2013-08-28 19:24:34 -04:00
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[[analysis-pattern-tokenizer]]
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=== Pattern Tokenizer
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2016-05-19 13:42:23 -04:00
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The `pattern` tokenizer uses a regular expression to either split text into
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terms whenever it matches a word separator, or to capture matching text as
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terms.
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The default pattern is `\W+`, which splits text whenever it encounters
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non-word characters.
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2016-09-09 03:52:38 -04:00
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[WARNING]
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.Beware of Pathological Regular Expressions
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========================================
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The pattern tokenizer uses
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http://docs.oracle.com/javase/8/docs/api/java/util/regex/Pattern.html[Java Regular Expressions].
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A badly written regular expression could run very slowly or even throw a
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StackOverflowError and cause the node it is running on to exit suddenly.
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Read more about http://www.regular-expressions.info/catastrophic.html[pathological regular expressions and how to avoid them].
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========================================
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2016-05-19 13:42:23 -04:00
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[float]
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=== Example output
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[source,js]
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---------------------------
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POST _analyze
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{
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"tokenizer": "pattern",
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"text": "The foo_bar_size's default is 5."
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}
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---------------------------
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// CONSOLE
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/////////////////////
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[source,js]
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----------------------------
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{
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"tokens": [
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{
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"token": "The",
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"start_offset": 0,
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"end_offset": 3,
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"type": "word",
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"position": 0
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},
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{
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"token": "foo_bar_size",
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"start_offset": 4,
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"end_offset": 16,
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"type": "word",
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"position": 1
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},
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{
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"token": "s",
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"start_offset": 17,
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"end_offset": 18,
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"type": "word",
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"position": 2
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},
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{
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"token": "default",
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"start_offset": 19,
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"end_offset": 26,
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"type": "word",
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"position": 3
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},
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{
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"token": "is",
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"start_offset": 27,
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"end_offset": 29,
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"type": "word",
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"position": 4
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},
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{
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"token": "5",
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"start_offset": 30,
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"end_offset": 31,
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"type": "word",
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"position": 5
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}
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]
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}
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----------------------------
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// TESTRESPONSE
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/////////////////////
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The above sentence would produce the following terms:
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[source,text]
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---------------------------
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[ The, foo_bar_size, s, default, is, 5 ]
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---------------------------
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[float]
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=== Configuration
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The `pattern` tokenizer accepts the following parameters:
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[horizontal]
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`pattern`::
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A http://docs.oracle.com/javase/8/docs/api/java/util/regex/Pattern.html[Java regular expression], defaults to `\W+`.
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`flags`::
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Java regular expression http://docs.oracle.com/javase/8/docs/api/java/util/regex/Pattern.html#field.summary[flags].
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lags should be pipe-separated, eg `"CASE_INSENSITIVE|COMMENTS"`.
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`group`::
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Which capture group to extract as tokens. Defaults to `-1` (split).
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[float]
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=== Example configuration
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In this example, we configure the `pattern` tokenizer to break text into
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tokens when it encounters commas:
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[source,js]
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----------------------------
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PUT my_index
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{
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"settings": {
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"analysis": {
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"analyzer": {
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"my_analyzer": {
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"tokenizer": "my_tokenizer"
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}
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},
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"tokenizer": {
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"my_tokenizer": {
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"type": "pattern",
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"pattern": ","
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}
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}
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}
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}
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}
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POST my_index/_analyze
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{
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"analyzer": "my_analyzer",
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"text": "comma,separated,values"
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}
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----------------------------
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// CONSOLE
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/////////////////////
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[source,js]
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----------------------------
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{
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"tokens": [
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{
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"token": "comma",
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"start_offset": 0,
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"end_offset": 5,
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"type": "word",
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"position": 0
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},
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{
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"token": "separated",
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"start_offset": 6,
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"end_offset": 15,
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"type": "word",
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"position": 1
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},
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{
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"token": "values",
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"start_offset": 16,
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"end_offset": 22,
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"type": "word",
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"position": 2
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}
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]
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}
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----------------------------
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// TESTRESPONSE
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/////////////////////
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The above example produces the following terms:
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[source,text]
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---------------------------
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[ comma, separated, values ]
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---------------------------
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In the next example, we configure the `pattern` tokenizer to capture values
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enclosed in double quotes (ignoring embedded escaped quotes `\"`). The regex
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itself looks like this:
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"((?:\\"|[^"]|\\")*)"
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And reads as follows:
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* A literal `"`
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* Start capturing:
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** A literal `\"` OR any character except `"`
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** Repeat until no more characters match
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* A literal closing `"`
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When the pattern is specified in JSON, the `"` and `\` characters need to be
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escaped, so the pattern ends up looking like:
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\"((?:\\\\\"|[^\"]|\\\\\")+)\"
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[source,js]
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----------------------------
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PUT my_index
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{
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"settings": {
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"analysis": {
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"analyzer": {
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"my_analyzer": {
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"tokenizer": "my_tokenizer"
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}
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},
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"tokenizer": {
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"my_tokenizer": {
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"type": "pattern",
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"pattern": "\"((?:\\\\\"|[^\"]|\\\\\")+)\"",
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"group": 1
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}
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}
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}
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}
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}
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POST my_index/_analyze
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{
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"analyzer": "my_analyzer",
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"text": "\"value\", \"value with embedded \\\" quote\""
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}
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----------------------------
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// CONSOLE
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/////////////////////
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[source,js]
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----------------------------
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{
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"tokens": [
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{
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"token": "value",
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"start_offset": 1,
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"end_offset": 6,
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"type": "word",
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"position": 0
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},
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{
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"token": "value with embedded \\\" quote",
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"start_offset": 10,
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"end_offset": 38,
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"type": "word",
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"position": 1
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}
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]
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}
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----------------------------
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// TESTRESPONSE
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/////////////////////
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The above example produces the following two terms:
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[source,text]
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---------------------------
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[ value, value with embedded \" quote ]
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---------------------------
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