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- ---
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- license: apache-2.0
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- ---
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ ---
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+ license: apache-2.0
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+ ---
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+ # Access FSQ OS Places
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+
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+ With Foursquare’s Open Source Places, you can access free data to accelerate geospatial innovation and insights. View the [Places OS Data Schemas](https://docs.foursquare.com/data-products/docs/places-os-data-schema) for a full list of available attributes.
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+
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+ ## Prerequisites
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+
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+ In order to access Foursquare's Open Source Places data, you will need the following files:
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+
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+ - Parquet Files:
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+ - **Places** - [release/dt=2024-11-19/places/parquet](https://huggingface.co/datasets/foursquarelabsadmin/fsq-open-src-places-test/tree/main/release/dt%3D2024-11-19/places/parquet)
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+ - **Categories** - [release/dt=2024-11-19/categories/parquet](https://huggingface.co/datasets/foursquarelabsadmin/fsq-open-src-places-test/tree/main/release/dt%3D2024-11-19/categories/parquet)
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+
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+
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+ ## Example Queries
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+
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+ The following are examples on how to query FSQ Open Source Places using Athena and Spark:
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+
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+ - Filter [Categories](https://docs.foursquare.com/data-products/docs/categories#places-open-source--propremium-flat-file) by the parent level
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+ - Filter out [non-commercial venues](#non-commercial-categories-table)
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+ - Find open and recently active POI
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+
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+ ### Filter by Parent Level Category
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+
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+ **Presto/Athena**
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+ ```sql Presto/Athena
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+ WITH places_exploded_categories AS (
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+ -- Unnest categories array
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+ SELECT fsq_place_id,
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+ cid as fsq_category_id
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+ FROM places p
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+ CROSS JOIN UNNEST(p.fsq_category_ids) AS t(cid)
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+ ),
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+ distinct_places AS (
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+ SELECT
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+ DISTINCT(fsq_place_id) -- Get distinct ids to reduce duplicates from cross join
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+ FROM places_exploded_categories p
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+ JOIN fsq.category c -- Join to categories to filter on Level 2 Category
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+ ON p.fsq_category_id = c.category_id
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+ WHERE c.level2_category_id = '4d4b7105d754a06374d81259' -- Restaurants
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+ )
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+ SELECT * FROM places
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+ WHERE fsq_place_id IN (SELECT fsq_place_id FROM distinct_places)
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+
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+ ```
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+ **SparkSQL**
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+ ```sql SparkSQL
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+ WITH places_exploded_categories AS (
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+ -- Unnest categories array
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+ SELECT fsq_place_id,
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+ name,
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+ explode(fsq_category_ids) as fsq_category_id
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+ FROM places
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+ ),
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+ distinct_places AS (
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+ SELECT
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+ DISTINCT(fsq_place_id) -- Get distinct ids to reduce duplicates from explode function
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+ FROM places_exploded_categories p
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+ JOIN fsq.category c -- Join to categories to filter on Level 2 Category
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+ ON p.fsq_category_id = c.category_id
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+ WHERE c.level2_category_id = '4d4b7105d754a06374d81259' -- Restaurants
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+ )
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+ SELECT * FROM places
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+ WHERE fsq_place_id IN (SELECT fsq_place_id FROM distinct_places)
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+ ```
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+ ### Filter out Non-Commercial Categories
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+ **Presto/Athena**
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+ ```sql Presto/Athena
