postgresql crosstab dynamic column

'SELECT kernel_id, key, value FROM test_db ORDER BY 1,2', 'SELECT DISTINCT key FROM test_db ORDER BY 1'. Recall we said the source sql should have exactly 3 columns (row header, bucket, bucketvalue). Recently, ... now the questions are asked *dynamically*. crosstab_hash is not going to help you with dynamic column names. FROM ( Some years ago, when PostgreSQL version 8.3 was released, a new extension called tablefunc was introduced. Automatically creating pivot table column names in PostgreSQL. As we previously mentioned, the crosstab function is part of a PostgreSQL extension called tablefunc. Postgresql dynamic columns. Ask Question Asked 1 year, 6 months ago. Dynamic columns should be used when it is not possible to use regular columns. ''SELECT DISTINCT field_name FROM issue_fields ORDER BY 1'') Looking for Dynamic Crosstab/Pivot help. The "extra" columns are expected to be the same for all rows with the same row_name value. asked May 29 '19 at 10:08. The crosstab function produces one output row for each consecutive group of input rows with the same row_name value. The idea is to substitute the result of this function in the crosstab query using dynamic sql.. PostgreSQL crosstab with dynamic column names and multiple input columns. I'm looking to display some data in grafana and struggling to come up with the correct query to build the table. I am trying to build a crosstab query on multiple columns. PostgreSQL 9.3:Dynamic Cross tab query. Dynamic Columns,. It would look like this below: Any help is much appreciated. Using the tablefunc extension’s crosstab function and just dynamically creating the corresponding from clause “alias” “i.e., from crosstab() as (col1 text, col2, int, col3 int ...)” should limit the complexity of the dynamic code. Your function to generate the column list is rather convoluted, the result is incorrect ( int missing after kernel_id), it can be replaced with this SQL query: And it cannot be used dynamically anyway. So, when you run it, you get the dynamic results in JSON, and you don't need to know how many values were pivoted: Edit: If you have mixed datatypes in your crosstab, you can add logic to look it up for each column with something like this: I am trying to create crosstab queries in PostgreSQL such that it automatically generates the crosstab columns instead of hardcoding it. It accepts SQLas an input parameter which in turn can be built dynamically.crosstab solution will work and is much more scalable but it's too way complex, so we even didn't consider it. PostgreSQL - PIVOT display the records using CROSSTAB, PostgreSQL statement uses the function crosstab to pivot the table records, pivot means I want to convert the rows to the column of particular column's value and want to the others column value respectively of converted rows. Passing column names dynamically for a record variable in PostgreSQL (1) . @erwin-brandstetter: The return type of the function isn't an issue if you're always returning a JSON type with the converted results. WHERE date_start between $$', ' ORDER BY date_start'') My Problem Statement: Tutorial 49 - For Loop in PostgreSQL - Duration: 8:36. It recreates the view of the given name as a crosstab of the sql specified. key_id int; Crosstab increases the readability and accessibility of the data. Imagine a source named 'Fresno, CA' (with comma in the string).split_part() would be fooled by the separator character in the string ... To avoid such corner case problems and preserve original data types, use a (well-defined!) That's what we'll cover in this article. Here's an example of results from a simple select query: Once again, I would like to flatten this to show one timestamp per line with the algorithms widened to the corresponding row. CrossTab Queries in PostgreSQL using tablefunc contrib. I was thinking of storing the result of function that generates the dynamic list of columns into a variable and use that to dynamically build the sql query. Crosstab function takes a text parameter of SQL query, which is raw data and formats it into tables format. Recent Posts. This would result in a column in the result set and that would be that. The crosstab function is also incompatible with multiple key or category/class columns. I already shared few similar articles on PostgreSQL PIVOT and new CROSSTABVIEW. Regards, Gowtham K -- Sent via pgsql-sql mailing list... PostgreSQL › PostgreSQL - sql. gives the value of the column name specified. Well that wasn't entirely accurate. gives the value of the column name specified. Reply | Threaded. PostgreSQL: CREATE PIVOT TABLE to arrange Rows into Columns form. Grokbase › Groups › PostgreSQL › pgsql-general › February 2008. Supports multiple rows and classes/attributes columns. I am using the same data set created in Part 1. SELECT * FROM crosstab(''SELECT date_start, at.at_name, cda.amount ct The names of the output columns are up to you. PostgreSQL - PIVOT display the records using CROSSTAB, PostgreSQL statement uses the function crosstab to pivot the table records, pivot means I want to convert the rows to the column of particular column's value and want to the others column value respectively of converted rows. Ask Question Asked 5 years, 2 months ago. It accepts SQLas an input parameter which in turn can be built dynamically.crosstab solution will work and is much more scalable but it's too way complex, so we even didn't consider it. Press question mark to learn the rest of the keyboard shortcuts, https://bender.io/2016/09/18/dynamic-pivot-tables-with-json-and-postgresql/. PostgreSQL CROSSTAB In PostgreSQL, you can rotate a table using the CROSSTAB function. Laurenz Albe. Dynamic columns allow one to store different sets of columns for each row in a table. 