├── README.md └── data ├── 10_mapping_language_analyzed.json ├── 11_languages.json ├── 12_geo_data.json ├── 13_geo_search.json ├── 14_aggregation_data.json ├── 15_aggregations.json ├── 1_basics.json ├── 2_blog_data_bulk.json ├── 3_search.json ├── 4_analysis.json ├── 5_schemaless.json ├── 6_mapping.json ├── 7_with_schema.json ├── 8_mapping_non_analyzed.json └── 9_queries_and_filters.json /README.md: -------------------------------------------------------------------------------- 1 | # Disclaimer 2 | This tutorial is built for ElasticSearch version 5.2. Version 5 features a bunch of [breaking changes](https://www.elastic.co/guide/en/elasticsearch/reference/current/breaking-changes-5.0.html) in terms of query DSL and mapping. 3 | 4 | **If you're still running version 2.x, please have a look at the [v2 branch of this repository](https://github.com/ThijsFeryn/elasticsearch_tutorial/blob/v2/README.md)**. 5 | 6 | # ElasticSearch examples 7 | I've lined up a bunch of examples to showcase the features and the sheer power of [ElasticSearch](https://www.elastic.co/products/elasticsearch). A lot of the information is based on ["ElasticSearch, The Definitive Guide"](https://www.elastic.co/guide/en/elasticsearch/guide/current/index.html). 8 | 9 | ## Installing 10 | Download ElasticSearch & Kibana [here](https://www.elastic.co/downloads), then follow these simple steps: 11 | 12 | * Install both ElasticSearch & Kibana. 13 | * Run ElasticSearch `./bin/elasticsearch` 14 | * Run Kibana `./bin/kibana` 15 | * Use the Kibana console by accessing [http://localhost:5601/app/kibana#/dev_tools/console](http://localhost:5601/app/kibana#/dev_tools/console) 16 | 17 | ## Exercise 1: the basics 18 | Exercise 1 is very simple and the goal is to get the hang of the ElasticSearch RESTFul interface. 19 | 20 | Topics: 21 | 22 | * Navigating to the ElasticSearch landing page 23 | * Searching all documents 24 | * Counting documents 25 | * Adding documents to the index 26 | * Full document updates 27 | * Partial document updates 28 | * Retrieve individual documents 29 | * Searching all documents for a specific index 30 | 31 | [Load exercise 1](http://localhost:5601/app/kibana#/dev_tools/console?load_from=https://raw.githubusercontent.com/ThijsFeryn/elasticsearch_tutorial/master/data/1_basics.json) 32 | 33 | ## Exercise 2: load data in bulk 34 | In exercise 2 we will be indexing a lot of data. To improve the performance, we're doing this in bulk. 35 | 36 | This data contains information from the [Combell blog](http://blog.combell.com). I've indexed the following information: 37 | 38 | * Title 39 | * Author 40 | * Date 41 | * Categories 42 | * Language 43 | * GUID 44 | 45 | This data will be used in the other exercises. 46 | 47 | [Load the blog data in bulk](http://localhost:5601/app/kibana#/dev_tools/console?load_from=https://raw.githubusercontent.com/ThijsFeryn/elasticsearch_tutorial/master/data/2_blog_data_bulk.json) 48 | 49 | ## Exercise 3: search, getting to know the query DSL 50 | In exercise 3 we're performing some basic queries using the ElasticSearch query DSL. The DSL is JSON-based and the queries are full-text searches. 51 | 52 | Here's a couple of searches we're performing: 53 | 54 | * Search for a single term in an index 55 | * Search for multiple terms in an index 56 | * Perform searches on multiple terms using the *"and"* operator 57 | * Define the minimum number of matches a document should have 58 | * Define the proximity of terms you're searching 59 | 60 | [Load exercise 3](http://localhost:5601/app/kibana#/dev_tools/console?load_from=https://raw.githubusercontent.com/ThijsFeryn/elasticsearch_tutorial/master/data/3_search.json) 61 | 62 | 63 | ## Exercise 4: analysis 64 | In exercise 4, we're going to focus on the analysis of full-text and human language. We'll ignore the database capabilities of ElasticSearch and throw some text at it, and see how it tokenizes the data. 65 | 66 | Depending on the analyzer you use, ElasticSearch will tokenize and store the data in a different way. Don't worry, the original data will remain in the source of the document, it's the inverted index that changes. 67 | 68 | [Load exercise 4](http://localhost:5601/app/kibana#/dev_tools/console?load_from=https://raw.githubusercontent.com/ThijsFeryn/elasticsearch_tutorial/master/data/4_analysis.json) 69 | 70 | 71 | ## Exercise 5: schemaless? Not really. 72 | Exercise 5 is all about the schema of an index. ElasticSearch is marketed as being schemaless. In reality, ElasticSearch will guess the schema for you. 73 | 74 | I'll show you examples where it guesses successfully and examples where it doesn't. 75 | 76 | [Load exercise 5](http://localhost:5601/app/kibana#/dev_tools/console?load_from=https://raw.githubusercontent.com/ThijsFeryn/elasticsearch_tutorial/master/data/5_schemaless.json) 77 | 78 | 79 | ## Exercise 6: mapping 80 | To avoid that ElasticSearch guesses the schema wrong, explicit mapping is a good idea. Exercise 6 will set up the right mapping for our blog example and re-insert the data. 81 | 82 | Integers and strings will be defined accordingly and the date will have the right format. 83 | 84 | The explicit mapping will be used in exercise 7. 85 | 86 | [Load exercise 6](http://localhost:5601/app/kibana#/dev_tools/console?load_from=https://raw.githubusercontent.com/ThijsFeryn/elasticsearch_tutorial/master/data/6_mapping.json) 87 | 88 | 89 | ## Exercise 7: search using explicit mapping 90 | The 2 searches in exercise 5 that failed will now be executed again. Thanks to explicit mapping, the output will be correct. 91 | 92 | * Query 1 won't return anything, because the range doesn't match 93 | * Queries 2 & 3 will return the documents that fit the data range 94 | 95 | [Load exercise 7](http://localhost:5601/app/kibana#/dev_tools/console?load_from=https://raw.githubusercontent.com/ThijsFeryn/elasticsearch_tutorial/master/data/7_with_schema.json) 96 | 97 | 98 | ## Exercise 8: non-analyzed fields 99 | In exercise 8, we will define yet another mapping on our blog index. This mapping only treats the *"title"* field as full-text. The rest of the strings will not be analyzed and tokenized. They will be stored *"as is"*. 100 | 101 | This data will be used in exercise 9. 102 | 103 | [Load exercise 8](http://localhost:5601/app/kibana#/dev_tools/console?load_from=https://raw.githubusercontent.com/ThijsFeryn/elasticsearch_tutorial/master/data/8_mapping_non_analyzed.json) 104 | 105 | 106 | ## Exercise 9: filters, full-text vs. exact values 107 | In exercise 9, I'll show you the difference between full-text searches using queries and exact value matches using queries in filter mode. 108 | 109 | The mapping that was done in exercise 8 has made sure there is now a *"keyword"* field on the title property. This means that queries on *"title"* are treated as full-text searches and boolean filters on the regular *"title.keyword"* field are treated as exact value matches. 110 | 111 | In one of the examples, I'll also show you how to combine multiple queries and filters. 112 | 113 | This is what we'll do in this exercise: 114 | 115 | * Use a prefix query in filter context to perform a wildcard search, even if the fields are not analyzed 116 | * Do a standard query using the *"keyword"* field 117 | * Use a boolean query in filter mode to combine multiple filters based on the *"and"*, *"or"* & *"not"* operators 118 | * Use a regular boolean query and notice how the behaviour of the *(should)* clause changes 119 | 120 | [Load exercise 9](http://localhost:5601/app/kibana#/dev_tools/console?load_from=https://raw.githubusercontent.com/ThijsFeryn/elasticsearch_tutorial/master/data/9_queries_and_filters.json) 121 | 122 | 123 | ## Exercise 10: language-based mapping 124 | We will **again** remap the data. This time, we will treat the *"title"* property as an analyzed field. By default the *"standard"* analyzer is used. Because our data is both in Dutch and English, I added 2 fields: 125 | 126 | * The *"en"* explicitly uses the English analyzer 127 | * The *"nl"* explicitly uses the Dutch analyzer 128 | 129 | This is the final version of the mapping. The other examples will use this mapping and data. 130 | 131 | [Load exercise 10](http://localhost:5601/app/kibana#/dev_tools/console?load_from=https://raw.githubusercontent.com/ThijsFeryn/elasticsearch_tutorial/master/data/10_mapping_language_analyzed.json) 132 | 133 | 134 | ## Exercise 11: using languages 135 | Exercise 11 is all about the analysis of text, based on the language. Exercise 4 was a hint towards the analysis of data. Now we'll actually perform searches that depend on language analysis. 136 | 137 | * Query 1 will look for the term *"work"* on the *"title"* property 138 | * Query 2 will look for the term *"work"* on the *"title.en"* field (which uses the English analyzer) 139 | * Query 3 will look for the term *"werk"* on the *"title"* property 140 | * Query 4 will look for the term *"werk"* on the *"title.nl"* field (which uses the Dutch analyzer) 141 | 142 | [Load exercise 11](http://localhost:5601/app/kibana#/dev_tools/console?load_from=https://raw.githubusercontent.com/ThijsFeryn/elasticsearch_tutorial/master/data/11_languages.json) 143 | 144 | 145 | ## Exercise 12: geo data 146 | 147 | In exercise 12, we'll create a new *"cities"* index, that contains all the cities that are located in the *West-Vlaanderen* province of Belgium. The index stores the name of the city and its geo coordinates. 