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Co-authored-by: sholderbach <sholderbach@users.noreply.github.com> Fixes https://github.com/nushell/nushell/issues/6888
This commit is contained in:
parent
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commit
9ffa3e55c2
@ -1,68 +0,0 @@
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use crate::dataframe::values::{NuExpression, NuLazyFrame};
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use nu_engine::CallExt;
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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, SyntaxShape, Type, Value,
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};
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#[derive(Clone)]
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pub struct LazyFillNA;
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impl Command for LazyFillNA {
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fn name(&self) -> &str {
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"fill-na"
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}
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fn usage(&self) -> &str {
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"Replaces NA values with the given expression"
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}
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fn signature(&self) -> Signature {
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Signature::build(self.name())
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.required(
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"fill",
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SyntaxShape::Any,
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"Expression to use to fill the NAN values",
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)
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.input_type(Type::Custom("dataframe".into()))
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.output_type(Type::Custom("dataframe".into()))
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.category(Category::Custom("lazyframe".into()))
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}
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fn examples(&self) -> Vec<Example> {
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vec![Example {
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description: "",
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example: "",
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result: None,
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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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let fill: Value = call.req(engine_state, stack, 0)?;
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let value = input.into_value(call.head);
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if NuExpression::can_downcast(&value) {
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let expr = NuExpression::try_from_value(value)?;
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let fill = NuExpression::try_from_value(fill)?.into_polars();
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let expr: NuExpression = expr.into_polars().fill_nan(fill).into();
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Ok(PipelineData::Value(
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NuExpression::into_value(expr, call.head),
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None,
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))
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} else {
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let lazy = NuLazyFrame::try_from_value(value)?;
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let expr = NuExpression::try_from_value(fill)?.into_polars();
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let lazy = NuLazyFrame::new(lazy.from_eager, lazy.into_polars().fill_nan(expr));
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Ok(PipelineData::Value(lazy.into_value(call.head)?, None))
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}
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}
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}
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137
crates/nu-command/src/dataframe/lazy/fill_nan.rs
Normal file
137
crates/nu-command/src/dataframe/lazy/fill_nan.rs
Normal file
@ -0,0 +1,137 @@
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use crate::dataframe::values::{Column, NuDataFrame, NuExpression};
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use nu_engine::CallExt;
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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, SyntaxShape, Type, Value,
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};
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#[derive(Clone)]
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pub struct LazyFillNA;
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impl Command for LazyFillNA {
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fn name(&self) -> &str {
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"fill-nan"
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}
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fn usage(&self) -> &str {
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"Replaces NaN values with the given expression"
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}
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fn signature(&self) -> Signature {
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Signature::build(self.name())
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.required(
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"fill",
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SyntaxShape::Any,
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"Expression to use to fill the NAN values",
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)
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.input_type(Type::Custom("dataframe".into()))
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.output_type(Type::Custom("dataframe".into()))
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.category(Category::Custom("lazyframe".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: "Fills the NaN values with 0",
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example: "[1 2 NaN 3 NaN] | into df | fill-nan 0",
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result: Some(
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NuDataFrame::try_from_columns(vec![Column::new(
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"0".to_string(),
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vec![
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Value::test_int(1),
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Value::test_int(2),
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Value::test_int(0),
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Value::test_int(3),
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Value::test_int(0),
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],
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)])
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.expect("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: "Fills the NaN values of a whole dataframe",
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example: "[[a b]; [0.2 1] [0.1 NaN]] | into df | fill-nan 0",
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result: Some(
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NuDataFrame::try_from_columns(vec![
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Column::new(
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"a".to_string(),
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vec![Value::test_float(0.2), Value::test_float(0.1)],
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),
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Column::new(
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"b".to_string(),
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vec![Value::test_int(1), Value::test_int(0)],
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),
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])
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.expect("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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let fill: Value = call.req(engine_state, stack, 0)?;
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let value = input.into_value(call.head);
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if NuExpression::can_downcast(&value) {
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let expr = NuExpression::try_from_value(value)?;
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let fill = NuExpression::try_from_value(fill)?.into_polars();
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let expr: NuExpression = expr.into_polars().fill_nan(fill).into();
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Ok(PipelineData::Value(
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NuExpression::into_value(expr, call.head),
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None,
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))
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} else {
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let val_span = value.span()?;
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let frame = NuDataFrame::try_from_value(value)?;
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let columns = frame.columns(val_span)?;
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let dataframe = columns
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.into_iter()
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.map(|column| {
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let column_name = column.name().to_string();
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let values = column
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.into_iter()
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.map(|value| match value {
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Value::Float { val, .. } => {
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if val.is_nan() {
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fill.clone()
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} else {
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value
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}
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}
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Value::List { vals, span } => {
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NuDataFrame::fill_list_nan(vals, span, fill.clone())
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}
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_ => value,
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})
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.collect::<Vec<Value>>();
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Column::new(column_name, values)
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})
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.collect::<Vec<Column>>();
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Ok(PipelineData::Value(
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NuDataFrame::try_from_columns(dataframe)?.into_value(call.head),
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None,
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))
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}
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}
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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(LazyFillNA {})])
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}
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}
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@ -1,7 +1,7 @@
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pub mod aggregate;
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mod collect;
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mod fetch;
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mod fill_na;
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mod fill_nan;
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mod fill_null;
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mod filter;
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pub mod groupby;
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@ -17,7 +17,7 @@ use nu_protocol::engine::StateWorkingSet;
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use crate::dataframe::lazy::aggregate::LazyAggregate;
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pub use crate::dataframe::lazy::collect::LazyCollect;
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use crate::dataframe::lazy::fetch::LazyFetch;
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use crate::dataframe::lazy::fill_na::LazyFillNA;
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use crate::dataframe::lazy::fill_nan::LazyFillNA;
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use crate::dataframe::lazy::fill_null::LazyFillNull;
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use crate::dataframe::lazy::filter::LazyFilter;
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use crate::dataframe::lazy::groupby::ToLazyGroupBy;
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@ -204,6 +204,33 @@ impl NuDataFrame {
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conversion::from_parsed_columns(column_values)
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}
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pub fn fill_list_nan(list: Vec<Value>, list_span: Span, fill: Value) -> Value {
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let newlist = list
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.into_iter()
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.map(|value| match value {
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Value::Float { val, .. } => {
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if val.is_nan() {
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fill.clone()
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} else {
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value
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}
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}
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Value::List { vals, span } => Self::fill_list_nan(vals, span, fill.clone()),
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_ => value,
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})
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.collect::<Vec<Value>>();
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Value::list(newlist, list_span)
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}
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pub fn columns(&self, span: Span) -> Result<Vec<Column>, ShellError> {
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let height = self.df.height();
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self.df
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.get_columns()
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.iter()
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.map(|col| conversion::create_column(col, 0, height, span))
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.collect::<Result<Vec<Column>, ShellError>>()
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}
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pub fn try_from_value(value: Value) -> Result<Self, ShellError> {
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if Self::can_downcast(&value) {
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Ok(Self::get_df(value)?)
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