{ "cells": [ { "cell_type": "markdown", "id": "82967282", "metadata": { "tags": [] }, "source": [ "# Vis: Data Visualization Basics\n", "\n", "*Purpose*: The most powerful way for us to learn about a dataset is to _visualize the data_. Throughout this class we will make extensive use of the _grammar of graphics_, a powerful graphical programming _grammar_ that will allow us to create just about any graph you can imagine!\n" ] }, { "cell_type": "markdown", "id": "be53cf3f", "metadata": {}, "source": [ "## Setup\n" ] }, { "cell_type": "code", "execution_count": 1, "id": "a0c789f5", "metadata": { "collapsed": false }, "outputs": [], "source": [ "import grama as gr\n", "DF = gr.Intention()\n", "%matplotlib inline" ] }, { "cell_type": "markdown", "id": "9d589dc8", "metadata": {}, "source": [ "The following code loads a built-in dataset.\n" ] }, { "cell_type": "code", "execution_count": 2, "id": "c70baebc", "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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caratcutcolorclaritydepthtablepricexyz
00.23IdealESI261.555.03263.953.982.43
10.21PremiumESI159.861.03263.893.842.31
20.23GoodEVS156.965.03274.054.072.31
30.29PremiumIVS262.458.03344.204.232.63
40.31GoodJSI263.358.03354.344.352.75
50.24Very GoodJVVS262.857.03363.943.962.48
\n", "
" ], "text/plain": [ " carat cut color clarity depth table price x y z\n", "0 0.23 Ideal E SI2 61.5 55.0 326 3.95 3.98 2.43\n", "1 0.21 Premium E SI1 59.8 61.0 326 3.89 3.84 2.31\n", "2 0.23 Good E VS1 56.9 65.0 327 4.05 4.07 2.31\n", "3 0.29 Premium I VS2 62.4 58.0 334 4.20 4.23 2.63\n", "4 0.31 Good J SI2 63.3 58.0 335 4.34 4.35 2.75\n", "5 0.24 Very Good J VVS2 62.8 57.0 336 3.94 3.96 2.48" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from grama.data import df_diamonds\n", "df_diamonds.head(6)" ] }, { "cell_type": "markdown", "id": "d04e102d", "metadata": {}, "source": [ "The `head()` function allows us to select the first few rows of the dataset; from the call above, we can see that the dataset has variables such as `carat`, `cut`, `color`, `clarity`, and `price`. This is a dataset of the attributes and prices of various diamonds: With these data, we can see how variables like `carat` affect the price of a diamond.\n", "\n", "The `head()` function shows us just a few rows, while the `shape()` function will tell us how many rows and columns the dataset has.\n" ] }, { "cell_type": "code", "execution_count": 3, "id": "95d173e3", "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(53940, 10)" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_diamonds.shape\n" ] }, { "cell_type": "markdown", "id": "e3193c7f", "metadata": {}, "source": [ "That's nearly `54,000` rows! Inspecting that many rows would be impossible; instead, let's *visualize* the dataset to get a sense for these diamonds.\n" ] }, { "cell_type": "markdown", "id": "84886293", "metadata": {}, "source": [ "# The Grammar of Graphics\n", "\n", "The *grammar of graphics* (ggplot) is an extremely powerful idea for making graphs. Ggplot is implemented in the Python package [plotnine](https://plotnine.readthedocs.io/en/stable/), which is available through grama.\n", "\n", "## Fundamentals\n", "\n", "The following code annotates a basic ggplot.\n", "\n", "```python\n", "(\n", " # Select a dataset\n", " df_dataset\n", " # Start the plot\n", " >> gr.ggplot(\n", " # Map the aesthetics to variables in df_dataset\n", " gr.aes(\n", " x=\"x_variable_name\", \n", " y=\"y_variable_name\",\n", " )\n", " )\n", " # Select a geometry to visualize the aesthetics\n", " + gr.geom_point()\n", ")\n", "```\n", "\n", "Note the special syntax: We use a pipe `>>` to \"give\" the dataset `df_dataset` to `gr.ggplot()`. We then use \"addition\" `+` to add graphical elements to the ggplot.