Vega-lite interactive legend and bar chart - vega-lite

I'm fairly new to vega-lite. I'd really like to get the following interactive bar chart working:
Legend for the bar chart that can be clicked on to highlight one or more bars
Click on one or more bars to highlight and reflect that it legend
When highlighed, show text value above the bar.
My strategy for building this is to have two layers, one layer for the bars, and one for the text. Then one selection that is in 'multi' mode on mousedown, and also bound to the legend.
My question is two-fold:
Is it possible to have a selection bound to the legend but also utilize mousedown?
I'm having a hard time understanding how selections work in layered graphs/charts. If I define the selection outside of the layers I get a warning saying selection can't be found, and the selection only works as expected if I put it in the definition of the first layer. Additionally, the legend binding seems to work if I don't have layers, but stops working when I do have layers. Is this a limitation of the library or am I doing something wrong.
Here is my schema, thanks for any help in advance!
{
"$schema": "https://vega.github.io/schema/vega-lite/v4.json",
"description": "A simple bar chart with embedded data.",
"title": "test",
"data": {
"values": [
["Lateral", 630.666127],
["Basal", 413.211154],
["Accessory", 257.842981],
["Anterior", 48.735523],
["Central", 45.797799],
["Medial", 30.314856],
["Cortical", 27.697457],
["Corticoamygdaloid", 169.707268],
["Paralaminar", 46.216784],
["Whole_amygdala", 1670.189948]
],
"name": "data"
},
"width": "600",
"height": "400",
"encoding": {
"x": {"field": "0", "type": "nominal", "sort": "-y"},
"y": {"field": "1", "type": "quantitative"}
},
"layer": [
{
"mark": "bar",
"encoding": {
"color": {
"field": "0"
},
"opacity": {
"condition": {"selection": "series", "value": 1},
"value": 0.2
}
},
"selection": {
"series": {"type": "multi", "bind": "legend"}
}
},
{
"transform": [{"filter": {"selection":"series"}}],
"mark": {"type": "text", "dy": -5},
"encoding": {"text": {"field": "1"}}
}
]
}

You were quite close. When you bind a selection to a legend, by default it deactivates other ways of interacting. But as mentioned briefly in the Legend Binding docs, you can re-enable this by specifying the "on" attribute. Here is the result (Open in editor):
{
"title": "test",
"data": {
"values": [
["Lateral", 630.666127],
["Basal", 413.211154],
["Accessory", 257.842981],
["Anterior", 48.735523],
["Central", 45.797799],
["Medial", 30.314856],
["Cortical", 27.697457],
["Corticoamygdaloid", 169.707268],
["Paralaminar", 46.216784],
["Whole_amygdala", 1670.189948]
],
"name": "data"
},
"width": "600",
"height": "400",
"encoding": {
"x": {"field": "0", "type": "nominal", "sort": "-y"},
"y": {"field": "1", "type": "quantitative"}
},
"layer": [
{
"mark": "bar",
"encoding": {
"color": {"field": "0"},
"opacity": {
"condition": {"selection": "series", "value": 1},
"value": 0.2
}
},
"selection": {
"series": {
"type": "multi",
"encodings": ["color"],
"on": "click",
"bind": "legend"
}
}
},
{
"transform": [{"filter": {"selection": "series"}}],
"mark": {"type": "text", "dy": -5},
"encoding": {"text": {"field": "1"}}
}
]
}
Regarding your second question: currently selections must be defined within the layers they are bound to, but this will likely change in future Vega-Lite versions; see https://github.com/vega/vega-lite/pull/6919.

Related

Make vega-lite selection only take effect on mouseup

I would like to have an interval selection in a Vega-lite in which other data is filtered in response to the selection, but only after the user releases the mouse. For instance, consider this example where the user can filter the dates in a time series plot by selecting a range on another chart. As the user drags the selection in the bottom chart the top chart filters in real-time. What I would like to do is instead have the top chart only filter once the user has updated the selection in the bottom chart and released the mouse button.
Try this. It seems a bit awkward to me but does what you ask.
Editor
{
"$schema": "https://vega.github.io/schema/vega-lite/v5.json",
"data": {"url": "data/sp500.csv"},
"vconcat": [
{
"width": 480,
"mark": "area",
"encoding": {
"x": {
"field": "date",
"type": "temporal",
"scale": {"domain": {"param": "brush"}},
"axis": {"title": ""}
},
"y": {"field": "price", "type": "quantitative"}
}
},
{
"width": 480,
"height": 60,
"mark": "area",
"params": [
{
"name": "brush",
"select": {
"type": "interval",
"encodings": ["x"],
"on": {
"type": "mousemove",
"between": [{"type": "mouseup"}, {"type": "mousedown"}]
}
}
}
],
"encoding": {
"x": {"field": "date", "type": "temporal"},
"y": {
"field": "price",
"type": "quantitative",
"axis": {"tickCount": 3, "grid": false}
}
}
}
]
}

how to make marker for tooltip bigger

Here's my wandb vega. The problem is, right now, it is very hard to mouse over my line and get the tooltip to show. It is like you must hover over the exact pixel of the line with your mouse. How do I make the activation radius larger, so my tooltip shows up if I am approximately on top of the point of my line?
{
"$schema": "https://vega.github.io/schema/vega-lite/v4.json",
"description": "A plot for an arbitrary number of lines",
"data": {
"name": "wandb"
},
"transform": [
{"filter": {"field": "${field:lineVal}", "valid": true}},
{"filter": {"field": "${field:step}", "valid": true}}
],
"title": "${string:title}",
"layer": [
{
"selection": {
"grid": {
"type": "interval",
"bind": "scales"
}
},
"mark": {"type": "line", "strokeWidth": 5, "interpolate": "linear", "tooltip": true},
"encoding": {
"x":{
"field": "${field:step}",
"type": "quantitative",
"title": "${string:xname}"
},
"y": {
"field": "${field:lineVal}",
"title": "y",
"type": "quantitative"
},
"color": {
"type": "nominal",
"field": "${field:lineKey}"
},
"strokeDash": {
"type": "nominal",
"field": "name"
}
}
}
]
}
You haven't provided the data along with your schema so it is difficult to answer your specific case. However, you should be able to adapt the example code from https://vega.github.io/vega-lite/examples/interactive_multi_line_pivot_tooltip.html to achieve what you want.

plot small multiples in vega-lite with gray background

I'm looking for a vega-lite configuration to show small multiples (using the facet operator row or column) with all other data points greyed out in the background.
Here is an example plot using the facet-operator:
facet plot
in vega-editor
"facet": {
"row": {
"field": "group",
"type": "nominal"
}
},
And here is an example using multiple charts with the concat operator and color channel to grey out other groups:
concat-plot
in vega-editor
"color": {"condition": {"test": "datum['group'] != 1", "value": "grey"}, "value": "red"}
I was wondering if there is a combination of transforms and repeat commands to achieve this for an unknown number of groups.
Here is one possible solution:
create an additional layer with new data
"facet": {"row": {"field": "group"}},
"spec": {
"layer": [
{
"data": {"name": "main"},
"mark": "circle",
"encoding": {
"y": {
"field": "y",
"type": "ordinal"
},
"x": {
"field": "x",
"type": "ordinal"
},
"color": {"value": "grey"}
},
"params": []
},
{
"mark": {"type": "circle", "opacity": 1, "color": "red"},
"encoding": {
"y": {
"field": "y",
"type": "ordinal"
},
"x": {
"field": "x",
"type": "ordinal"
}
}
}
]
}
full example in vega editor

