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Currently when one selects a whole row or column (or multiple rows or columns) on a heatmap, DC calls crossfilter in a way that generates a filter for every cell. This can get really expensive even on our backend at scale.
See below for the query that is generated when one selects the origin state of CA on one axis of flights.
"SELECT COUNT(*) as val FROM flights_123M WHERE (origin_state = 'CA' AND dest_state = 'AK' OR origin_state = 'CA' AND dest_state = 'AR' OR origin_state = 'CA' AND dest_state = 'AZ' OR origin_state = 'CA' AND dest_state = 'CA' OR origin_state = 'CA' AND dest_state = 'CO' OR origin_state = 'CA' AND dest_state = 'CT' OR origin_state = 'CA' AND dest_state = 'FL' OR origin_state = 'CA' AND dest_state = 'GA' OR origin_state = 'CA' AND dest_state = 'HI' OR origin_state = 'CA' AND dest_state = 'IA' OR origin_state = 'CA' AND dest_state = 'ID' OR origin_state = 'CA' AND dest_state = 'IL' OR origin_state = 'CA' AND dest_state = 'IN' OR origin_state = 'CA' AND dest_state = 'KS' OR origin_state = 'CA' AND dest_state = 'KY' OR origin_state = 'CA' AND dest_state = 'LA' OR origin_state = 'CA' AND dest_state = 'MA' OR origin_state = 'CA' AND dest_state = 'MD' OR origin_state = 'CA' AND dest_state = 'ME' OR origin_state = 'CA' AND dest_state = 'MI' OR origin_state = 'CA' AND dest_state = 'MN' OR origin_state = 'CA' AND dest_state = 'MO' OR origin_state = 'CA' AND dest_state = 'MT' OR origin_state = 'CA' AND dest_state = 'NC' OR origin_state = 'CA' AND dest_state = 'ND' OR origin_state = 'CA' AND dest_state = 'NE' OR origin_state = 'CA' AND dest_state = 'NJ' OR origin_state = 'CA' AND dest_state = 'NM' OR origin_state = 'CA' AND dest_state = 'NV' OR origin_state = 'CA' AND dest_state = 'NY' OR origin_state = 'CA' AND dest_state = 'OH' OR origin_state = 'CA' AND dest_state = 'OK' OR origin_state = 'CA' AND dest_state = 'OR' OR origin_state = 'CA' AND dest_state = 'PA' OR origin_state = 'CA' AND dest_state = 'PR' OR origin_state = 'CA' AND dest_state = 'SD' OR origin_state = 'CA' AND dest_state = 'TN' OR origin_state = 'CA' AND dest_state = 'TX' OR origin_state = 'CA' AND dest_state = 'UT' OR origin_state = 'CA' AND dest_state = 'VA' OR origin_state = 'CA' AND dest_state = 'WA' OR origin_state = 'CA' AND dest_state = 'WI' OR origin_state = 'CA' AND dest_state = 'WY');"
This query could just as be easily represented as WHERE origin_state = 'CA'. Multiple columns and rows selected could simply be (row_var = 'A' or row_var = 'B' or col_var = 'C' or col_var = 'D'). Would be good to scope what it would take (likely simple) in the heatmap chart in DC to generate these simpler (and more performant) queries.
The text was updated successfully, but these errors were encountered:
Currently when one selects a whole row or column (or multiple rows or columns) on a heatmap, DC calls crossfilter in a way that generates a filter for every cell. This can get really expensive even on our backend at scale.
See below for the query that is generated when one selects the origin state of CA on one axis of flights.
"SELECT COUNT(*) as val FROM flights_123M WHERE (origin_state = 'CA' AND dest_state = 'AK' OR origin_state = 'CA' AND dest_state = 'AR' OR origin_state = 'CA' AND dest_state = 'AZ' OR origin_state = 'CA' AND dest_state = 'CA' OR origin_state = 'CA' AND dest_state = 'CO' OR origin_state = 'CA' AND dest_state = 'CT' OR origin_state = 'CA' AND dest_state = 'FL' OR origin_state = 'CA' AND dest_state = 'GA' OR origin_state = 'CA' AND dest_state = 'HI' OR origin_state = 'CA' AND dest_state = 'IA' OR origin_state = 'CA' AND dest_state = 'ID' OR origin_state = 'CA' AND dest_state = 'IL' OR origin_state = 'CA' AND dest_state = 'IN' OR origin_state = 'CA' AND dest_state = 'KS' OR origin_state = 'CA' AND dest_state = 'KY' OR origin_state = 'CA' AND dest_state = 'LA' OR origin_state = 'CA' AND dest_state = 'MA' OR origin_state = 'CA' AND dest_state = 'MD' OR origin_state = 'CA' AND dest_state = 'ME' OR origin_state = 'CA' AND dest_state = 'MI' OR origin_state = 'CA' AND dest_state = 'MN' OR origin_state = 'CA' AND dest_state = 'MO' OR origin_state = 'CA' AND dest_state = 'MT' OR origin_state = 'CA' AND dest_state = 'NC' OR origin_state = 'CA' AND dest_state = 'ND' OR origin_state = 'CA' AND dest_state = 'NE' OR origin_state = 'CA' AND dest_state = 'NJ' OR origin_state = 'CA' AND dest_state = 'NM' OR origin_state = 'CA' AND dest_state = 'NV' OR origin_state = 'CA' AND dest_state = 'NY' OR origin_state = 'CA' AND dest_state = 'OH' OR origin_state = 'CA' AND dest_state = 'OK' OR origin_state = 'CA' AND dest_state = 'OR' OR origin_state = 'CA' AND dest_state = 'PA' OR origin_state = 'CA' AND dest_state = 'PR' OR origin_state = 'CA' AND dest_state = 'SD' OR origin_state = 'CA' AND dest_state = 'TN' OR origin_state = 'CA' AND dest_state = 'TX' OR origin_state = 'CA' AND dest_state = 'UT' OR origin_state = 'CA' AND dest_state = 'VA' OR origin_state = 'CA' AND dest_state = 'WA' OR origin_state = 'CA' AND dest_state = 'WI' OR origin_state = 'CA' AND dest_state = 'WY');"
This query could just as be easily represented as WHERE origin_state = 'CA'. Multiple columns and rows selected could simply be (row_var = 'A' or row_var = 'B' or col_var = 'C' or col_var = 'D'). Would be good to scope what it would take (likely simple) in the heatmap chart in DC to generate these simpler (and more performant) queries.
The text was updated successfully, but these errors were encountered: