{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Using color in your visualizations\n",
"> Color is a powerful tool for encoded values in data visualization. However, with this power comes danger. In this chapter, we talk about how to choose an appropriate color palette for your visualization based upon the type of data it is showing. 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/city_heatmap.png"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"\n",
"plt.rcParams['figure.figsize'] = (10, 5)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Color in visualizations\n",
"- How color is used\n",
" - Differentiates classes of data\n",
" - Encodes continuous values\n",
" - Should be used carefully\n",
"- Color can be misleading...\n",
"> \"It is evident that the color-size illusion is present in a marked degree (no matter what) arrangement\" - C.J Warden & E.L. Flynn, 1926"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Getting rid of unnecessary color\n",
"You might want to compare the relationship CO to NO2 values across cities using a simple scatter plot with color to differentiate the different cities' data.\n"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"sns.scatterplot('CO', 'NO2',\n",
" alpha = 0.2,\n",
" hue = 'city',\n",
" data = pollution);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Unfortunately, the resulting plot is very convoluted. It's hard to make out differences between the cities because one has to differentiate between similar colors. It turns out that sometimes the best color palette for your plot is no color at all.\n",
"\n",
"To remedy this hard-to-read chart, get rid of the color component and facet by each city. While the resulting plot may not be as pretty, it will be a much better tool to decipher the differences."
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"
"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Setup a facet grid to separate the cities apart\n",
"g = sns.FacetGrid(data = pollution,\n",
" col = 'city',\n",
" col_wrap = 3)\n",
"\n",
"# Map sns.scatterplot to create separate city scatter plots\n",
"g.map(sns.scatterplot, 'CO', 'NO2', alpha = 0.2);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This new faceted plot removes the pretty colors but becomes a whole lot more informative. In certain situations, if you can take something that is encoded in color and encode it in position instead, you often will increase the legibility of your chart. The balance between attractiveness and utility is something you need to balance in every plot you make."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Fixing Seaborn's bar charts\n",
"Seaborn's default values for the colors of bars in a bar chart are not ideal for the most accurate perception. By drawing each bar as a different color, there is a risk of the viewer seeing two identical sized bars as different sizes as people tend to see some colors as 'larger' than others."
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"
"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"sns.barplot(y = 'city', x = 'CO', \n",
" estimator = np.mean,\n",
" ci = False,\n",
" data = pollution,\n",
" # Replace border with bar colors\n",
" color = 'cadetblue');"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Adding borders is an easy and quick way to improve default bar charts without sacrificing some of the trippy colors. Spending a tiny bit more time to adjust the default colors will result in a more accurate and easy to read chart."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Continuous color palettes\n",
"- Continuous \n",
" - Ordered\n",
" - Lots of possible values \\\n",
" (e.g. Distances, Sensor Readings, Volumes)\n",
"- Not Continuous\n",
" - No order or.\n",
" - Few possible values\n",
" (e.g. Categories, Relative Scales, Binary Values)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Making a custom continuous palette\n",
"You are interested in the pollution levels of Cincinnati for the year 2014. Specifically, you're interested in CO and NO2, so you make a simple scatter plot to show the relationship between the two pollutants."
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"# Filter the data\n",
"cinci_2014 = pollution.query(\"city == 'Cincinnati' & year == 2014\")"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"
"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"sns.scatterplot(x='CO', y='NO2', data=cinci_2014);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"However, there may be some interesting information in how the value of O3 relates to the two plotted pollutants, so you decide to color the points by their O3 levels. To do this, you need to define an appropriate continuous palette and map your O3 column to it in your scatter plot."
