Uppercasing some docs section title (#37781)
Section titles are mostly uppercase, only a few cases where query DSL parameters or Java method names are used as the title they should be lowercased.
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@ -131,7 +131,7 @@ The following project appears to be abandoned:
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Node.js client for the Elasticsearch REST API
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[[kotlin]]
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== kotlin
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== Kotlin
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* https://github.com/mbuhot/eskotlin[ES Kotlin]:
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Elasticsearch Query DSL for kotlin based on the {client}/java-api/current/index.html[official Elasticsearch Java client].
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@ -337,7 +337,7 @@ The JLH score can be used as a significance score by adding the parameter
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The scores are derived from the doc frequencies in _foreground_ and _background_ sets. The _absolute_ change in popularity (foregroundPercent - backgroundPercent) would favor common terms whereas the _relative_ change in popularity (foregroundPercent/ backgroundPercent) would favor rare terms. Rare vs common is essentially a precision vs recall balance and so the absolute and relative changes are multiplied to provide a sweet spot between precision and recall.
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===== mutual information
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===== Mutual information
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Mutual information as described in "Information Retrieval", Manning et al., Chapter 13.5.1 can be used as significance score by adding the parameter
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[source,js]
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@ -373,7 +373,7 @@ Chi square as described in "Information Retrieval", Manning et al., Chapter 13.5
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Chi square behaves like mutual information and can be configured with the same parameters `include_negatives` and `background_is_superset`.
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===== google normalized distance
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===== Google normalized distance
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Google normalized distance as described in "The Google Similarity Distance", Cilibrasi and Vitanyi, 2007 (http://arxiv.org/pdf/cs/0412098v3.pdf) can be used as significance score by adding the parameter
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[source,js]
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@ -412,7 +412,7 @@ It is hard to say which one of the different heuristics will be the best choice
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If none of the above measures suits your usecase than another option is to implement a custom significance measure:
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===== scripted
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===== Scripted
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Customized scores can be implemented via a script:
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[source,js]
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@ -67,8 +67,8 @@ should also be changed in the template to explicitly define `tree` to one of `ge
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or `quadtree`. This will ensure compatibility with previously created indexes.
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[float]
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==== deprecated `geo_shape` parameters
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==== Deprecated `geo_shape` parameters
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The following type parameters are deprecated for the `geo_shape` field type: `tree`,
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`precision`, `tree_levels`, `distance_error_pct`, `points_only`, and `strategy`. They
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will be removed in a future version.
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will be removed in a future version.
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@ -8,7 +8,7 @@ Testing is a crucial part of your application, and as information retrieval itse
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[[why-randomized-testing]]
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=== why randomized testing?
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=== Why randomized testing?
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The key concept of randomized testing is not to use the same input values for every testcase, but still be able to reproduce it in case of a failure. This allows to test with vastly different input variables in order to make sure, that your implementation is actually independent from your provided test data.
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@ -48,7 +48,7 @@ We provide a few classes that you can inherit from in your own test classes whic
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[[unit-tests]]
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=== unit tests
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=== Unit tests
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If your test is a well isolated unit test which doesn't need a running Elasticsearch cluster, you can use the `ESTestCase`. If you are testing lucene features, use `ESTestCase` and if you are testing concrete token streams, use the `ESTokenStreamTestCase` class. Those specific classes execute additional checks which ensure that no resources leaks are happening, after the test has run.
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