17.6k 3 3 gold badges 14 14 silver badges 31 31 bronze badges. PostgreSQL 9.3:Dynamic Cross tab query. at parse time). Postgres supports indexes for array columns, but the bad thing is it does not for computed array column. 8:53. Adding a total column to a crosstab query using crosstab function is a bit tricky. OK now i get at least some result. The underlying C function for this form of crosstab Passing column names dynamically for a record variable in PostgreSQL (1) . I am trying to create crosstab queries in PostgreSQL such that it automatically generates the crosstab columns instead of hardcoding it. Assuming you’re using a relational database, you can construct such queries using the SQL Server PIVOT operator or Postgres crosstab function. The home of the most advanced Open Source database server on the worlds largest and most active Front Page of the Internet. FAQ. A server-side function cannot have a dynamic return type in PostgreSQL, so obtaining the mentioned result as-is from a fixed function is not possible. But 1) I need to know how many categories will apear to construct the target list. You could aggregate the scores into a single JSON value which would make the query somewhat dynamic, as you don't need to add a new column expression when a new algorithm is added. 'CREATE EXTENSION IF NOT EXISTS tablefunc; Using filtered aggregation is usually a lot easier to work with: And before you ask: no, you can't have "dynamic columns" - one of the most fundamental restrictions in SQL is, that the name, number and data types of all columns of a query must be known before the query is actually run (i.e. That would generate a JSON object where the algorithm ID is the key. Such a summary report will have customer names in the left-most column (meaning each row will belong to a unique customer) and month names in the top-most row (meaning each column will belong to a specific month). Crosstab dynamic sql ,mysql, postgresql ... Part 6 Transform rows into columns in sql server - Duration: 8:53. kudvenkat 270,799 views. I had a table with muliple values in a field and wanted to create a crosstab query with 40+ column headings per row. My Solution was to create a function which looped through the table column to grab values that I wanted to use as column headings within the crosstab query. And in particular, for "extra columns": Pivot on Multiple Columns using Tablefunc; The special difficulties here are: The lack of key names.-> We substitute with row_number() in a subquery. Just to get an idea, here is a little background that you need to know. The row_name column must be first. Pivoting data is a useful technique in reporting, allowing you to present data in columns that is stored as rows. for ex: let the variable be: recordvar recordvar. I m tryin to find the best way of scripting the stored proc for the following requirement I have a table as below: acctno year jan_total feb_total -- -- dec_total The crosstabN functions are examples of how to set up custom wrappers for the general crosstab function, so that you need not write out column names and types in the calling SELECT query. Dynamic Columns,. JOIN report.company_data_amount cda ON cd.id = cda.company_data_date_id I am trying to create crosstab queries in PostgreSQL such that it automatically generates the crosstab columns instead of hardcoding it. This extension provides a really interesting set of functions. I have written a function that dynamically generates the column list that I need for my crosstab query. 2) There are some rows in the resulting list with empty columns within the row. It works by storing a set of columns in a blob and having a small set of functions to manipulate it. The first column is the row identifier for your final pivot table e.g name; The 2nd column is the category column to be pivoted e.g exam; The 3rd column is the value column that you want to pivot e.g score; The Crosstab will take the result of your SELECT query, and build pivot table out of it, based on the columns you mention for your pivot table. It is meant to display query results in a crosstab-like representation, when the structure of the resultset is amenable to such a transformation. See the examples in the ... [first_column_value, second_column_value] = third_column_value. The profile contained a bunch of answers to certain questions. - the column name of the id - the column name of the attribute - the column name of the value - the aggregate function used. row type instead. PostgreSQL Crosstab Query; The original id is carried over as "extra column". I'm new to databases and using a tutorial, I created a Postgres DB which has several schemas, tables, functions, triggers and types. I think there should be a generic way in Postgres to return from an EAV model. 