148 | 149 | The explicit mapping and the data will be used in other exercises. 150 | 151 | [Load exercise 12](http://localhost:5601/app/kibana#/dev_tools/console?load_from=https://raw.githubusercontent.com/ThijsFeryn/elasticsearch_tutorial/master/data/12_geo_data.json) 152 | 153 | 154 | ## Exercise 13: geo searches 155 | In the previous exercise, we created a new index and indexed some geo data. In exercise 13, we'll actually perform searches on this data. 156 | 157 | 2 queries will be showcased: 158 | 159 | * A query that displays all cities within 5km of Diksmuide 160 | * A query that displays all cities that are located in a specific bounding box (between Koksijde & Nieuwpoort) 161 | 162 | [Load exercise 13](http://localhost:5601/app/kibana#/dev_tools/console?load_from=https://raw.githubusercontent.com/ThijsFeryn/elasticsearch_tutorial/master/data/13_geo_search.json) 163 | 164 | 165 | ## Excercise 14: aggregation data 166 | In exercise 14, we'll load data into yet another index. This index is called *"cars"* and it contains car sales information. Every transaction keeps track of the following information: 167 | 168 | * The price of the sale 169 | * The make of the car that was sold 170 | * The color of the car 171 | * The data of the sale 172 | 173 | This information will be used in exercise 15. 174 | 175 | [Load exercise 14](http://localhost:5601/app/kibana#/dev_tools/console?load_from=https://raw.githubusercontent.com/ThijsFeryn/elasticsearch_tutorial/master/data/14_aggregation_data.json) 176 | 177 | 178 | ## Exercise 15: performing aggregations 179 | Aggregations are a very powerful feature of ElasticSearch. It's basically like *"group by"* in SQL, but way more powerful. Aggregations are the reason why ElasticSearch is popular in the big data and data science community. 180 | 181 | These are the aggregations we'll execute in this exercise: 182 | 183 | * Get the top 10 most popular authors of the Combell blog 184 | * Get the top 10 most popular authors of the Combell blog and display how many posts they wrote in each language 185 | * Get all the blog posts written in Dutch, that were published in 2016. Use aggregations to see the amount per month 186 | * Get the top 3 most popular cars 187 | * Get the average price of a sold car 188 | * Get extended statistics on the price of a sold car 189 | * Get the total revenue for cars per price range, with an interval of 20000 USD 190 | * Calculate the average price of a Ford, versus the total average price of all the cars that were sold 191 | 192 | [Load exercise 15](http://localhost:5601/app/kibana#/dev_tools/console?load_from=https://raw.githubusercontent.com/ThijsFeryn/elasticsearch_tutorial/master/data/15_aggregations.json) 193 | -------------------------------------------------------------------------------- /data/11_languages.json: -------------------------------------------------------------------------------- 1 | #Look for "work" in standard analyzed field 2 | POST /blog/_search 3 | { 4 | "query": { 5 | "match": { 6 | "title": "work" 7 | } 8 | } 9 | } 10 | #Look for "work" in English analyzed field 11 | POST /blog/_search 12 | { 13 | "query": { 14 | "match": { 15 | "title.en": "work" 16 | } 17 | } 18 | } 19 | #Look for "werk" in standard analyzed field 20 | POST /blog/_search 21 | { 22 | "query": { 23 | "match": { 24 | "title": "werk" 25 | } 26 | } 27 | } 28 | #Look for "werk" in Dutch analyzed field 29 | POST /blog/_search 30 | { 31 | "query": { 32 | "match": { 33 | "title.nl": "werk" 34 | } 35 | } 36 | } 37 | -------------------------------------------------------------------------------- /data/12_geo_data.json: -------------------------------------------------------------------------------- 1 | DELETE /cities 2 | PUT /cities 3 | { 4 | "mappings": { 5 | "city": { 6 | "properties": { 7 | "city": { 8 | "type": "keyword" 9 | }, 10 | "location": { 11 | "type": "geo_point" 12 | } 13 | } 14 | } 15 | } 16 | } 17 | POST /_bulk 18 | {"index":{"_index":"cities","_type":"city"}} 19 | {"city":"Aalbeke", "location": {"lat": 50.783333, "lon": 3.216667}} 20 | {"index":{"_index":"cities","_type":"city"}} 21 | {"city":"Aardappelhoek", "location": {"lat": 50.95, "lon": 3.15}} 22 | {"index":{"_index":"cities","_type":"city"}} 23 | {"city":"Aarsele", "location": {"lat": 51, "lon": 3.416667}} 24 | {"index":{"_index":"cities","_type":"city"}} 25 | {"city":"Aartrijke", "location": {"lat": 51.116667, "lon": 3.083333}} 26 | {"index":{"_index":"cities","_type":"city"}} 27 | {"city":"Abeele", "location": {"lat": 50.816667, "lon": 2.666667}} 28 | {"index":{"_index":"cities","_type":"city"}} 29 | {"city":"Abeelhoek", "location": {"lat": 50.85, "lon": 3.283333}} 30 | {"index":{"_index":"cities","_type":"city"}} 31 | {"city":"Abele", "location": {"lat": 50.816667, "lon": 2.666667}} 32 | {"index":{"_index":"cities","_type":"city"}} 33 | {"city":"Abtsul", "location": {"lat": 50.883333, "lon": 3.283333}} 34 | {"index":{"_index":"cities","_type":"city"}} 35 | {"city":"Achterhoek", "location": {"lat": 50.783333, "lon": 3.366667}} 36 | {"index":{"_index":"cities","_type":"city"}} 37 | {"city":"Adinkerke", "location": {"lat": 51.066667, "lon": 2.6}} 38 | {"index":{"_index":"cities","_type":"city"}} 39 | {"city":"Aelbeke", "location": {"lat": 50.783333, "lon": 3.216667}} 40 | {"index":{"_index":"cities","_type":"city"}} 41 | {"city":"Aerd-Appelhoek", "location": {"lat": 50.95, "lon": 3.15}} 42 | {"index":{"_index":"cities","_type":"city"}} 43 | {"city":"Aerseele", "location": {"lat": 51, "lon": 3.416667}} 44 | {"index":{"_index":"cities","_type":"city"}} 45 | {"city":"Aertrycke", "location": {"lat": 51.116667, "lon": 3.083333}} 46 | {"index":{"_index":"cities","_type":"city"}} 47 | {"city":"Akkerhoek", "location": {"lat": 51.016667, "lon": 3.133333}} 48 | {"index":{"_index":"cities","_type":"city"}} 49 | {"city":"Akkerstraat", "location": {"lat": 51.166667, "lon": 3.333333}} 50 | {"index":{"_index":"cities","_type":"city"}} 51 | {"city":"Akspoel", "location": {"lat": 51.066667, "lon": 3.4}} 52 | {"index":{"_index":"cities","_type":"city"}} 53 | {"city":"Alveringem", "location": {"lat": 51.016667, "lon": 2.716667}} 54 | {"index":{"_index":"cities","_type":"city"}} 55 | {"city":"Alveringhem", "location": {"lat": 51.016667, "lon": 2.716667}} 56 | {"index":{"_index":"cities","_type":"city"}} 57 | {"city":"America", "location": {"lat": 50.8, "lon": 3.033333}} 58 | {"index":{"_index":"cities","_type":"city"}} 59 | {"city":"Amerika", "location": {"lat": 50.8, "lon": 3.033333}} 60 | {"index":{"_index":"cities","_type":"city"}} 61 | {"city":"Amersveld", "location": {"lat": 51, "lon": 2.983333}} 62 | {"index":{"_index":"cities","_type":"city"}} 63 | {"city":"Amersvelde", "location": {"lat": 51, "lon": 2.983333}} 64 | {"index":{"_index":"cities","_type":"city"}} 65 | {"city":"Ange", "location": {"lat": 51.1, "lon": 3.033333}} 66 | {"index":{"_index":"cities","_type":"city"}} 67 | {"city":"Anseghem", "location": {"lat": 50.833333, "lon": 3.466667}} 68 | {"index":{"_index":"cities","_type":"city"}} 69 | {"city":"Anzegem", "location": {"lat": 50.833333, "lon": 3.466667}} 70 | {"index":{"_index":"cities","_type":"city"}} 71 | {"city":"Ardooie", "location": {"lat": 50.983333, "lon": 3.2}} 72 | {"index":{"_index":"cities","_type":"city"}} 73 | {"city":"Ardoye", "location": {"lat": 50.983333, "lon": 3.2}} 74 | {"index":{"_index":"cities","_type":"city"}} 75 | {"city":"Arend", "location": {"lat": 51.133333, "lon": 3.166667}} 76 | {"index":{"_index":"cities","_type":"city"}} 77 | {"city":"Arme Leut", "location": {"lat": 50.783333, "lon": 3.233333}} 78 | {"index":{"_index":"cities","_type":"city"}} 79 | {"city":"Armoede", "location": {"lat": 50.916667, "lon": 3.166667}} 80 | {"index":{"_index":"cities","_type":"city"}} 81 | {"city":"Artoishoek", "location": {"lat": 50.833333, "lon": 3.1}} 82 | {"index":{"_index":"cities","_type":"city"}} 83 | {"city":"Aschhoop", "location": {"lat": 50.95, "lon": 2.883333}} 84 | {"index":{"_index":"cities","_type":"city"}} 85 | {"city":"Ashoop", "location": {"lat": 50.95, "lon": 2.883333}} 86 | {"index":{"_index":"cities","_type":"city"}} 87 | {"city":"Aspergem", "location": {"lat": 51.033333, "lon": 3.183333}} 88 | {"index":{"_index":"cities","_type":"city"}} 89 | {"city":"Asperghem", "location": {"lat": 51.033333, "lon": 3.183333}} 90 | {"index":{"_index":"cities","_type":"city"}} 91 | {"city":"Assebroek", "location": {"lat": 51.2, "lon": 3.266667}} 92 | {"index":{"_index":"cities","_type":"city"}} 93 | {"city":"Assebrouck", "location": {"lat": 51.2, "lon": 3.266667}} 94 | {"index":{"_index":"cities","_type":"city"}} 95 | {"city":"Audenarde", "location": {"lat": 50.716667, "lon": 3.233333}} 96 | {"index":{"_index":"cities","_type":"city"}} 97 | {"city":"Autryve", "location": {"lat": 50.75, "lon": 3.416667}} 98 | {"index":{"_index":"cities","_type":"city"}} 99 | {"city":"Avecappelle", "location": {"lat": 51.066667, "lon": 2.733333}} 100 | {"index":{"_index":"cities","_type":"city"}} 101 | {"city":"Avekapelle", "location": {"lat": 51.066667, "lon": 2.733333}} 102 | {"index":{"_index":"cities","_type":"city"}} 103 | {"city":"Avelgem", "location": {"lat": 50.766667, "lon": 3.433333}} 104 | {"index":{"_index":"cities","_type":"city"}} 105 | {"city":"Avelghem", "location": {"lat": 50.766667, "lon": 3.433333}} 106 | {"index":{"_index":"cities","_type":"city"}} 107 | {"city":"Axpoele", "location": {"lat": 51.066667, "lon": 3.4}} 108 | {"index":{"_index":"cities","_type":"city"}} 109 | {"city":"Ballons", "location": {"lat": 50.716667, "lon": 3.2}} 110 | {"index":{"_index":"cities","_type":"city"}} 111 | {"city":"Barakken", "location": {"lat": 50.783333, "lon": 3.116667}} 112 | {"index":{"_index":"cities","_type":"city"}} 113 | {"city":"Barsdamhoek", "location": {"lat": 51.016667, "lon": 2.983333}} 114 | {"index":{"_index":"cities","_type":"city"}} 115 | {"city":"Basse Flandre", "location": {"lat": 50.783333, "lon": 3.083333}} 116 | {"index":{"_index":"cities","_type":"city"}} 117 | {"city":"Basseije", "location": {"lat": 50.8, "lon": 2.833333}} 118 | {"index":{"_index":"cities","_type":"city"}} 119 | {"city":"Basse Ville", "location": {"lat": 50.733333, "lon": 2.916667}} 120 | {"index":{"_index":"cities","_type":"city"}} 121 | {"city":"Basseye", "location": {"lat": 50.8, "lon": 2.833333}} 122 | {"index":{"_index":"cities","_type":"city"}} 123 | {"city":"Bassije", "location": {"lat": 50.8, "lon": 2.833333}} 124 | {"index":{"_index":"cities","_type":"city"}} 125 | {"city":"Baudelo", "location": {"lat": 51, "lon": 3.433333}} 126 | {"index":{"_index":"cities","_type":"city"}} 127 | {"city":"Baudeloo", "location": {"lat": 51, "lon": 3.433333}} 128 | {"index":{"_index":"cities","_type":"city"}} 129 | {"city":"Bavegemknok", "location": {"lat": 50.75, "lon": 3.383333}} 130 | {"index":{"_index":"cities","_type":"city"}} 131 | {"city":"Bavichove", "location": {"lat": 50.866667, "lon": 3.3}} 132 | {"index":{"_index":"cities","_type":"city"}} 133 | {"city":"Bavikhove", "location": {"lat": 50.866667, "lon": 3.3}} 134 | {"index":{"_index":"cities","_type":"city"}} 135 | {"city":"Beau Voisinage", "location": {"lat": 50.716667, "lon": 3.216667}} 136 | {"index":{"_index":"cities","_type":"city"}} 137 | {"city":"Becelaere", "location": {"lat": 50.85, "lon": 3.016667}} 138 | {"index":{"_index":"cities","_type":"city"}} 139 | {"city":"Beckstraat", "location": {"lat": 50.8, "lon": 3.283333}} 140 | {"index":{"_index":"cities","_type":"city"}} 141 | {"city":"Beekhoek", "location": {"lat": 51.066667, "lon": 3.266667}} 142 | {"index":{"_index":"cities","_type":"city"}} 143 | {"city":"Beekstraat", "location": {"lat": 50.8, "lon": 3.283333}} 144 | {"index":{"_index":"cities","_type":"city"}} 145 | {"city":"Beer", "location": {"lat": 51.066667, "lon": 3.316667}} 146 | {"index":{"_index":"cities","_type":"city"}} 147 | {"city":"Beernem", "location": {"lat": 51.15, "lon": 3.333333}} 148 | {"index":{"_index":"cities","_type":"city"}} 149 | {"city":"Beerst", "location": {"lat": 51.066667, "lon": 2.883333}} 150 | {"index":{"_index":"cities","_type":"city"}} 151 | {"city":"Beerst Bloot", "location": {"lat": 51.05, "lon": 2.833333}} 152 | {"index":{"_index":"cities","_type":"city"}} 153 | {"city":"Beerst-Bloote", "location": {"lat": 51.05, "lon": 2.833333}} 154 | {"index":{"_index":"cities","_type":"city"}} 155 | {"city":"Beggijnhof", "location": {"lat": 50.85, "lon": 3.233333}} 156 | {"index":{"_index":"cities","_type":"city"}} 157 | {"city":"Begijnhof", "location": {"lat": 50.85, "lon": 3.233333}} 158 | {"index":{"_index":"cities","_type":"city"}} 159 | {"city":"Begynhof", "location": {"lat": 50.85, "lon": 3.233333}} 160 | {"index":{"_index":"cities","_type":"city"}} 161 | {"city":"Beitem", "location": {"lat": 50.883333, "lon": 3.1}} 162 | {"index":{"_index":"cities","_type":"city"}} 163 | {"city":"Bekegem", "location": {"lat": 51.166667, "lon": 3.033333}} 164 | {"index":{"_index":"cities","_type":"city"}} 165 | {"city":"Bekeghem", "location": {"lat": 51.166667, "lon": 3.033333}} 166 | {"index":{"_index":"cities","_type":"city"}} 167 | {"city":"Belgiek", "location": {"lat": 50.833333, "lon": 3.383333}} 168 | {"index":{"_index":"cities","_type":"city"}} 169 | {"city":"Belhutte", "location": {"lat": 51.066667, "lon": 2.983333}} 170 | {"index":{"_index":"cities","_type":"city"}} 171 | {"city":"Bellegem", "location": {"lat": 50.783333, "lon": 3.266667}} 172 | {"index":{"_index":"cities","_type":"city"}} 173 | {"city":"Belleghem", "location": {"lat": 50.783333, "lon": 3.266667}} 174 | {"index":{"_index":"cities","_type":"city"}} 175 | {"city":"Berg", "location": {"lat": 51.183333, "lon": 3.316667}} 176 | {"index":{"_index":"cities","_type":"city"}} 177 | {"city":"Bergen", "location": {"lat": 51.083333, "lon": 3.15}} 178 | {"index":{"_index":"cities","_type":"city"}} 179 | {"city":"Berghoek", "location": {"lat": 50.983333, "lon": 3.3}} 180 | {"index":{"_index":"cities","_type":"city"}} 181 | {"city":"Bergmolens", "location": {"lat": 50.916667, "lon": 3.116667}} 182 | {"index":{"_index":"cities","_type":"city"}} 183 | {"city":"Berg op Zoom", "location": {"lat": 51.083333, "lon": 3.116667}} 184 | {"index":{"_index":"cities","_type":"city"}} 185 | {"city":"Bergstraat", "location": {"lat": 50.833333, "lon": 3.466667}} 186 | {"index":{"_index":"cities","_type":"city"}} 187 | {"city":"Bergstraet", "location": {"lat": 50.833333, "lon": 3.466667}} 188 | {"index":{"_index":"cities","_type":"city"}} 189 | {"city":"Bergwijk", "location": {"lat": 50.816667, "lon": 3.45}} 190 | {"index":{"_index":"cities","_type":"city"}} 191 | {"city":"Bergwyk", "location": {"lat": 50.816667, "lon": 3.45}} 192 | {"index":{"_index":"cities","_type":"city"}} 193 | {"city":"Berkenhaag", "location": {"lat": 51.116667, "lon": 3.1}} 194 | {"index":{"_index":"cities","_type":"city"}} 195 | {"city":"Berkenshoek", "location": {"lat": 50.966667, "lon": 2.933333}} 196 | {"index":{"_index":"cities","_type":"city"}} 197 | {"city":"Bescheedweg", "location": {"lat": 51.033333, "lon": 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1329 | {"city":"Klijte", "location": {"lat": 50.783333, "lon": 3.383333}} 1330 | {"index":{"_index":"cities","_type":"city"}} 1331 | {"city":"Klijtgat", "location": {"lat": 50.783333, "lon": 3.25}} 1332 | {"index":{"_index":"cities","_type":"city"}} 1333 | {"city":"Klijthoek", "location": {"lat": 50.816667, "lon": 3.116667}} 1334 | {"index":{"_index":"cities","_type":"city"}} 1335 | {"city":"Klijtte", "location": {"lat": 50.783333, "lon": 3.383333}} 1336 | {"index":{"_index":"cities","_type":"city"}} 1337 | {"city":"Klinkewal", "location": {"lat": 51.25, "lon": 3.233333}} 1338 | {"index":{"_index":"cities","_type":"city"}} 1339 | {"city":"Kloefhoek", "location": {"lat": 50.816667, "lon": 3.166667}} 1340 | {"index":{"_index":"cities","_type":"city"}} 1341 | {"city":"Kloosterhoek", "location": {"lat": 50.8, "lon": 3.433333}} 1342 | {"index":{"_index":"cities","_type":"city"}} 1343 | {"city":"Klyte", "location": {"lat": 50.783333, "lon": 3.383333}} 1344 | 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3.033333}} 1376 | {"index":{"_index":"cities","_type":"city"}} 1377 | {"city":"Koelenberg", "location": {"lat": 50.816667, "lon": 3.033333}} 1378 | {"index":{"_index":"cities","_type":"city"}} 1379 | {"city":"Kokeldriesch", "location": {"lat": 50.916667, "lon": 3.366667}} 1380 | {"index":{"_index":"cities","_type":"city"}} 1381 | {"city":"Kokeldries", "location": {"lat": 50.916667, "lon": 3.366667}} 1382 | {"index":{"_index":"cities","_type":"city"}} 1383 | {"city":"Koksijde Baden", "location": {"lat": 51.116667, "lon": 2.633333}} 1384 | {"index":{"_index":"cities","_type":"city"}} 1385 | {"city":"Koksijde-Bad", "location": {"lat": 51.116667, "lon": 2.633333}} 1386 | {"index":{"_index":"cities","_type":"city"}} 1387 | {"city":"Koksijde", "location": {"lat": 51.1, "lon": 2.65}} 1388 | {"index":{"_index":"cities","_type":"city"}} 1389 | {"city":"Kollegiehoek", "location": {"lat": 51.016667, "lon": 3.083333}} 1390 | {"index":{"_index":"cities","_type":"city"}} 1391 | 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3.066667}} 1704 | {"index":{"_index":"cities","_type":"city"}} 1705 | {"city":"Maele", "location": {"lat": 51.216667, "lon": 3.283333}} 1706 | {"index":{"_index":"cities","_type":"city"}} 1707 | {"city":"Maeneghem", "location": {"lat": 50.966667, "lon": 3.25}} 1708 | {"index":{"_index":"cities","_type":"city"}} 1709 | {"city":"Magermeirie", "location": {"lat": 50.916667, "lon": 3.05}} 1710 | {"index":{"_index":"cities","_type":"city"}} 1711 | {"city":"Magermerrie", "location": {"lat": 50.916667, "lon": 3.05}} 1712 | {"index":{"_index":"cities","_type":"city"}} 1713 | {"city":"Mai Cornet", "location": {"lat": 50.75, "lon": 2.966667}} 1714 | {"index":{"_index":"cities","_type":"city"}} 1715 | {"city":"Malcense", "location": {"lat": 50.733333, "lon": 3.25}} 1716 | {"index":{"_index":"cities","_type":"city"}} 1717 | {"city":"Male", "location": {"lat": 51.216667, "lon": 3.283333}} 1718 | {"index":{"_index":"cities","_type":"city"}} 1719 | {"city":"Manegem", "location": {"lat": 50.966667, "lon": 3.25}} 1720 | {"index":{"_index":"cities","_type":"city"}} 1721 | {"city":"Mangelaar", "location": {"lat": 50.933333, "lon": 2.916667}} 1722 | {"index":{"_index":"cities","_type":"city"}} 1723 | {"city":"Mangelaere", "location": {"lat": 50.933333, "lon": 2.916667}} 1724 | {"index":{"_index":"cities","_type":"city"}} 1725 | {"city":"Mangelare", "location": {"lat": 50.933333, "lon": 2.916667}} 1726 | {"index":{"_index":"cities","_type":"city"}} 1727 | {"city":"Mannekensvere", "location": {"lat": 51.133333, "lon": 2.816667}} 1728 | {"index":{"_index":"cities","_type":"city"}} 1729 | {"city":"Marckebeek", "location": {"lat": 50.816667, "lon": 3.233333}} 1730 | {"index":{"_index":"cities","_type":"city"}} 1731 | {"city":"Marckebeke", "location": {"lat": 50.816667, "lon": 3.233333}} 