observablehq / observablehq/plot
Determine length of column-oriented dataframe?
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Description
Suppose the data is given as an object of columns:
df = {x: [1, 2, 3], y: [1, 2, 3]}
(This is how Quarto returns dataframes, and arquero does something similar.)
To use this in a mark we can call:
Plot.barX(data, {x: df.x, y: df.y, …)
But there is no good way to specify data:
- if we specify it as {length: n} it will get materialized at some point, which is not optimal if the dataframe has millions of rows.
- if we pass
df.xas data, it is semantically incorrect - technically
new Array(df.x.length)is fine, but it's a mental stretch
I wonder if we could have either: data = n (a number) —which would be read as new Array(n)—; or a special symbol that would say "use the channels' length". Another useful possibility would be for "dataframe objects" to have some sort of length property.
cc: @allisonhorst ; discussion after reading https://allisonhorst.github.io/posts/2022-10-14-bird-attacks/
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Research direction
Start by tracing how Plot.barX and other marks interpret the data argument when channels are supplied as column arrays. Compare the proposed number, symbol, and dataframe-length approaches, including the Quarto and arquero examples. Done means a documented, consistent way to specify column-oriented data without materializing millions of rows.
Written by the indexing model from the issue text.
Assessment
- Tech stack
- javascript
- Domain
- data-visualization
- Issue type
- Feature
- Difficulty
- 5/5
- Estimated time
- Over a week
- Activity status
- Stale
- Clarity
- Mostly clear
- Newbie friendliness
- 30/100