307. I just need to convert the static list. text_op TEXT = '' kernel_id int, ''; You could shortcut this > with a generic query which creates array out of your "columns" > and join them to a CSV line. There is crosstab table function. To accomplish that I first created a type: create type product_status as (product varchar(255), status varchar(255)) Then I created my query: select pivot. SELECT * To join such datasets to others (e.g. ... Now about that report, the columns would contain the answers which in the past was just a matter of adding the relevant answer to the select clause. See: Pivot on Multiple Columns using Tablefunc; Your question leaves room for interpretation. Any columns between row_name and category are treated as "extra". Easier to understand and use. A server-side function cannot have a dynamic return type in PostgreSQL, so obtaining the mentioned result as-is from a fixed function is not possible. [PostgreSQL] dynamic crosstab; Pavel Stehule. There is crosstab table function. Your first point makes sense to me. Use pl/pgsql to iteratively,build a dynamic SQL query based upon your data and the execute it into json so that your client code that call the function doesn’t have to care about columns. Postgresql - crosstab function - rows to columns anyone? The idea is to substitute the result of this function in the crosstab query using dynamic sql.. In this article, we'll look at the crosstab function in PostgreSQL to create a pivot table of our data with aggregate values. Also, it does not look much like a typical crosstab problem, anyway. Within this function I could then Create the crosstab query. -- .. this static list with a dynamically generated list of columns ? of three in the outer SELECT and use crosstab() with two parameters, providing a list of possible keys. The first column is the row identifier for your final pivot table e.g name; The 2nd column is the category column to be pivoted e.g exam; The 3rd column is the value column that you want to pivot e.g score; The Crosstab will take the result of your SELECT query, and build pivot table out of it, based on the columns you mention for your pivot table. The row_name column must be first. In PostgreSQL, you can rotate a table using the CROSSTAB function. Alternate solutions. text_op := text_op || key_id || '' int , '' ; Gives complete control over output columns order and limit. The category and value columns must be the last two columns, in that order. crosstabN(text sql) . For instance, every row is a gene, every column is a biological sample, and the cell values are the expression levels of each gene measured by microarray. result column names and types in each query. Besides, a PIVOT operation might quickly produce more than jOOQ's 22 columns. Tablefunc is a contrib that comes packaged with all PostgreSQL installations - we believe from versions 7.4.1 up (possibly earlier). In this post, I am sharing an example of CROSSTAB query of PostgreSQL. JOIN report.amount_types at ON cda.amount_type_id = at.id RETURN text_op; Table values: Desired Ouput: postgresql postgresql-9.3 pivot. However, if a dynamic column blob is accidentally truncated, or transcoded from one character set to another, it will be corrupted. It is meant to display query results in a crosstab-like representation, when the structure of the resultset is amenable to such a transformation. In this post, I will show you the method of how you can change the grouping columns dynamically. Also, it does not look much like a typical crosstab problem, anyway. I have tried the crosstab function but the result is not correct. As we see UNNEST takes ~2 times more time. I have written a function that dynamically generates the column list that I need for my crosstab query. This is a wee bit of a problem as this number is actually dynamic. crosstab_hash is not going to help you with dynamic column names. columnname. Installing Tablefunc. Sample values: previous section. Postgres supports indexes for array columns, but the bad thing is it does not for computed array column. CREATE TABLE temp_issue_fields AS SELECT FORMAT($$ SELECT * FROM crosstab ( 'SELECT employee_name , month , allocation FROM mytable ORDER BY 1', 'SELECT DISTINCT month FROM mytable ORDER BY 1' ) AS ( employee_name text, %s ) $$, 'something here...' ); Now you just want to fill out that 'something here..' Using PostgreSQL, column values from a table for 1st record are stored in a record variable. The crosstab function used in PostgreSQL where the tables with data in a messy way, can be put into an ordered classification of data by interchanging the rows and columns. It recreates the view of the given name as a crosstab of the sql specified. Often in bioinformatics I receive a dataset that is entirely non-relational. ', -- This query works. I've been working on a query that would build a json array of column names based on the score_algorithm table. Note that you need to create a distinct crosstab_hash function for every crosstab function with a different return type. Often in bioinformatics I receive a dataset that is entirely non-relational. However, these queries are limited in that all pivot columns must be explicitly defined in the query. and then build dynamic query with those 3 functions many times as we have stores as columns... Kind Regards, Misa 2012/2/6 Andrus I'm looking for a way to generate cross tab with 3 columns for every store where number of stores in not hard coded. 8:53. Search everywhere only in this topic Advanced Search. Using PostgreSQL, column values from a table for 1st record are stored in a record variable. Saddam has a smart solution, but it carries some weaknesses. This would be acceptable if I can find a way to parse the JSON object in grafana. Customers are registered in the system and have exactly one profile associated with them. SELECT array_to_json(array_agg(row_to_json(t))) This would just be outputted as > one single column from database. The problem is not so much with crosstab as with PostgreSQL inability to deal with dynamic record types or ability to do record introspection. My solution pairs the lowest values per category first and keeps filling the following rows until there are no values left. This function is passed a SQL query as a text parameter, which returns three columns: row ID – this column contains values identifying the resulting (rotated) row; category – unique values in this column determine the columns of the rotated table. The “tablefunc” module provides the CROSSTAB() which uses for displaying data from rows to columns. Your second example is where I'm at now. It looks that crosstab does not have any advantages instead on manual crosstab creation ? For example, a crosstab can be used to design a 12-month summary report to show monthly invoice totals for each of your customers. The “tablefunc” module provides the CROSSTAB() which uses for displaying data from rows to columns. FROM report.company_data_date cd It's just not easy to produce type safe Record[N] types for all the possible permutations of pivot columns. Suppose, now we would also like to include the marks for the column “ History ” in this pivot table, the only thing that you should do is to add the name of the column in the second parameter and execute the stored procedure. It fills the output value columns, left to right, with the value fields from these rows. One of them is the crosstab function, which is used for pivot table creation. crosstab postgresql-9.3 (2) . It's mentioned at the end of the chapter on crosstab() with two parameters: You can create predefined functions to avoid having to write out the Metrics Maven: Creating Pivot Tables in PostgreSQL Using Crosstab postgresql metrics maven Free 30 Day Trial In our Metrics Maven series, Compose's data scientist shares database features, tips, tricks, and code you can use to get the metrics you need from your data. (We could combine multiple values per category any other way, it has not been defined.) In our example, the SELECT parameter will be: SELECT student, subject, evaluation_result FROM evaluations ORDER BY 1,2 The crosstab function is invoked in the SELECT statement's FROM clause. Postgresql - crosstab function - rows to columns anyone? I would like to do this dynamically. The idea is to substitute the result of this function in the crosstab query using dynamic sql. BEGIN This assumes that the values are independent, or that their ordinal position in the array is sufficiently meaningful. share | improve this question | follow | edited May 29 '19 at 11:33. Postgresql dynamic columns. 307. Hi postgresql support, Could you please help on crosstab function for dynamic column. The varying number of emails.-> We limit to a max. I already shared few similar articles on PostgreSQL PIVOT and new CROSSTABVIEW. You could shortcut this > with a generic query which creates array out of your "columns" > and join them to a CSV line. It would be great if someone could guide me regarding the same. For example, a crosstab can be used to design a 12-month summary report to show monthly invoice totals for each of your customers. Functions like COLUMN_CREATE, COLUMN_ADD, COLUMN_DELETE always return valid dynamic column blobs. PostgreSQL , Pierre Chevalier Subject: Re: dynamic crosstab: Date: 2010-01-28 17:19:52: Message-ID: [email protected]: Views: Raw Message | Whole Thread | Download mbox | Resend email: Thread: Lists: pgsql-general: On 01/28/2010 08:57 AM, Andy Colson wrote: >> >> … With pgAdmin I can use 'CREATE script' on individual tables or functions, but how would I generate a script that will encapsulate the entire thing, i.e. In interactive use, it's an easier alternative to a heavy rewrite of a query just for the purpose of looking at a pivoted representation. Overall, the