1732 | {"index":{"_index":"cities","_type":"city"}} 1733 | {"city":"Marckeghem", "location": {"lat": 50.95, "lon": 3.4}} 1734 | {"index":{"_index":"cities","_type":"city"}} 1735 | {"city":"Marcke", "location": {"lat": 50.8, "lon": 3.216667}} 1736 | {"index":{"_index":"cities","_type":"city"}} 1737 | {"city":"Marckhove", "location": {"lat": 51.033333, "lon": 3.033333}} 1738 | {"index":{"_index":"cities","_type":"city"}} 1739 | {"city":"Mariakerke-Baden", "location": {"lat": 51.216667, "lon": 2.883333}} 1740 | {"index":{"_index":"cities","_type":"city"}} 1741 | {"city":"Mariakerke-Bad", "location": {"lat": 51.216667, "lon": 2.883333}} 1742 | {"index":{"_index":"cities","_type":"city"}} 1743 | {"city":"Mariakerke-Bains", "location": {"lat": 51.216667, "lon": 2.883333}} 1744 | {"index":{"_index":"cities","_type":"city"}} 1745 | {"city":"Mariakerke", "location": {"lat": 51.216667, "lon": 2.866667}} 1746 | {"index":{"_index":"cities","_type":"city"}} 1747 | {"city":"Marialoopkauter", "location": {"lat": 50.983333, "lon": 3.316667}} 1748 | {"index":{"_index":"cities","_type":"city"}} 1749 | {"city":"Marialoopkouter", "location": {"lat": 50.983333, "lon": 3.316667}} 1750 | {"index":{"_index":"cities","_type":"city"}} 1751 | {"city":"Marialoop", "location": {"lat": 50.966667, "lon": 3.333333}} 1752 | {"index":{"_index":"cities","_type":"city"}} 1753 | {"city":"Marionetteberge", "location": {"lat": 50.8, "lon": 3.266667}} 1754 | {"index":{"_index":"cities","_type":"city"}} 1755 | {"city":"Marionetteberg", "location": {"lat": 50.8, "lon": 3.266667}} 1756 | {"index":{"_index":"cities","_type":"city"}} 1757 | {"city":"Markebeek", "location": {"lat": 50.816667, "lon": 3.233333}} 1758 | {"index":{"_index":"cities","_type":"city"}} 1759 | {"city":"Markegem", "location": {"lat": 50.95, "lon": 3.4}} 1760 | {"index":{"_index":"cities","_type":"city"}} 1761 | {"city":"Marke", "location": {"lat": 50.8, "lon": 3.216667}} 1762 | {"index":{"_index":"cities","_type":"city"}} 1763 | {"city":"Markhove", "location": {"lat": 51.033333, "lon": 3.033333}} 1764 | {"index":{"_index":"cities","_type":"city"}} 1765 | {"city":"Meenen", "location": {"lat": 50.8, "lon": 3.116667}} 1766 | {"index":{"_index":"cities","_type":"city"}} 1767 | {"city":"Meerlaan", "location": {"lat": 50.85, "lon": 3.433333}} 1768 | {"index":{"_index":"cities","_type":"city"}} 1769 | {"city":"Meerstraat", "location": {"lat": 50.816667, "lon": 3.466667}} 1770 | {"index":{"_index":"cities","_type":"city"}} 1771 | {"city":"Meerstraet", "location": {"lat": 50.816667, "lon": 3.466667}} 1772 | {"index":{"_index":"cities","_type":"city"}} 1773 | {"city":"Meesen", "location": {"lat": 50.766667, "lon": 2.9}} 1774 | {"index":{"_index":"cities","_type":"city"}} 1775 | {"city":"Meetkerke", "location": {"lat": 51.233333, "lon": 3.15}} 1776 | {"index":{"_index":"cities","_type":"city"}} 1777 | {"city":"Meiboomhoek", "location": {"lat": 50.966667, "lon": 3.083333}} 1778 | {"index":{"_index":"cities","_type":"city"}} 1779 | {"city":"Meiboom", "location": {"lat": 51.033333, "lon": 3.183333}} 1780 | {"index":{"_index":"cities","_type":"city"}} 1781 | {"city":"Meiken", "location": {"lat": 50.983333, "lon": 3.366667}} 1782 | {"index":{"_index":"cities","_type":"city"}} 1783 | {"city":"Menen", "location": {"lat": 50.8, "lon": 3.116667}} 1784 | {"index":{"_index":"cities","_type":"city"}} 1785 | {"city":"Menenpoort", "location": {"lat": 50.85, "lon": 2.9}} 1786 | {"index":{"_index":"cities","_type":"city"}} 1787 | {"city":"Menin", "location": {"lat": 50.8, "lon": 3.116667}} 1788 | {"index":{"_index":"cities","_type":"city"}} 1789 | {"city":"Merckem", "location": {"lat": 50.95, "lon": 2.85}} 1790 | {"index":{"_index":"cities","_type":"city"}} 1791 | {"city":"Merkem", "location": {"lat": 50.95, "lon": 2.85}} 1792 | {"index":{"_index":"cities","_type":"city"}} 1793 | {"city":"Merkenveld", "location": {"lat": 51.133333, "lon": 3.166667}} 1794 | {"index":{"_index":"cities","_type":"city"}} 1795 | {"city":"Mesen", "location": {"lat": 50.766667, "lon": 2.9}} 1796 | {"index":{"_index":"cities","_type":"city"}} 1797 | {"city":"Messines", "location": {"lat": 50.766667, "lon": 2.9}} 1798 | {"index":{"_index":"cities","_type":"city"}} 1799 | {"city":"Meulebeke", "location": {"lat": 50.95, "lon": 3.283333}} 1800 | {"index":{"_index":"cities","_type":"city"}} 1801 | {"city":"Meulentje", "location": {"lat": 50.966667, "lon": 2.633333}} 1802 | {"index":{"_index":"cities","_type":"city"}} 1803 | {"city":"Meulewijk", "location": {"lat": 50.8, "lon": 3.45}} 1804 | {"index":{"_index":"cities","_type":"city"}} 1805 | {"city":"Meyboom", "location": {"lat": 51.033333, "lon": 3.183333}} 1806 | {"index":{"_index":"cities","_type":"city"}} 1807 | {"city":"Miami Wijk", "location": {"lat": 51.183333, "lon": 2.8}} 1808 | {"index":{"_index":"cities","_type":"city"}} 1809 | {"city":"Middelkerke-Baden", "location": {"lat": 51.183333, "lon": 2.816667}} 1810 | {"index":{"_index":"cities","_type":"city"}} 1811 | {"city":"Middelkerke-Bad", "location": {"lat": 51.183333, "lon": 2.816667}} 1812 | {"index":{"_index":"cities","_type":"city"}} 1813 | {"city":"Middelkerke Bains", "location": {"lat": 51.183333, "lon": 2.816667}} 1814 | {"index":{"_index":"cities","_type":"city"}} 1815 | {"city":"Middelkerke", "location": {"lat": 51.183333, "lon": 2.816667}} 1816 | {"index":{"_index":"cities","_type":"city"}} 1817 | {"city":"Mille Kapelle", "location": {"lat": 50.816667, "lon": 2.8}} 1818 | {"index":{"_index":"cities","_type":"city"}} 1819 | {"city":"Millekruis", "location": {"lat": 50.8, "lon": 2.8}} 1820 | {"index":{"_index":"cities","_type":"city"}} 1821 | {"city":"Millekruisse", "location": {"lat": 50.8, "lon": 2.8}} 1822 | {"index":{"_index":"cities","_type":"city"}} 1823 | {"city":"Mille-Kruysen", "location": {"lat": 50.8, "lon": 2.8}} 1824 | {"index":{"_index":"cities","_type":"city"}} 1825 | {"city":"Miserie", "location": {"lat": 51.116667, "lon": 3.35}} 1826 | {"index":{"_index":"cities","_type":"city"}} 1827 | {"city":"Mispelburg", "location": {"lat": 51.25, "lon": 3}} 1828 | {"index":{"_index":"cities","_type":"city"}} 1829 | {"city":"Mitswege", "location": {"lat": 51.1, "lon": 3.05}} 1830 | {"index":{"_index":"cities","_type":"city"}} 1831 | {"city":"Mitsweg", "location": {"lat": 51.1, "lon": 3.05}} 1832 | {"index":{"_index":"cities","_type":"city"}} 1833 | {"city":"Moen", "location": {"lat": 50.766667, "lon": 3.4}} 1834 | {"index":{"_index":"cities","_type":"city"}} 1835 | {"city":"Moerbrugge", "location": {"lat": 51.166667, "lon": 3.266667}} 1836 | {"index":{"_index":"cities","_type":"city"}} 1837 | {"city":"Moerdijck", "location": {"lat": 51.133333, "lon": 2.983333}} 1838 | {"index":{"_index":"cities","_type":"city"}} 1839 | {"city":"Moerdijk", "location": {"lat": 51.133333, "lon": 2.983333}} 1840 | {"index":{"_index":"cities","_type":"city"}} 1841 | {"city":"Moerdyk", "location": {"lat": 51.133333, "lon": 2.983333}} 1842 | {"index":{"_index":"cities","_type":"city"}} 1843 | {"city":"Moere", "location": {"lat": 51.05, "lon": 2.6}} 1844 | {"index":{"_index":"cities","_type":"city"}} 1845 | {"city":"Moeres", "location": {"lat": 51.05, "lon": 2.6}} 1846 | {"index":{"_index":"cities","_type":"city"}} 1847 | {"city":"Moereveld", "location": {"lat": 51.05, "lon": 3.083333}} 1848 | {"index":{"_index":"cities","_type":"city"}} 1849 | {"city":"Moerhoek", "location": {"lat": 51.033333, "lon": 2.65}} 1850 | {"index":{"_index":"cities","_type":"city"}} 1851 | {"city":"Moerkerkebrug", "location": {"lat": 51.233333, "lon": 3.35}} 1852 | {"index":{"_index":"cities","_type":"city"}} 1853 | {"city":"Moerkerke", "location": {"lat": 51.25, "lon": 3.333333}} 1854 | {"index":{"_index":"cities","_type":"city"}} 1855 | {"city":"Mokker", "location": {"lat": 51.083333, "lon": 2.933333}} 1856 | {"index":{"_index":"cities","_type":"city"}} 1857 | {"city":"Molenaarelshoek", "location": {"lat": 50.866667, "lon": 3}} 1858 | {"index":{"_index":"cities","_type":"city"}} 1859 | {"city":"Molenaarelsthoek", "location": {"lat": 50.866667, "lon": 3}} 1860 | {"index":{"_index":"cities","_type":"city"}} 1861 | {"city":"Molenaarshoek", "location": {"lat": 50.866667, "lon": 3}} 1862 | {"index":{"_index":"cities","_type":"city"}} 1863 | {"city":"Molenbruggenhoek", "location": {"lat": 51.133333, "lon": 2.8}} 1864 | {"index":{"_index":"cities","_type":"city"}} 1865 | {"city":"Molenbrughoek", "location": {"lat": 51.133333, "lon": 2.8}} 1866 | {"index":{"_index":"cities","_type":"city"}} 1867 | {"city":"Molendorp", "location": {"lat": 51.116667, "lon": 3.033333}} 1868 | {"index":{"_index":"cities","_type":"city"}} 1869 | {"city":"Molenhoek", "location": {"lat": 50.85, "lon": 3.016667}} 1870 | {"index":{"_index":"cities","_type":"city"}} 1871 | {"city":"Molenkauter", "location": {"lat": 50.933333, "lon": 3.4}} 1872 | {"index":{"_index":"cities","_type":"city"}} 1873 | {"city":"Molenkouter", "location": {"lat": 50.933333, "lon": 3.4}} 1874 | {"index":{"_index":"cities","_type":"city"}} 1875 | {"city":"Molentje", "location": {"lat": 50.966667, "lon": 2.633333}} 1876 | {"index":{"_index":"cities","_type":"city"}} 1877 | {"city":"Molenwijk", "location": {"lat": 51.3, "lon": 3.083333}} 1878 | {"index":{"_index":"cities","_type":"city"}} 1879 | {"city":"Monobloc", "location": {"lat": 51.116667, "lon": 2.7}} 1880 | {"index":{"_index":"cities","_type":"city"}} 1881 | {"city":"Monoblok", "location": {"lat": 51.116667, "lon": 2.7}} 1882 | {"index":{"_index":"cities","_type":"city"}} 1883 | {"city":"Mont Rouge", "location": {"lat": 50.783333, "lon": 2.766667}} 1884 | {"index":{"_index":"cities","_type":"city"}} 1885 | {"city":"Moorseele", "location": {"lat": 50.833333, "lon": 3.15}} 1886 | {"index":{"_index":"cities","_type":"city"}} 1887 | {"city":"Moorsele", "location": {"lat": 50.833333, "lon": 3.15}} 1888 | {"index":{"_index":"cities","_type":"city"}} 1889 | {"city":"Moorslede", "location": {"lat": 50.883333, "lon": 3.066667}} 1890 | {"index":{"_index":"cities","_type":"city"}} 1891 | {"city":"Moscou", "location": {"lat": 51.066667, "lon": 2.95}} 1892 | {"index":{"_index":"cities","_type":"city"}} 1893 | {"city":"Moskou", "location": {"lat": 51.066667, "lon": 2.95}} 1894 | {"index":{"_index":"cities","_type":"city"}} 1895 | {"city":"Most", "location": {"lat": 50.95, "lon": 3.066667}} 1896 | {"index":{"_index":"cities","_type":"city"}} 1897 | {"city":"Muijzel", "location": {"lat": 50.883333, "lon": 3.3}} 1898 | {"index":{"_index":"cities","_type":"city"}} 1899 | {"city":"Muiselaar", "location": {"lat": 50.983333, "lon": 3.266667}} 1900 | {"index":{"_index":"cities","_type":"city"}} 1901 | {"city":"Muishoek", "location": {"lat": 51.033333, "lon": 3}} 1902 | {"index":{"_index":"cities","_type":"city"}} 1903 | {"city":"Muizelaar", "location": {"lat": 50.983333, "lon": 3.266667}} 1904 | {"index":{"_index":"cities","_type":"city"}} 1905 | {"city":"Muizel", "location": {"lat": 50.883333, "lon": 3.3}} 1906 | {"index":{"_index":"cities","_type":"city"}} 1907 | {"city":"Muyzelaar", "location": {"lat": 50.983333, "lon": 3.266667}} 1908 | {"index":{"_index":"cities","_type":"city"}} 1909 | {"city":"Nachtegaalhoek", "location": {"lat": 50.966667, "lon": 2.9}} 1910 | {"index":{"_index":"cities","_type":"city"}} 1911 | {"city":"Nachtegaal", "location": {"lat": 50.866667, "lon": 3.15}} 1912 | {"index":{"_index":"cities","_type":"city"}} 1913 | {"city":"Nachtegael", "location": {"lat": 50.966667, "lon": 2.9}} 1914 | {"index":{"_index":"cities","_type":"city"}} 1915 | {"city":"Neerhoek", "location": {"lat": 50.933333, "lon": 3.433333}} 1916 | {"index":{"_index":"cities","_type":"city"}} 1917 | {"city":"Nieucappelle", "location": {"lat": 51, "lon": 2.8}} 1918 | {"index":{"_index":"cities","_type":"city"}} 1919 | {"city":"Nieuport-Bains", "location": {"lat": 51.15, "lon": 2.7}} 1920 | {"index":{"_index":"cities","_type":"city"}} 1921 | {"city":"Nieuport-les-Bains", "location": {"lat": 51.15, "lon": 2.7}} 1922 | {"index":{"_index":"cities","_type":"city"}} 1923 | {"city":"Nieuport", "location": {"lat": 51.133333, "lon": 2.75}} 1924 | {"index":{"_index":"cities","_type":"city"}} 1925 | {"city":"Nieuwdorp", "location": {"lat": 51.3, "lon": 3.2}} 1926 | {"index":{"_index":"cities","_type":"city"}} 1927 | {"city":"Nieuwege", "location": {"lat": 51.216667, "lon": 3.133333}} 1928 | {"index":{"_index":"cities","_type":"city"}} 1929 | {"city":"Nieuweghe", "location": {"lat": 51.216667, "lon": 3.133333}} 1930 | {"index":{"_index":"cities","_type":"city"}} 1931 | {"city":"Nieuweherberg", "location": {"lat": 51, "lon": 2.683333}} 1932 | {"index":{"_index":"cities","_type":"city"}} 1933 | {"city":"Nieuwemolen", "location": {"lat": 50.883333, "lon": 3}} 1934 | {"index":{"_index":"cities","_type":"city"}} 1935 | {"city":"Nieuwenhove", "location": {"lat": 50.866667, "lon": 3.4}} 1936 | {"index":{"_index":"cities","_type":"city"}} 1937 | {"city":"Nieuwenmolen", "location": {"lat": 50.883333, "lon": 3}} 1938 | {"index":{"_index":"cities","_type":"city"}} 1939 | {"city":"Nieuwestede", "location": {"lat": 50.966667, "lon": 2.883333}} 1940 | {"index":{"_index":"cities","_type":"city"}} 1941 | {"city":"Nieuwkapelle", "location": {"lat": 51, "lon": 2.8}} 1942 | {"index":{"_index":"cities","_type":"city"}} 1943 | {"city":"Nieuwkerke", "location": {"lat": 50.75, "lon": 2.816667}} 1944 | {"index":{"_index":"cities","_type":"city"}} 1945 | {"city":"Nieuwmunster", "location": {"lat": 51.283333, "lon": 3.083333}} 1946 | {"index":{"_index":"cities","_type":"city"}} 1947 | {"city":"Nieuwpoort-Baden", "location": {"lat": 51.15, "lon": 2.7}} 1948 | {"index":{"_index":"cities","_type":"city"}} 1949 | {"city":"Nieuwpoort-Bad", "location": {"lat": 51.15, "lon": 2.7}} 1950 | {"index":{"_index":"cities","_type":"city"}} 1951 | {"city":"Nieuwpoort", "location": {"lat": 51.133333, "lon": 2.75}} 1952 | {"index":{"_index":"cities","_type":"city"}} 1953 | {"city":"Noordhoek", "location": {"lat": 50.9, "lon": 2.783333}} 1954 | {"index":{"_index":"cities","_type":"city"}} 1955 | {"city":"Noordhofwijk", "location": {"lat": 50.866667, "lon": 2.85}} 1956 | {"index":{"_index":"cities","_type":"city"}} 1957 | {"city":"Noordschotebroeck", "location": {"lat": 50.966667, "lon": 2.8}} 1958 | {"index":{"_index":"cities","_type":"city"}} 1959 | {"city":"Noordschotebroek", "location": {"lat": 50.966667, "lon": 2.8}} 1960 | {"index":{"_index":"cities","_type":"city"}} 1961 | {"city":"Noordschote", "location": {"lat": 50.95, "lon": 2.816667}} 1962 | {"index":{"_index":"cities","_type":"city"}} 1963 | {"city":"Noordstraat", "location": {"lat": 51.133333, "lon": 3.1}} 1964 | {"index":{"_index":"cities","_type":"city"}} 1965 | {"city":"Noordveldhoek", "location": {"lat": 51.066667, "lon": 2.566667}} 1966 | {"index":{"_index":"cities","_type":"city"}} 1967 | {"city":"Nord Slykens", "location": {"lat": 51.216667, "lon": 2.966667}} 1968 | {"index":{"_index":"cities","_type":"city"}} 1969 | {"city":"Oedelem", "location": {"lat": 51.166667, "lon": 3.333333}} 1970 | {"index":{"_index":"cities","_type":"city"}} 1971 | {"city":"Oekene", "location": {"lat": 50.916667, "lon": 3.166667}} 1972 | {"index":{"_index":"cities","_type":"city"}} 1973 | {"city":"Oeren", "location": {"lat": 51.033333, "lon": 2.7}} 1974 | {"index":{"_index":"cities","_type":"city"}} 1975 | {"city":"Oeselgem", "location": {"lat": 50.933333, "lon": 3.433333}} 1976 | {"index":{"_index":"cities","_type":"city"}} 1977 | {"city":"Oesselghem", "location": {"lat": 50.933333, "lon": 3.433333}} 1978 | {"index":{"_index":"cities","_type":"city"}} 1979 | {"city":"Okkerwijk", "location": {"lat": 50.8, "lon": 3.45}} 1980 | {"index":{"_index":"cities","_type":"city"}} 1981 | {"city":"Olekenbos", "location": {"lat": 50.833333, "lon": 3.383333}} 1982 | {"index":{"_index":"cities","_type":"city"}} 1983 | {"city":"Ondank", "location": {"lat": 51.016667, "lon": 3.366667}} 1984 | {"index":{"_index":"cities","_type":"city"}} 1985 | {"city":"Ooievaarmolen", "location": {"lat": 51.116667, "lon": 2.95}} 1986 | {"index":{"_index":"cities","_type":"city"}} 1987 | {"city":"Ooigem", "location": {"lat": 50.883333, "lon": 3.333333}} 1988 | {"index":{"_index":"cities","_type":"city"}} 1989 | {"city":"Ooivaartmolenhoek", "location": {"lat": 51.116667, "lon": 2.95}} 1990 | {"index":{"_index":"cities","_type":"city"}} 1991 | {"city":"Ooivaartmolen", "location": {"lat": 51.116667, "lon": 2.95}} 1992 | {"index":{"_index":"cities","_type":"city"}} 1993 | {"city":"Oolekenbosch", "location": {"lat": 50.833333, "lon": 3.383333}} 1994 | {"index":{"_index":"cities","_type":"city"}} 1995 | {"city":"Oostcamp", "location": {"lat": 51.15, "lon": 3.233333}} 1996 | {"index":{"_index":"cities","_type":"city"}} 1997 | {"city":"Oostduinekerke-Bad", "location": {"lat": 51.132778, "lon": 2.666667}} 1998 | {"index":{"_index":"cities","_type":"city"}} 1999 | {"city":"Oostduinkerke-Bad", "location": {"lat": 51.132778, "lon": 2.666667}} 2000 | {"index":{"_index":"cities","_type":"city"}} 2001 | {"city":"Oostduinkerke", "location": {"lat": 51.116667, "lon": 2.683333}} 2002 | {"index":{"_index":"cities","_type":"city"}} 2003 | {"city":"Oost-Dunkerke-Bains", "location": {"lat": 51.116667, "lon": 2.683333}} 2004 | {"index":{"_index":"cities","_type":"city"}} 2005 | {"city":"Oost-Dunkerke", "location": {"lat": 51.116667, "lon": 2.683333}} 2006 | {"index":{"_index":"cities","_type":"city"}} 2007 | {"city":"Oostende", "location": {"lat": 50.766667, "lon": 3.466667}} 2008 | {"index":{"_index":"cities","_type":"city"}} 2009 | {"city":"Oosthoek", "location": {"lat": 50.8, "lon": 2.9}} 2010 | {"index":{"_index":"cities","_type":"city"}} 2011 | {"city":"Oostkamp", "location": {"lat": 51.15, "lon": 3.233333}} 2012 | {"index":{"_index":"cities","_type":"city"}} 2013 | {"city":"Oostkerke", "location": {"lat": 51.05, "lon": 2.783333}} 2014 | {"index":{"_index":"cities","_type":"city"}} 2015 | {"city":"Oostnieuwkerke", "location": {"lat": 50.933333, "lon": 3.05}} 2016 | {"index":{"_index":"cities","_type":"city"}} 2017 | {"city":"Oostroosebeke", "location": {"lat": 50.916667, "lon": 3.333333}} 2018 | {"index":{"_index":"cities","_type":"city"}} 2019 | {"city":"Oostroozebeke", "location": {"lat": 50.916667, "lon": 3.333333}} 2020 | {"index":{"_index":"cities","_type":"city"}} 2021 | {"city":"Oostrozebeke", "location": {"lat": 50.916667, "lon": 3.333333}} 2022 | {"index":{"_index":"cities","_type":"city"}} 2023 | {"city":"Oosttaverne", "location": {"lat": 50.783333, "lon": 2.9}} 2024 | {"index":{"_index":"cities","_type":"city"}} 2025 | {"city":"Oostveld", "location": {"lat": 51.166667, "lon": 3.383333}} 2026 | {"index":{"_index":"cities","_type":"city"}} 2027 | {"city":"Oostvleteren", "location": {"lat": 50.933333, "lon": 2.733333}} 2028 | {"index":{"_index":"cities","_type":"city"}} 2029 | {"city":"Oostzijde", "location": {"lat": 51.166667, "lon": 3.266667}} 2030 | {"index":{"_index":"cities","_type":"city"}} 