I am trying to create a function runs a fuzzy search on an Elastic Search index. I only get a match if I specify the term exactly as it is spelled in the index. If I intentionally mispell a single letter in that term like
"Boc"
, I imagine the fuzzy search should still return that same match, but instead it returns none. Simliarly, if I replace fuzzyMatch with prefixQuery or termQuery, the search only returns a result if given the exact spelling
"Bob"
Why is this? How do I fix this? And where is there documentation explaining these methods?
Here is my code...
public void searchResults(@PathParam("index_name") String index_name) throws IOException {
RestHighLevelClient client = createHighLevelRestClient();
int numberOfSearchHitsToReturn = 100; // defaults to 10
SearchSourceBuilder sourceBuilder = new SearchSourceBuilder();
sourceBuilder.query(QueryBuilders.fuzzyQuery("firstname", "Bob"));
sourceBuilder.from(0);
sourceBuilder.size(numberOfSearchHitsToReturn);
sourceBuilder.timeout(new TimeValue(60, TimeUnit.SECONDS));
SearchRequest searchRequest = new SearchRequest(index_name).source(sourceBuilder);
SearchResponse searchResponse = client.search(searchRequest, RequestOptions.DEFAULT);
System.out.print(searchResponse);
client.close();
}
Here is the result of Get /index/_search in Postman...
{
"took": 0,
"timed_out": false,
"_shards": {
"total": 1,
"successful": 1,
"skipped": 0,
"failed": 0
},
"hits": {
"total": {
"value": 3,
"relation": "eq"
},
"max_score": 1.0,
"hits": [
{
"_index": "contacts",
"_type": "_doc",
"_id": "J1NDonABNQ4iHt4UOM4u",
"_score": 1.0,
"_source": {}
},
{
"_index": "contacts",
"_type": "_doc",
"_id": "153",
"_score": 1.0,
"_source": {
"firstname": "Bob",
"home_city": "San Diego",
"home_address": "1029 Loring Street",
"home_zip": "92109",
"contact_id": "153",
"email": "bsmith@gmail.com",
"lastname": "Smith",
"home_state": "California",
"cell_phone": "6192542981"
}
},
{
"_index": "contacts",
"_type": "_doc",
"_id": "154",
"_score": 1.0,
"_source": {
"firstname": "Alice",
"home_city": "Paia",
"home_address": "581 Pili Loko Street",
"home_zip": "00012",
"contact_id": "154",
"email": "aHernes@gmail.com",
"lastname": "Hernes",
"home_state": "Hawaii",
"cell_phone": "8083829103"
}
}
]
}
}
I believe elastic confuses you a bit.
Fuzzines for 3 letter term is 1, so it is fair enough you expect "Bob" returned. However, I assume you use the standard analyzer which uses by default filter "lowercase".
So calculated Levenshtein distance between "Boc" and "bob" is 2 that's why it is not returned.
Try lowercase input term and I'm betting "Bob" will be returned.
// no results
{
"query": {
"fuzzy" : { "firstname" : "Boc" }
}
}
// "Bob" returned
{
"query": {
"fuzzy" : { "firstname" : "boc" }
}
}
Does this make sense?
Regarding your code:
public void searchResults(@PathParam("index_name") String index_name) throws IOException {
RestHighLevelClient client = createHighLevelRestClient();
int numberOfSearchHitsToReturn = 100; // defaults to 10
SearchSourceBuilder sourceBuilder = new SearchSourceBuilder();
// "Boc".toLowerCase() or simply "boc"
sourceBuilder.query(QueryBuilders.fuzzyQuery("firstname", "Boc".toLowerCase()));
sourceBuilder.from(0);
sourceBuilder.size(numberOfSearchHitsToReturn);
sourceBuilder.timeout(new TimeValue(60, TimeUnit.SECONDS));
SearchRequest searchRequest = new SearchRequest(index_name).source(sourceBuilder);
SearchResponse searchResponse = client.search(searchRequest, RequestOptions.DEFAULT);
System.out.print(searchResponse);
client.close();
}
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