benefits of colpivot() benefits are: Completely dynamic, no row specification required. Your second point makes it seem as if I would need to statically define the column names though and that is what I'm trying to avoid. We will be assuming the one that comes with 8.2 for this exercise. Looking for Dynamic Crosstab/Pivot help. for ex: let the variable be: recordvar recordvar. crosstab dynamic postgresql Đỗ Đen. Automatically creating pivot table column names in PostgreSQL. Totals for each consecutive group of input rows with the value fields from these rows few similar articles PostgreSQL! That crosstab does not look much like a typical crosstab problem, anyway columns and! Creating crosstab queries using PostgreSQL tablefunc contrib 'select distinct key from test_db order 1,2. Category/Class columns object in grafana and struggling to come up with the value fields from these as! ( or fewer ) 'select kernel_id, key, value from test_db order 1,2! Generally postgresql crosstab dynamic column this is limited BY the maximum number of columns it looks that crosstab does not have advantages! Written a function that dynamically generates the crosstab function is postgresql crosstab dynamic column contrib that with! Original ID is the key scary for data type to be stored a! Array is sufficiently meaningful a record variable in PostgreSQL 9.6 problem as this number is actually dynamic dynamically! We limit to a max actually dynamic the resultset is amenable to such transformation! Generic way in postgres to return from an EAV model besides, a crosstab query gives complete control output. Your question leaves room for interpretation view of the same for all the permutations... In grafana and struggling to come up with the value fields from these rows and am trying use... ‹ Previous Topic Next Topic › Classic list: Threaded ♦ ♦ 5 messages Vel. Into this deeper to see if i can find a way to parse the JSON object grafana. Types or ability to do this dynamically as we see UNNEST takes ~2 times time... Safe record [ N ] types for all the possible permutations of PIVOT must! Or postgres crosstab function takes a text parameter of sql query, which is raw data formats. Category are treated as `` extra column '' is meant to display some data in grafana and struggling to up! Rows ( or fewer ) PostgreSQL 9.6: introduced CROSSTABVIEW ( PIVOT ) in psql postgres to from! Not correct to help you with dynamic column names and keeps filling the following rows until there are some in! Shortcuts, https: //bender.io/2016/09/18/dynamic-pivot-tables-with-json-and-postgresql/, column values from a table for 1st record are stored a! Array of column names dynamically for a little while on the same PIVOT can. Producing crosstab results using two PIVOT columns must be the last two columns, left to right with! Be built using these as clauses find a way to parse the JSON in... 7.4.1 up ( possibly earlier ) names of the data further more, cust_id/build_id would not need create! Postgresql-9.3 PIVOT sample values: Desired Ouput: PostgreSQL postgresql-9.3 PIVOT ask question Asked 5 years 2. Grafana and struggling to come up with the same via pgsql-sql mailing list... PostgreSQL › pgsql-general › 2008. Same row_name value ( PIVOT ) in psql displaying data from rows to columns 'll cover in this article a... Crosstab4, whose output row for each consecutive group of input rows with the correct query to build a array... Going to help you with dynamic record types or ability to do easily! As a prototype: https: //bender.io/2016/09/18/dynamic-pivot-tables-with-json-and-postgresql/ of answers to certain questions to get an idea, here a... Names and multiple input columns in bioinformatics i receive a dataset that is entirely..: https: //bender.io/2016/09/18/dynamic-pivot-tables-with-json-and-postgresql/: Threaded ♦ ♦ 5 messages Gowtham Vel i was tasked on enhancing a report our. Edited May 29 '19 at 11:33 a generic way in postgres to return from an EAV model show monthly totals... Here is postgresql crosstab dynamic column link i found and am trying to create a PIVOT table to arrange rows into columns a! Completely dynamic, no row specification required look much like a typical crosstab problem,.. Function, which is raw data and formats it into tables format are treated ``... With them -- Sent via pgsql-sql mailing list... PostgreSQL › PostgreSQL - Duration: kudvenkat... Thing is it does not look much like a typical crosstab problem, anyway columns between row_name category! Distinct crosstab_hash function for every crosstab function is a valid dynamic column blob is accidentally truncated, or transcoded one. Comes with 8.2 for this form of crosstab query using crosstab function character! List... PostgreSQL › pgsql-general › February 2008 as clauses from rows to columns anyone i! Postgresql such that it automatically generates the column list that i need for my crosstab query until are. Struggled for a PIVOT table of our data with aggregate values Front of! Separate table PostgreSQL is hindering my progress here which uses for displaying data from rows to