2031 | {"city":"Oostzyde", "location": {"lat": 51.166667, "lon": 3.266667}} 2032 | {"index":{"_index":"cities","_type":"city"}} 2033 | {"city":"Ootegem", "location": {"lat": 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{"city":"Poelberg", "location": {"lat": 50.983333, "lon": 3.35}} 2160 | {"index":{"_index":"cities","_type":"city"}} 2161 | {"city":"Poelcappelle", "location": {"lat": 50.916667, "lon": 2.95}} 2162 | {"index":{"_index":"cities","_type":"city"}} 2163 | {"city":"Poeldries", "location": {"lat": 50.75, "lon": 3.383333}} 2164 | {"index":{"_index":"cities","_type":"city"}} 2165 | {"city":"Poelkapelle", "location": {"lat": 50.916667, "lon": 2.95}} 2166 | {"index":{"_index":"cities","_type":"city"}} 2167 | {"city":"Poermolen", "location": {"lat": 51.3, "lon": 3.2}} 2168 | {"index":{"_index":"cities","_type":"city"}} 2169 | {"city":"Poesele", "location": {"lat": 50.95, "lon": 2.833333}} 2170 | {"index":{"_index":"cities","_type":"city"}} 2171 | {"city":"Poesel", "location": {"lat": 50.95, "lon": 2.833333}} 2172 | {"index":{"_index":"cities","_type":"city"}} 2173 | {"city":"Poezelhoek", "location": {"lat": 50.85, "lon": 3}} 2174 | {"index":{"_index":"cities","_type":"city"}} 2175 | {"city":"Pollinchove", "location": {"lat": 50.966667, "lon": 2.733333}} 2176 | {"index":{"_index":"cities","_type":"city"}} 2177 | {"city":"Pollinkhove", "location": {"lat": 50.966667, "lon": 2.733333}} 2178 | {"index":{"_index":"cities","_type":"city"}} 2179 | {"city":"Pompje", "location": {"lat": 51.2, "lon": 3.033333}} 2180 | {"index":{"_index":"cities","_type":"city"}} 2181 | {"city":"Pomptje", "location": {"lat": 51.2, "lon": 3.033333}} 2182 | {"index":{"_index":"cities","_type":"city"}} 2183 | {"city":"Pont d Boesinghe", "location": {"lat": 50.883333, "lon": 2.866667}} 2184 | {"index":{"_index":"cities","_type":"city"}} 2185 | {"city":"Ponthoek", "location": {"lat": 50.95, "lon": 3.45}} 2186 | {"index":{"_index":"cities","_type":"city"}} 2187 | {"city":"Pont Rouge", "location": {"lat": 50.733333, "lon": 2.933333}} 2188 | {"index":{"_index":"cities","_type":"city"}} 2189 | {"city":"Poorterhoek", "location": {"lat": 51.083333, "lon": 3.1}} 2190 | 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50.766667, "lon": 2.916667}} 2238 | {"index":{"_index":"cities","_type":"city"}} 2239 | {"city":"Quevaucamp", "location": {"lat": 50.716667, "lon": 3.266667}} 2240 | {"index":{"_index":"cities","_type":"city"}} 2241 | {"city":"Quevaucamps", "location": {"lat": 50.716667, "lon": 3.266667}} 2242 | {"index":{"_index":"cities","_type":"city"}} 2243 | {"city":"Raaptorf", "location": {"lat": 50.766667, "lon": 3.416667}} 2244 | {"index":{"_index":"cities","_type":"city"}} 2245 | {"city":"Rakske", "location": {"lat": 51.066667, "lon": 3.3}} 2246 | {"index":{"_index":"cities","_type":"city"}} 2247 | {"city":"Ramscappelle", "location": {"lat": 51.116667, "lon": 2.766667}} 2248 | {"index":{"_index":"cities","_type":"city"}} 2249 | {"city":"Ramskapelle", "location": {"lat": 51.116667, "lon": 2.766667}} 2250 | {"index":{"_index":"cities","_type":"city"}} 2251 | {"city":"Rateling", "location": {"lat": 51.05, "lon": 3.3}} 2252 | {"index":{"_index":"cities","_type":"city"}} 2253 | {"city":"Rattekot", 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"location": {"lat": 51.116667, "lon": 2.683333}} 3174 | {"index":{"_index":"cities","_type":"city"}} 3175 | {"city":"Witte Poorthoek", "location": {"lat": 51.083333, "lon": 2.883333}} 3176 | {"index":{"_index":"cities","_type":"city"}} 3177 | {"city":"Woesten", "location": {"lat": 50.9, "lon": 2.783333}} 3178 | {"index":{"_index":"cities","_type":"city"}} 3179 | {"city":"Woumen", "location": {"lat": 51, "lon": 2.866667}} 3180 | {"index":{"_index":"cities","_type":"city"}} 3181 | {"city":"Wulfdam", "location": {"lat": 50.85, "lon": 3.15}} 3182 | {"index":{"_index":"cities","_type":"city"}} 3183 | {"city":"Wulgebroek", "location": {"lat": 51.166667, "lon": 3.233333}} 3184 | {"index":{"_index":"cities","_type":"city"}} 3185 | {"city":"Wulpendamme", "location": {"lat": 51.083333, "lon": 2.683333}} 3186 | {"index":{"_index":"cities","_type":"city"}} 3187 | {"city":"Wulpen", "location": {"lat": 51.1, "lon": 2.7}} 3188 | {"index":{"_index":"cities","_type":"city"}} 3189 | {"city":"Wulvergem", "location": {"lat": 50.75, "lon": 2.85}} 3190 | {"index":{"_index":"cities","_type":"city"}} 3191 | {"city":"Wulverghem", "location": {"lat": 50.75, "lon": 2.85}} 3192 | {"index":{"_index":"cities","_type":"city"}} 3193 | {"city":"Wulveringem", "location": {"lat": 51.016667, "lon": 2.633333}} 3194 | {"index":{"_index":"cities","_type":"city"}} 3195 | {"city":"Wulveringhem", "location": {"lat": 51.016667, "lon": 2.633333}} 3196 | {"index":{"_index":"cities","_type":"city"}} 3197 | {"city":"Wydendreft", "location": {"lat": 50.916667, "lon": 2.9}} 3198 | {"index":{"_index":"cities","_type":"city"}} 3199 | {"city":"Wynendaele", "location": {"lat": 50.966667, "lon": 3.116667}} 3200 | {"index":{"_index":"cities","_type":"city"}} 3201 | {"city":"Wynendael", "location": {"lat": 51.083333, "lon": 3.066667}} 3202 | {"index":{"_index":"cities","_type":"city"}} 3203 | {"city":"Wynghene", "location": {"lat": 51.066667, "lon": 3.266667}} 3204 | {"index":{"_index":"cities","_type":"city"}} 3205 | {"city":"Wytschaete", "location": {"lat": 50.783333, "lon": 2.866667}} 3206 | {"index":{"_index":"cities","_type":"city"}} 3207 | {"city":"Wytstraat", "location": {"lat": 51.066667, "lon": 3.366667}} 3208 | {"index":{"_index":"cities","_type":"city"}} 3209 | {"city":"Ypres", "location": {"lat": 50.85, "lon": 2.883333}} 3210 | {"index":{"_index":"cities","_type":"city"}} 3211 | {"city":"Zandberg", "location": {"lat": 50.933333, "lon": 3.25}} 3212 | {"index":{"_index":"cities","_type":"city"}} 3213 | {"city":"Zandeke Molen", "location": {"lat": 51.05, "lon": 2.7}} 3214 | {"index":{"_index":"cities","_type":"city"}} 3215 | {"city":"Zandevlakte", "location": {"lat": 51.116667, "lon": 2.916667}} 3216 | {"index":{"_index":"cities","_type":"city"}} 3217 | {"city":"Zande", "location": {"lat": 51.116667, "lon": 2.916667}} 3218 | {"index":{"_index":"cities","_type":"city"}} 3219 | {"city":"Zandvlakte", "location": {"lat": 51.116667, "lon": 2.916667}} 3220 | {"index":{"_index":"cities","_type":"city"}} 3221 | {"city":"Zandvoordebrugge", "location": {"lat": 51.183333, "lon": 2.983333}} 3222 | {"index":{"_index":"cities","_type":"city"}} 3223 | {"city":"Zandvoordebrug", "location": {"lat": 51.183333, "lon": 2.983333}} 3224 | {"index":{"_index":"cities","_type":"city"}} 3225 | {"city":"Zandvoorde", "location": {"lat": 50.816667, "lon": 2.966667}} 3226 | {"index":{"_index":"cities","_type":"city"}} 3227 | {"city":"Zarrelinge", "location": {"lat": 51.016667, "lon": 2.95}} 3228 | {"index":{"_index":"cities","_type":"city"}} 3229 | {"city":"Zarrenlinde", "location": {"lat": 51.016667, "lon": 2.95}} 3230 | {"index":{"_index":"cities","_type":"city"}} 3231 | {"city":"Zarren", "location": {"lat": 51.016667, "lon": 2.95}} 3232 | {"index":{"_index":"cities","_type":"city"}} 3233 | {"city":"Zavelhoek", "location": {"lat": 51, "lon": 2.733333}} 3234 | {"index":{"_index":"cities","_type":"city"}} 3235 | {"city":"Zedelgem", "location": {"lat": 51.15, "lon": 3.133333}} 3236 | {"index":{"_index":"cities","_type":"city"}} 3237 | {"city":"Zedelghem", "location": {"lat": 51.15, "lon": 3.133333}} 3238 | {"index":{"_index":"cities","_type":"city"}} 3239 | {"city":"Zeebrugge", "location": {"lat": 51.333333, "lon": 3.2}} 3240 | {"index":{"_index":"cities","_type":"city"}} 3241 | {"city":"Zeemanshaard", "location": {"lat": 51.333333, "lon": 3.216667}} 3242 | {"index":{"_index":"cities","_type":"city"}} 3243 | {"city":"Zeepanne", "location": {"lat": 51.1, "lon": 2.616667}} 3244 | {"index":{"_index":"cities","_type":"city"}} 3245 | {"city":"Zeldonckhoek", "location": {"lat": 51.133333, "lon": 3.366667}} 3246 | {"index":{"_index":"cities","_type":"city"}} 3247 | {"city":"Zeldonck", "location": {"lat": 51.15, "lon": 3.383333}} 3248 | {"index":{"_index":"cities","_type":"city"}} 3249 | {"city":"Zeldonkhoek", "location": {"lat": 51.133333, "lon": 3.366667}} 3250 | {"index":{"_index":"cities","_type":"city"}} 3251 | {"city":"Zeldonk", "location": {"lat": 51.15, "lon": 3.383333}} 3252 | {"index":{"_index":"cities","_type":"city"}} 3253 | {"city":"Zelte", "location": {"lat": 51.15, "lon": 2.816667}} 3254 | {"index":{"_index":"cities","_type":"city"}} 3255 | {"city":"Zerkegem", "location": {"lat": 51.166667, "lon": 3.066667}} 3256 | {"index":{"_index":"cities","_type":"city"}} 3257 | {"city":"Zerkeghem", "location": {"lat": 51.166667, "lon": 3.066667}} 3258 | {"index":{"_index":"cities","_type":"city"}} 3259 | {"city":"Zeswegen", "location": {"lat": 51.033333, "lon": 3.2}} 3260 | {"index":{"_index":"cities","_type":"city"}} 3261 | {"city":"Zeswege", "location": {"lat": 51.033333, "lon": 3.2}} 3262 | {"index":{"_index":"cities","_type":"city"}} 3263 | {"city":"Zevecoote", "location": {"lat": 51.183333, "lon": 3.066667}} 3264 | {"index":{"_index":"cities","_type":"city"}} 3265 | {"city":"Zevecoten", "location": {"lat": 50.766667, "lon": 3.25}} 3266 | {"index":{"_index":"cities","_type":"city"}} 3267 | {"city":"Zevecote", "location": {"lat": 51.133333, "lon": 2.916667}} 3268 | {"index":{"_index":"cities","_type":"city"}} 3269 | {"city":"Zevekote", "location": {"lat": 50.766667, "lon": 3.25}} 3270 | {"index":{"_index":"cities","_type":"city"}} 