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+ SELECT * FROM places
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+ WHERE arrays_overlap(fsq_category_ids, ARRAY['4bf58dd8d48988d1f0931735' -- Airport Gate
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+ '62d587aeda6648532de2b88c' -- Beer Festival
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+ '4bf58dd8d48988d12b951735' -- Bus Line
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+ '52f2ab2ebcbc57f1066b8b3b' -- Christmas Market
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+ '50aa9e094b90af0d42d5de0d' -- City
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+ '5267e4d9e4b0ec79466e48c6' -- Conference
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+ '5267e4d9e4b0ec79466e48c9' -- Convention
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+ '530e33ccbcbc57f1066bbff7' -- Country
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+ '5345731ebcbc57f1066c39b2' -- County
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+ '63be6904847c3692a84b9bb7' -- Entertainment Event
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+ '4d4b7105d754a06373d81259' -- Event
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+ '5267e4d9e4b0ec79466e48c7' -- Festival
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+ '4bf58dd8d48988d132951735' -- Hotel Pool
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+ '52f2ab2ebcbc57f1066b8b4c' -- Intersection
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+ '50aaa4314b90af0d42d5de10' -- Island
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+ '58daa1558bbb0b01f18ec1fa' -- Line
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+ '63be6904847c3692a84b9bb8' -- Marketplace
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+ '4f2a23984b9023bd5841ed2c' -- Moving Target
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+ '5267e4d9e4b0ec79466e48d1' -- Music Festival
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+ '4f2a25ac4b909258e854f55f' -- Neighborhood
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+ '5267e4d9e4b0ec79466e48c8' -- Other Event
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+ '52741d85e4b0d5d1e3c6a6d9' -- Parade
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+ '4bf58dd8d48988d1f7931735' -- Plane
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+ '4f4531504b9074f6e4fb0102' -- Platform
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+ '4cae28ecbf23941eb1190695' -- Polling Place
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+ '4bf58dd8d48988d1f9931735' -- Road
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+ '5bae9231bedf3950379f89c5' -- Sporting Event
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+ '530e33ccbcbc57f1066bbff8' -- State
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+ '530e33ccbcbc57f1066bbfe4' -- States and Municipalities
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+ '52f2ab2ebcbc57f1066b8b54' -- Stoop Sale
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+ '5267e4d8e4b0ec79466e48c5' -- Street Fair
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+ '53e0feef498e5aac066fd8a9' -- Street Food Gathering
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+ '4bf58dd8d48988d130951735' -- Taxi
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+ '530e33ccbcbc57f1066bbff3' -- Town
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+ '5bae9231bedf3950379f89c3' -- Trade Fair
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+ '4bf58dd8d48988d12a951735' -- Train
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+ '52e81612bcbc57f1066b7a24' -- Tree
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+ '530e33ccbcbc57f1066bbff9' -- Village
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+ ]) = false
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+ ```
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+ **SparkSQL**
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+ ```sql SparkSQL
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+ SELECT *
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+ FROM places
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+ WHERE arrays_overlap(fsq_category_ids, array('4bf58dd8d48988d1f0931735' -- Airport Gate
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+ '62d587aeda6648532de2b88c' -- Beer Festival
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+ '4bf58dd8d48988d12b951735' -- Bus Line
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+ '52f2ab2ebcbc57f1066b8b3b' -- Christmas Market
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+ '50aa9e094b90af0d42d5de0d' -- City
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+ '5267e4d9e4b0ec79466e48c6' -- Conference
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+ '5267e4d9e4b0ec79466e48c9' -- Convention
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+ '530e33ccbcbc57f1066bbff7' -- Country
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+ '5345731ebcbc57f1066c39b2' -- County
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+ '63be6904847c3692a84b9bb7' -- Entertainment Event
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+ '4d4b7105d754a06373d81259' -- Event
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+ '5267e4d9e4b0ec79466e48c7' -- Festival
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+ '4bf58dd8d48988d132951735' -- Hotel Pool
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+ '52f2ab2ebcbc57f1066b8b4c' -- Intersection
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+ '50aaa4314b90af0d42d5de10' -- Island
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+ '58daa1558bbb0b01f18ec1fa' -- Line
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+ '63be6904847c3692a84b9bb8' -- Marketplace
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+ '4f2a23984b9023bd5841ed2c' -- Moving Target
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+ '5267e4d9e4b0ec79466e48d1' -- Music Festival
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+ '4f2a25ac4b909258e854f55f' -- Neighborhood
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+ '5267e4d9e4b0ec79466e48c8' -- Other Event
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+ '52741d85e4b0d5d1e3c6a6d9' -- Parade
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+ '4bf58dd8d48988d1f7931735' -- Plane
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+ '4f4531504b9074f6e4fb0102' -- Platform
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+ '4cae28ecbf23941eb1190695' -- Polling Place
