[DOCS] Small fixes in the overall buckets API (elastic/x-pack-elasticsearch#2732)
* [DOCS] Small fixes in the overall buckets API * [DOCS] Addressed feedback in overall buckets API Original commit: elastic/x-pack-elasticsearch@4f79bc9a50
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@ -7,56 +7,62 @@ that summarize the bucket results of multiple jobs.
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==== Request
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`GET _xpack/ml/anomaly_detectors/<job_id>/results/overall_buckets`
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`GET _xpack/ml/anomaly_detectors/<job_id>/results/overall_buckets` +
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`GET _xpack/ml/anomaly_detectors/<job_id>,<job_id>/results/overall_buckets` +
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`GET _xpack/ml/anomaly_detectors/_all/results/overall_buckets`
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==== Description
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An overall bucket has a span equal to the largest job's `bucket_span`.
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The `overall_score` is calculated by combining the scores of all the
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buckets within the overall bucket span. The max `anomaly_score` per
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job is calculated. Then the `top_n` of those scores are averaged to
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result into the `overall_score`. This means that you can fine-tune
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the `overall_score` so that it is more or less sensitive to the number
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of jobs that detect an anomaly at the same time.
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You can summarize the bucket results for all jobs by using `_all` or by
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specifying `*` as the `<job_id>`.
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For example, set `top_n` to 1 and the `overall_score` will be the
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max bucket score in the overall bucket interval. To the contrary,
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set `top_n` to the number of jobs and the `overall_score` will
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only be high when all jobs present anomalies in that overall bucket.
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An overall bucket has a span equal to the largest `bucket_span` value for the
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specified jobs.
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The `overall_score` is calculated by combining the scores of all
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the buckets within the overall bucket span. First, the maximum `anomaly_score` per
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job in the overall bucket is calculated. Then the `top_n` of those scores are
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averaged to result in the `overall_score`. This means that you can fine-tune
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the `overall_score` so that it is more or less sensitive to the number
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of jobs that detect an anomaly at the same time. For example, if you set `top_n`
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to `1`, the `overall_score` is the maximum bucket
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score in the overall bucket. Alternatively, if you set `top_n` to the number of
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jobs, the `overall_score` is high only when all jobs detect anomalies in that
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overall bucket.
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==== Path Parameters
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`job_id`::
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(string) Identifier for the job. It can be a job identifier, a group name,
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or a wildcard expression. If set to `_all`, the API returns overall buckets
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for all jobs.
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(string) Identifier for the job. It can be a job identifier, a group name, a
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comma-separated list of jobs or groups, or a wildcard expression.
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==== Request Body
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`top_n`::
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(integer) The number of top job bucket scores to be used in the
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`overall_score` calculation. The default value is `1`.
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`overall_score`::
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(double) Returns overall buckets with overall scores higher than this value.
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`exclude_interim`::
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(boolean) If true, the output excludes interim overall buckets.
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Overall buckets are interim if any of the job buckets within
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the overall bucket interval is interim.
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By default, interim results are included.
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`start`::
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(string) Returns overall buckets with timestamps after this time.
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`end`::
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(string) Returns overall buckets with timestamps earlier than this time.
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`allow_no_jobs`::
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(boolean) If `false` and the `job_id` does not match any job an error will
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be returned. The default value is `true`.
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`end`::
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(string) Returns overall buckets with timestamps earlier than this time.
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`exclude_interim`::
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(boolean) If `true`, the output excludes interim overall buckets.
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Overall buckets are interim if any of the job buckets within
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the overall bucket interval are interim.
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By default, interim results are included.
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`overall_score`::
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(double) Returns overall buckets with overall scores higher than this value.
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`start`::
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(string) Returns overall buckets with timestamps after this time.
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`top_n`::
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(integer) The number of top job bucket scores to be used in the
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`overall_score` calculation. The default value is `1`.
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===== Results
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