Skip to main content

Formula

Struct Formula 

Source
pub struct Formula {
    pub response: Option<Term>,
    pub predictors: Vec<Term>,
    pub intercept: bool,
}
Expand description

A formula expression (response ~ predictors)

Fields§

§response: Option<Term>

Response variable (left side of ~)

§predictors: Vec<Term>

Predictor terms (right side of ~)

§intercept: bool

Whether to include intercept (default: true)

Implementations§

Source§

impl Formula

Source

pub fn parse(input: &str) -> Result<Formula, Error>

Create a new formula from a string

Examples found in repository?
examples/simple.rs (line 28)
12fn main() {
13    println!("=== StatOxide Simple Example ===\n");
14    
15    // 1. Create a DataFrame
16    println!("1. Creating DataFrame:");
17    let mut columns = HashMap::new();
18    columns.insert("x".to_string(), Series::new("x", Array1::from_vec(vec![1.0, 2.0, 3.0, 4.0, 5.0])));
19    columns.insert("y".to_string(), Series::new("y", Array1::from_vec(vec![2.0, 4.0, 5.0, 4.0, 5.0])));
20    
21    let df = DataFrame::from_series(columns).unwrap();
22    
23    println!("   DataFrame shape: {} rows × {} columns", df.n_rows(), df.n_cols());
24    println!("   Column names: {:?}\n", df.column_names());
25    
26    // 2. Parse a formula
27    println!("2. Parsing formula:");
28    let formula = Formula::parse("y ~ x").unwrap();
29    println!("   Formula parsed successfully, variables: {:?}\n", formula.variables());
30    
31    // 3. Compute statistics
32    println!("3. Computing statistics:");
33    let x_view = df.column("x").unwrap().data();
34    let y_view = df.column("y").unwrap().data();
35    
36    // Convert views to owned arrays
37    let x_data = x_view.to_owned();
38    let y_data = y_view.to_owned();
39    
40    let x_mean = mean(&x_data).unwrap();
41    let x_std = std(&x_data, 1.0).unwrap();
42    let corr = correlation(&x_data, &y_data).unwrap();
43    
44    println!("   Mean of x: {:.4}", x_mean);
45    println!("   Std of x: {:.4}", x_std);
46    println!("   Correlation(x, y): {:.4}\n", corr);
47    
48    // 4. Demonstrate module structure
49    println!("4. Module structure available:");
50    println!("   - statoxide::models::*  (GLM, linear regression, mixed effects)");
51    println!("   - statoxide::stats::*   (statistical functions and tests)");
52    println!("   - statoxide::tsa::*     (time series analysis)");
53    println!("   - statoxide::linalg::*  (linear algebra)");
54    println!("   - statoxide::utils::*   (utilities)\n");
55    
56    println!("=== StatOxide version {} ===", statoxide::version());
57}
Source

pub fn no_intercept(self) -> Formula

Create a formula with no intercept

Source

pub fn variables(&self) -> HashSet<String>

Get all variable names in the formula

Examples found in repository?
examples/simple.rs (line 29)
12fn main() {
13    println!("=== StatOxide Simple Example ===\n");
14    
15    // 1. Create a DataFrame
16    println!("1. Creating DataFrame:");
17    let mut columns = HashMap::new();
18    columns.insert("x".to_string(), Series::new("x", Array1::from_vec(vec![1.0, 2.0, 3.0, 4.0, 5.0])));
19    columns.insert("y".to_string(), Series::new("y", Array1::from_vec(vec![2.0, 4.0, 5.0, 4.0, 5.0])));
20    
21    let df = DataFrame::from_series(columns).unwrap();
22    
23    println!("   DataFrame shape: {} rows × {} columns", df.n_rows(), df.n_cols());
24    println!("   Column names: {:?}\n", df.column_names());
25    
26    // 2. Parse a formula
27    println!("2. Parsing formula:");
28    let formula = Formula::parse("y ~ x").unwrap();
29    println!("   Formula parsed successfully, variables: {:?}\n", formula.variables());
30    
31    // 3. Compute statistics
32    println!("3. Computing statistics:");
33    let x_view = df.column("x").unwrap().data();
34    let y_view = df.column("y").unwrap().data();
35    
36    // Convert views to owned arrays
37    let x_data = x_view.to_owned();
38    let y_data = y_view.to_owned();
39    
40    let x_mean = mean(&x_data).unwrap();
41    let x_std = std(&x_data, 1.0).unwrap();
42    let corr = correlation(&x_data, &y_data).unwrap();
43    
44    println!("   Mean of x: {:.4}", x_mean);
45    println!("   Std of x: {:.4}", x_std);
46    println!("   Correlation(x, y): {:.4}\n", corr);
47    
48    // 4. Demonstrate module structure
49    println!("4. Module structure available:");
50    println!("   - statoxide::models::*  (GLM, linear regression, mixed effects)");
51    println!("   - statoxide::stats::*   (statistical functions and tests)");
52    println!("   - statoxide::tsa::*     (time series analysis)");
53    println!("   - statoxide::linalg::*  (linear algebra)");
54    println!("   - statoxide::utils::*   (utilities)\n");
55    
56    println!("=== StatOxide version {} ===", statoxide::version());
57}
Source

pub fn build_matrix( &self, df: &DataFrame, ) -> Result<ArrayBase<OwnedRepr<f64>, Dim<[usize; 2]>>, Error>