Dynamic text mark as title in vega-lite

I have a concat view in vega-lite (kibana) where the first bar plot serves as a selection for the other plots. So if I click in one bar of the bar plot, all other visualizations change accordingly.I also have a dropdown with the same goal.
I would like to have a dynamic title (or text mark) that shows the y label of the bar that I just clicked (or the name in the dropdown). So far I managed to do so, however if there are no selections for the bar, all labels will appear in the same title, which is not great.
I thought that maybe initializing the parameter with a certain value would solve the issue, but if I click in between bars, all values appear and I have the same issue with the title. Furthermore, I would like all bars to be always visible, and just change the opacity of the bar that is clicked.
Below you can find a simplified version of what I mean,
{
"$schema": "https://vega.github.io/schema/vega-lite/v5.json",
"description": "Two horizonally concatenated charts that show a histogram of precipitation in Seattle and the relationship between min and max temperature.",
"data": {"url": "data/weather.csv"},
"hconcat": [
{
"mark": "bar",
"encoding": {
"y": {"field": "location", "type": "nominal"},
"x": {"aggregate": "mean", "field": "precipitation"},
"opacity":{"condition":{"param":"click","value":0.2},"value":0.7}
},
"params":[{
"name":"click",
"select":{"type":"point","encodings":["y"], "on":"click"},
"bind":{"input":"select","options":["New York", "Seattle"]},
"value":{"y":"Seattle"}
},
{
"name":"highlight",
"select":{"type":"point"}
}
],
"transform":[{"filter":{"param":"click"}}]
},
{"layer":[{
"transform":[{"filter":{"param":"click"}}],
"mark":"bar",
"mark":{"type":"text","dy":-50, "dx":30, "fontSize":20},
"encoding":{"text":{"field":"location","type":"nominal"}}
}]},
{
"mark": "point",
"encoding": {
"x": {"field": "temp_min", "bin": true},
"y": {"field": "temp_max", "bin": true},
"size": {"aggregate": "count"}
},
"transform":[{"filter":{"param":"click"}}]
}
]
}
vega editor
As usual, any help will be more than welcome!
Following are the changes required:
To show both the bars, remove the filter transform from bar chart.
Added some changes in click params like if someone clicks on empty space, then nearest bar will be selected and changed values for opacity.
Refer the editor or the below code:
{
"$schema": "https://vega.github.io/schema/vega-lite/v5.json",
"description": "Two horizonally concatenated charts that show a histogram of precipitation in Seattle and the relationship between min and max temperature.",
"data": {"url": "data/weather.csv"},
"hconcat": [
{
"mark": "bar",
"encoding": {
"y": {"field": "location", "type": "nominal"},
"x": {"aggregate": "mean", "field": "precipitation"},
"opacity": {
"condition": {"param": "click", "value": 0.7, "empty": false},
"value": 0.2
}
},
"params": [
{
"name": "click",
"select": {
"type": "point",
"encodings": ["y"],
"on": "click",
"clear": false,
"nearest": true
},
"bind": {"input": "select", "options": ["New York", "Seattle"]},
"value": "Seattle"
},
{"name": "highlight", "select": {"type": "point"}}
]
},
{
"mark": "point",
"title": {"text": {"expr": "click_location"}},
"encoding": {
"x": {"field": "temp_min", "bin": true},
"y": {"field": "temp_max", "bin": true},
"size": {"aggregate": "count"}
},
"transform": [{"filter": {"param": "click"}}]
}
]
}

Vega-Lite layered chart: how to get tick marks and tick labels to span the entire axis?

I am working on a layered chart where I have both bars and rule lines. The issue I'm having is that on the x-axis, the tick marks and tick labels only appear under the bars and do not span the entire axis, making it so that there are no tick marks and labels underneath where the rule lines are located. Here is an example of what I'm seeing (link to Vega editor):
{
"$schema": "https://vega.github.io/schema/vega-lite/v4.json",
"data": {"url": "data/movies.json"},
"transform": [
{"calculate": "2*datum.IMDB_Rating", "as": "UpperLimit"}
],
"layer": [
{
"mark": "bar",
"encoding": {
"x": {"bin": true, "field": "IMDB_Rating", "type": "quantitative"},
"y": {"aggregate": "count", "type": "quantitative"}
}
},
{
"mark": "rule",
"encoding": {
"x": {
"aggregate": "max",
"field": "UpperLimit",
"type": "quantitative"
},
"color": {"value": "red"},
"size": {"value": 5}
}
}
]
}
Image of issue
How do I get the tick marks and labels to span the entire axis? Thanks in advance for the help!
When you use a bin transform within an encoding, Vega-Lite adjusts the default axis properties to match the binning. You can re-adjust these manually via the encoding's scale and axis properties, but I think a simpler way is to move the bin transform to the chart's transform specification. Here is an example (Vega Editor):
{
"$schema": "https://vega.github.io/schema/vega-lite/v4.json",
"data": {"url": "data/movies.json"},
"transform": [
{"calculate": "2*datum.IMDB_Rating", "as": "UpperLimit"},
{
"bin": true,
"field": "IMDB_Rating",
"as": ["IMDB_Rating_0", "IMDB_Rating_1"]
}
],
"layer": [
{
"mark": "bar",
"encoding": {
"x": {
"field": "IMDB_Rating_0",
"type": "quantitative",
"bin": "binned"
},
"x2": {"field": "IMDB_Rating_1"},
"y": {"aggregate": "count", "type": "quantitative"}
}
},
{
"mark": "rule",
"encoding": {
"x": {
"aggregate": "max",
"field": "UpperLimit",
"type": "quantitative"
},
"color": {"value": "red"},
"size": {"value": 5}
}
}
]
}