I'm trying to use values from the data in order to set the colors of the bars. I would also like this to be reflected in a legend.
So I've figured out how to use a specific color for a bar, based on a value in the data:
{
"$schema": "https://vega.github.io/schema/vega-lite/v4.json",
"description": "A bar chart that directly encodes color names in the data.",
"data": {
"values": [
{
"color": "rgb(0, 0, 0)",
"b": 28,
"type": "outside"
},
{
"color": "rgb(255, 0, 0)",
"b": 55,
"type": "inside"
},
{
"color": "rgb(0, 255, 0)",
"b": 43,
"type": "dew"
}
]
},
"mark": "bar",
"encoding": {
"x": {
"field": "type",
"type": "nominal"
},
"y": {
"field": "b",
"type": "quantitative"
},
"color": { "field": "color", "type": "nominal", "legend": {}, "scale": null}
}
}
Correctly colored bars:
The above only works due to the "scale": null which prevents the legend from showing. If I remove this, then the legend shows, but the custom colors are lost and I get the rbg values showing up in the legend:
{
"$schema": "https://vega.github.io/schema/vega-lite/v4.json",
"description": "A bar chart that directly encodes color names in the data.",
"data": {
"values": [
{
"color": "rgb(0, 0, 0)",
"b": 28,
"type": "outside"
},
{
"color": "rgb(255, 0, 0)",
"b": 55,
"type": "inside"
},
{
"color": "rgb(0, 255, 0)",
"b": 43,
"type": "dew"
}
]
},
"mark": "bar",
"encoding": {
"x": {
"field": "type",
"type": "nominal"
},
"y": {
"field": "b",
"type": "quantitative"
},
"color": { "field": "color", "type": "nominal", "legend": {}}
}
}
Colors lost, wrong legend labels:
I can obviously get the correct legend labels with:
{
"$schema": "https://vega.github.io/schema/vega-lite/v4.json",
"description": "A bar chart that directly encodes color names in the data.",
"data": {
"values": [
{
"color": "rgb(0, 0, 0)",
"b": 28,
"type": "outside"
},
{
"color": "rgb(255, 0, 0)",
"b": 55,
"type": "inside"
},
{
"color": "rgb(0, 255, 0)",
"b": 43,
"type": "dew"
}
]
},
"mark": "bar",
"encoding": {
"x": {
"field": "type",
"type": "nominal"
},
"y": {
"field": "b",
"type": "quantitative"
},
"color": { "field": "type", "type": "nominal", "legend": {}}
}
}
But still I don't get the colors I want:
Is it possible to have both custom colors and a legend?
The way to get custom colors to appear in a legend is to use a scale with a custom scheme. For example, you could create the chart you have in mind this way:
(view in vega editor)
{
"data": {
"values": [
{"b": 28, "type": "outside"},
{"b": 55, "type": "inside"},
{"b": 43, "type": "dew"}
]
},
"mark": "bar",
"encoding": {
"x": {"field": "type", "type": "nominal"},
"y": {"field": "b", "type": "quantitative"},
"color": {
"field": "type",
"type": "nominal",
"scale": {
"domain": ["outside", "inside", "dew"],
"range": ["rgb(0, 0, 0)", "rgb(255, 0, 0)", "rgb(0, 255, 0)"]
}
}
}
}
I don't know of any way to draw this color scheme definition from the data, or to force a legend to be drawn when setting scale to null, but you could hack it by essentially drawing the legend yourself. It might look something like this:
(view in vega editor)
{
"$schema": "https://vega.github.io/schema/vega-lite/v4.json",
"description": "A bar chart that directly encodes color names in the data.",
"data": {
"values": [
{"color": "rgb(0, 0, 0)", "b": 28, "type": "outside"},
{"color": "rgb(255, 0, 0)", "b": 55, "type": "inside"},
{"color": "rgb(0, 255, 0)", "b": 43, "type": "dew"}
]
},
"hconcat": [
{
"mark": "bar",
"encoding": {
"x": {"field": "type", "type": "nominal"},
"y": {"field": "b", "type": "quantitative"},
"color": {
"field": "color",
"type": "nominal",
"legend": {},
"scale": null
}
}
},
{
"title": "type",
"mark": {"type": "point", "size": 80, "shape": "square", "filled": true},
"encoding": {
"y": {
"field": "type",
"type": "nominal",
"axis": {"orient": "right", "title": null}
},
"color": {"field": "color", "type": "nominal", "scale": null}
}
}
]
}
Related
I have a set of charts with the same y-scale but varying x-scales. I am using hconcat to display them side by side. In order to conserve space and avoid repetition, I have disabled the y-axis for all but the first chart. However, this is causing the title of the first chart to offset:
This is a link to a Vega Editor.
