Weighted Avg Aggregationedit
A single-value metrics aggregation that computes the weighted average of numeric values that are extracted from the aggregated documents.
These values can be extracted either from specific numeric fields in the documents.
When calculating a regular average, each datapoint has an equal "weight" … it contributes equally to the final value. Weighted averages, on the other hand, weight each datapoint differently. The amount that each datapoint contributes to the final value is extracted from the document, or provided by a script.
As a formula, a weighted average is the ∑(value * weight) / ∑(weight)
A regular average can be thought of as a weighted average where every value has an implicit weight of 1.
Table 3. weighted_avg Parameters
| Parameter Name | Description | Required | Default Value |
|---|---|---|---|
|
The configuration for the field or script that provides the values |
Required |
|
|
The configuration for the field or script that provides the weights |
Required |
|
|
The numeric response formatter |
Optional |
|
|
A hint about the values for pure scripts or unmapped fields |
Optional |
The value and weight objects have per-field specific configuration:
Table 4. value Parameters
| Parameter Name | Description | Required | Default Value |
|---|---|---|---|
|
The field that values should be extracted from |
Required |
|
|
A value to use if the field is missing entirely |
Optional |
Table 5. weight Parameters
| Parameter Name | Description | Required | Default Value |
|---|---|---|---|
|
The field that weights should be extracted from |
Required |
|
|
A weight to use if the field is missing entirely |
Optional |
Examplesedit
If our documents have a "grade" field that holds a 0-100 numeric score, and a "weight" field which holds an arbitrary numeric weight,
we can calculate the weighted average using:
POST /exams/_search
{
"size": 0,
"aggs" : {
"weighted_grade": {
"weighted_avg": {
"value": {
"field": "grade"
},
"weight": {
"field": "weight"
}
}
}
}
}
Which yields a response like:
{
...
"aggregations": {
"weighted_grade": {
"value": 70.0
}
}
}
While multiple values-per-field are allowed, only one weight is allowed. If the aggregation encounters
a document that has more than one weight (e.g. the weight field is a multi-valued field) it will throw an exception.
If you have this situation, you will need to specify a script for the weight field, and use the script
to combine the multiple values into a single value to be used.
This single weight will be applied independently to each value extracted from the value field.
This example show how a single document with multiple values will be averaged with a single weight:
POST /exams/_doc?refresh
{
"grade": [1, 2, 3],
"weight": 2
}
POST /exams/_search
{
"size": 0,
"aggs" : {
"weighted_grade": {
"weighted_avg": {
"value": {
"field": "grade"
},
"weight": {
"field": "weight"
}
}
}
}
}
The three values (1, 2, and 3) will be included as independent values, all with the weight of 2:
{
...
"aggregations": {
"weighted_grade": {
"value": 2.0
}
}
}
The aggregation returns 2.0 as the result, which matches what we would expect when calculating by hand:
((1*2) + (2*2) + (3*2)) / (2+2+2) == 2
Scriptedit
Both the value and the weight can be derived from a script, instead of a field. As a simple example, the following will add one to the grade and weight in the document using a script:
POST /exams/_search
{
"size": 0,
"aggs" : {
"weighted_grade": {
"weighted_avg": {
"value": {
"script": "doc.grade.value + 1"
},
"weight": {
"script": "doc.weight.value + 1"
}
}
}
}
}
Missing valuesedit
The missing parameter defines how documents that are missing a value should be treated.
The default behavior is different for value and weight:
By default, if the value field is missing the document is ignored and the aggregation moves on to the next document.
If the weight field is missing, it is assumed to have a weight of 1 (like a normal average).
Both of these defaults can be overridden with the missing parameter:
POST /exams/_search
{
"size": 0,
"aggs" : {
"weighted_grade": {
"weighted_avg": {
"value": {
"field": "grade",
"missing": 2
},
"weight": {
"field": "weight",
"missing": 3
}
}
}
}
}