3271 | {"city":"Zillebeke", "location": {"lat": 50.833333, "lon": 2.916667}} 3272 | {"index":{"_index":"cities","_type":"city"}} 3273 | {"city":"Zilverberg", "location": {"lat": 50.916667, "lon": 3.1}} 3274 | {"index":{"_index":"cities","_type":"city"}} 3275 | {"city":"Zoetenaey", "location": {"lat": 51.05, "lon": 2.75}} 3276 | {"index":{"_index":"cities","_type":"city"}} 3277 | {"city":"Zonnebeke", "location": {"lat": 50.866667, "lon": 2.983333}} 3278 | {"index":{"_index":"cities","_type":"city"}} 3279 | {"city":"Zonnebergen", "location": {"lat": 50.783333, "lon": 3.333333}} 3280 | {"index":{"_index":"cities","_type":"city"}} 3281 | {"city":"Zonneberghen", "location": {"lat": 50.783333, "lon": 3.333333}} 3282 | {"index":{"_index":"cities","_type":"city"}} 3283 | {"city":"Zoutenaaie", "location": {"lat": 51.05, "lon": 2.75}} 3284 | {"index":{"_index":"cities","_type":"city"}} 3285 | {"city":"Zoute", "location": {"lat": 51.35, "lon": 3.3}} 3286 | {"index":{"_index":"cities","_type":"city"}} 3287 | {"city":"Zuiddamme", "location": {"lat": 51.15, "lon": 3.35}} 3288 | {"index":{"_index":"cities","_type":"city"}} 3289 | {"city":"Zuidhoek", "location": {"lat": 50.833333, "lon": 3.033333}} 3290 | {"index":{"_index":"cities","_type":"city"}} 3291 | {"city":"Zuidschote", "location": {"lat": 50.916667, "lon": 2.833333}} 3292 | {"index":{"_index":"cities","_type":"city"}} 3293 | {"city":"Zuidwijk", "location": {"lat": 51.033333, "lon": 3.416667}} 3294 | {"index":{"_index":"cities","_type":"city"}} 3295 | {"city":"Zuienkerke", "location": {"lat": 51.266667, "lon": 3.166667}} 3296 | {"index":{"_index":"cities","_type":"city"}} 3297 | {"city":"Zuyddamme", "location": {"lat": 51.15, "lon": 3.35}} 3298 | {"index":{"_index":"cities","_type":"city"}} 3299 | {"city":"Zuydschoote", "location": {"lat": 50.916667, "lon": 2.833333}} 3300 | {"index":{"_index":"cities","_type":"city"}} 3301 | {"city":"Zuyenkerke", "location": {"lat": 51.266667, "lon": 3.166667}} 3302 | {"index":{"_index":"cities","_type":"city"}} 3303 | {"city":"Zwaantjehoek", "location": {"lat": 50.9, "lon": 3.316667}} 3304 | {"index":{"_index":"cities","_type":"city"}} 3305 | {"city":"Zwaantjeshoek", "location": {"lat": 50.9, "lon": 3.316667}} 3306 | {"index":{"_index":"cities","_type":"city"}} 3307 | {"city":"Zwaantje", "location": {"lat": 51.016667, "lon": 2.633333}} 3308 | {"index":{"_index":"cities","_type":"city"}} 3309 | {"city":"Zwaan", "location": {"lat": 51.216667, "lon": 3.333333}} 3310 | {"index":{"_index":"cities","_type":"city"}} 3311 | {"city":"Zwaene", "location": {"lat": 51.216667, "lon": 3.333333}} 3312 | {"index":{"_index":"cities","_type":"city"}} 3313 | {"city":"Zwaenge", "location": {"lat": 51.016667, "lon": 2.633333}} 3314 | {"index":{"_index":"cities","_type":"city"}} 3315 | {"city":"Zwankendamme", "location": {"lat": 51.316667, "lon": 3.2}} 3316 | {"index":{"_index":"cities","_type":"city"}} 3317 | {"city":"Zwartegat", "location": {"lat": 50.983333, "lon": 2.916667}} 3318 | {"index":{"_index":"cities","_type":"city"}} 3319 | {"city":"Zwarteleen", "location": {"lat": 50.816667, "lon": 2.916667}} 3320 | {"index":{"_index":"cities","_type":"city"}} 3321 | {"city":"Zwarte-Peerd", "location": {"lat": 51.016667, "lon": 2.666667}} 3322 | {"index":{"_index":"cities","_type":"city"}} 3323 | {"city":"Zwartpaard", "location": {"lat": 51.016667, "lon": 2.666667}} 3324 | {"index":{"_index":"cities","_type":"city"}} 3325 | {"city":"Zwart-Paerd", "location": {"lat": 51.016667, "lon": 2.666667}} 3326 | {"index":{"_index":"cities","_type":"city"}} 3327 | {"city":"Zwart Peerd", "location": {"lat": 51.016667, "lon": 2.666667}} 3328 | {"index":{"_index":"cities","_type":"city"}} 3329 | {"city":"Zwevegem", "location": {"lat": 50.8, "lon": 3.333333}} 3330 | {"index":{"_index":"cities","_type":"city"}} 3331 | {"city":"Zwevezele", "location": {"lat": 51.033333, "lon": 3.2}} 3332 | {"index":{"_index":"cities","_type":"city"}} 3333 | {"city":"Zwin", "location": {"lat": 51.366667, "lon": 3.366667}} 3334 | -------------------------------------------------------------------------------- /data/13_geo_search.json: -------------------------------------------------------------------------------- 1 | #Search all places within a 5km radius of Diksmuide 2 | POST /cities/city/_search 3 | { 4 | "size": 200, 5 | "sort": [ 6 | { 7 | "city": { 8 | "order": "asc" 9 | } 10 | } 11 | ], 12 | "query": { 13 | "bool": { 14 | "must": { 15 | "match_all": {} 16 | }, 17 | "filter": { 18 | "geo_distance": { 19 | "distance": "5km", 20 | "location": { 21 | "lat": 51.033333, 22 | "lon": 2.866667 23 | 24 | } 25 | } 26 | } 27 | } 28 | } 29 | } 30 | #Draw a bounding box that contains Koksijde & Nieuwpoort 31 | POST /cities/city/_search 32 | { 33 | "size": 200, 34 | "query": { 35 | "bool": { 36 | "filter": { 37 | "geo_bounding_box": { 38 | "location": { 39 | "bottom_left": { 40 | "lat": 51.1, 41 | "lon": 2.6 42 | }, 43 | "top_right": { 44 | "lat": 51.2, 45 | "lon": 2.7 46 | } 47 | } 48 | } 49 | } 50 | } 51 | } 52 | } 53 | } 54 | -------------------------------------------------------------------------------- /data/14_aggregation_data.json: -------------------------------------------------------------------------------- 1 | DELETE /cars 2 | POST /cars/transactions/_bulk 3 | { "index": {}} 4 | { "price" : 10000, "color" : "red", "make" : "honda", "sold" : "2014-10-28" } 5 | { "index": {}} 6 | { "price" : 20000, "color" : "red", "make" : "honda", "sold" : "2014-11-05" } 7 | { "index": {}} 8 | { "price" : 30000, "color" : "green", "make" : "ford", "sold" : "2014-05-18" } 9 | { "index": {}} 10 | { "price" : 15000, "color" : "blue", "make" : "toyota", "sold" : "2014-07-02" } 11 | { "index": {}} 12 | { "price" : 12000, "color" : "green", "make" : "toyota", "sold" : "2014-08-19" } 13 | { "index": {}} 14 | { "price" : 20000, "color" : "red", "make" : "honda", "sold" : "2014-11-05" } 15 | { "index": {}} 16 | { "price" : 80000, "color" : "red", "make" : "bmw", "sold" : "2014-01-01" } 17 | { "index": {}} 18 | { "price" : 25000, "color" : "blue", "make" : "ford", "sold" : "2014-02-12" } 19 | -------------------------------------------------------------------------------- /data/15_aggregations.json: -------------------------------------------------------------------------------- 1 | #List the top 10 most popular bloggers: this will basically return a count of all the posts ("doc_count"), grouped by author 2 | POST /blog/_search 3 | { 4 | "size": 0, 5 | "aggs": { 6 | "popular_bloggers": { 7 | "terms": { 8 | "field": "author", 9 | "size": 10 10 | } 11 | } 12 | } 13 | } 14 | #List the top 10 most popular bloggers and the languages they write in 15 | POST /blog/_search 16 | { 17 | "size": 0, 18 | "aggs": { 19 | "popular_bloggers": { 20 | "terms": { 21 | "field": "author", 22 | "size": 10 23 | }, 24 | "aggs": { 25 | "used_languages": { 26 | "terms": { 27 | "field": "language", 28 | "size": 10 29 | } 30 | } 31 | } 32 | } 33 | } 34 | } 35 | #Number of blog posts written in Dutch per month,in 2016 36 | POST /blog/_search 37 | { 38 | "size":0, 39 | "query": { 40 | "bool": { 41 | "filter": { 42 | "bool": { 43 | "must": [ 44 | { 45 | "range": { 46 | "date": { 47 | "gte": "2016-01-01", 48 | "lte": "2016-12-31", 49 | "format": "yyyy-MM-dd" 50 | } 51 | } 52 | }, 53 | { 54 | "term": { 55 | "language": "nl" 56 | } 57 | } 58 | ] 59 | } 60 | } 61 | } 62 | }, 63 | "aggs": { 64 | "number_of_posts_per_month_in_2016": { 65 | "date_histogram": { 66 | "field": "date", 67 | "interval": "month", 68 | "format": "MMMM" 69 | } 70 | } 71 | } 72 | } 73 | #List the top 3 most popular cars. 74 | #The "make" field is mapped as a string. Strings are converted to the "text" type, which means they get analyzed. 75 | #The original value isn't stored in the field data, only the analyzed and tokenized version. 76 | #Luckily, strings also get a custom "keyword" field that is mapped as a "keyword" type. This can be used for aggregations. 77 | POST /cars/_search 78 | { 79 | "size": 0, 80 | "aggs": { 81 | "popular_cars": { 82 | "terms": { 83 | "field": "make.keyword", 84 | "size": 3 85 | } 86 | } 87 | } 88 | } 89 | #Average price for a car 90 | POST /cars/_search 91 | { 92 | "size": 0, 93 | "aggs": { 94 | "average_price": { 95 | "avg": { 96 | "field": "price" 97 | } 98 | } 99 | } 100 | } 101 | #Extended statistics about the price of a car 102 | POST /cars/_search 103 | { 104 | "size": 0, 105 | "aggs": { 106 | "price_statistics": { 107 | "extended_stats": { 108 | "field": "price" 109 | } 110 | } 111 | } 112 | } 113 | #Total revenue for cars per price range, with an interval of 20000 114 | POST /cars/transactions/_search 115 | { 116 | "size": 0, 117 | "aggs":{ 118 | "price":{ 119 | "histogram":{ 120 | "field": "price", 121 | "interval": 20000 122 | }, 123 | "aggs":{ 124 | "revenue": { 125 | "sum": { 126 | "field": "price" 127 | } 128 | } 129 | } 130 | } 131 | } 132 | } 133 | #Average price of a Ford vs. the total average price of all cars 134 | POST /cars/transactions/_search 135 | { 136 | "size": 0, 137 | "query": { 138 | "match": { 139 | "make": "ford" 140 | } 141 | }, 142 | "aggs": { 143 | "single_avg_price": { 144 | "avg": { "field": "price" } 145 | }, 146 | "all": { 147 | "global": {}, 148 | "aggs": { 149 | "avg_price": { 150 | "avg": { "field": "price" } 151 | } 152 | 153 | } 154 | } 155 | } 156 | } 157 | -------------------------------------------------------------------------------- /data/1_basics.json: -------------------------------------------------------------------------------- 1 | #Welcome to ElasticSearch 2 | GET / 3 | #Get all documents, from all indices, from all types 4 | GET /_search 5 | #Count all documents, from all indices, from all types 6 | GET /_count 7 | #Add document to "company" index in "employee" type with id 1 8 | POST /company/employee/1 9 | { 10 | "name": "Feryn" 11 | } 12 | #Retrieve document 1 from "company" index in "employee" type 13 | GET /company/employee/1 14 | #Only get the source, not the meta data 15 | GET /company/employee/1/_source 16 | #Add employee number 2 17 | POST /company/employee/2 18 | { 19 | "firstname": "Jonas", 20 | "name": "Dhaenens" 21 | } 22 | #Add employee 3, don't choose the id yourself 23 | POST /company/employee/ 24 | { 25 | "firstname": "Stijn", 26 | "name": "Claerhout" 27 | } 28 | #Overwrite employee 1 29 | POST /company/employee/1 30 | { 31 | "firstname": "Thijs" 32 | } 33 | #Retrieve employee 1 again 34 | GET /company/employee/1 35 | #Do a partial update on employee 1 36 | POST /company/employee/1/_update 37 | { 38 | "doc": { 39 | "name": "Feryn" 40 | } 41 | } 42 | #Looks better 43 | GET /company/employee/1 44 | #Insert + update = upsert 45 | POST /company/employee/3/_update 46 | { 47 | "doc": { 48 | "firstname": "Frederik", 49 | "name": "Poelman" 50 | }, 51 | "doc_as_upsert": true 52 | } 53 | #Gotta search 'em all 54 | POST /company/_search 55 | -------------------------------------------------------------------------------- /data/3_search.json: -------------------------------------------------------------------------------- 1 | #Search for the term "thijs" in the "title" field 2 | POST /blog/_search 3 | { 4 | "query": { 5 | "match": { 6 | "title": "thijs" 7 | } 8 | } 9 | } 10 | #Search for the term "thijs" or "combell" in the "title" field 11 | POST /blog/_search 12 | { 13 | "query": { 14 | "match": { 15 | "title": "thijs combell" 16 | } 17 | } 18 | } 19 | #Search for the terms "thijs" and "combell" in the "title" field 20 | POST /blog/_search 21 | { 22 | "query": { 23 | "match": { 24 | "title": { 25 | "query": "combell thijs", 26 | "operator": "and" 27 | } 28 | } 29 | } 30 | } 31 | #Search for the term "vagrant thijs varnish". Results should match 67% (i.e. 2 out of 3) of words (clauses) 32 | POST /blog/_search 33 | { 34 | "query": { 35 | "match": { 36 | "title": { 37 | "query": "vagrant thijs varnish", 38 | "minimum_should_match": "67%" 39 | } 40 | } 41 | } 42 | } 43 | #Search for "vagrant" and "chef". The terms should be next to eachother 44 | POST /blog/_search 45 | { 46 | "query": { 47 | "match_phrase": { 48 | "title": { 49 | "query": "vagrant chef", 50 | "slop": 1 51 | } 52 | } 53 | } 54 | } 55 | #Search for "vagrant" and "chef". The terms should be at most 2 positions apart 56 | POST /blog/_search 57 | { 58 | "query": { 59 | "match_phrase": { 60 | "title": { 61 | "query": "vagrant chef", 62 | "slop": 2 63 | } 64 | } 65 | } 66 | } 67 | -------------------------------------------------------------------------------- /data/4_analysis.json: -------------------------------------------------------------------------------- 1 | POST /_analyze 2 | { 3 | "analyzer": "standard", 4 | "text": "Hey man, how are you doing?" 5 | } 6 | POST /_analyze 7 | { 8 | "analyzer": "whitespace", 9 | "text": "Hey man, how are you doing?" 10 | } 11 | POST /_analyze 12 | { 13 | "analyzer": "english", 14 | "text": "Hey man, how are you doing?" 15 | } 16 | POST /_analyze 17 | { 18 | "analyzer": "dutch", 19 | "text": "Hey man, how are you doing?" 20 | } 21 | POST /_analyze 22 | { 23 | "analyzer": "dutch", 24 | "text": "De koetsier poetst de postkoets met postkoetspoets" 25 | } 26 | -------------------------------------------------------------------------------- /data/5_schemaless.json: -------------------------------------------------------------------------------- 1 | #Find blog posts that have an id between 100 & 150 2 | POST /blog/_search 3 | { 4 | "query": { 5 | "range": { 6 | "guid": { 7 | "gte": 100, 8 | "lte": 150 9 | } 10 | } 11 | } 12 | } 13 | #Find blog posts written in January 2016 14 | POST /blog/_search 15 | { 16 | "query": { 17 | "range": { 18 | "date": { 19 | "gte": "2016-01-01", 20 | "lt": "2016-02-01", 21 | "format": "yyyy-MM-dd" 22 | } 23 | } 24 | } 25 | } 26 | 27 | #Perform a wildcard search for blog posts published at 11:50 AM using the analyzed date field 28 | POST /blog/_search 29 | { 30 | "_source": "date", 31 | "query": { 32 | "wildcard": { 33 | "date": { 34 | "value": "*11:50*" 35 | } 36 | } 37 | } 38 | } 39 | #Perform a wildcard search for blog posts published at 11:50 AM using the non-analyzed date field 40 | POST /blog/_search 41 | { 42 | "_source": "date", 43 | "query": { 44 | "wildcard": { 45 | "date.keyword": { 46 | "value": "*11:50*" 47 | } 48 | } 49 | } 50 | } 51 | #Schemaless? Not really, ElasticSearch guesses and creates a schema for you 52 | GET /blog/_mapping 53 | #Example with integers instead of numbers in a string field 54 | POST /_bulk 55 | {"index":{"_index":"test","_type":"test"}} 56 | {"guid": 1, "date": "2016-01-01"} 57 | {"index":{"_index":"test","_type":"test"}} 58 | {"guid": 2, "date": "2016-01-02"} 59 | {"index":{"_index":"test","_type":"test"}} 60 | {"guid": 10, "date": "2015-03-01"} 61 | {"index":{"_index":"test","_type":"test"}} 62 | {"guid": 20, "date": "2016-05-12"} 63 | {"index":{"_index":"test","_type":"test"}} 64 | {"guid": 100,"date": "2016-01-12"} 65 | {"index":{"_index":"test","_type":"test"}} 66 | {"guid": 150, "date": "2016-03-01"} 67 | {"index":{"_index":"test","_type":"test"}} 68 | {"guid": 170, "date": "2015-12-12"} 69 | {"index":{"_index":"test","_type":"test"}} 70 | {"guid": 1500, "date": "2016-02-14"} 71 | {"index":{"_index":"test","_type":"test"}} 72 | {"guid": 1700, "date": "2015-11-11"} 73 | #Test the range again 74 | POST /test/_search 75 | { 76 | "query": { 77 | "range": { 78 | "guid": { 79 | "gte": 100, 80 | "lte": 150 81 | } 82 | } 83 | } 84 | } 85 | #Find range again for dates 86 | POST /test/_search 87 | { 88 | "query": { 89 | "range": { 90 | "date": { 91 | "gte": "2016-01-01", 92 | "lt": "2016-02-01" 93 | } 94 | } 95 | } 96 | } 97 | #See how ElasticSearch mapped it 98 | GET /test/_mapping 99 | DELETE /test 100 | -------------------------------------------------------------------------------- /data/7_with_schema.json: -------------------------------------------------------------------------------- 1 | #Find blog posts that have an id between 100 & 150, with correct schema 2 | POST /blog/_search 3 | { 4 | "query": { 5 | "range": { 6 | "guid": { 7 | "gte": 100, 8 | "lte": 150 9 | } 10 | } 11 | } 12 | } 13 | #Find blog posts that have an id between 6150 and 6200, with correct schema 14 | POST /blog/_search 15 | { 16 | "query": { 17 | "range": { 18 | "guid": { 19 | "gte": 6150, 20 | "lte": 6200 21 | } 22 | } 23 | } 24 | } 25 | #Find blog posts written in January 2016, with correct schema 26 | POST /blog/_search 27 | { 28 | "query": { 29 | "range": { 30 | "date": { 31 | "gte": "2016-01-01", 32 | "lt": "2016-02-01", 33 | "format": "yyyy-MM-dd" 34 | } 35 | } 36 | } 37 | } 38 | -------------------------------------------------------------------------------- /data/9_queries_and_filters.json: -------------------------------------------------------------------------------- 1 | #Get the mapping of the blog index 2 | GET /blog/_mapping 3 | #Perform a prefix query in "query context" on the non-analyzed values 4 | POST /blog/_search 5 | { 6 | "query": { 7 | "prefix": { 8 | "title.keyword": "My Combell Power Tips:" 9 | } 10 | } 11 | } 12 | #Perform a prefix query in "filter context" on the non-analyzed values 13 | POST /blog/_search 14 | { 15 | "query": { 16 | "bool": { 17 | "filter": { 18 | "prefix": { 19 | "title.keyword": "My Combell Power Tips:" 20 | } 21 | } 22 | } 23 | } 24 | } 25 | #Execute a query on the title field which is analyzed 26 | POST /blog/_search 27 | { 28 | "query": { 29 | "match": { 30 | "title": "Tips:" 31 | } 32 | } 33 | } 34 | #Combined multiple filters in a boolean query (must => and, must_not => not, should => or) 35 | POST /blog/_search 36 | { 37 | "query": { 38 | "bool": { 39 | "filter": [ 40 | { 41 | "bool": { 42 | "must": [ 43 | { 44 | "term": { 45 | "language": "en" 46 | } 47 | }, 48 | { 49 | "range": { 50 | "date": { 51 | "gte": "2016-01-01", 52 | "format": "yyyy-MM-dd" 53 | } 54 | } 55 | } 56 | ], 57 | "must_not": [ 58 | { 59 | "term": { 60 | "category": "joomla" 61 | } 62 | } 63 | ], 64 | "should": [ 65 | { 66 | "term": { 67 | "category": "Hosting" 68 | } 69 | }, 70 | { 71 | "term": { 72 | "category": "evangelist" 73 | } 74 | } 75 | ] 76 | } 77 | } 78 | ] 79 | } 80 | } 81 | } 82 | 83 | #Combined multiple queries in a boolean query (must => and, must_not => not, should => or) 84 | #Should behave differently in query mode, than in filter mode 85 | POST /blog/_search 86 | { 87 | "query": { 88 | "bool": { 89 | "must": [ 90 | { 91 | "term": { 92 | "language": "en" 93 | } 94 | }, 95 | { 96 | "range": { 97 | "date": { 98 | "gte": "2016-01-01", 99 | "format": "yyyy-MM-dd" 100 | } 101 | } 102 | } 103 | ], 104 | "must_not": [ 105 | { 106 | "term": { 107 | "category": "joomla" 108 | } 109 | } 110 | ], 111 | "should": [ 112 | { 113 | "term": { 114 | "category": "Hosting" 115 | } 116 | }, 117 | { 118 | "term": { 119 | "category": "evangelist" 120 | } 121 | } 122 | ] 123 | } 124 | } 125 | } 126 | --------------------------------------------------------------------------------