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
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]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Define a custom continuous color palette\n",
"color_palette = sns.light_palette('orangered',\n",
" as_cmap = True);\n",
"\n",
"# Plot mapping the color of the points with custom palette\n",
"sns.scatterplot(x = 'CO',\n",
" y = 'NO2',\n",
" hue = 'O3', \n",
" data = cinci_2014,\n",
" palette = color_palette);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Judging by the plot, there doesn't appear to be much of an association of $O_3$ to either $CO$ or $NO_2$. By adding color to this simple scatter plot, you added a large amount of information on a previously un-visualized variable to the chart while still maintaining high precision in your main goal of comparing the $CO$ and $NO_2$ values to each other."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Customizing a diverging palette heatmap\n",
"The default color scheme used by Seaborn's `heatmap()` doesn't give the value of 0 any special treatment. This is fine for instances when 0 isn't special for the variable you're visualizing but means you will need to customize the palette when 0 is special, such as when it represents a neutral value.\n",
"\n",
"For this visualization, you want to compare all the cities against the average pollution value for CO in November 2015. (As is provided in the DataFrame `nov_2015_CO`).\n",
"\n",
"To do this, use a heat map to encode the number of standard deviations away from the average each city's CO pollution was for the day. You'll need to replace the default palette by creating your own custom diverging palette and passing it to the heatmap and informing the function what your neutral value is."
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Define a custom palette\n",
"color_palette = sns.diverging_palette(250, 0, as_cmap=True)\n",
"\n",
"# Pass palette to plot and set axis ranges\n",
"sns.heatmap(nov_2015_CO,\n",
" cmap=color_palette,\n",
" center=0,\n",
" vmin=-4,\n",
" vmax=4\n",
" );\n",
"plt.yticks(rotation=0);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Instantly, you can see that Vandenberg Air Force Base always has below average CO values whereas Long Beach, especially towards the end of the month, has much higher than average values. By correctly mapping the zero-point of our values you can immediately pick out patterns in our data in the context of a meaningful data anchor-point."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Adjusting your palette according to context\n",
"You've been asked to make a figure for your company's website. The website has a slick black theme, and it would be pretty jarring if your plot were white. To make your plot match the company aesthetic, you can swap the background to a black one with `plt.style.use(\"dark_background\")`.\n",
"\n",
"The figure you've been asked to make plots O3 values during October 2015 for various cities (provided as oct_2015_o3). You will plot this as a heatmap with the color of each cell encoding how many standard deviations from the overall average O3 value the measurement falls. Due to the website's dark background, you will want to adjust your color palette to encode null value (or 0 standard deviations from the mean) as dark rather than the default white."
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
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]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Dark plot background\n",
"plt.style.use(\"dark_background\")\n",
"\n",
"# Modify palette for dark background\n",
"color_palette = sns.diverging_palette(250, 0,\n",
" center = 'dark',\n",
" as_cmap = True)\n",
"\n",
"# Pass palette to plot and set center\n",
"sns.heatmap(oct_2015_o3,\n",
" cmap = color_palette,\n",
" center = 0);\n",
"plt.yticks(rotation = 0);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Not only does the black background make this chart look very cool, it helps the patterns really pop out. Furthermore, matching the null-value to the background of the chart makes it much more natural to read. You can easily see that Fairbanks has much lower than average O3 pollution values than the rest of the cities and that Houston has much higher values, especially in the earlier days of the month."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Categorical palette\n",
"- Ordinal data\n",
" - Has order between classes\n",
" - A set number of distinct classes"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Using a custom categorical palette\n",
"When you have a line chart with lots of categories choosing your palette carefully is essential. Often default palettes have very similar hues, that are hard to differentiate when spread over the small surface of a line. ColorBrewer palettes are built with this in mind and keep the colors as distinct as possible.\n",
"\n",
"In this exercise, you will make a line plot of the O3 values over the year of 2013 for all the cities where the color of each line is encoded by city. You will use the ColorBrewer palette `'Set2'` to improve upon the default color scheme."