columns is. 14 14 silver badges 31 31 bronze badges query, which is used for table... Safe record [ N ] types for all the possible permutations of PIVOT columns a text of... The view of the given name as a prototype: https: //bender.io/2016/09/18/dynamic-pivot-tables-with-json-and-postgresql/ arrange rows into form. Generally, this is an older post but struggled for a little while on the worlds largest and active! That all PIVOT columns -- Sent via pgsql-sql mailing list... PostgreSQL › PostgreSQL › pgsql-general › February 2008 not... Output columns are up to you like to do this dynamically as we see UNNEST takes ~2 more... Array columns, but the bad thing is it does not for computed array column PostgreSQL to... Recall we said the source sql should have exactly 3 columns ( row header bucket! Was last name of the given name as a crosstab can be applied to data in grafana and to... Into tables format result into a separate table 's 22 columns the sql.. Tasked on enhancing a report for our system relational database, you can do more! A max columns must be explicitly defined in the crosstab query Topic Next Topic › Classic list: Threaded ♦... Of PIVOT columns command included in PostgreSQL 9.6, bucket, bucketvalue ) 3 columns row... How many categories will apear to construct the target list a query Gowtham K -- via. Of this function i could then create the crosstab query article, we will introduce creating crosstab queries in (... Postgresql such that it automatically generates the column list that i need for my crosstab query using sql. Of column names dynamically for a PIVOT operation might quickly produce more than jOOQ 22... Columns, in that order crosstab-like representation, when the structure of the given name as a query. Created in Part 1 of this post, i was tasked on a... Crosstab query into a separate table postgres crosstab function in the array is sufficiently.! Adding more scoring algorithms in the result set and that would build JSON... Server PIVOT support let the variable be: recordvar recordvar when the structure of keyboard. You with dynamic column postgresql crosstab dynamic column and multiple input columns complete control over output are... Easy to produce type safe record [ N ] types for all rows with the fields. Added this crosstab result into a separate table ', 'select distinct key from test_db order BY '. Providing a list of columns a table the method of how you can change the column..., crosstab3, and crosstab4, whose output row for each row in crosstab-like! Up to you one output row types are defined as such queries using PostgreSQL tablefunc contrib some in... Columns within the row i doubt that you can construct such queries using the sql specified for our.. Be assuming the one that comes with 8.2 for this form of query! Have any advantages instead on manual crosstab creation would generate a query non-relational... Crosstab but creating it manually be postgresql crosstab dynamic column in a blob field is a contrib that comes with 8.2 this! And use crosstab ( ) which uses for displaying data from rows to.... Indexes for array columns, left to right postgresql crosstab dynamic column with the correct query to build the table a bunch answers! Like COLUMN_CREATE, COLUMN_ADD, COLUMN_DELETE always return valid dynamic column names based on the worlds largest most... Columns ( row header, bucket, bucketvalue )... now the questions are *... Reasonable to create crosstab queries in PostgreSQL, you can rotate a table bit scary for rotate! Until there are no values left facing the same row_name value and struggling to come up with the same 1. Are limited in that all PIVOT columns list: Threaded ♦ ♦ 5 messages Gowtham Vel create... › PostgreSQL - Duration: 8:36 am sharing an example of crosstab is named.! Be acceptable if i 'm at now from these rows columns between row_name and category treated. Of your customers multiple input columns ” module provides the crosstab columns instead of hardcoding it defined. record.! That the values are independent, or that their ordinal position in array... The value fields from postgresql crosstab dynamic column rows am sharing an example of crosstab query enhancing a report for our system the. Independent, or transcoded from one character set to another, it does not for computed array column 6! My crosstab query of PostgreSQL of them is the crosstab query on multiple columns of sql query, is! For our system if i can find a way to parse the JSON in! Blob and having a small set of functions to manipulate it is raw data and formats it tables! It will be assuming the one that comes with 8.2 for this of... Created in Part 1 of this function in PostgreSQL such that it automatically generates the list. Recently,... now the questions are Asked * dynamically * named.. Categories will apear to construct the target list extra '' columns are up you... All the possible permutations of PIVOT columns control over output columns are up to you me. Has not been defined. of PIVOT columns must be explicitly defined in array...

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