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January 13, 2020 08:41
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Overlay a scatterplot on top of a heatmap in `vega`
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{ | |
"$schema": "https://vega.github.io/schema/vega/v5.json", | |
"width": 200, | |
"height": 200, | |
"padding": 5, | |
"data": [ | |
{ | |
"name": "d1", | |
"values": [ | |
{"a": 0, "b": 0, "c": "36.5"}, | |
{"a": 0, "b": 5, "c": "37.2"}, | |
{"a": 0, "b": 10, "c": "38"}, | |
{"a": 5, "b": 0, "c": "36.9"}, | |
{"a": 5, "b": 5, "c": "37.5"}, | |
{"a": 5, "b": 10, "c": "37.9"}, | |
{"a": 10, "b": 0, "c": "37.5"}, | |
{"a": 10, "b": 5, "c": "37.9"}, | |
{"a": 10, "b": 10, "c": "38.3"} | |
] | |
}, | |
{ | |
"name": "d2", | |
"values": [ | |
{"vx": 2, "vy": 5}, | |
{"vx": 6, "vy": 9}, | |
{"vx": 8, "vy": 3} | |
] | |
} | |
], | |
"legends": [ | |
{ | |
"fill": "colourScale", | |
"type": "gradient", | |
"title": "Avg. Temp (°C)", | |
"titleFontSize": 12 | |
} | |
], | |
"scales": [ | |
{ | |
"name": "colourScale", | |
"type": "linear", | |
"domain": {"data": "d1", "field": "c"}, | |
"range": {"scheme": "Plasma"} | |
}, | |
{ | |
"name": "scxLin", | |
"type": "linear", | |
"domain": {"data": "d1", "field": "a"}, | |
"range": "width" | |
}, | |
{ | |
"name": "scyLin", | |
"type": "linear", | |
"domain": {"data": "d1", "field": "b"}, | |
"range": "height" | |
} | |
], | |
"axes": [ | |
{"orient": "bottom", "scale": "scxLin", "title": "a", "offset" : 70, "tickMinStep" : 5}, | |
{"orient": "left", "scale": "scyLin", "title": "b", "offset" : 70, "tickMinStep" : 5} | |
], | |
"marks": [ | |
{ | |
"type": "group", | |
"marks": [ | |
{ | |
"type": "rect", | |
"from": {"data": "d1"}, | |
"encode": { | |
"enter": { | |
"fill": {"scale": "colourScale", "field": "c"}, | |
"xc": {"scale": "scxLin", "field": "a"}, | |
"yc": {"scale": "scyLin", "field": "b"}, | |
"width": {"value" : 100}, | |
"height": {"value" : 100}, | |
"fillOpacity": {"value": 1} | |
} | |
} | |
}, | |
{ | |
"type": "symbol", | |
"from": {"data": "d2"}, | |
"encode": { | |
"enter": { | |
"x": {"scale": "scxLin", "field": "vx"}, | |
"y": {"scale": "scyLin", "field": "vy"}, | |
"fill" : {"value" : "#ffffff"}, | |
"shape" : {"value" : "cross"}, | |
"size" : { "value" : 130 } | |
} | |
} | |
} | |
] | |
} | |
] | |
} |
The same with colour-coded scatterpoints, using an ordinal
colour scale for the fill colour
{
"$schema": "https://vega.github.io/schema/vega/v5.json",
"width": 200,
"height": 200,
"padding": 5,
"data": [
{
"name": "d1",
"values": [
{"a": 0, "b": 0, "c": "36.5"},
{"a": 0, "b": 5, "c": "37.2"},
{"a": 0, "b": 10, "c": "38"},
{"a": 5, "b": 0, "c": "36.9"},
{"a": 5, "b": 5, "c": "37.5"},
{"a": 5, "b": 10, "c": "37.9"},
{"a": 10, "b": 0, "c": "37.5"},
{"a": 10, "b": 5, "c": "37.9"},
{"a": 10, "b": 10, "c": "38.3"}
]
},
{
"name": "d2",
"values": [
{"vx": 2, "vy": 5, "z" : 1},
{"vx": 6, "vy": 9, "z" : 0},
{"vx": 8, "vy": 3, "z" : 1}
]
}
],
"legends": [
{
"fill": "colourScale",
"type": "gradient",
"title": "Avg. Temp (°C)",
"titleFontSize": 12
}
],
"scales": [
{
"name": "colourScale",
"type": "linear",
"domain": {"data": "d1", "field": "c"},
"range": {"scheme": "Plasma"}
},
{
"name": "scxLin",
"type": "linear",
"domain": {"data": "d1", "field": "a"},
"range": "width"
},
{
"name": "scyLin",
"type": "linear",
"domain": {"data": "d1", "field": "b"},
"range": "height"
},
{"name" : "cs2",
"type" : "ordinal",
"domain" : {"data" : "d2", "field" : "z"},
"range" : ["#ff0000", "#0000ff"]}
],
"axes": [
{"orient": "bottom", "scale": "scxLin", "title": "a", "offset" : 70, "tickMinStep" : 5},
{"orient": "left", "scale": "scyLin", "title": "b", "offset" : 70, "tickMinStep" : 5}
],
"marks": [
{
"type": "group",
"marks": [
{
"type": "rect",
"from": {"data": "d1"},
"encode": {
"enter": {
"fill": {"scale": "colourScale", "field": "c"},
"xc": {"scale": "scxLin", "field": "a"},
"yc": {"scale": "scyLin", "field": "b"},
"width": {"value" : 100},
"height": {"value" : 100},
"fillOpacity": {"value": 0.5}
}
}
},
{
"type": "symbol",
"from": {"data": "d2"},
"encode": {
"enter": {
"x": {"scale": "scxLin", "field": "vx"},
"y": {"scale": "scyLin", "field": "vy"},
"fill" : {"scale" : "cs2", "field" : "z"},
"shape" : {"value" : "cross"},
"size" : { "value" : 130 }
}
}
}
]
}
]
}
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