World choropleth with a heavy-tailed scale

library(canvasXpress)
y=read.table("https://www.canvasxpress.org/data/r/cX-map23-dat.txt", header=TRUE, sep="\t", quote="", row.names=1, fill=TRUE, check.names=FALSE, stringsAsFactors=FALSE)
canvasXpress(
data=y,
colorBy="Cumulative CO2 (Gt)",
colorSpectrum=list("#2166ac", "#92c5de", "#f7f7f7", "#f4a582", "#b2182b"),
colorSpectrumBreaksMethod="quantile",
decorations=list(marker=list(list(coords=list(37, -98), fontSize=12, shape="none", text="The U.S. has emitted\n1.75x as much CO2\nas China since 1750", type="curved", x=0.13, y=0.66))),
graphType="Map",
legendInside=TRUE,
legendPosition="bottomLeft",
mapColor="#e0e0e0",
mapId="worldCo2",
showLegendTitle=TRUE,
subtitle="Illustrative cumulative emissions, gigatonnes. Synthetic data for illustration",
theme="stata",
title="Who has emitted the most CO2?",
topoJSON="https://www.canvasxpress.org/data/maps/WORLD.json"
)

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 = "map22",
    data = {
      "y": {
        "vars": ["AFG", "AGO", "ALB", "ARE", "ARG", "ARM", "AUS", "AUT", "AZE", "BDI", "BEL", "BEN", "BFA", "BGD", "BGR", "BIH", "BLR", "BOL", "BRA", "BWA", "CAF", "CAN", "CHE", "CHL", "CHN", "CIV", "CMR", "COD", "COG", "COL", "CRI", "CUB", "CZE", "DEU", "DNK", "DOM", "DZA", "ECU", "EGY", "ESP", "EST", "ETH", "FIN", "FRA", "GAB", "GBR", "GEO", "GHA", "GIN", "GRC", "GTM", "HND", "HRV", "HTI", "HUN", "IDN", "IND", "IRL", "IRN", "IRQ", "ISL", "ISR", "ITA", "JAM", "JOR", "JPN", "KAZ", "KEN", "KGZ", "KHM", "KOR", "KWT", "LAO", "LBN", "LBR", "LBY", "LKA", "LSO", "LTU", "LVA", "MAR", "MDG", "MEX", "MLI", "MMR", "MNG", "MOZ", "MRT", "MWI", "MYS", "NAM", "NER", "NGA", "NIC", "NLD", "NOR", "NPL", "NZL", "OMN", "PAK", "PAN", "PER", "PHL", "PNG", "POL", "PRK", "PRT", "PRY", "QAT", "ROU", "RUS", "RWA", "SAU", "SDN", "SEN", "SLE", "SLV", "SOM", "SRB", "SVK", "SVN", "SWE", "SYR", "TCD", "TGO", "THA", "TJK", "TKM", "TUN", "TUR", "TZA", "UGA", "UKR", "URY", "USA", "UZB", "VEN", "VNM", "YEM", "ZAF", "ZMB", "ZWE"],
        "smps": ["Cumulative CO2 (Gt)"],
        "data": [
          [19.2],
          [196.7],
          [1.8],
          [56.6],
          [4.1],
          [27.2],
          [3.7],
          [163.2],
          [34.8],
          [17.5],
          [28.8],
          [74],
          [4.7],
          [58.1],
          [139.6],
          [113.1],
          [165.5],
          [4.8],
          [28.9],
          [60],
          [2.7],
          [15.7],
          [3.4],
          [38.5],
          [235],
          [60.7],
          [7.2],
          [39.6],
          [15.7],
          [26.1],
          [173.1],
          [9],
          [9],
          [92],
          [3],
          [127.5],
          [131.7],
          [2.9],
          [4.6],
          [25.1],
