Dynamic Data Exploration with ScatterBubble2D Graph
ScatterBubble2D graphs are a powerful visualization tool that extends the functionality of traditional scatter plots by incorporating a third dimension represented by the size of the bubbles. This allows for the representation of three variables simultaneously on a two-dimensional plane, making it ideal for exploring relationships between data points where size matters. Applications range from financial analysis, where bubble size might represent market capitalization, to scientific research, where it could indicate population density. Creating effective ScatterBubble2D graphs requires careful consideration of data scaling and color choices for optimal clarity. Interactive features such as tooltips and zooming can enhance user understanding and exploration of complex datasets. The appropriate selection of graph parameters can unlock valuable insights, transforming complex data into easily digestible visual representations.
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<script>
// Use a data frame (2D-array) for the graph
var data = [
[ "Id", "Population", "LifeExpectancy", "GDPPerCapita", "Year", "Country", "Continent"],
[ "R1", 8425333, 28.801, 779.4453145, 1952, "Afghanistan", "Asia"],
[ "R2", 9240934, 30.332, 820.8530296, 1957, "Afghanistan", "Asia"],
[ "R3", 10267083, 31.997, 853.10071, 1962, "Afghanistan", "Asia"],
[ "R4", 11537966, 34.02, 836.1971382, 1967, "Afghanistan", "Asia"],
[ "R5", 13079460, 36.088, 739.9811058, 1972, "Afghanistan", "Asia"],
[ "R6", 14880372, 38.438, 786.11336, 1977, "Afghanistan", "Asia"],
[ "R7", 12881816, 39.854, 978.0114388, 1982, "Afghanistan", "Asia"],
[ "R8", 13867957, 40.822, 852.3959448, 1987, "Afghanistan", "Asia"],
[ "R9", 16317921, 41.674, 649.3413952, 1992, "Afghanistan", "Asia"],
[ "R10", 22227415, 41.763, 635.341351, 1997, "Afghanistan", "Asia"],
[ "R11", 25268405, 42.129, 726.7340548, 2002, "Afghanistan", "Asia"],
[ "R12", 31889923, 43.828, 974.5803384, 2007, "Afghanistan", "Asia"],
[ "R13", 1282697, 55.23, 1601.056136, 1952, "Albania", "Europe"],
[ "R14", 1476505, 59.28, 1942.284244, 1957, "Albania", "Europe"],
[ "R15", 1728137, 64.82, 2312.888958, 1962, "Albania", "Europe"],
[ "R16", 1984060, 66.22, 2760.196931, 1967, "Albania", "Europe"],
[ "R17", 2263554, 67.69, 3313.422188, 1972, "Albania", "Europe"],
[ "R18", 2509048, 68.93, 3533.00391, 1977, "Albania", "Europe"],
[ "R19", 2780097, 70.42, 3630.880722, 1982, "Albania", "Europe"],
[ "R20", 3075321, 72, 3738.932735, 1987, "Albania", "Europe"],
[ "R21", 3326498, 71.581, 2497.437901, 1992, "Albania", "Europe"],
[ "R22", 3428038, 72.95, 3193.054604, 1997, "Albania", "Europe"],
[ "R23", 3508512, 75.651, 4604.211737, 2002, "Albania", "Europe"],
[ "R24", 3600523, 76.423, 5937.029526, 2007, "Albania", "Europe"],
[ "R25", 9279525, 43.077, 2449.008185, 1952, "Algeria", "Africa"],
[ "R26", 10270856, 45.685, 3013.976023, 1957, "Algeria", "Africa"],
[ "R27", 11000948, 48.303, 2550.81688, 1962, "Algeria", "Africa"],
[ "R28", 12760499, 51.407, 3246.991771, 1967, "Algeria", "Africa"],
// ... (data truncated after 29 records for clarity)
]
// Create the configuration for the graph
var config = {
"colorBy": "Continent",
"graphType": "ScatterBubble2D",
"workflowBy": "Year",
"xAxis": ["LifeExpectancy"],
"yAxis": ["GDPPerCapita"],
"yAxisTransform": "log2",
"zAxis": ["Population"]
}
// 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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// Create the data for the graph
var data = {
"y" : {
"data" : [
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"Year" : 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]
}
}
// Create the configuration for the graph
var config = {
"colorBy": "Continent",
"graphType": "ScatterBubble2D",
"workflowBy": "Year",
"xAxis": ["LifeExpectancy"],
"yAxis": ["GDPPerCapita"],
"yAxisTransform": "log2",
"zAxis": ["Population"]
}
// 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-bubble-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-bubble-var.txt", header=TRUE, sep="\t", quote="", row.names=1, fill=TRUE, check.names=FALSE, stringsAsFactors=FALSE)
canvasXpress(
data=y,
varAnnot=z,
colorBy="Continent",
graphType="ScatterBubble2D",
workflowBy="Year",
xAxis=list("LifeExpectancy"),
yAxis=list("GDPPerCapita"),
yAxisTransform="log2",
zAxis=list("Population")
)
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 = "scatterbubble2d3",
data = {
"y": {
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"z": {
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"Country": ["Afghanistan", "Afghanistan", "Afghanistan", "Afghanistan", "Afghanistan", "Afghanistan", "Afghanistan", "Afghanistan", "Afghanistan", "Afghanistan", "Afghanistan", "Afghanistan", "Albania", "Albania", "Albania", "Albania", "Albania", "Albania", "Albania", "Albania", "Albania", "Albania", "Albania", "Albania", "Algeria", "Algeria", "Algeria", "Algeria", "Algeria", "Algeria", "Algeria", "Algeria", "Algeria", "Algeria", "Algeria", "Algeria", "Angola", "Angola", "Angola", "Angola", "Angola", "Angola", "Angola", "Angola", "Angola", "Angola", "Angola", "Angola", "Argentina", "Argentina", "Argentina", "Argentina", "Argentina", "Argentina", "Argentina", "Argentina", "Argentina", "Argentina", "Argentina", "Argentina", "Australia", "Australia", "Australia", "Australia", "Australia", "Australia", "Australia", "Australia", "Australia", "Australia", "Australia", "Australia", "Austria", "Austria", "Austria", "Austria", "Austria", "Austria", "Austria", "Austria", "Austria", "Austria", "Austria", "Austria", "Bahrain", "Bahrain", "Bahrain", "Bahrain", "Bahrain", "Bahrain", "Bahrain", "Bahrain", "Bahrain", "Bahrain", "Bahrain", "Bahrain", "Bangladesh", "Bangladesh", "Bangladesh", "Bangladesh", "Bangladesh", "Bangladesh", "Bangladesh", "Bangladesh", "Bangladesh", "Bangladesh", "Bangladesh", "Bangladesh", "Belgium", "Belgium", "Belgium", "Belgium", "Belgium", "Belgium", "Belgium", "Belgium", "Belgium", "Belgium", "Belgium", "Belgium", "Benin", "Benin", "Benin", "Benin", "Benin", "Benin", "Benin", "Benin", "Benin", "Benin", "Benin", "Benin", "Bolivia", "Bolivia", "Bolivia", "Bolivia", "Bolivia", "Bolivia", "Bolivia", "Bolivia", "Bolivia", "Bolivia", "Bolivia", "Bolivia", "Bosnia