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+ '4bf58dd8d48988d1f9931735' -- Road
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+ '5bae9231bedf3950379f89c5' -- Sporting Event
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+ '530e33ccbcbc57f1066bbff8' -- State
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+ '530e33ccbcbc57f1066bbfe4' -- States and Municipalities
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+ '52f2ab2ebcbc57f1066b8b54' -- Stoop Sale
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+ '5267e4d8e4b0ec79466e48c5' -- Street Fair
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+ '53e0feef498e5aac066fd8a9' -- Street Food Gathering
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+ '4bf58dd8d48988d130951735' -- Taxi
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+ '530e33ccbcbc57f1066bbff3' -- Town
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+ '5bae9231bedf3950379f89c3' -- Trade Fair
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+ '4bf58dd8d48988d12a951735' -- Train
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+ '52e81612bcbc57f1066b7a24' -- Tree
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+ '530e33ccbcbc57f1066bbff9' -- Village
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+ )) = false
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+ ```
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+
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+ ### Find Open and Recently Active POI
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+ **Presto/Athena**
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+ ```sql Presto/Athena
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+ SELECT * FROM places p
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+ WHERE p.date_closed IS NULL
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+ AND DATE(p.date_refreshed) >= DATE_ADD('day', -365, current_date);
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+ ```
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+ **SparkSQL**
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+ ```sql SparkSQL
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+ SELECT * FROM places p
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+ WHERE p.date_closed IS NULL
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+ AND p.date_refreshed >= DATE_SUB(current_date(), 365);
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+ ```
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+
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+ ## Appendix
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+
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+ ### Non-Commercial Categories Table
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+
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+ | Category Name | Category ID |
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+ | :------------------------ | :----------------------- |
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+ | Airport Gate | 4bf58dd8d48988d1f0931735 |
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+ | Beer Festival | 62d587aeda6648532de2b88c |
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+ | Bus Line | 4bf58dd8d48988d12b951735 |
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+ | Christmas Market | 52f2ab2ebcbc57f1066b8b3b |
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+ | City | 50aa9e094b90af0d42d5de0d |
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+ | Conference | 5267e4d9e4b0ec79466e48c6 |
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+ | Convention | 5267e4d9e4b0ec79466e48c9 |
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+ | Country | 530e33ccbcbc57f1066bbff7 |
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+ | County | 5345731ebcbc57f1066c39b2 |
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+ | Entertainment Event | 63be6904847c3692a84b9bb7 |
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+ | Event | 4d4b7105d754a06373d81259 |
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+ | Festival | 5267e4d9e4b0ec79466e48c7 |
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+ | Hotel Pool | 4bf58dd8d48988d132951735 |
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+ | Intersection | 52f2ab2ebcbc57f1066b8b4c |
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+ | Island | 50aaa4314b90af0d42d5de10 |
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+ | Line | 58daa1558bbb0b01f18ec1fa |
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+ | Marketplace | 63be6904847c3692a84b9bb8 |
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+ | Moving Target | 4f2a23984b9023bd5841ed2c |
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+ | Music Festival | 5267e4d9e4b0ec79466e48d1 |
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+ | Neighborhood | 4f2a25ac4b909258e854f55f |
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+ | Other Event | 5267e4d9e4b0ec79466e48c8 |
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+ | Parade | 52741d85e4b0d5d1e3c6a6d9 |
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+ | Plane | 4bf58dd8d48988d1f7931735 |
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+ | Platform | 4f4531504b9074f6e4fb0102 |
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+ | Polling Place | 4cae28ecbf23941eb1190695 |
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+ | Road | 4bf58dd8d48988d1f9931735 |
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+ | State | 530e33ccbcbc57f1066bbff8 |
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+ | States and Municipalities | 530e33ccbcbc57f1066bbfe4 |
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+ | Stopp Sale | 52f2ab2ebcbc57f1066b8b54 |
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+ | Street Fair | 5267e4d8e4b0ec79466e48c5 |
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+ | Street Food Gathering | 53e0feef498e5aac066fd8a9 |
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+ | Taxi | 4bf58dd8d48988d130951735 |
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+ | Town | 530e33ccbcbc57f1066bbff3 |
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+ | Trade Fair | 5bae9231bedf3950379f89c3 |
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+ | Train | 4bf58dd8d48988d12a951735 |
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+ | Tree | 52e81612bcbc57f1066b7a24 |
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+ | Village | 530e33ccbcbc57f1066bbff9 |