Struct BoxplotAggregation

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pub struct BoxplotAggregation { /* private fields */ }
Expand description

A boxplot metrics aggregation that computes boxplot of numeric values extracted from the aggregated documents. These values can be generated from specific numeric or histogram fields in the documents.

The boxplot aggregation returns essential information for making a box plot: minimum, maximum median, first quartile (25th percentile) and third quartile (75th percentile) values.

The algorithm used by the boxplot metric is called TDigest (introduced by Ted Dunning in Computing Accurate Quantiles using T-Digests).

Boxplot as other percentile aggregations are also non-deterministic. This means you can get slightly different results using the same data.

https://www.elastic.co/guide/en/elasticsearch/reference/current/search-aggregations-metrics-boxplot-aggregation.html

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impl BoxplotAggregation

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pub fn compression<T>(self, compression: T) -> Self
where T: Into<Number>,

Approximate algorithms must balance memory utilization with estimation accuracy.

The TDigest algorithm uses a number of “nodes” to approximate percentiles —— the more nodes available, the higher the accuracy (and large memory footprint) proportional to the volume of data. The compression parameter limits the maximum number of nodes to 20 * compression.

Therefore, by increasing the compression value, you can increase the accuracy of your percentiles at the cost of more memory. Larger compression values also make the algorithm slower since the underlying tree data structure grows in size, resulting in more expensive operations. The default compression value is 100.

A “node” uses roughly 32 bytes of memory, so under worst-case scenarios (large amount of data which arrives sorted and in-order) the default settings will produce a TDigest roughly 64KB in size. In practice data tends to be more random and the TDigest will use less memory.

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pub fn missing<T>(self, missing: T) -> Self
where T: Into<Number>,

The missing parameter defines how documents that are missing a value should be treated. By default they will be ignored but it is also possible to treat them as if they had a value.

Trait Implementations§

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impl Clone for BoxplotAggregation

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fn clone(&self) -> BoxplotAggregation

Returns a copy 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 BoxplotAggregation

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

Formats the value using the given formatter. Read more
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impl From<BoxplotAggregation> for Aggregation

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fn from(q: BoxplotAggregation) -> Self

Converts to this type from the input type.
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impl PartialEq for BoxplotAggregation

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fn eq(&self, other: &BoxplotAggregation) -> bool

Tests for self and other values to be equal, and is used by ==.
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fn ne(&self, other: &Rhs) -> bool

Tests for !=. The default implementation is almost always sufficient, and should not be overridden without very good reason.
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impl Serialize for BoxplotAggregation

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fn serialize<__S>(&self, __serializer: __S) -> Result<__S::Ok, __S::Error>
where __S: Serializer,

Serialize this value into the given Serde serializer. Read more
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impl StructuralPartialEq for BoxplotAggregation

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> 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.