          [46],
          [7.3],
          [98.9],
          [3.7],
          [4.6],
          [78],
          [1.8],
          [24.6],
          [190.8],
          [125.5],
          [2],
          [6.7],
          [7],
          [117.7],
          [18.6],
          [11.6],
          [60],
          [57.9],
          [17.1],
          [7.1],
          [14.5],
          [186.3],
          [31.4],
          [5.5],
          [2.8],
          [65],
          [55.4],
          [16.1],
          [8.1],
          [88.9],
          [75.1],
          [128.4],
          [14.6],
          [17.1],
          [2.8],
          [6.9],
          [7.7],
          [97],
          [9],
          [5.9],
          [10.2],
          [1.7],
          [138.8],
          [49.9],
          [1.7],
          [1.9],
          [5.8],
          [10],
          [4.3],
          [12.6],
          [2.9],
          [14.1],
          [174.5],
          [76],
          [11.5],
          [150.4],
          [5.5],
          [3.2],
          [3.1],
          [6.4],
          [20.7],
          [86],
          [2.4],
          [6.9],
          [57.7],
          [40.8],
          [21.6],
          [11.9],
          [10.1],
          [56.6],
          [120],
          [35.1],
          [14.8],
          [4.5],
          [6.7],
          [109.4],
          [1.7],
          [7.3],
          [2.3],
          [2.8],
          [4.4],
          [20.8],
          [14.6],
          [1.7],
          [5.2],
          [6.8],
          [8.3],
          [39],
          [2.3],
          [6.1],
          [53.5],
          [6.9],
          [2.6],
          [13],
          [410],
          [51.4],
          [1.8],
          [19.4],
          [82.4],
          [168.2],
          [6.8],
          [15.9]
        ]
      }
    },
    config = {
      "graphType": "Map",
      "topoJSON": "https://www.canvasxpress.org/data/maps/WORLD.json",
      "mapId": "worldCo2",
      "theme": "stata",
      "colorBy": "Cumulative CO2 (Gt)",
      "colorSpectrum": ["#2166ac", "#92c5de", "#f7f7f7", "#f4a582", "#b2182b"],
      "colorSpectrumBreaksMethod": "quantile",
      "title": "Who has emitted the most CO2?",
      "subtitle": "Illustrative cumulative emissions, gigatonnes. Synthetic data for illustration",
      "legendPosition": "bottomLeft",
      "legendInside": True,
      "showLegendTitle": True,
      "mapColor": "#e0e0e0",
      "decorations": {
        "marker": [
          {
            "coords": [37, -98],
            "shape": "none",
            "type": "curved",
            "fontSize": 12,
            "text": "The U.S. has emitted\n1.75x as much CO2\nas China since 1750",
            "x": 0.13,
            "y": 0.66
          }
        ]
      }
    },
    width = 760,
    height = 560
  )

