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ExperimentalDataset

Struct ExperimentalDataset 

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pub struct ExperimentalDataset {
    pub metadata: SensorMetadata,
    pub samples: Vec<DataSample>,
}
Expand description

Experimental time series dataset.

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§metadata: SensorMetadata

Sensor metadata.

§samples: Vec<DataSample>

Ordered samples.

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impl ExperimentalDataset

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pub fn new(metadata: SensorMetadata) -> Self

Create an empty dataset with the given metadata.

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pub fn push(&mut self, time: f64, value: f64)

Append a sample.

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pub fn len(&self) -> usize

Return the number of samples.

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pub fn is_empty(&self) -> bool

Return true if there are no samples.

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pub fn mean(&self) -> f64

Compute the mean of non-outlier values.

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pub fn std_dev(&self) -> f64

Compute the standard deviation of non-outlier values.

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pub fn flag_outliers_iqr(&mut self, k: f64)

Flag outliers using the IQR method (fence factor k, typically 1.5).

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pub fn flag_outliers_zscore(&mut self, z_thresh: f64)

Flag outliers using the z-score method (threshold z_thresh, typically 3.0).

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pub fn outliers(&self) -> Vec<&DataSample>

Return only the outlier samples.

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pub fn from_csv(csv: &str, metadata: SensorMetadata) -> Result<Self, String>

Parse from CSV text: time,value rows.

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pub fn to_csv(&self) -> String

Serialize to CSV text.

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pub fn range(&self) -> Option<(f64, f64)>

Return min and max of non-outlier values, or None if empty.

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pub fn downsample(&self, n: usize) -> Self

Downsample by keeping every n-th sample.

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impl Clone for ExperimentalDataset

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fn clone(&self) -> ExperimentalDataset

Returns a duplicate of the value. Read more
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fn clone_from(&mut self, source: &Self)

Performs copy-assignment from source. Read more
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impl Debug for ExperimentalDataset

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

Formats the value using the given formatter. Read more

Auto Trait Implementations§

Blanket Implementations§

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

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fn type_id(&self) -> TypeId

Gets the TypeId of self. Read more
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impl<T> Borrow<T> for T
where T: ?Sized,

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fn borrow(&self) -> &T

Immutably borrows from an owned value. Read more
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impl<T> BorrowMut<T> for T
where T: ?Sized,

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

Mutably borrows from an owned value. Read more
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impl<T> CloneToUninit for T
where T: Clone,

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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
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impl<T> From<T> for T

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fn from(t: T) -> T

Returns the argument unchanged.

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

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fn into(self) -> U

Calls U::from(self).

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

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impl<T> Same for T

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type Output = T

Should always be Self
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impl<SS, SP> SupersetOf<SS> for SP
where SS: SubsetOf<SP>,

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

The inverse inclusion map: attempts to construct self from the equivalent element of its superset. Read more
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fn is_in_subset(&self) -> bool

Checks if self is actually part of its subset T (and can be converted to it).
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fn to_subset_unchecked(&self) -> SS

Use with care! Same as self.to_subset but without any property checks. Always succeeds.
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fn from_subset(element: &SS) -> SP

The inclusion map: converts self to the equivalent element of its superset.
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impl<T> ToOwned for T
where T: Clone,

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type Owned = T

The resulting type after obtaining ownership.
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fn to_owned(&self) -> T

Creates owned data from borrowed data, usually by cloning. Read more
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fn clone_into(&self, target: &mut T)

Uses borrowed data to replace owned data, usually by cloning. Read more
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impl<T, U> TryFrom<U> for T
where U: Into<T>,

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type Error = Infallible

The type returned in the event of a conversion error.
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fn try_from(value: U) -> Result<T, <T as TryFrom<U>>::Error>

Performs the conversion.
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impl<T, U> TryInto<U> for T
where U: TryFrom<T>,

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

The type returned in the event of a conversion error.
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fn try_into(self) -> Result<U, <U as TryFrom<T>>::Error>

Performs the conversion.