Correlated Bivariate Density Surface

Scatter3D graphs are powerful visualization tools that extend the capabilities of traditional scatter plots into three dimensions. They display data points in a 3D space, allowing for the exploration of relationships between three variables simultaneously. This added dimension enhances the understanding of complex datasets where simple 2D plots might obscure important patterns or correlations. Interactive features, such as rotation and zooming, further facilitate detailed analysis. Applications of 3D scatter plots are diverse, spanning scientific research, data analytics, and engineering. Researchers can use them to visualize multi-dimensional data, helping identify clusters, outliers, and trends. Businesses utilize them for market analysis, identifying customer segments or product performance. Engineers leverage them to understand system behavior and optimize designs, by visualizing variables like pressure, temperature, and flow rate.


Economist GGPlot Excel Paul Tol Black And White Solarized Stata Tableau Wall Street CanvasXpress
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    <script src="https://www.canvasxpress.org/dist/canvasXpress.min.js"></script>
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         "yAxis" : [
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         "colorBy" : "Y",
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         "title" : "Correlated Bivariate Density (Scatter3D)"
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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);

    </script>

  </body>

</html>
<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 -->
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      <canvas id="canvasId" width="600" height="600"></canvas>
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    <!-- Create a script to initialize the chart -->
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      }

      // Create the configuration for the graph
      var config = {
         "graphType" : "Scatter3D",
         "scatterType" : "density",
         "xAxis" : [
            "height"
         ],
         "yAxis" : [
            "weight"
         ],
         "colorBy" : "Y",
         "colorScheme" : "Viridis",
         "outline3DColor" : "rgba(0,0,0,0.12)",
         "smoothSurface" : false,
         "title" : "Correlated Bivariate Density (Scatter3D)"
      }

      // 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);