\n", "\n", "This will make a scatterplot of `df_dataset` with `\"x_variable_name\"` on the horizontal axis and `\"y_variable_name\"` on the vertical axis.\n" ] }, { "cell_type": "markdown", "id": "339dbffd", "metadata": {}, "source": [ "### __q1__ Make a simple scatterplot\n", "\n", "Visualize the `df_diamonds` dataset with a scatterplot. Put `\"price\"` on the vertical axis and `\"carat\"` on the horizontal axis. Study the plot, and note your *observations* below.\n", "\n", "*Hint*: Copy and modify the example code above to make this plot.\n" ] }, { "cell_type": "code", "execution_count": 4, "id": "81fdd451", "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "## TASK: Visualize df_diamonds with \"price\" on the vertical\n", "## and \"carat\" on the horizontal.\n", "(\n", " df_diamonds\n", " >> gr.ggplot(gr.aes(x=\"carat\", y=\"price\"))\n", " + gr.geom_point()\n", ")\n" ] }, { "cell_type": "markdown", "id": "96a7ec32", "metadata": {}, "source": [ "*Observations*\n", "\n", "- `price` generally increases with `carat`\n", "- The trend is not 'clean'; there is no single curve in the relationship\n" ] }, { "cell_type": "markdown", "id": "dcf0c3c8", "metadata": {}, "source": [ "## Aesthetics\n", "\n", "The function `gr.aes()` is short for *aesthetics*. Aesthetics in ggplot are the mapping of variables in a dataframe to visual elements in the graph. For instance, in the plot above you assigned `carat` to the `x` aesthetic, and `price` to the `y` aesthetic. But there are *many more* aesthetics you can set, some of which vary based on the `geom_` you are using to visualize. \n", "\n", "Adding additional aesthetic mappings is done by adding additional *keyword arguments* to `gr.aes()`. For instance, the following **single line change** allows us to visualize an additional variable.\n", "\n", "```python\n", "(\n", " df_dataset\n", " >> gr.ggplot(\n", " gr.aes(\n", " x=\"x_variable_name\", \n", " y=\"y_variable_name\",\n", " # One-line change allows us to visualize an\n", " # additional variable\n", " color=\"color_variable_name\",\n", " )\n", " )\n", " + gr.geom_point()\n", ")\n", "```\n", "\n", "The next question will have you apply this idea.\n" ] }, { "cell_type": "markdown", "id": "0cb2329d", "metadata": {}, "source": [ "### __q2__ Modify and interpret\n", "\n", "Modify the following graph to visualize an additional variable `\"cut\"`. Study the plot, and note your *observations* below.\n", "\n", "*Hint*: Remember that you can add additional aesthetic mappings in `aes()`. Some options include `size`, `color`, and `shape`.\n" ] }, { "cell_type": "code", "execution_count": 5, "id": "96dda281", "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "## TASK: Modify the plot below to *also* visualize the variable \"cut\".\n", "(\n", " df_diamonds\n", " >> gr.ggplot(gr.aes(\n", " x=\"carat\", \n", " y=\"price\",\n", " color=\"cut\",\n", " ))\n", " + gr.geom_point()\n", ")\n" ] }, { "cell_type": "markdown", "id": "8605d4a9", "metadata": {}, "source": [ "*Observations*\n", "\n", "- `price` generally increases with `carat`\n", "- The `cut` helps explain the variation in price;\n", " - `Ideal` cut diamonds tend to be more expensive\n", " - Many of the low-price diamonds have `Fair` cut\n" ] }, { "cell_type": "markdown", "id": "f0609c7f", "metadata": {}, "source": [ "Part of the **big advantage** of ggplot is the ability to easily try out different plots. We specify the mapping from variables to aesthetics, and ggplot automatically takes care of generating the plot.