As the blue circle indicates, the two titles, "Chain" and "Mini Invaders," are not in line. Is there a way to fix this?
I have tried to express these charts using facet but as far as I can tell, facets do not permit varying x-scales. However, please do let me know if this is somehow possible with facets.
You need labelBound: true in your spec.
Editor
{
"config": {
"view": {
"continuousWidth": 400,
"continuousHeight": 300,
"stroke": "#000000",
"strokeOpacity": 1,
"strokeWidth": 2
},
"axis": {"labelFontSize": 24, "titleFontSize": 24, "labelBound":true},
"legend": {"labelFontSize": 24, "labelLimit": 0, "titleFontSize": 32},
"title": {"baseline": "bottom", "fontSize": 24}
},
"hconcat": [
{
"layer": [
{
"mark": {"type": "area", "clip": true, "opacity": 0.2},
"encoding": {
"color": {
"field": "Variations",
"legend": {
"orient": "top",
"symbolOpacity": 1,
"symbolSize": 200,
"symbolStrokeWidth": 3,
"symbolType": "stroke"
},
"scale": {
"domain": ["Original Algorithm"],
"range": [
"#e41a1c",
"#377eb8",
"#4daf4a",
"#984ea3",
"#a65628",
"#646464"
]
},
"type": "nominal"
},
"x": {"field": "step", "type": "quantitative"},
"y": {
"axis": {"labels": true, "tickCount": 5, "title": null},
"field": "lower",
"type": "quantitative"
},
"y2": {"field": "upper"}
}
},
{
"mark": {"type": "line", "clip": true},
"encoding": {
"color": {"field": "Variations", "type": "nominal"},
"x": {"field": "step", "type": "quantitative"},
"y": {
"field": "regret",
"scale": {"domain": [0, 1]},
"type": "quantitative"
}
}
}
],
"height": 200,
"title": "Chain",
"transform": [{"filter": "(datum.domain === 'Chain')"}],
"width": 200
},
{
"layer": [
{
"mark": {"type": "area", "clip": true, "opacity": 0.2},
"encoding": {
"color": {
"field": "Variations",
"legend": {
"orient": "top",
"symbolOpacity": 1,
"symbolSize": 200,
"symbolStrokeWidth": 3,
"symbolType": "stroke"
},
"scale": {
"domain": ["Original Algorithm"],
"range": [
"#e41a1c",
"#377eb8",
"#4daf4a",
"#984ea3",
"#a65628",
"#646464"
]
},
"type": "nominal"
},
"x": {"field": "step", "type": "quantitative"},
"y": {
"axis": {"labels": false, "tickCount": 5, "title": null},
"field": "lower",
"type": "quantitative"
},
"y2": {"field": "upper"}
}
},
{
"mark": {"type": "line", "clip": true},
"encoding": {
"color": {"field": "Variations", "type": "nominal"},
"x": {"field": "step", "type": "quantitative"},
"y": {
"field": "regret",
"scale": {"domain": [0, 1]},
"type": "quantitative"
}
}
}
],
"height": 200,
"title": "Mini Invaders",
"transform": [{"filter": "(datum.domain === 'Mini Invaders')"}],
"width": 200
}
How do I use the value of a slider in the transform?
This example from vega online editor plots a sine and cosine wave.
{
"$schema": "https://vega.github.io/schema/vega-lite/v4.json",
"description": "Plots two functions using a generated sequence.",
"width": 300,
"height": 150,
"data": {
"sequence": {
"start": 0,
"stop": 12.7,
"step": 0.1,
"as": "x"
}
},
"transform": [
{
"calculate": "sin(datum.x)",
"as": "sin(x)"
},
{
"calculate": "cos(datum.x)",
"as": "cos(x)"
},
{
"fold": ["sin(x)", "cos(x)"]
}
],
"mark": "line",
"encoding": {
"x": {
"type": "quantitative",
"field": "x"
},
"y": {
"field": "value",
"type": "quantitative"
},
"color": {
"field": "key",
"type": "nominal",
"title": null
}
}
}
I would like to add two sliders and use their values in the calculation. I can define sliders using:
"selection" : {
"amp" : {
"type" : "single",
"fields" : ["sin", "cos"],
"bind": {
"sin": { "input" : "range", "min": 0.0, "max": 10.0, "step": 0.1},
"cos": { "input" : "range", "min": 0.0, "max": 10.0, "step": 0.1}
}
}
},
How do I access the slider values to use in the calculations? Something like
{
"calculate": "amp.sin * sin(datum.x)",
"as": "sin(x)"
},
You can do this in exactly the way you wrote in your question. Additionally, adding an initial value will make the selections valid before you interact with them.