    </script>

  </body>

</html>
library(canvasXpress)
y=read.table("https://www.canvasxpress.org/data/r/cX-scatter3d9-dat.txt", header=TRUE, sep="\t", quote="", row.names=1, fill=TRUE, check.names=FALSE, stringsAsFactors=FALSE)
canvasXpress(
data=y,
colorBy="Y",
colorScheme="Viridis",
graphType="Scatter3D",
outline3DColor="rgba(0,0,0,0.12)",
scatterType="density",
smoothSurface=FALSE,
title="Correlated Bivariate Density (Scatter3D)",
xAxis=list("height"),
yAxis=list("weight")
)
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(
    render_to = "scatter3d9",
    data = {
      "y": {
        "vars": ["s0", "s1", "s2", "s3", "s4", "s5", "s6", "s7", "s8", "s9", "s10", "s11", "s12", "s13", "s14", "s15", "s16", "s17", "s18", "s19", "s20", "s21", "s22", "s23", "s24", "s25", "s26", "s27", "s28", "s29", "s30", "s31", "s32", "s33", "s34", "s35", "s36", "s37", "s38", "s39", "s40", "s41", "s42", "s43", "s44", "s45", "s46", "s47", "s48", "s49", "s50", "s51", "s52", "s53", "s54", "s55", "s56", "s57", "s58", "s59", "s60", "s61", "s62", "s63", "s64", "s65", "s66", "s67", "s68", "s69", "s70", "s71", "s72", "s73", "s74", "s75", "s76", "s77", "s78", "s79", "s80", "s81", "s82", "s83", "s84", "s85", "s86", "s87", "s88", "s89", "s90", "s91", "s92", "s93", "s94", "s95", "s96", "s97", "s98", "s99", "s100", "s101", "s102", "s103", "s104", "s105", "s106", "s107", "s108", "s109", "s110", "s111", "s112", "s113", "s114", "s115", "s116", "s117", "s118", "s119", "s120", "s121", "s122", "s123", "s124", "s125", "s126", "s127", "s128", "s129", "s130", "s131", "s132", "s133", "s134", "s135", "s136", "s137", "s138", "s139", "s140", "s141", "s142", "s143", "s144", "s145", "s146", "s147", "s148", "s149", "s150", "s151", "s152", "s153", "s154", "s155", "s156", "s157", "s158", "s159", "s160", "s161", "s162", "s163", "s164", "s165", "s166", "s167", "s168", "s169", "s170", "s171", "s172", "s173", "s174", "s175", "s176", "s177", "s178", "s179", "s180", "s181", "s182", "s183", "s184", "s185", "s186", "s187", "s188", "s189", "s190", "s191", "s192", "s193", "s194", "s195", "s196", "s197", "s198", "s199", "s200", "s201", "s202", "s203", "s204", "s205", "s206", "s207", "s208", "s209", "s210", "s211", "s212", "s213", "s214", "s215", "s216", "s217", "s218", "s219"],
        "smps": ["height", "weight"],
        "data": [
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          [8.7, 45.53],
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          [11.274, 54.91],
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          [10.458, 52.6],
          [8.905, 45.84],
          [11.126, 50.49],
          [11.113, 53.3],
          [8.602, 45.31],
          [11.805, 54.77],
          [10.117, 46.85],
          [9.577, 45.96],
          [9.916, 49.06],
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          [10.613, 49.41],
          [10.82, 50.25],
          [10.541, 50.24],
          [10.41, 50.44],
          [10.653, 48.82],
          [9.535, 50.46],
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          [9.463, 49.38],
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          [10.478, 48.25],
          [9.737, 48.96],
          [10.261, 51.71],
          [10.159, 47.02],
          [10.127, 51.03],
          [10.066, 49.87],
          [9.522, 47.73],
          [11.385, 51.33],
          [10.012, 51.26],
          [9.361, 48.66],
          [9.679, 46.45],
          [8.582, 48.41],
          [8.857, 46.15],
          [10.941, 53.61],
          [9.064, 47.4],
          [9.929, 50.56],
          [9.905, 49.62],
          [8.623, 47.56],
          [9.73, 47.99],
          [9.746, 50.05],
          [9.937, 50.12],
          [10.628, 51.26],
          [10.335, 51.4],
          [10.103, 50.54],
          [10.1, 51.88],
          [11.049, 50.93],
          [8.944, 46.83],
          [9.333, 49.9],
          [9.46, 48.81],
          [9.136, 49.32],
          [10.996, 54.24],
          [8.945, 48.28],
          [10.602, 51.92],
          [10.985, 51.27],
          [9.447, 48.4],
          [8.176, 46.57],
          [10.009, 50.58],
          [10.378, 48.63],
          [10.616, 50.89],
          [9.046, 47.72],
          [8.662, 45.76],
          [9.217, 49.28],
          [8.121, 46.04],
          [11.061, 51.11],
          [8.975, 45.11],
          [8.48, 46.77],
          [10.372, 49.1],