\n" ] }, { "cell_type": "markdown", "id": "21e3827c", "metadata": {}, "source": [ "### __q3__ \"Swap\" aesthetics\n", "\n", "Swap the aesthetic mappings for `\"carat\"` and `\"cut\"` and inspect the plot.\n" ] }, { "cell_type": "code", "execution_count": 6, "id": "f4f06fdb", "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "## TASK: Swap \"carat\" and \"cut\"\n", "(\n", " df_diamonds\n", " >> gr.ggplot(gr.aes(\n", "\n", " x=\"cut\", \n", " y=\"price\",\n", " color=\"carat\",\n", " ))\n", " + gr.geom_point()\n", ")\n" ] }, { "cell_type": "markdown", "id": "340c0c20", "metadata": {}, "source": [ "*Observations*\n", "\n", "- Compare this plot with the previous one; is it as effective at showing trends in the data?\n", " - This plot is not very effective; it's difficult to say much about the data based on this visualization.\n", "- How difficult was it to try out this new plot? How difficult would it be to swap the variables again?\n", " - It was very easy to modify the plot! It would be simplicity itself to try something different.\n", "" ] }, { "cell_type": "markdown", "id": "28ab8347", "metadata": {}, "source": [ "## Options\n", "\n", "In addition to mapping variables to aesthetics, we can also *fix* aesthetics to modify the plot. This is one way we can toggle various *options* in the plot.\n", "\n", "For instance, rather than mapping color to a variable, we can simply fix color to a single value:\n", "\n", "```python\n", "(\n", " df_dataset\n", " >> gr.ggplot(\n", " gr.aes(\n", " x=\"x_variable_name\", \n", " y=\"y_variable_name\",\n", " # Don't map color\n", " # color=\"color_variable_name\",\n", " )\n", " )\n", " + gr.geom_point(color=\"salmon\")\n", ")\n", "```\n", "\n", "Note that here we set the `color` keyword in the geometry `gr.geom_point()`, *not* in the aesthetic `gr.aes()`. Every aesthetic of a geometry can be set to a fixed value, or mapped to a variable. You will practice doing this in the next task.\n" ] }, { "cell_type": "markdown", "id": "96ba3fe3", "metadata": {}, "source": [ "### __q4__ Set an option\n", "\n", "Make the points in the following plot highly transparent using the `alpha` aesthetic. Answer the questions under *observations* below.\n", "\n", "*Note*: The `alpha` keyword argument takes values between `[0, 1]`; values of `1` are completely opaque, while values of `0` are completely transparent. Intermediate values are more or less opaque.\n" ] }, { "cell_type": "code", "execution_count": 7, "id": "78f4202a", "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "## TASK: Modify the following visual to reduce the transparency\n", "# of the points with the `alpha` keyword argument.\n", "(\n", " df_diamonds\n", " >> gr.ggplot(gr.aes(x=\"carat\", y=\"price\"))\n", " + gr.geom_point(\n", " alpha=1/10,\n", " )\n", ")\n" ] }, { "cell_type": "markdown", "id": "f35c4a00", "metadata": {}, "source": [ "Due to the transparency, darker regions are places where there are more points, and lighter regions are plaes where there are fewer points. Keep this in mind when interpreting the graph.\n", "\n", "*Observations*\n", "\n", "- Where do you see more points? Where do you see fewer points?\n", " - There are generally more points at lower carat, with a large bulk below `carat < 1.5`. There are also concentrations of points at some select higher `carat` values.\n", "- Do you see any strange \"patterns\" in the plot?\n", " - There are strange \"vertical bands\" in the data at special `carat` values; for instance, note the vertical band near `carat == 1.5` and `carat == 2.0`.\n", "" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.9.7" } }, "nbformat": 4, "nbformat_minor": 5 }