Here is a full example (vega editor):
{
"$schema": "https://vega.github.io/schema/vega-lite/v4.json",
"description": "Plots two functions using a generated sequence.",
"width": 300,
"height": 150,
"data": {"sequence": {"start": 0, "stop": 12.7, "step": 0.1, "as": "x"}},
"transform": [
{"calculate": "amp.sin * sin(datum.x)", "as": "sin(x)"},
{"calculate": "amp.cos * cos(datum.x)", "as": "cos(x)"},
{"fold": ["sin(x)", "cos(x)"]}
],
"mark": "line",
"encoding": {
"x": {"type": "quantitative", "field": "x"},
"y": {"field": "value", "type": "quantitative"},
"color": {"field": "key", "type": "nominal", "title": null}
},
"selection": {
"amp": {
"type": "single",
"fields": ["sin", "cos"],
"init": {"sin": 1, "cos": 1},
"bind": {
"sin": {"input": "range", "min": 0, "max": 10, "step": 0.1},
"cos": {"input": "range", "min": 0, "max": 10, "step": 0.1}
}
}
}
}
When add the strips as a new layer (in the 2-layers chart), stops to work: there are no visualization and a "WARN Cannot project a selection on encoding channel "y", which has no field".
The first two layer-definitions bellow was working fine when only two lines.
vglSpec.push(['#vis2a',{
$schema: vglVers,
data: {"url":"MyDataset1"},
// old "encoding": { x: {"field": "instant", "type": "temporal"} }
width:680,
layer: [
{
"mark": {"stroke": "#68C", "type": "line", "point": true},
"encoding": { x: {"field": "instant", "type": "temporal"}, "y": {
"field": "n_count",
"type": "quantitative"
}},
"selection": {"grid": {"type":"interval", "bind":"scales"}} //zoom
},
{
"mark": {"stroke": "red", "type": "line", "strokeOpacity": 0.4},
"encoding": { x: {"field": "instant", "type": "temporal"}, "y": {
"field": "instant_totmin",
"type": "quantitative"
}}
},
{
"mark": "rule",
"data": {"url":"MyDataset2"}, // little subset of instant of Dataset1
"encoding": {
"x": { "field": "instant", "type": "temporal"},
"color": {"value": "yellow"},
"size": {"value": 5}
},
//resolve:? x is same axis and the only visualization field
}
],
resolve: {"scale": {"y": "independent"}}
}]);
PS: only removed names and titles, all real script.
Emulating with dummy data: working fine!
Please click on the 3rd example of rule guide... And replace or adapt it for this VEGA-lite script:
{
"$schema": "https://vega.github.io/schema/vega-lite/v4.json",
"data": {"url": "data/movies.json"},
"layer": [
{
"mark": "bar",
"encoding": {
"x": {"bin": true, "field": "IMDB_Rating", "type": "quantitative"},
"y": {"aggregate": "count", "type": "quantitative"}
}
},
{
"mark": "rule",
"data": {"values": [{"IMDB_Rating":3.5},{"IMDB_Rating":7.8}]},
"encoding": {
"x": { "field": "IMDB_Rating","type": "quantitative" },
"color": {"value": "yellow"},
"size": {"value": 4}
}
}
]
}
You're using an independent y-scale, and the y-scale of a rule mark with no y encoding is not well defined. The best way to address this is probably to combine the rule mark with one of the other layers, so it can use that y scale:
vglSpec.push(['#vis2a',{
$schema: vglVers,
data: {"url":"MyDataset1"},
// old "encoding": { x: {"field": "instant", "type": "temporal"} }
width:680,
layer: [
{
"mark": {"stroke": "#68C", "type": "line", "point": true},
"encoding": { x: {"field": "instant", "type": "temporal"}, "y": {
"field": "n_count",
"type": "quantitative"
}},
"selection": {"grid": {"type":"interval", "bind":"scales"}} //zoom
},
{
layer: [
{
"mark": {"stroke": "red", "type": "line", "strokeOpacity": 0.4},
"encoding": { x: {"field": "instant", "type": "temporal"}, "y": {
"field": "instant_totmin",
"type": "quantitative"
}}
},
{
"mark": "rule",
"data": {"url":"MyDataset2"}, // little subset of instant of Dataset1
"encoding": {
"x": { "field": "instant", "type": "temporal"},
"color": {"value": "yellow"},
"size": {"value": 5}
},
//resolve:? x is same axis and the only visualization field
}
]
}
],
resolve: {"scale": {"y": "independent"}}
}]);
(note, I've not actually tried this solution because you didn't include data in your question, but the approach should work).