          [10.897, 51.34],
          [11.034, 53.56],
          [10.566, 52.25],
          [9.691, 48.81],
          [11.318, 54.34],
          [10.687, 51.6],
          [8.363, 43.94],
          [9.625, 49.22],
          [10.477, 51.91],
          [10.915, 53.1],
          [9.536, 47.14],
          [9.197, 46.24]
        ]
      }
    },
    config = {
      "graphType": "Scatter3D",
      "scatterType": "density",
      "xAxis": ["height"],
      "yAxis": ["weight"],
      "colorBy": "Y",
      "colorScheme": "Viridis",
      "outline3DColor": "rgba(0,0,0,0.12)",
      "smoothSurface": False,
      "title": "Correlated Bivariate Density (Scatter3D)"
    },
    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 = "scatter3d9",
    data = {
      "y": {
        "vars": ["s0", "s1", "s2", "s3", "s4", "s5", "s6", "s7", "s8", "s9", "s10", "s11", "s12", "s13", "s14", "s15", "s16", "s17", "s18", "s19", "s20", "s21", "s22", "s23", "s24", "s25", "s26", "s27", "s28", "s29", "s30", "s31", "s32", "s33", "s34", "s35", "s36", "s37", "s38", "s39", "s40", "s41", "s42", "s43", "s44", "s45", "s46", "s47", "s48", "s49", "s50", "s51", "s52", "s53", "s54", "s55", "s56", "s57", "s58", "s59", "s60", "s61", "s62", "s63", "s64", "s65", "s66", "s67", "s68", "s69", "s70", "s71", "s72", "s73", "s74", "s75", "s76", "s77", "s78", "s79", "s80", "s81", "s82", "s83", "s84", "s85", "s86", "s87", "s88", "s89", "s90", "s91", "s92", "s93", "s94", "s95", "s96", "s97", "s98", "s99", "s100", "s101", "s102", "s103", "s104", "s105", "s106", "s107", "s108", "s109", "s110", "s111", "s112", "s113", "s114", "s115", "s116", "s117", "s118", "s119", "s120", "s121", "s122", "s123", "s124", "s125", "s126", "s127", "s128", "s129", "s130", "s131", "s132", "s133", "s134", "s135", "s136", "s137", "s138", "s139", "s140", "s141", "s142", "s143", "s144", "s145", "s146", "s147", "s148", "s149", "s150", "s151", "s152", "s153", "s154", "s155", "s156", "s157", "s158", "s159", "s160", "s161", "s162", "s163", "s164", "s165", "s166", "s167", "s168", "s169", "s170", "s171", "s172", "s173", "s174", "s175", "s176", "s177", "s178", "s179", "s180", "s181", "s182", "s183", "s184", "s185", "s186", "s187", "s188", "s189", "s190", "s191", "s192", "s193", "s194", "s195", "s196", "s197", "s198", "s199", "s200", "s201", "s202", "s203", "s204", "s205", "s206", "s207", "s208", "s209", "s210", "s211", "s212", "s213", "s214", "s215", "s216", "s217", "s218", "s219"],
        "smps": ["height", "weight"],
        "data": [
          [9.633, 48.28],
          [9.555, 48.69],
          [10.15, 48.88],
          [9.641, 49.7],
          [11.748, 51.99],
          [8.976, 48.46],
          [10.115, 48.94],
          [8.831, 50.2],
          [10.326, 54.2],
          [11.575, 52.35],
          [11.476, 54.21],
          [9.765, 49.02],
          [9.793, 52.15],
          [11.334, 53.27],
          [9.386, 52.03],
          [11.159, 53.59],
          [9.631, 47.52],
          [7.611, 45.18],
          [9.723, 50.04],
          [10.793, 52.04],
          [9.98, 51.23],
          [9.883, 50.73],
          [10.078, 52.52],
          [10.904, 51.59],
          [10.213, 51.68],
          [9.068, 52.06],
          [10.039, 51.37],
          [10.313, 51.11],
          [10.679, 50.06],
          [11.003, 52.61],
          [11.072, 54.11],
          [8.691, 47.41],
          [10.026, 48.81],
          [10.367, 49.62],
          [9.905, 49.2],
          [10.967, 50.69],
          [9.325, 48.31],
          [9.054, 47.76],
          [11.005, 50.36],
          [10.303, 49.62],
          [9.383, 51.83],
          [11.309, 51.88],
          [10.017, 50.34],
          [10.245, 50.18],
          [10.101, 50.83],
          [10.364, 50.21],
          [10.947, 50.35],
          [9.218, 49.6],
          [9.766, 47.95],
          [11.005, 53.72],
          [10.738, 54.73],
          [9.57, 49.49],
          [10.531, 50.71],
          [9.539, 47.03],
          [9.553, 50.34],
          [10.108, 51.34],
          [9.007, 46.58],
          [10.374, 51.27],
          [8.941, 45.16],
          [9.072, 48.42],
          [11.772, 55.77],
          [10.965, 52.51],
          [9.201, 49.23],
          [8.7, 45.53],
          [11.59, 55.55],
          [11.64, 53.28],
          [10.782, 53.88],
          [10.463, 51.59],
          [10.964, 52.06],
          [9.989, 50.57],