Build design matrix from DataFrame

Source

pub fn response_vector( &self, df: &DataFrame, ) -> Result<Option<ArrayBase<OwnedRepr<f64>, Dim<[usize; 1]>>>, Error>

Get response variable as array (if specified)

Trait Implementations§

Source§

impl Clone for Formula

Source§

fn clone(&self) -> Formula

Returns a duplicate of the value. Read more
1.0.0 · Source§

fn clone_from(&mut self, source: &Self)

Performs copy-assignment from source. Read more
Source§

impl Debug for Formula

Source§

fn fmt(&self, f: &mut Formatter<'_>) -> Result<(), Error>

Formats the value using the given formatter. Read more

Auto Trait Implementations§

Blanket Implementations§

Source§

impl<T> Any for T
where T: 'static + ?Sized,

Source§

fn type_id(&self) -> TypeId

Gets the TypeId of self. Read more
Source§

impl<T> Borrow<T> for T
where T: ?Sized,

Source§

fn borrow(&self) -> &T

Immutably borrows from an owned value. Read more
Source§

impl<T> BorrowMut<T> for T
where T: ?Sized,

Source§

fn borrow_mut(&mut self) -> &mut T

Mutably borrows from an owned value. Read more
Source§

impl<T> ByRef<T> for T

Source§

fn by_ref(&self) -> &T

Source§

impl<T> CloneToUninit for T
where T: Clone,

Source§

unsafe fn clone_to_uninit(&self, dest: *mut u8)

🔬This is a nightly-only experimental API. (clone_to_uninit)
Performs copy-assignment from self to dest. Read more
Source§

impl<T> DistributionExt for T
where T: ?Sized,

Source§

fn rand<T>(&self, rng: &mut (impl Rng + ?Sized)) -> T
where Self: Distribution<T>,

Source§

impl<T> From<T> for T

Source§

fn from(t: T) -> T

Returns the argument unchanged.

Source§

impl<T, U> Into<U> for T
where U: From<T>,

Source§

fn into(self) -> U

Calls U::from(self).

That is, this conversion is whatever the implementation of From<T> for U chooses to do.

Source§

impl<T> IntoEither for T

Source§

fn into_either(self, into_left: bool) -> Either<Self, Self>

Converts self into a Left variant of Either<Self, Self> if into_left is true. Converts self into a Right variant of Either<Self, Self> otherwise. Read more
Source§

fn into_either_with<F>(self, into_left: F) -> Either<Self, Self>
where F: FnOnce(&Self) -> bool,

Converts self into a Left variant of Either<Self, Self> if into_left(&self) returns true. Converts self into a Right variant of Either<Self, Self> otherwise. Read more
Source§

impl<T> Pointable for T

Source§

const ALIGN: usize

The alignment of pointer.
Source§

type Init = T

The type for initializers.
Source§

unsafe fn init(init: <T as Pointable>::Init) -> usize

Initializes a with the given initializer. Read more
Source§

unsafe fn deref<'a>(ptr: usize) -> &'a T

Dereferences the given pointer. Read more
Source§

unsafe fn deref_mut<'a>(ptr: usize) -> &'a mut T

Mutably dereferences the given pointer. Read more
Source§

unsafe fn drop(ptr: usize)

Drops the object pointed to by the given pointer. Read more
Source§

impl<T> Same for T

Source§

type Output = T

Should always be Self
Source§

impl<SS, SP> SupersetOf<SS> for SP
where SS: SubsetOf<SP>,

Source§

fn to_subset(&self) -> Option<SS>

The inverse inclusion map: attempts to construct self from the equivalent element of its superset. Read more
Source§

fn is_in_subset(&self) -> bool

Checks if self is actually part of its subset T (and can be converted to it).
Source§

fn to_subset_unchecked(&self) -> SS

Use with care! Same as self.to_subset but without any property checks. Always succeeds.
Source§

fn from_subset(element: &SS) -> SP

The inclusion map: converts self to the equivalent element of its superset.
Source§

impl<T> ToOwned for T
where T: Clone,

Source§

type Owned = T

The resulting type after obtaining ownership.
Source§

fn to_owned(&self) -> T

Creates owned data from borrowed data, usually by cloning. Read more
Source§

fn clone_into(&self, target: &mut T)

Uses borrowed data to replace owned data, usually by cloning. Read more
Source§

impl<T, U> TryFrom<U> for T
where U: Into<T>,

Source§

type Error = Infallible

The type returned in the event of a conversion error.
Source§

fn try_from(value: U) -> Result<T, <T as TryFrom<U>>::Error>

Performs the conversion.
Source§

impl<T, U> TryInto<U> for T
where U: TryFrom<T>,

Source§

type Error = <U as TryFrom<T>>::Error

The type returned in the event of a conversion error.
Source§

fn try_into(self) -> Result<U, <U as TryFrom<T>>::Error>

Performs the conversion.
Source§

impl<V, T> VZip<V> for T
where V: MultiLane<T>,

Source§

fn vzip(self) -> V