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [],
"source": [
"# Dark plot background\n",
"plt.style.use(\"seaborn-white\")"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
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]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Filter our data to Jan 2013\n",
"pollution_jan13 = pollution.query('year == 2013 & month == 1')\n",
"\n",
"# Color lines by the city and use custom Color Brewer palette\n",
"sns.lineplot(x='day', y='CO', hue='city', palette='Set2', linewidth=3, data=pollution_jan13);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"By carefully choosing your categorical palettes you can increase the speed and accuracy with which your visualization is read. Here, thanks to the well-separated colors, it is easy to determine that the large spike around 23 days belongs to Denver."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Dealing with too many categories\n",
"Sometimes you may be short on figure space and need to show a lot of data at once. Here you want to show the year-long trajectory of every pollutant for every city in the `pollution` dataset. Each pollutant trajectory will be plotted as a line with the y-value corresponding to standard deviations from year's average. This means you will have a lot of lines on your plot at once -- way more than you could separate clearly with color.\n",
"\n",
"To deal with this, you have decided to highlight on a small subset of city pollutant combinations (`wanted_combos`). This subset is the most important to you, and the other trajectories will provide valuable context for comparison. To focus attention, you will set all the non-highlighted trajectories lines to of the same 'other' color."
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Choose the combos that get distinct colors\n",
"wanted_combos = ['Vandenberg Air Force Base NO2', 'Long Beach CO', 'Cincinnati SO2']\n",
"\n",
"# Assign a new column to DataFrame for isolating the desired combos\n",
"city_pol_month['color_cats'] = [x if x in wanted_combos else 'other' for x in city_pol_month['city_pol']]\n",
"\n",
"# Plot lines with color driven by new column and lines driven by original categories\n",
"sns.lineplot(x = \"month\",\n",
" y = \"value\",\n",
" hue = 'color_cats',\n",
" units = 'city_pol',\n",
" estimator = None,\n",
" palette = 'Set2',\n",
" data = city_pol_month);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Here by subsetting our colors to be those that you care about you can make a bit more sense of the spaghetti of lines. You see that Long Beach has a bathtub shape for its CO values: going from more than four standard deviations above mean CO values to below average and then back up to more than three standard deviations above by the end of the year. Whereas Vandenberg stays way below average for the entire year.\n",
"\n",
"While the best solution for this plot may be to not plot the other lines at all, they can often provide valuable context for the data of interest."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Coloring ordinal categories\n",
"You are working for the Des Moines city council to assess the associations of various pollutant levels in the city. The two most important pollutants are $SO_2$ and $NO_2$ but CO is also of interest. You've only been allowed enough space for a single plot for your part of the report.\n",
"\n",
"You start with a scatter plot of the $SO_2$ and $NO_2$ values as they are most important and then decide to show the CO values using a color scale corresponding to CO quartiles. By binning the continuous CO values, you have turned CO into an ordinal variable that can illuminate broad patterns without requiring much effort from the viewer to compare subtly different shades."
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Divide CO into quartiles\n",
"pollution['CO quartile'] = pd.qcut(pollution['CO'], q = 4, labels = False)\n",
"\n",
"# Filter to just Des Moines\n",
"des_moines = pollution.query(\"city == 'Des Moines'\")\n",
"\n",
"# Color points with by quartile and use ColorBrewer palette\n",
"sns.scatterplot(x = 'SO2',\n",
" y = 'NO2',\n",
" hue = 'CO quartile', \n",
" data = des_moines,\n",
" palette = 'GnBu');"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"By simplifying the color encoding to just four distinct values, you get a clear picture of the patterns between $CO$, $SO_2$, and $NO_2$. Here you see the low quartiles of $CO$ seem to relate with $NO_2$ and appear much less related to the $SO_2$ values. By categorizing the continuous color variable, you allow the viewer to investigate patterns along a third variable in a clear and simple way at the expense of some precision: a tradeoff that is often worth it."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Choosing the right variable to encode with color\n",
"You're tasked with visualizing pollution values for Long Beach and nearby cities over time. The supplied code makes the below (hard-to-read plot), which consists of maximum pollution values (provided as `max_pollutant_values`) with the bars colored by the city."
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
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