          [9.916, 50.13],
          [9.183, 47.7],
          [10.614, 49.88],
          [8.73, 47.98],
          [10.2, 49.36],
          [8.968, 48.46],
          [11.547, 52.1],
          [10.165, 51.33],
          [9.76, 51.2],
          [9.423, 51.31],
          [9.919, 46.87],
          [9.647, 51.77],
          [11.274, 54.91],
          [7.983, 44.58],
          [10.346, 51.1],
          [10.458, 52.6],
          [8.905, 45.84],
          [11.126, 50.49],
          [11.113, 53.3],
          [8.602, 45.31],
          [11.805, 54.77],
          [10.117, 46.85],
          [9.577, 45.96],
          [9.916, 49.06],
          [10.239, 52.79],
          [10.465, 53.04],
          [10.77, 50.59],
          [10.939, 52.53],
          [8.965, 48.43],
          [9.863, 50.75],
          [9.188, 47.32],
          [10.201, 49.37],
          [10.557, 50.79],
          [10.305, 47.16],
          [9.89, 50.57],
          [9.941, 51.57],
          [11.179, 53.49],
          [11.241, 53.41],
          [9.977, 49.84],
          [9.331, 51.45],
          [11.184, 51.87],
          [11.103, 50.62],
          [9.373, 48.04],
          [9.496, 47.63],
          [10.324, 50.06],
          [10.949, 53.6],
          [10.365, 50.2],
          [9.679, 49.04],
          [10.657, 52.47],
          [9.474, 49.11],
          [9.069, 48.24],
          [10.318, 50.07],
          [10.237, 53.17],
          [9.722, 49.62],
          [11.439, 52.41],
          [10.313, 52.64],
          [10.306, 51.22],
          [9.15, 48.88],
          [10.198, 49.79],
          [9.393, 47.71],
          [9.026, 47.44],
          [11.188, 49.73],
          [8.967, 47.79],
          [10.315, 50.47],
          [10.673, 52.15],
          [10.063, 49.77],
          [10.409, 50.73],
          [11.077, 52.92],
          [11.596, 53.94],
          [9.151, 48.86],
          [9.444, 45.06],
          [9.116, 47.27],
          [9.486, 48.19],
          [11.356, 52.28],
          [9.972, 47.52],
          [10.036, 46.38],
          [10.722, 48.21],
          [10.613, 49.41],
          [10.82, 50.25],
          [10.541, 50.24],
          [10.41, 50.44],
          [10.653, 48.82],
          [9.535, 50.46],
          [8.951, 48.67],
          [9.281, 47.36],
          [9.993, 49.34],
          [9.357, 51.38],
          [9.463, 49.38],
          [9.751, 49.37],
          [10.347, 53.29],
          [10.663, 51.48],
          [10.478, 48.25],
          [9.737, 48.96],
          [10.261, 51.71],
          [10.159, 47.02],
          [10.127, 51.03],
          [10.066, 49.87],
          [9.522, 47.73],
          [11.385, 51.33],
          [10.012, 51.26],
          [9.361, 48.66],
          [9.679, 46.45],
          [8.582, 48.41],
          [8.857, 46.15],
          [10.941, 53.61],
          [9.064, 47.4],
          [9.929, 50.56],
          [9.905, 49.62],
          [8.623, 47.56],
          [9.73, 47.99],
          [9.746, 50.05],
          [9.937, 50.12],
          [10.628, 51.26],
          [10.335, 51.4],
          [10.103, 50.54],
          [10.1, 51.88],
          [11.049, 50.93],
          [8.944, 46.83],
          [9.333, 49.9],
          [9.46, 48.81],
          [9.136, 49.32],
          [10.996, 54.24],
          [8.945, 48.28],
          [10.602, 51.92],
          [10.985, 51.27],
          [9.447, 48.4],
          [8.176, 46.57],
          [10.009, 50.58],
          [10.378, 48.63],
          [10.616, 50.89],
          [9.046, 47.72],
          [8.662, 45.76],
          [9.217, 49.28],
          [8.121, 46.04],
          [11.061, 51.11],
          [8.975, 45.11],
          [8.48, 46.77],
          [10.372, 49.1],
          [10.897, 51.34],
          [11.034, 53.56],
          [10.566, 52.25],
          [9.691, 48.81],
          [11.318, 54.34],
          [10.687, 51.6],
          [8.363, 43.94],
          [9.625, 49.22],
          [10.477, 51.91],
          [10.915, 53.1],
          [9.536, 47.14],
          [9.197, 46.24]
        ]
      }
    },
    config = {
      "graphType": "Scatter3D",
      "scatterType": "density",
      "xAxis": ["height"],
      "yAxis": ["weight"],
      "colorBy": "Y",
      "colorScheme": "Viridis",
      "outline3DColor": "rgba(0,0,0,0.12)",
      "smoothSurface": False,
      "title": "Correlated Bivariate Density (Scatter3D)"
    },
    width = 600,
    height = 600
  )
)
using CanvasXpress