and Herzegovina", "Bosnia and Herzegovina", "Bosnia and Herzegovina", "Bosnia and Herzegovina", "Bosnia and Herzegovina", "Bosnia and Herzegovina", "Bosnia and Herzegovina", "Bosnia and Herzegovina", "Bosnia and Herzegovina", "Bosnia and Herzegovina", "Bosnia and Herzegovina", "Bosnia and Herzegovina", "Botswana", "Botswana", "Botswana", "Botswana", "Botswana", "Botswana", "Botswana", "Botswana", "Botswana", "Botswana", "Botswana", "Botswana", "Brazil", "Brazil", "Brazil", "Brazil", "Brazil", "Brazil", "Brazil", "Brazil", "Brazil", "Brazil", "Brazil", "Brazil", "Bulgaria", "Bulgaria", "Bulgaria", "Bulgaria", "Bulgaria", "Bulgaria", "Bulgaria", "Bulgaria", "Bulgaria", "Bulgaria", "Bulgaria", "Bulgaria", "Burkina Faso", "Burkina Faso", "Burkina Faso", "Burkina Faso", "Burkina Faso", "Burkina Faso", "Burkina Faso", "Burkina Faso", "Burkina Faso", "Burkina Faso", "Burkina Faso", "Burkina Faso", "Burundi", "Burundi", "Burundi", "Burundi", "Burundi", "Burundi", "Burundi", "Burundi", "Burundi", "Burundi", "Burundi", "Burundi", "Cambodia", "Cambodia", "Cambodia", "Cambodia", "Cambodia", "Cambodia", "Cambodia", "Cambodia", "Cambodia", "Cambodia", "Cambodia", "Cambodia", "Cameroon", "Cameroon", "Cameroon", "Cameroon", "Cameroon", "Cameroon", "Cameroon", "Cameroon", "Cameroon", "Cameroon", "Cameroon", "Cameroon", "Canada", "Canada", "Canada", "Canada", "Canada", "Canada", "Canada", "Canada", "Canada", "Canada", "Canada", "Canada", "Central African Republic", "Central African Republic", "Central African Republic", "Central African Republic", "Central African Republic", "Central African Republic", "Central African Republic", "Central African Republic", "Central African Republic", "Central African Republic", "Central African Republic", "Central African Republic", "Chad", "Chad", "Chad", "Chad", "Chad", "Chad", "Chad", "Chad", "Chad", "Chad", "Chad", "Chad", "Chile", "Chile", "Chile", "Chile", "Chile", "Chile", "Chile", "Chile", "Chile", "Chile", "Chile", "Chile", "China", "China", "China", "China", "China", "China", "China", "China", "China", "China", "China", "China", "Colombia", "Colombia", "Colombia", "Colombia", "Colombia", "Colombia", "Colombia", "Colombia", "Colombia", "Colombia", "Colombia", "Colombia", "Comoros", "Comoros", "Comoros", "Comoros", "Comoros", "Comoros", "Comoros", "Comoros", "Comoros", "Comoros", "Comoros", "Comoros", "Congo, Dem. Rep.", "Congo, Dem. Rep.", "Congo, Dem. Rep.", "Congo, Dem. Rep.", "Congo, Dem. Rep.", "Congo, Dem. Rep.", "Congo, Dem. Rep.", "Congo, Dem. Rep.", "Congo, Dem. Rep.", "Congo, Dem. Rep.", "Congo, Dem. Rep.", "Congo, Dem. Rep.", "Congo, Rep.", "Congo, Rep.", "Congo, Rep.", "Congo, Rep.", "Congo, Rep.", "Congo, Rep.", "Congo, Rep.", "Congo, Rep.", "Congo, Rep.", "Congo, Rep.", "Congo, Rep.", "Congo, Rep.", "Costa