forked from extern/nushell
Turned features to allow signed and unsigned 8 and 16 bit types. --------- Co-authored-by: Jack Wright <jack.wright@disqo.com>
113 lines
3.5 KiB
Rust
113 lines
3.5 KiB
Rust
use super::super::values::NuDataFrame;
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use nu_protocol::{
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ast::Call,
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engine::{Command, EngineState, Stack},
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Category, Example, PipelineData, ShellError, Signature, Span, Type,
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};
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use polars::{prelude::*, series::Series};
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#[derive(Clone)]
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pub struct Dummies;
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impl Command for Dummies {
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fn name(&self) -> &str {
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"dfr dummies"
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}
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fn usage(&self) -> &str {
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"Creates a new dataframe with dummy variables."
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}
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fn signature(&self) -> Signature {
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Signature::build(self.name())
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.switch("drop-first", "Drop first row", Some('d'))
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.input_output_type(
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Type::Custom("dataframe".into()),
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Type::Custom("dataframe".into()),
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)
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.category(Category::Custom("dataframe".into()))
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}
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fn examples(&self) -> Vec<Example> {
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vec![
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Example {
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description: "Create new dataframe with dummy variables from a dataframe",
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example: "[[a b]; [1 2] [3 4]] | dfr into-df | dfr dummies",
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result: Some(
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NuDataFrame::try_from_series(
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vec![
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Series::new("a_1", &[1_u8, 0]),
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Series::new("a_3", &[0_u8, 1]),
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Series::new("b_2", &[1_u8, 0]),
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Series::new("b_4", &[0_u8, 1]),
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],
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Span::test_data(),
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)
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.expect("simple df for test should not fail")
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.into_value(Span::test_data()),
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),
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},
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Example {
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description: "Create new dataframe with dummy variables from a series",
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example: "[1 2 2 3 3] | dfr into-df | dfr dummies",
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result: Some(
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NuDataFrame::try_from_series(
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vec![
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Series::new("0_1", &[1_u8, 0, 0, 0, 0]),
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Series::new("0_2", &[0_u8, 1, 1, 0, 0]),
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Series::new("0_3", &[0_u8, 0, 0, 1, 1]),
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],
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Span::test_data(),
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)
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.expect("simple df for test should not fail")
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.into_value(Span::test_data()),
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),
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},
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]
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}
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fn run(
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&self,
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engine_state: &EngineState,
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stack: &mut Stack,
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call: &Call,
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input: PipelineData,
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) -> Result<PipelineData, ShellError> {
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command(engine_state, stack, call, input)
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}
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}
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fn command(
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_engine_state: &EngineState,
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_stack: &mut Stack,
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call: &Call,
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input: PipelineData,
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) -> Result<PipelineData, ShellError> {
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let drop_first: bool = call.has_flag("drop-first");
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let df = NuDataFrame::try_from_pipeline(input, call.head)?;
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df.as_ref()
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.to_dummies(None, drop_first)
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.map_err(|e| {
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ShellError::GenericError(
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"Error calculating dummies".into(),
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e.to_string(),
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Some(call.head),
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Some("The only allowed column types for dummies are String or Int".into()),
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Vec::new(),
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)
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})
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.map(|df| PipelineData::Value(NuDataFrame::dataframe_into_value(df, call.head), None))
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}
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#[cfg(test)]
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mod test {
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use super::super::super::test_dataframe::test_dataframe;
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use super::*;
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#[test]
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fn test_examples() {
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test_dataframe(vec![Box::new(Dummies {})])
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}
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}
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