canvasxpress(Dict(
  "y" => Dict(
    "vars" => ["s0", "s1", "s2", "s3", "s4", "s5", "s6", "s7", "s8", "s9", "s10", "s11", "s12", "s13", "s14", "s15", "s16", "s17", "s18", "s19", "s20", "s21", "s22", "s23", "s24", "s25", "s26", "s27", "s28", "s29", "s30", "s31", "s32", "s33", "s34", "s35", "s36", "s37", "s38", "s39", "s40", "s41", "s42", "s43", "s44", "s45", "s46", "s47", "s48", "s49", "s50", "s51", "s52", "s53", "s54", "s55", "s56", "s57", "s58", "s59", "s60", "s61", "s62", "s63", "s64", "s65", "s66", "s67", "s68", "s69", "s70", "s71", "s72", "s73", "s74", "s75", "s76", "s77", "s78", "s79", "s80", "s81", "s82", "s83", "s84", "s85", "s86", "s87", "s88", "s89", "s90", "s91", "s92", "s93", "s94", "s95", "s96", "s97", "s98", "s99", "s100", "s101", "s102", "s103", "s104", "s105", "s106", "s107", "s108", "s109", "s110", "s111", "s112", "s113", "s114", "s115", "s116", "s117", "s118", "s119", "s120", "s121", "s122", "s123", "s124", "s125", "s126", "s127", "s128", "s129", "s130", "s131", "s132", "s133", "s134", "s135", "s136", "s137", "s138", "s139", "s140", "s141", "s142", "s143", "s144", "s145", "s146", "s147", "s148", "s149", "s150", "s151", "s152", "s153", "s154", "s155", "s156", "s157", "s158", "s159", "s160", "s161", "s162", "s163", "s164", "s165", "s166", "s167", "s168", "s169", "s170", "s171", "s172", "s173", "s174", "s175", "s176", "s177", "s178", "s179", "s180", "s181", "s182", "s183", "s184", "s185", "s186", "s187", "s188", "s189", "s190", "s191", "s192", "s193", "s194", "s195", "s196", "s197", "s198", "s199", "s200", "s201", "s202", "s203", "s204", "s205", "s206", "s207", "s208", "s209", "s210", "s211", "s212", "s213", "s214", "s215", "s216", "s217", "s218", "s219"],
    "smps" => ["height", "weight"],
    "data" => [
      [9.633, 48.28],
      [9.555, 48.69],
      [10.15, 48.88],
      [9.641, 49.7],
      [11.748, 51.99],
      [8.976, 48.46],
      [10.115, 48.94],
      [8.831, 50.2],
      [10.326, 54.2],
      [11.575, 52.35],
      [11.476, 54.21],
      [9.765, 49.02],
      [9.793, 52.15],
      [11.334, 53.27],
      [9.386, 52.03],
      [11.159, 53.59],
      [9.631, 47.52],
      [7.611, 45.18],
      [9.723, 50.04],
      [10.793, 52.04],
      [9.98, 51.23],
      [9.883, 50.73],
      [10.078, 52.52],
      [10.904, 51.59],
      [10.213, 51.68],
      [9.068, 52.06],
      [10.039, 51.37],
      [10.313, 51.11],
      [10.679, 50.06],
      [11.003, 52.61],
      [11.072, 54.11],
      [8.691, 47.41],
      [10.026, 48.81],
      [10.367, 49.62],
      [9.905, 49.2],
      [10.967, 50.69],
      [9.325, 48.31],
      [9.054, 47.76],
      [11.005, 50.36],
      [10.303, 49.62],
      [9.383, 51.83],
      [11.309, 51.88],
      [10.017, 50.34],
      [10.245, 50.18],
      [10.101, 50.83],
      [10.364, 50.21],
      [10.947, 50.35],
      [9.218, 49.6],
      [9.766, 47.95],
      [11.005, 53.72],
      [10.738, 54.73],
      [9.57, 49.49],
      [10.531, 50.71],
      [9.539, 47.03],
      [9.553, 50.34],
      [10.108, 51.34],
      [9.007, 46.58],
      [10.374, 51.27],
      [8.941, 45.16],
      [9.072, 48.42],
      [11.772, 55.77],
      [10.965, 52.51],
      [9.201, 49.23],
      [8.7, 45.53],
      [11.59, 55.55],
      [11.64, 53.28],
      [10.782, 53.88],
      [10.463, 51.59],
      [10.964, 52.06],
      [9.989, 50.57],
      [9.916, 50.13],
      [9.183, 47.7],
      [10.614, 49.88],
      [8.73, 47.98],
      [10.2, 49.36],
      [8.968, 48.46],
      [11.547, 52.1],
