Datasaurus Dozen: Statistical Twins Differ

Histograms are powerful visual tools for understanding data distributions. They group data into ranges (bins) and display the frequency of data points within each bin using bars. Histograms are particularly useful for identifying patterns, such as the central tendency, spread, and skewness of a dataset. They are frequently used in statistics and data analysis for exploratory data analysis and to communicate data findings effectively. Creating a histogram involves choosing the appropriate number of bins. Too few bins can obscure important details, while too many can make the histogram appear cluttered and difficult to interpret. Histograms are distinct from bar charts; while both use bars, bar charts compare distinct categories, whereas histograms show the distribution of a continuous variable.


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Edit this code: edit inJSFiddle edit inCodePen 
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      // Use a data frame (2D-array) for the graph
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        [ "R2", 51.5385, 96.0256, "dino"],
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        [ "R28", 61.7949, 69.1026, "dino"],
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      // Event used to create graph (optional)
      var events = false

      // Call the CanvasXpress function to create the graph
      var cX = new CanvasXpress("canvasId", data, config, events);

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Edit this code: edit inJSFiddle edit inCodePen 
<html>

  <head>
    <!-- Include the CanvasXpress library in your HTML file -->
    <link rel="stylesheet" href="https://www.canvasxpress.org/dist/canvasXpress.css" type="text/css"/>
    <script src="https://www.canvasxpress.org/dist/canvasXpress.min.js"></script>
  </head>

  <body>

    <!-- Create a canvas element for the chart with the desired dimensions -->
    <div>
      <canvas id="canvasId" width="600" height="600"></canvas>
    </div>


    <!-- Create a script to initialize the chart -->
    <script>

      // Create the data for the graph
      var data = {
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      // Create the configuration for the graph
      var config = {
         "graphType" : "Scatter2D",
         "histogramBins" : 5,
         "histogramType" : "dodged",
         "legendKeyBackgroundBorderColor" : "rgba(255,255,255,0)",
         "legendKeyBackgroundColor" : "rgba(255,255,255,0)",
         "segregateVariablesBy" : ["dataset"],
         "showHistogram" : "dataset",
         "stripBackgroundBorderColor" : "rgb(0,0,0)",
         "stripBackgroundColor" : "rgba(0,0,0,0)",
         "stripTextColor" : "rgb(0,0,0)",
         "xAxis" : ["x","y"]
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      var cX = new CanvasXpress("canvasId", data, config, events);

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library(canvasXpress)
y=read.table("https://www.canvasxpress.org/data/r/cX-datasaurus-dat.txt", header=TRUE, sep="\t", quote="", row.names=1, fill=TRUE, check.names=FALSE, stringsAsFactors=FALSE)
z=read.table("https://www.canvasxpress.org/data/r/cX-datasaurus-var.txt", header=TRUE, sep="\t", quote="", row.names=1, fill=TRUE, check.names=FALSE, stringsAsFactors=FALSE)
canvasXpress(
data=y,
varAnnot=z,
graphType="Scatter2D",
histogramBins=5,
histogramType="dodged",
legendKeyBackgroundBorderColor="rgba(255,255,255,0)",
legendKeyBackgroundColor="rgba(255,255,255,0)",
segregateVariablesBy=list("dataset"),
showHistogram="dataset",
stripBackgroundBorderColor="rgb(0,0,0)",
stripBackgroundColor="rgba(0,0,0,0)",
stripTextColor="rgb(0,0,0)",
xAxis=list("x", "y")
)
from canvasxpress.canvas import CanvasXpress
from canvasxpress.plot import show_in_browser

if __name__ == "__main__":
  # Define the chart with its data and configuration
  chart: CanvasXpress = CanvasXpress(
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      }
    },
    config = {
      "graphType": "Scatter2D",
      "histogramBins": 5,
      "histogramType": "dodged",
      "legendKeyBackgroundBorderColor": "rgba(255,255,255,0)",
      "legendKeyBackgroundColor": "rgba(255,255,255,0)",
      "segregateVariablesBy": ["dataset"],
      "showHistogram": "dataset",
      "stripBackgroundBorderColor": "rgb(0,0,0)",
      "stripBackgroundColor": "rgba(0,0,0,0)",
      "stripTextColor": "rgb(0,0,0)",
      "xAxis": ["x", "y"]
    },
    width = 600,
    height = 600
  )

  # Display the chart in its own Web page
  show_in_browser(chart)
Run this notebook: Open in Binder 
from canvasxpress.canvas import CanvasXpress
from canvasxpress.plot import graph

graph(
  CanvasXpress(
    render_to = "histogram7",
    data = {
      "y": {
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      }
    },
    config = {
      "graphType": "Scatter2D",
      "histogramBins": 5,
      "histogramType": "dodged",
      "legendKeyBackgroundBorderColor": "rgba(255,255,255,0)",
      "legendKeyBackgroundColor": "rgba(255,255,255,0)",
      "segregateVariablesBy": ["dataset"],
      "showHistogram": "dataset",
      "stripBackgroundBorderColor": "rgb(0,0,0)",
      "stripBackgroundColor": "rgba(0,0,0,0)",
      "stripTextColor": "rgb(0,0,0)",
      "xAxis": ["x", "y"]
    },
    width = 600,
    height = 600
  )
)
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