Rica", "Costa Rica", "Costa Rica", "Costa Rica", "Costa Rica", "Costa Rica", "Costa Rica", "Costa Rica", "Costa Rica", "Costa Rica", "Costa Rica", "Costa Rica", "Cote d'Ivoire", "Cote d'Ivoire", "Cote d'Ivoire", "Cote d'Ivoire", "Cote d'Ivoire", "Cote d'Ivoire", "Cote d'Ivoire", "Cote d'Ivoire", "Cote d'Ivoire", "Cote d'Ivoire", "Cote d'Ivoire", "Cote d'Ivoire", "Croatia", "Croatia", "Croatia", "Croatia", "Croatia", "Croatia", "Croatia", "Croatia", "Croatia", "Croatia", "Croatia", "Croatia", "Cuba", "Cuba", "Cuba", "Cuba", "Cuba", "Cuba", "Cuba", "Cuba", "Cuba", "Cuba", "Cuba", "Cuba", "Czech Republic", "Czech Republic", "Czech Republic", "Czech Republic", "Czech Republic", "Czech Republic", "Czech Republic", "Czech Republic", "Czech Republic", "Czech Republic", "Czech Republic", "Czech Republic", "Denmark", "Denmark", "Denmark", "Denmark", "Denmark", "Denmark", "Denmark", "Denmark", "Denmark", "Denmark", "Denmark", "Denmark", "Djibouti", "Djibouti", "Djibouti", "Djibouti", "Djibouti", "Djibouti", "Djibouti", "Djibouti", "Djibouti", "Djibouti", "Djibouti", "Djibouti", "Dominican Republic", "Dominican Republic", "Dominican Republic", "Dominican Republic", "Dominican Republic", "Dominican Republic", "Dominican Republic", "Dominican Republic", "Dominican Republic", "Dominican Republic", "Dominican Republic", "Dominican Republic", "Ecuador", "Ecuador", "Ecuador", "Ecuador", "Ecuador", "Ecuador", "Ecuador", "Ecuador", "Ecuador", "Ecuador", "Ecuador", "Ecuador", "Egypt", "Egypt", "Egypt", "Egypt", "Egypt", "Egypt", "Egypt", "Egypt", "Egypt", "Egypt", "Egypt", "Egypt", "El Salvador", "El Salvador", "El Salvador", "El Salvador", "El Salvador", "El Salvador", "El Salvador", "El Salvador", "El Salvador", "El Salvador", "El Salvador", "El Salvador", "Equatorial Guinea", "Equatorial Guinea", "Equatorial Guinea", "Equatorial Guinea", "Equatorial Guinea", "Equatorial Guinea", "Equatorial Guinea", "Equatorial Guinea", "Equatorial Guinea", "Equatorial Guinea", "Equatorial Guinea", "Equatorial Guinea", "Eritrea", "Eritrea", "Eritrea", "Eritrea", "Eritrea", "Eritrea", "Eritrea", "Eritrea", "Eritrea", "Eritrea", "Eritrea", "Eritrea", "Ethiopia", "Ethiopia", "Ethiopia", "Ethiopia", "Ethiopia", "Ethiopia", "Ethiopia", "Ethiopia", "Ethiopia", "Ethiopia", "Ethiopia", "Ethiopia", "Finland", "Finland", "Finland", "Finland", "Finland", "Finland", "Finland", "Finland", "Finland", "Finland", "Finland", "Finland", "France", "France", "France", "France", "France", "France", "France", "France", "France", "France", "France", "France", "Gabon", "Gabon", "Gabon", "Gabon", "Gabon", "Gabon", "Gabon", "Gabon", "Gabon", "Gabon", "Gabon", "Gabon", "Gambia", "Gambia", "Gambia", "Gambia", "Gambia", "Gambia", "Gambia", "Gambia", "Gambia", "Gambia", "Gambia", "Gambia", "Germany", "Germany", "Germany", "Germany", "Germany", "Germany", "Germany", "Germany", "Germany", "Germany", "Germany", "Germany", "Ghana", "Ghana", "Ghana", "Ghana", "Ghana", "Ghana", "Ghana", "Ghana", "Ghana", "Ghana", "Ghana", "Ghana", "Greece", "Greece", "Greece", "Greece", "Greece", "Greece", "Greece", "Greece", "Greece", "Greece", "Greece", "Greece", "Guatemala", "Guatemala", "Guatemala", "Guatemala", "Guatemala", "Guatemala", "Guatemala", "Guatemala", "Guatemala", "Guatemala", "Guatemala", "Guatemala", "Guinea", "Guinea", "Guinea", "Guinea", "Guinea", "Guinea", "Guinea", "Guinea", "Guinea", "Guinea", "Guinea", "Guinea", "Guinea-Bissau", "Guinea-Bissau", "Guinea-Bissau", "Guinea-Bissau", "Guinea-Bissau", "Guinea-Bissau", "Guinea-Bissau", "Guinea-Bissau", "Guinea-Bissau", "Guinea-Bissau", "Guinea-Bissau", "Guinea-Bissau", "Haiti", "Haiti", "Haiti", "Haiti", "Haiti", "Haiti", "Haiti", "Haiti", "Haiti", "Haiti", "Haiti", "Haiti", "Honduras", "Honduras", "Honduras", "Honduras", "Honduras", 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"Iraq", "Iraq", "Iraq", "Iraq", "Iraq", "Iraq", "Ireland", "Ireland", "Ireland", "Ireland", "Ireland", "Ireland", "Ireland", "Ireland", "Ireland", "Ireland", "Ireland", "Ireland", "Israel", "Israel", "Israel", "Israel", "Israel", "Israel", "Israel", "Israel", "Israel", "Israel", "Israel", "Israel", "Italy", "Italy", "Italy", "Italy", "Italy", "Italy", "Italy", "Italy", "Italy", "Italy", "Italy", "Italy", "Jamaica", "Jamaica", "Jamaica", "Jamaica", "Jamaica", "Jamaica", "Jamaica", "Jamaica", "Jamaica", "Jamaica", "Jamaica", "Jamaica", "Japan", "Japan", "Japan", "Japan", "Japan", "Japan", "Japan", "Japan", "Japan", "Japan", "Japan", "Japan", "Jordan", "Jordan", "Jordan", "Jordan", "Jordan", "Jordan", "Jordan", "Jordan", "Jordan", "Jordan", "Jordan", "Jordan", "Kenya", "Kenya", "Kenya", "Kenya", "Kenya", "Kenya", "Kenya", "Kenya", "Kenya", "Kenya", "Kenya", "Kenya", "Korea, Dem. Rep.", "Korea, Dem. Rep.", "Korea, Dem. Rep.", "Korea, Dem. Rep.", "Korea, Dem. Rep.", "Korea, Dem. Rep.", "Korea, Dem. Rep.", "Korea, Dem. Rep.", "Korea, Dem. Rep.", "Korea, Dem. Rep.", "Korea, Dem. Rep.", "Korea, Dem. Rep.", "Korea, Rep.", "Korea, Rep.", "Korea, Rep.", "Korea, Rep.", "Korea, Rep.", "Korea, Rep.", "Korea, Rep.", "Korea, Rep.", "Korea, Rep.", "Korea, Rep.", "Korea, Rep.", "Korea, Rep.", "Kuwait", "Kuwait", "Kuwait", "Kuwait", "Kuwait", "Kuwait", "Kuwait", "Kuwait", "Kuwait", "Kuwait", "Kuwait", "Kuwait", "Lebanon", "Lebanon", "Lebanon", "Lebanon", "Lebanon", "Lebanon", "Lebanon", "Lebanon", "Lebanon", "Lebanon", "Lebanon", "Lebanon", "Lesotho", "Lesotho", "Lesotho", "Lesotho", "Lesotho", "Lesotho", "Lesotho", "Lesotho", "Lesotho", "Lesotho", "Lesotho", "Lesotho", "Liberia", "Liberia", "Liberia", "Liberia", "Liberia", "Liberia", "Liberia", "Liberia", "Liberia", "Liberia", "Liberia", "Liberia", "Libya", "Libya", "Libya", "Libya", "Libya", "Libya", "Libya", "Libya", "Libya", "Libya", "Libya", "Libya", "Madagascar", "Madagascar", "Madagascar", "Madagascar", "Madagascar", "Madagascar", "Madagascar", "Madagascar", "Madagascar", "Madagascar", "Madagascar", "Madagascar", "Malawi", "Malawi", "Malawi", "Malawi", "Malawi", "Malawi", "Malawi", "Malawi", "Malawi", "Malawi", "Malawi", "Malawi", "Malaysia", "Malaysia", "Malaysia", "Malaysia", "Malaysia", "Malaysia", "Malaysia", "Malaysia", "Malaysia", "Malaysia", "Malaysia", "Malaysia", "Mali", "Mali", "Mali", "Mali", "Mali", "Mali", "Mali", "Mali", "Mali", "Mali", "Mali", "Mali", "Mauritania", "Mauritania", "Mauritania", "Mauritania", "Mauritania", "Mauritania", "Mauritania", "Mauritania", "Mauritania", "Mauritania", "Mauritania", "Mauritania", "Mauritius", "Mauritius", "Mauritius", "Mauritius", "Mauritius", "Mauritius", "Mauritius", "Mauritius", "Mauritius", "Mauritius", "Mauritius", "Mauritius", "Mexico", "Mexico", "Mexico", "Mexico", "Mexico", "Mexico", "Mexico", "Mexico", "Mexico", "Mexico", "Mexico", "Mexico", "Mongolia", "Mongolia", "Mongolia", "Mongolia"],
"Year": [1952, 1957, 1962, 1967, 1972, 1977, 1982, 1987, 1992, 1997, 2002, 2007, 1952, 1957, 1962, 1967, 1972, 1977, 1982, 1987, 1992, 1997, 2002, 2007, 1952, 1957, 1962, 1967, 1972, 1977, 1982, 1987, 1992, 1997, 2002, 2007, 1952, 1957, 1962, 1967, 1972, 1977, 1982, 1987, 1992, 1997, 2002, 2007, 1952, 1957, 1962, 1967, 1972, 1977, 1982, 1987, 1992, 1997, 2002, 2007, 1952, 1957, 1962, 1967, 1972, 1977, 1982, 1987, 1992, 1997, 2002, 2007, 1952, 1957, 1962, 1967, 1972, 1977, 1982, 1987, 1992, 1997, 2002, 2007, 1952, 1957, 1962, 1967, 1972, 1977, 1982, 1987, 1992, 1997, 2002, 2007, 1952, 1957, 1962, 1967, 1972, 1977, 1982, 1987, 1992, 1997, 2002, 2007, 1952, 1957, 1962, 1967, 1972, 1977, 1982, 1987, 1992, 1997, 2002, 2007, 1952, 1957, 1962, 1967, 1972, 1977, 1982, 1987, 1992, 1997, 2002, 2007, 1952, 1957, 1962, 1967, 1972, 1977, 1982, 1987, 1992, 1997, 2002, 2007, 1952, 1957, 1962, 1967, 1972, 1977, 1982, 1987, 1992, 1997, 2002, 2007, 1952, 1957, 1962, 1967, 1972, 1977, 1982, 1987, 1992, 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2007, 1952, 1957, 1962, 1967]
}
},
config = {
"colorBy": "Continent",
"graphType": "ScatterBubble2D",
"workflowBy": "Year",
"xAxis": ["LifeExpectancy"],
"yAxis": ["GDPPerCapita"],
"yAxisTransform": "log2",
"zAxis": ["Population"]
},
width = 600,
height = 600
)
# 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 = "scatterbubble2d3",
data = {
"y": {
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[12881816, 39.854, 978.0114388],
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config = {
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"xAxis": ["LifeExpectancy"],
"yAxis": ["GDPPerCapita"],
"yAxisTransform": "log2",
"zAxis": ["Population"]
},
width = 600,
height = 600
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