswarm a bit more legible, decrease the point size to avoid the overcrowding caused by the many points drawn on the screen. Last, since you've done some manipulation of the data to make this plot, provide a title to help the reader orient with what they are viewing." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Filter data to just March\n", "pollution_mar = pollution[pollution.month == 3]\n", "\n", "# Plot beeswarm with x as O3\n", "sns.swarmplot(y = \"city\",\n", " x = 'O3', \n", " data = pollution_mar, \n", " # Decrease the size of the points to avoid crowding \n", " size = 3);\n", "\n", "# Give a descriptive title\n", "plt.title('March Ozone levels by city');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Beeswarms are a nice (and nice looking) way of comparing a bunch of classes to each other. In the plot, you can see that Vandenberg on average has high $O_3$ levels in March. However, Houston has a much wider range and can sometimes reach much higher levels.\n", "\n", "Additionally, you can also get a sense of data quantities. Here, you see that Des Moines and Fairbanks have far fewer observations than the other sites." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Annotations\n", "- What annotations add\n", " - Compact and efficient communication\n", " - Opportunity to supply deeper insight to data\n", "- When to use annotations\n", "![annotations](image/annotations.png)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### A basic text annotation\n", "On the current scatter plot, you can see a particularly prominent point that contains the largest $SO_2$ value observed for August. This point is Cincinnati on August 11th, 2013; however, you would not be able to learn this information from the plot in its current form. Basic text annotations are great for pointing out interesting outliers and giving a bit more information. Draw the readers attention to this Cincinnati value by adding a basic text annotation that gives a bit of the background about this outlier." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Draw basic scatter plot of pollution data for August\n", "sns.scatterplot(x = 'CO', y = 'SO2', data = pollution[pollution.month == 8]);\n", "\n", "# Label highest SO2 value with text annotation\n", "plt.text(0.57, 41,\n", " 'Cincinnati had highest observed\\nSO2 value on Aug 11, 2013', \n", " # Set the font to large\n", " fontdict = {'ha': 'left', 'size': 'large'});" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It's amazing how something as simple as adding a bit of text on a plot can take it from something the reader mindlessly scans to a learning experience. Here we have managed to convey the large-scale relationship of the two pollutants while also giving the viewer a glimpse into an outlier." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Arrow annotations\n", "Imagine you are a city planner for Long Beach, California. Long Beach is located on the Pacific Ocean and has a large firework show every New Year's Eve. You want to look into whether this show negatively impacts the air quality of the city. To do this, you will look at $CO$ and $NO_2$ levels on New Year's Day. However, it turns out that New Year's Day is not one of the outliers in the plot on the right, it's located in one of the more crowded areas.\n", "\n", "To help guide the reader to this point, you'll use an annotation along with an arrow that points to the New Year's Day value. This will provide a nice annotation that explains what the viewer is looking while printing the text in a less crowded region of the plot." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Query and filter to New Years in Long Beach\n", "jan_pollution = pollution.query(\"(month == 1) & (year == 2012)\")\n", "lb_newyears = jan_pollution.query(\"(day == 1) & (city == 'Long Beach')\")\n", "\n", "sns.scatterplot(x = 'CO', y = 'NO2',\n", " data = jan_pollution);\n", "\n", "# Point arrow to lb_newyears & place text in lower left \n", "plt.annotate('Long Beach New Years',\n", " xy = (lb_newyears['CO'], lb_newyears['NO2']),\n", " xytext = (2, 15), \n", " # Shrink the arrow to avoid occlusion\n", " arrowprops = {'facecolor':'gray', 'width': 3, 'shrink': 0.03},\n", " backgroundcolor = 'white');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Using arrows with annotations is a great way to keep your text in a nice point-free area of the plot while precisely calling out a given point in a more-crowded location. In this plot, there is what appears to be a slightly higher than normal quantity of $NO_2$ in the air compared to usual. The viewer's attention is driven to the point of interest at first rather than the more obvious outliers, thus kicking off their exploration of the chart in a guided way." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Combining annotations and color\n", "You believe that Long Beach, California has a smog problem. Using the pollution data, you'll attempt to make a point for increasing smog reduction regulations using your data visualization wizardry. Specifically, you want to focus on the relationship of $CO$ to $O_3$ levels during 2014 at a city council meeting.\n", "\n", "To emphasize how Long Beach compares to a set of peer cities, you've decided to highlight Long Beach and draw attention to a particularly bad day where the $CO$ level was 1.6 and $O_3$ was 0.072 using an annotation." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Make a vector where Long Beach is orangered; else lightgray\n", "is_lb = ['orangered' if city == 'Long Beach' else 'lightgray' for city in pollution['city']]\n", "\n", "# Map facecolors to the list is_lb and set alpha to 0.3\n", "sns.regplot(x = 'CO',\n", " y = 'O3',\n", " data = pollution,\n", " fit_reg = False, \n", " scatter_kws = {'facecolors':is_lb, 'alpha':0.3});\n", "\n", "# Add annotation to plot\n", "plt.text(1.6, 0.072, 'April 30th, Bad Day');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ " List comprehensions are a great tool for quickly controlling colors or other aspects for a plot. It's often easier and cleaner to directly pass a vector of the desired aesthetics to your plot rather than adding a new column to your DataFrame (for instance in this example a column containing True or False for if a city is Long Beach) and then telling your plot how to map that column to aesthetics.\n", "In this course, you'll continue exploring techniques to make your data visualizations more efficient, attractive, and impactful." ] } ], "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": "3.7.6" } }, "nbformat": 4, "nbformat_minor": 4 }