  # Display the chart in its own Web page
  show_in_browser(chart)

Run this notebook:

from canvasxpress.canvas import CanvasXpress
from canvasxpress.plot import graph

graph(
  CanvasXpress(
    render_to = "map22",
    data = {
      "y": {
        "vars": ["AFG", "AGO", "ALB", "ARE", "ARG", "ARM", "AUS", "AUT", "AZE", "BDI", "BEL", "BEN", "BFA", "BGD", "BGR", "BIH", "BLR", "BOL", "BRA", "BWA", "CAF", "CAN", "CHE", "CHL", "CHN", "CIV", "CMR", "COD", "COG", "COL", "CRI", "CUB", "CZE", "DEU", "DNK", "DOM", "DZA", "ECU", "EGY", "ESP", "EST", "ETH", "FIN", "FRA", "GAB", "GBR", "GEO", "GHA", "GIN", "GRC", "GTM", "HND", "HRV", "HTI", "HUN", "IDN", "IND", "IRL", "IRN", "IRQ", "ISL", "ISR", "ITA", "JAM", "JOR", "JPN", "KAZ", "KEN", "KGZ", "KHM", "KOR", "KWT", "LAO", "LBN", "LBR", "LBY", "LKA", "LSO", "LTU", "LVA", "MAR", "MDG", "MEX", "MLI", "MMR", "MNG", "MOZ", "MRT", "MWI", "MYS", "NAM", "NER", "NGA", "NIC", "NLD", "NOR", "NPL", "NZL", "OMN", "PAK", "PAN", "PER", "PHL", "PNG", "POL", "PRK", "PRT", "PRY", "QAT", "ROU", "RUS", "RWA", "SAU", "SDN", "SEN", "SLE", "SLV", "SOM", "SRB", "SVK", "SVN", "SWE", "SYR", "TCD", "TGO", "THA", "TJK", "TKM", "TUN", "TUR", "TZA", "UGA", "UKR", "URY", "USA", "UZB", "VEN", "VNM", "YEM", "ZAF", "ZMB", "ZWE"],
        "smps": ["Cumulative CO2 (Gt)"],
        "data": [
          [19.2],
          [196.7],
          [1.8],
          [56.6],
          [4.1],
          [27.2],
          [3.7],
          [163.2],
          [34.8],
          [17.5],
          [28.8],
          [74],
          [4.7],
          [58.1],
          [139.6],
          [113.1],
          [165.5],
          [4.8],
          [28.9],
          [60],
          [2.7],
          [15.7],
          [3.4],
          [38.5],
          [235],
          [60.7],
          [7.2],
          [39.6],
          [15.7],
          [26.1],
          [173.1],
          [9],
          [9],
          [92],
          [3],
          [127.5],
          [131.7],
          [2.9],
          [4.6],
          [25.1],
          [46],
          [7.3],
          [98.9],
          [3.7],
          [4.6],
          [78],
          [1.8],
          [24.6],
          [190.8],
          [125.5],
          [2],
          [6.7],
          [7],
          [117.7],
          [18.6],
          [11.6],
          [60],
          [57.9],
          [17.1],
          [7.1],
          [14.5],
          [186.3],
          [31.4],
          [5.5],
          [2.8],
          [65],
          [55.4],
          [16.1],
          [8.1],
          [88.9],
          [75.1],
          [128.4],
          [14.6],
          [17.1],
          [2.8],
          [6.9],
          [7.7],
          [97],
          [9],
          [5.9],
          [10.2],
          [1.7],
          [138.8],
          [49.9],
          [1.7],
          [1.9],
          [5.8],
          [10],
          [4.3],
          [12.6],
          [2.9],
          [14.1],
          [174.5],
          [76],
          [11.5],
          [150.4],
          [5.5],
          [3.2],
          [3.1],
          [6.4],
          [20.7],
          [86],
          [2.4],
          [6.9],
          [57.7],
          [40.8],
          [21.6],
          [11.9],
          [10.1],
          [56.6],
          [120],
          [35.1],
          [14.8],
          [4.5],
          [6.7],
          [109.4],
          [1.7],
          [7.3],
          [2.3],
          [2.8],
          [4.4],
          [20.8],
          [14.6],
          [1.7],
          [5.2],
          [6.8],
          [8.3],
          [39],
          [2.3],
          [6.1],
          [53.5],
          [6.9],
          [2.6],
          [13],
          [410],
          [51.4],
          [1.8],
          [19.4],
          [82.4],
          [168.2],
          [6.8],
          [15.9]
        ]
      }
    },
    config = {
      "graphType": "Map",
      "topoJSON": "https://www.canvasxpress.org/data/maps/WORLD.json",
      "mapId": "worldCo2",
      "theme": "stata",
      "colorBy": "Cumulative CO2 (Gt)",
      "colorSpectrum": ["#2166ac", "#92c5de", "#f7f7f7", "#f4a582", "#b2182b"],
      "colorSpectrumBreaksMethod": "quantile",
      "title": "Who has emitted the most CO2?",
      "subtitle": "Illustrative cumulative emissions, gigatonnes. Synthetic data for illustration",
      "legendPosition": "bottomLeft",
      "legendInside": True,
      "showLegendTitle": True,
      "mapColor": "#e0e0e0",
      "decorations": {
        "marker": [
          {
            "coords": [37, -98],
            "shape": "none",
            "type": "curved",
            "fontSize": 12,
            "text": "The U.S. has emitted\n1.75x as much CO2\nas China since 1750",
            "x": 0.13,
            "y": 0.66
          }
        ]
      }
    },
    width = 760,
    height = 560
  )
)