I'm trying to create 3 column plot and it works when there's no layer.
But when I add the layer - 3 columns get merged into one plot (open in editor).
How to make it to be separated into 3 columns by the duration field?
CODE
For the plot with the full data please use editor link above.
{
"encoding": {
"column": { "field": "duration", "type": "nominal" },
"x": { "field": "bin_i", "type": "ordinal" }
},
"layer": [
{
"mark": { "type": "bar", "size": 2 },
"encoding": {
"y": { "field": "min", "type": "quantitative" },
"y2": { "field": "max", "type": "quantitative" }
}
},
{
"mark": { "type": "tick" },
"encoding": {
"y": { "field": "mean", "type": "quantitative" }
}
}
],
"data": {
"values": [
{
"bin_i": 1,
"duration": 1,
"max": 1.9642835793718165,
"mean": 1.0781367168962268,
"min": 0.3111818864927448
},
...
]
}
}
A layered chart does not accept a faceted encoding. If you want to facet a layered chart, you should use the facet operator rather than a facet encoding.
For your example, it would look like this (Vega Editor):
{
"facet": {"column": {"field": "duration", "type": "nominal"}},
"spec": {
"encoding": {
"x": {"field": "bin_i", "type": "ordinal"}
},
"layer": [
{
"mark": {"type": "bar", "size": 2},
"encoding": {
"y": {"field": "min", "type": "quantitative"},
"y2": {"field": "max"}
}
},
{
"mark": {"type": "tick"},
"encoding": {
"y": {"field": "mean", "type": "quantitative"}
}
}
]
},
"data": {
"values": [
{
"bin_i": 1,
"duration": 1,
"max": 1.9642835793718165,
"mean": 1.0781367168962268,
"min": 0.3111818864927448
},
...
]
}
}
Vega Editor link here
I've an overlay color change based on filter condition in a multi line chart. Got it working with single line here but 'red' overlay line(along with red dot) doesn't come up with this above multi-line example. Could anyone help me out?
Short answer: your chart is working, except the filtered values are not colored red.
The core issue is that encodings always supersede mark properties, as you can see in this simpler example: editor link
{
"$schema": "https://vega.github.io/schema/vega-lite/v3.json",
"description": "A scatterplot showing horsepower and miles per gallons.",
"data": {"url": "data/cars.json"},
"mark": {"type": "point", "color": "red"},
"encoding": {
"x": {"field": "Horsepower", "type": "quantitative"},
"y": {"field": "Miles_per_Gallon", "type": "quantitative"},
"color": {"field": "Origin", "type": "nominal"},
"shape": {"field": "Origin", "type": "nominal"}
}
}
Notice that although we specify that the mark should have color red, this is overridden by the color encoding. This is by design within Vega-Lite, because encodings are more specific than properties.
Back to your chart: because you specify the color encoding in the parent chart, each individual layer inherits that color encoding, and those colors override the "color": "red" that you specify in the individual layers.
To make it do what you want, you can move the color encoding into the individual layers (and use a detail encoding to ensure the data are still grouped by that field). For example (editor link):
{
"$schema": "https://vega.github.io/schema/vega-lite/v3.json",
"data": {...},
"width": 1000,
"height": 200,
"autosize": {"type": "pad", "resize": true},
"transform": [
{
"window": [{"op": "rank", "as": "rank"}],
"sort": [{"field": "dateTime", "order": "descending"}]
},
{"filter": "datum.rank <= 100"}
],
"layer": [
{
"mark": {"type": "line"},
"encoding": {
"color": {
"field": "name",
"type": "nominal",
"legend": {"title": "Type"}
}
}
},
{
"mark": {"type": "line", "color": "red"},
"transform": [
{
"as": "count",
"calculate": "if(datum.anomaly == true, datum.count, null)"
},
{"calculate": "true", "as": "baseline"}
]
},
{
"mark": {"type": "circle", "color": "red"},
"transform": [
{"filter": "datum.anomaly == true"},
{"calculate": "true", "as": "baseline"}
]
}
],
"encoding": {
"x": {
"field": "dateTime",
"type": "temporal",
"timeUnit": "hoursminutesseconds",
"sort": {"field": "dateTime", "op": "count", "order": "descending"},
"axis": {"title": "Time", "grid": false}
},
"y": {
"field": "count",
"type": "quantitative",
"axis": {"title": "Count", "grid": false}
},
"detail": {"field": "name", "type": "nominal"}
}
}