      [10.165, 51.33],
      [9.76, 51.2],
      [9.423, 51.31],
      [9.919, 46.87],
      [9.647, 51.77],
      [11.274, 54.91],
      [7.983, 44.58],
      [10.346, 51.1],
      [10.458, 52.6],
      [8.905, 45.84],
      [11.126, 50.49],
      [11.113, 53.3],
      [8.602, 45.31],
      [11.805, 54.77],
      [10.117, 46.85],
      [9.577, 45.96],
      [9.916, 49.06],
      [10.239, 52.79],
      [10.465, 53.04],
      [10.77, 50.59],
      [10.939, 52.53],
      [8.965, 48.43],
      [9.863, 50.75],
      [9.188, 47.32],
      [10.201, 49.37],
      [10.557, 50.79],
      [10.305, 47.16],
      [9.89, 50.57],
      [9.941, 51.57],
      [11.179, 53.49],
      [11.241, 53.41],
      [9.977, 49.84],
      [9.331, 51.45],
      [11.184, 51.87],
      [11.103, 50.62],
      [9.373, 48.04],
      [9.496, 47.63],
      [10.324, 50.06],
      [10.949, 53.6],
      [10.365, 50.2],
      [9.679, 49.04],
      [10.657, 52.47],
      [9.474, 49.11],
      [9.069, 48.24],
      [10.318, 50.07],
      [10.237, 53.17],
      [9.722, 49.62],
      [11.439, 52.41],
      [10.313, 52.64],
      [10.306, 51.22],
      [9.15, 48.88],
      [10.198, 49.79],
      [9.393, 47.71],
      [9.026, 47.44],
      [11.188, 49.73],
      [8.967, 47.79],
      [10.315, 50.47],
      [10.673, 52.15],
      [10.063, 49.77],
      [10.409, 50.73],
      [11.077, 52.92],
      [11.596, 53.94],
      [9.151, 48.86],
      [9.444, 45.06],
      [9.116, 47.27],
      [9.486, 48.19],
      [11.356, 52.28],
      [9.972, 47.52],
      [10.036, 46.38],
      [10.722, 48.21],
      [10.613, 49.41],
      [10.82, 50.25],
      [10.541, 50.24],
      [10.41, 50.44],
      [10.653, 48.82],
      [9.535, 50.46],
      [8.951, 48.67],
      [9.281, 47.36],
      [9.993, 49.34],
      [9.357, 51.38],
      [9.463, 49.38],
      [9.751, 49.37],
      [10.347, 53.29],
      [10.663, 51.48],
      [10.478, 48.25],
      [9.737, 48.96],
      [10.261, 51.71],
      [10.159, 47.02],
      [10.127, 51.03],
      [10.066, 49.87],
      [9.522, 47.73],
      [11.385, 51.33],
      [10.012, 51.26],
      [9.361, 48.66],
      [9.679, 46.45],
      [8.582, 48.41],
      [8.857, 46.15],
      [10.941, 53.61],
      [9.064, 47.4],
      [9.929, 50.56],
      [9.905, 49.62],
      [8.623, 47.56],
      [9.73, 47.99],
      [9.746, 50.05],
      [9.937, 50.12],
      [10.628, 51.26],
      [10.335, 51.4],
      [10.103, 50.54],
      [10.1, 51.88],
      [11.049, 50.93],
      [8.944, 46.83],
      [9.333, 49.9],
      [9.46, 48.81],
      [9.136, 49.32],
      [10.996, 54.24],
      [8.945, 48.28],
      [10.602, 51.92],
      [10.985, 51.27],
      [9.447, 48.4],
      [8.176, 46.57],
      [10.009, 50.58],
      [10.378, 48.63],
      [10.616, 50.89],
      [9.046, 47.72],
      [8.662, 45.76],
      [9.217, 49.28],
      [8.121, 46.04],
      [11.061, 51.11],
      [8.975, 45.11],
      [8.48, 46.77],
      [10.372, 49.1],
      [10.897, 51.34],
      [11.034, 53.56],
      [10.566, 52.25],
      [9.691, 48.81],
      [11.318, 54.34],
      [10.687, 51.6],
      [8.363, 43.94],
      [9.625, 49.22],
      [10.477, 51.91],
      [10.915, 53.1],
      [9.536, 47.14],
      [9.197, 46.24]
    ]
  )
);
  graphType = "Scatter3D",
  scatterType = "density",
  xAxis = ["height"],
  yAxis = ["weight"],
  colorBy = "Y",
  colorScheme = "Viridis",
  outline3DColor = "rgba(0,0,0,0.12)",
  smoothSurface = false,
  title = "Correlated Bivariate Density (Scatter3D)"
)
⇧