using CanvasXpress

canvasxpress(Dict(
  "y" => Dict(
    "vars" => ["AFG", "AGO", "ALB", "ARE", "ARG", "ARM", "AUS", "AUT", "AZE", "BDI", "BEL", "BEN", "BFA", "BGD", "BGR", "BIH", "BLR", "BOL", "BRA", "BWA", "CAF", "CAN", "CHE", "CHL", "CHN", "CIV", "CMR", "COD", "COG", "COL", "CRI", "CUB", "CZE", "DEU", "DNK", "DOM", "DZA", "ECU", "EGY", "ESP", "EST", "ETH", "FIN", "FRA", "GAB", "GBR", "GEO", "GHA", "GIN", "GRC", "GTM", "HND", "HRV", "HTI", "HUN", "IDN", "IND", "IRL", "IRN", "IRQ", "ISL", "ISR", "ITA", "JAM", "JOR", "JPN", "KAZ", "KEN", "KGZ", "KHM", "KOR", "KWT", "LAO", "LBN", "LBR", "LBY", "LKA", "LSO", "LTU", "LVA", "MAR", "MDG", "MEX", "MLI", "MMR", "MNG", "MOZ", "MRT", "MWI", "MYS", "NAM", "NER", "NGA", "NIC", "NLD", "NOR", "NPL", "NZL", "OMN", "PAK", "PAN", "PER", "PHL", "PNG", "POL", "PRK", "PRT", "PRY", "QAT", "ROU", "RUS", "RWA", "SAU", "SDN", "SEN", "SLE", "SLV", "SOM", "SRB", "SVK", "SVN", "SWE", "SYR", "TCD", "TGO", "THA", "TJK", "TKM", "TUN", "TUR", "TZA", "UGA", "UKR", "URY", "USA", "UZB", "VEN", "VNM", "YEM", "ZAF", "ZMB", "ZWE"],
    "smps" => ["Cumulative CO2 (Gt)"],
    "data" => [
      [19.2],
      [196.7],
      [1.8],
      [56.6],
      [4.1],
      [27.2],
      [3.7],
      [163.2],
      [34.8],
      [17.5],
      [28.8],
      [74],
      [4.7],
      [58.1],
      [139.6],
      [113.1],
      [165.5],
      [4.8],
      [28.9],
      [60],
      [2.7],
      [15.7],
      [3.4],
      [38.5],
      [235],
      [60.7],
      [7.2],
      [39.6],
      [15.7],
      [26.1],
      [173.1],
      [9],
      [9],
      [92],
      [3],
      [127.5],
      [131.7],
      [2.9],
      [4.6],
      [25.1],
      [46],
      [7.3],
      [98.9],
      [3.7],
      [4.6],
      [78],
      [1.8],
      [24.6],
      [190.8],
      [125.5],
      [2],
      [6.7],
      [7],
      [117.7],
      [18.6],
      [11.6],
      [60],
      [57.9],
      [17.1],
      [7.1],
      [14.5],
      [186.3],
      [31.4],
      [5.5],
      [2.8],
      [65],
      [55.4],
      [16.1],
      [8.1],
      [88.9],
      [75.1],
      [128.4],
      [14.6],
      [17.1],
      [2.8],
      [6.9],
      [7.7],
      [97],
      [9],
      [5.9],
      [10.2],
      [1.7],
      [138.8],
      [49.9],
      [1.7],
      [1.9],
      [5.8],
      [10],
      [4.3],
      [12.6],
      [2.9],
      [14.1],
      [174.5],
      [76],
      [11.5],
      [150.4],
      [5.5],
      [3.2],
      [3.1],
      [6.4],
      [20.7],
      [86],
      [2.4],
      [6.9],
      [57.7],
      [40.8],
      [21.6],
      [11.9],
      [10.1],
      [56.6],
      [120],
      [35.1],
      [14.8],
      [4.5],
      [6.7],
      [109.4],
      [1.7],
      [7.3],
      [2.3],
      [2.8],
      [4.4],
      [20.8],
      [14.6],
      [1.7],
      [5.2],
      [6.8],
      [8.3],
      [39],
      [2.3],
      [6.1],
      [53.5],
      [6.9],
      [2.6],
      [13],
      [410],
      [51.4],
      [1.8],
      [19.4],
      [82.4],
      [168.2],
      [6.8],
      [15.9]
    ]
  )
);
  graphType = "Map",
  topoJSON = "https://www.canvasxpress.org/data/maps/WORLD.json",
  mapId = "worldCo2",
  theme = "stata",
  colorBy = "Cumulative CO2 (Gt)",
  colorSpectrum = ["#2166ac", "#92c5de", "#f7f7f7", "#f4a582", "#b2182b"],
  colorSpectrumBreaksMethod = "quantile",
  title = "Who has emitted the most CO2?",
  subtitle = "Illustrative cumulative emissions, gigatonnes. Synthetic data for illustration",
  legendPosition = "bottomLeft",
  legendInside = true,
  showLegendTitle = true,
  mapColor = "#e0e0e0",
  decorations = Dict(
    "marker" => [
      Dict(
        "coords" => [37, -98],
        "shape" => "none",
        "type" => "curved",
        "fontSize" => 12,
        "text" => "The U.S. has emitted\n1.75x as much CO2\nas China since 1750",
        "x" => 0.13,
        "y" => 0.66
      )
    ]
  )
)