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Simple Iteration
ras44 edited this page Dec 11, 2017
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1 revision
Ever find yourself running the same sql commands, but just changing out a few parameters each time? If your parameters can be created by a query, you can use run_pipeline_gbq to repeatedly run a query with different parameters.
Here's a complete R script that will accomplish this kind of iterative query using both whisker and condusco:
library(bigrquery)
library(condusco)
library(whisker)
# create a simple function that will create a query
# using {{{mustache}}} placeholders for any parameters
create_results_table <- function(params){
destination_table <- '{{{dataset_id}}}.{{{table_prefix}}}_results_{{{year_low}}}_{{{year_high}}}'
query <- '
SELECT *
FROM `bigquery-public-data.samples.gsod`
WHERE year > {{{year_low}}}
AND year <= {{{year_high}}}
'
# use whisker to swap out {{{mustache}}} placeholders with parameters
query_exec(
whisker.render(query,params),
project=whisker.render('{{{project}}}', params),
destination_table = whisker.render(destination_table,params),
use_legacy_sql = FALSE
)
}
# create an invocation query to provide sets of parameters to create_results_table
invocation_query <- '
SELECT
"<YOUR PROJECT HERE>" as project,
"<YOUR DATASET_ID HERE>" as dataset_id,
"<YOUR TABLE PREFIX HERE>" as table_prefix,
num as year_low,
num+1 as year_high
FROM `bigquery-public-data.common_us.num_999999`
WHERE num BETWEEN 1992 AND 1995
'
# call condusco's run_pipeline_gbq to iteratively run create_results_table over invocation_query's results
run_pipeline_gbq(
create_results_table,
invocation_query,
project = '<YOUR PROJECT HERE>',
use_legacy_sql = FALSE
)