Derivative Aggregation
More info about derivative aggregation is in the official elasticsearch docs
A parent pipeline aggregation which calculates the derivative of a specified metric in a parent histogram (or date_histogram) aggregation. The specified metric must be numeric and the enclosing histogram must have min_doc_count set to 0 (default for histogram aggregations).
Simple example
{
"aggs" : {
"sales_per_month" : {
"date_histogram" : {
"field" : "date",
"interval" : "month"
},
"aggs": {
"sales": {
"sum": {
"field": "price"
}
},
"sales_deriv": {
"derivative": {
"buckets_path": "sales"
}
}
}
}
}
}
And now the query via DSL:
$dateAggregation = new DateHistogramAggregation('sales_per_month', 'date', 'month');
$sumAggregation = new SumAggregation('sales', 'price');
$derivativeAggregation = new DerivativeAggregation('sales_deriv', 'sales');
$dateAggregation->addAggregation($sumAggregation);
$dateAggregation->addAggregation($derivativeAggregation);
$search = new Search();
$search->addAggregation($dateAggregation);
$queryArray = $search->toArray();
Second order derivative
Somewhat more complex would be an example of a second order derivatives. This functionality is presented in the folowing example:
{
"aggs" : {
"sales_per_month" : {
"date_histogram" : {
"field" : "date",
"interval" : "month"
},
"aggs": {
"sales": {
"sum": {
"field": "price"
}
},
"sales_deriv": {
"derivative": {
"buckets_path": "sales"
}
},
"sales_2nd_deriv": {
"derivative": {
"buckets_path": "sales_deriv"
}
}
}
}
}
}
And now via DSL:
$dateAggregation = new DateHistogramAggregation('sales_per_month', 'date', 'month');
$sumAggregation = new SumAggregation('sales', 'price');
$firstDerivativeAggregation = new DerivativeAggregation('sales_deriv', 'sales');
$secondDerivativeAggregation = new DerivativeAggregation('sales_2nd_deriv', 'sales_deriv');
$dateAggregation->addAggregation($sumAggregation);
$dateAggregation->addAggregation($firstDerivativeAggregation);
$dateAggregation->addAggregation($secondDerivativeAggregation);
$search = new Search();
$search->addAggregation($dateAggregation);
$queryArray = $search->toArray();