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- Question: I just want to plot using Plotters data from a Polars dataframe in rust
- Time: Asked 67 hours ago
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I just want to plot using Plotters data from a Polars dataframe in rust
To plot data from a Polars dataframe using Plotters in Rust, you can follow these steps:
- First, make sure that you have the
plotters
andpolars
crates installed in your project. You can add them to yourCargo.toml
file as dependencies:
makefile[dependencies] plotters = "0.3.0" polars = "0.16.0"
- Import the necessary modules in your Rust file:
rustuse plotters::prelude::*; use polars::prelude::*;
- Create a Polars dataframe with the data you want to plot. For example, you can create a simple dataframe with two columns,
x
andy
, and three rows:
rustlet df = DataFrame::new(vec![ Series::new("x", &[1, 2, 3]), Series::new("y", &[2, 4, 1]), ]).unwrap();
- Create a Plotters drawing area and set its dimensions:
rustlet root = BitMapBackend::new("plot.png", (640, 480)).into_drawing_area();
- Create a scatter plot of the data in the Polars dataframe using the Plotters API:
rustroot.draw(&ChartBuilder::on(&root) .caption("Scatter plot", ("sans-serif", 20)) .x_label_area_size(40) .y_label_area_size(40) .build_cartesian_2d(0..5, 0..5)? .configure_mesh() .draw())?; root.draw(&df .scatter("x", "y") .unwrap() .into_iter() .map(|(x, y)| Circle::new((x as i32, y as i32), 3, BLUE.filled())) .collect::<Vec<_>>())?;
This code creates a scatter plot with the x-axis and y-axis ranges set to 0-5, and draws blue circles at the x-y coordinates in the Polars dataframe.
- Finally, call the
present()
method on the drawing area to save the plot to a file:
rustroot.present()?;
Here’s the complete code:
rustuse plotters::prelude::*; use polars::prelude::*; fn main() -> Result<(), Box<dyn std::error::Error>> { let df = DataFrame::new(vec![ Series::new("x", &[1, 2, 3]), Series::new("y", &[2, 4, 1]), ]).unwrap(); let root = BitMapBackend::new("plot.png", (640, 480)).into_drawing_area(); root.draw(&ChartBuilder::on(&root) .caption("Scatter plot", ("sans-serif", 20)) .x_label_area_size(40) .y_label_area_size(40) .build_cartesian_2d(0..5, 0..5)? .configure_mesh() .draw())?; root.draw(&df .scatter("x", "y") .unwrap() .into_iter() .map(|(x, y)| Circle::new((x as i32, y as i32), 3, BLUE.filled())) .collect::<Vec<_>>())?; root.present()?; Ok(()) }
This code creates a scatter plot and saves it to a file named plot.png
in the current directory. You can modify the plot and file parameters as needed for your use case.
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- DataFrame in polars::frame – Rust – Docs.rs
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