use super::variance::{compute_variance as variance, values_unit};
use crate::math::utils::{
NumericUnit, expand_range_input, run_with_function, run_with_function_and_cell_paths,
wrap_unit_f64,
};
use nu_engine::command_prelude::*;
#[derive(Clone)]
pub struct MathStddev;
impl Command for MathStddev {
fn name(&self) -> &str {
"math stddev"
}
fn signature(&self) -> Signature {
Signature::build("math stddev")
.input_output_types(vec![
(Type::List(Box::new(Type::Number)), Type::Number),
(Type::List(Box::new(Type::Duration)), Type::Duration),
(Type::List(Box::new(Type::Filesize)), Type::Filesize),
(Type::Range, Type::Number),
(Type::table(), Type::record()),
(Type::record(), Type::record()),
])
.switch(
"sample",
"Calculate sample standard deviation (i.e. using N-1 as the denominator).",
Some('s'),
)
.rest(
"columns",
SyntaxShape::CellPath,
"The cell-paths/columns to operate on.",
)
.allow_variants_without_examples(true)
.category(Category::Math)
}
fn description(&self) -> &str {
"Returns the standard deviation of a list of numbers, or of each column in a table."
}
fn search_terms(&self) -> Vec<&str> {
vec![
"SD",
"standard",
"deviation",
"dispersion",
"variation",
"statistics",
]
}
fn is_const(&self) -> bool {
true
}
fn run(
&self,
engine_state: &EngineState,
stack: &mut Stack,
call: &Call,
input: PipelineData,
) -> Result<PipelineData, ShellError> {
let cell_paths: Vec<CellPath> = call.rest(engine_state, stack, 0)?;
let sample = call.has_flag(engine_state, stack, "sample")?;
let mf = compute_stddev(sample);
if cell_paths.is_empty() {
let input = expand_range_input(input, call.head)?;
return run_with_function(call, input, mf);
}
run_with_function_and_cell_paths(call, input, cell_paths, engine_state.signals(), mf)
}
fn run_const(
&self,
working_set: &StateWorkingSet,
call: &Call,
input: PipelineData,
) -> Result<PipelineData, ShellError> {
let cell_paths: Vec<CellPath> = call.rest_const(working_set, 0)?;
let sample = call.has_flag_const(working_set, "sample")?;
let mf = compute_stddev(sample);
if cell_paths.is_empty() {
let input = expand_range_input(input, call.head)?;
return run_with_function(call, input, mf);
}
run_with_function_and_cell_paths(
call,
input,
cell_paths,
working_set.permanent().signals(),
mf,
)
}
fn examples(&self) -> Vec<Example<'_>> {
vec![
Example {
description: "Compute the standard deviation of a list of numbers.",
example: "[1 2 3 4 5] | math stddev",
result: Some(Value::test_float(std::f64::consts::SQRT_2)),
},
Example {
description: "Compute the sample standard deviation of a list of numbers.",
example: "[1 2 3 4 5] | math stddev --sample",
result: Some(Value::test_float(1.5811388300841898)),
},
Example {
description: "Compute the standard deviation of each column in a table.",
example: "[[a b]; [1 2] [3 4]] | math stddev",
result: Some(Value::test_record(record! {
"a" => Value::test_float(1.0),
"b" => Value::test_float(1.0),
})),
},
Example {
description: "Compute the standard deviation of list-valued columns in a record.",
example: "{alice: [1 3], bob: [4 6]} | math stddev",
result: Some(Value::test_record(record! {
"alice" => Value::test_float(1.0),
"bob" => Value::test_float(1.0),
})),
},
Example {
description: "Compute the standard deviation of a single column using a cell path.",
example: "{alice: [1 3], bob: [4 6]} | math stddev alice",
result: Some(Value::test_record(record! {
"alice" => Value::test_float(1.0),
"bob" => Value::list(
vec![Value::test_int(4), Value::test_int(6)],
Span::test_data(),
),
})),
},
]
}
}
pub fn compute_stddev(sample: bool) -> impl Fn(&[Value], Span, Span) -> Result<Value, ShellError> {
move |values: &[Value], span: Span, head: Span| {
let unit = values_unit(values, head)?;
let variance = variance(sample)(values, span, head)?;
let val_span = variance.span();
let sqrt = match variance {
Value::Float { val, .. } => val.sqrt(),
Value::Int { val, .. } => (val as f64).sqrt(),
other => return Ok(other),
};
match unit {
NumericUnit::Number => Ok(Value::float(sqrt, val_span)),
other => Ok(wrap_unit_f64(other, sqrt, val_span)),
}
}
}
#[cfg(test)]
mod test {
use super::*;
#[test]
fn test_examples() -> nu_test_support::Result {
nu_test_support::test().examples(MathStddev)
}
}