What Is Malloy
Auto-binning Histograms
Malloy can compute moving averages on resultsets.
The queries below use the following model
## renderer_next source: order_items is duckdb.table('../data/order_items.parquet') extend { measure: user_count is count(user_id) order_count is count() }
Simple Moving Average
run: order_items -> { group_by: order_month is created_at.month aggregate: order_count calculate: moving_avg_order_count is avg_moving(order_count, 3) order_by: order_month }
[ { "order_month": "2019-01-01T00:00:00.000Z", "order_count": 1262, "moving_avg_order_count": 1262 }, { "order_month": "2019-02-01T00:00:00.000Z", "order_count": 1230, "moving_avg_order_count": 1246 }, { "order_month": "2019-03-01T00:00:00.000Z", "order_count": 1507, "moving_avg_order_count": 1333 }, { "order_month": "2019-04-01T00:00:00.000Z", "order_count": 1826, "moving_avg_order_count": 1456.25 }, { "order_month": "2019-05-01T00:00:00.000Z", "order_count": 2044, "moving_avg_order_count": 1651.75 }, { "order_month": "2019-06-01T00:00:00.000Z", "order_count": 2150, "moving_avg_order_count": 1881.75 }, { "order_month": "2019-07-01T00:00:00.000Z", "order_count": 2382, "moving_avg_order_count": 2100.5 }, { "order_month": "2019-08-01T00:00:00.000Z", "order_count": 2632, "moving_avg_order_count": 2302 }, { "order_month": "2019-09-01T00:00:00.000Z", "order_count": 2902, "moving_avg_order_count": 2516.5 }, { "order_month": "2019-10-01T00:00:00.000Z", "order_count": 3214, "moving_avg_order_count": 2782.5 }, { "order_month": "2019-11-01T00:00:00.000Z", "order_count": 3387, "moving_avg_order_count": 3033.75 }, { "order_month": "2019-12-01T00:00:00.000Z", "order_count": 4038, "moving_avg_order_count": 3385.25 }, { "order_month": "2020-01-01T00:00:00.000Z", "order_count": 3743, "moving_avg_order_count": 3595.5 }, { "order_month": "2020-02-01T00:00:00.000Z", "order_count": 3570, "moving_avg_order_count": 3684.5 }, { "order_month": "2020-03-01T00:00:00.000Z", "order_count": 4263, "moving_avg_order_count": 3903.5 }, { "order_month": "2020-04-01T00:00:00.000Z", "order_count": 4183, "moving_avg_order_count": 3939.75 }, { "order_month": "2020-05-01T00:00:00.000Z", "order_count": 4019, "moving_avg_order_count": 4008.75 }, { "order_month": "2020-06-01T00:00:00.000Z", "order_count": 4292, "moving_avg_order_count": 4189.25 }, { "order_month": "2020-07-01T00:00:00.000Z", "order_count": 4549, "moving_avg_order_count": 4260.75 }, { "order_month": "2020-08-01T00:00:00.000Z", "order_count": 4874, "moving_avg_order_count": 4433.5 }, { "order_month": "2020-09-01T00:00:00.000Z", "order_count": 5032, "moving_avg_order_count": 4686.75 }, { "order_month": "2020-10-01T00:00:00.000Z", "order_count": 5422, "moving_avg_order_count": 4969.25 }, { "order_month": "2020-11-01T00:00:00.000Z", "order_count": 5782, "moving_avg_order_count": 5277.5 }, { "order_month": "2020-12-01T00:00:00.000Z", "order_count": 6293, "moving_avg_order_count": 5632.25 }, { "order_month": "2021-01-01T00:00:00.000Z", "order_count": 5897, "moving_avg_order_count": 5848.5 }, { "order_month": "2021-02-01T00:00:00.000Z", "order_count": 5821, "moving_avg_order_count": 5948.25 }, { "order_month": "2021-03-01T00:00:00.000Z", "order_count": 6547, "moving_avg_order_count": 6139.5 }, { "order_month": "2021-04-01T00:00:00.000Z", "order_count": 6380, "moving_avg_order_count": 6161.25 }, { "order_month": "2021-05-01T00:00:00.000Z", "order_count": 6378, "moving_avg_order_count": 6281.5 }, { "order_month": "2021-06-01T00:00:00.000Z", "order_count": 6305, "moving_avg_order_count": 6402.5 }, { "order_month": "2021-07-01T00:00:00.000Z", "order_count": 6813, "moving_avg_order_count": 6469 }, { "order_month": "2021-08-01T00:00:00.000Z", "order_count": 7142, "moving_avg_order_count": 6659.5 }, { "order_month": "2021-09-01T00:00:00.000Z", "order_count": 7886, "moving_avg_order_count": 7036.5 }, { "order_month": "2021-10-01T00:00:00.000Z", "order_count": 7814, "moving_avg_order_count": 7413.75 }, { "order_month": "2021-11-01T00:00:00.000Z", "order_count": 8063, "moving_avg_order_count": 7726.25 }, { "order_month": "2021-12-01T00:00:00.000Z", "order_count": 9103, "moving_avg_order_count": 8216.5 }, { "order_month": "2022-01-01T00:00:00.000Z", "order_count": 8609, "moving_avg_order_count": 8397.25 }, { "order_month": "2022-02-01T00:00:00.000Z", "order_count": 8174, "moving_avg_order_count": 8487.25 }, { "order_month": "2022-03-01T00:00:00.000Z", "order_count": 9441, "moving_avg_order_count": 8831.75 }, { "order_month": "2022-04-01T00:00:00.000Z", "order_count": 9100, "moving_avg_order_count": 8831 }, { "order_month": "2022-05-01T00:00:00.000Z", "order_count": 9730, "moving_avg_order_count": 9111.25 }, { "order_month": "2022-06-01T00:00:00.000Z", "order_count": 9297, "moving_avg_order_count": 9392 }, { "order_month": "2022-07-01T00:00:00.000Z", "order_count": 9668, "moving_avg_order_count": 9448.75 }, { "order_month": "2022-08-01T00:00:00.000Z", "order_count": 10481, "moving_avg_order_count": 9794 }, { "order_month": "2022-09-01T00:00:00.000Z", "order_count": 11213, "moving_avg_order_count": 10164.75 }, { "order_month": "2022-10-01T00:00:00.000Z", "order_count": 11398, "moving_avg_order_count": 10690 }, { "order_month": "2022-11-01T00:00:00.000Z", "order_count": 5163, "moving_avg_order_count": 9563.75 } ]
SELECT DATE_TRUNC('month', base."created_at") as "order_month", COUNT(1) as "order_count", AVG((COUNT(1))) OVER( ORDER BY DATE_TRUNC('month', base."created_at") ASC NULLS LAST ROWS BETWEEN 3 PRECEDING AND 0 FOLLOWING) as "moving_avg_order_count" FROM '../data/order_items.parquet' as base GROUP BY 1 ORDER BY 1 ASC NULLS LAST
Visualizing the Results
# line_chart run: order_items -> { group_by: # x order_month is created_at.month aggregate: # y order_count calculate: # y moving_avg_order_count is avg_moving(order_count, 3) order_by: order_month }
[ { "order_month": "2019-01-01T00:00:00.000Z", "order_count": 1262, "moving_avg_order_count": 1262 }, { "order_month": "2019-02-01T00:00:00.000Z", "order_count": 1230, "moving_avg_order_count": 1246 }, { "order_month": "2019-03-01T00:00:00.000Z", "order_count": 1507, "moving_avg_order_count": 1333 }, { "order_month": "2019-04-01T00:00:00.000Z", "order_count": 1826, "moving_avg_order_count": 1456.25 }, { "order_month": "2019-05-01T00:00:00.000Z", "order_count": 2044, "moving_avg_order_count": 1651.75 }, { "order_month": "2019-06-01T00:00:00.000Z", "order_count": 2150, "moving_avg_order_count": 1881.75 }, { "order_month": "2019-07-01T00:00:00.000Z", "order_count": 2382, "moving_avg_order_count": 2100.5 }, { "order_month": "2019-08-01T00:00:00.000Z", "order_count": 2632, "moving_avg_order_count": 2302 }, { "order_month": "2019-09-01T00:00:00.000Z", "order_count": 2902, "moving_avg_order_count": 2516.5 }, { "order_month": "2019-10-01T00:00:00.000Z", "order_count": 3214, "moving_avg_order_count": 2782.5 }, { "order_month": "2019-11-01T00:00:00.000Z", "order_count": 3387, "moving_avg_order_count": 3033.75 }, { "order_month": "2019-12-01T00:00:00.000Z", "order_count": 4038, "moving_avg_order_count": 3385.25 }, { "order_month": "2020-01-01T00:00:00.000Z", "order_count": 3743, "moving_avg_order_count": 3595.5 }, { "order_month": "2020-02-01T00:00:00.000Z", "order_count": 3570, "moving_avg_order_count": 3684.5 }, { "order_month": "2020-03-01T00:00:00.000Z", "order_count": 4263, "moving_avg_order_count": 3903.5 }, { "order_month": "2020-04-01T00:00:00.000Z", "order_count": 4183, "moving_avg_order_count": 3939.75 }, { "order_month": "2020-05-01T00:00:00.000Z", "order_count": 4019, "moving_avg_order_count": 4008.75 }, { "order_month": "2020-06-01T00:00:00.000Z", "order_count": 4292, "moving_avg_order_count": 4189.25 }, { "order_month": "2020-07-01T00:00:00.000Z", "order_count": 4549, "moving_avg_order_count": 4260.75 }, { "order_month": "2020-08-01T00:00:00.000Z", "order_count": 4874, "moving_avg_order_count": 4433.5 }, { "order_month": "2020-09-01T00:00:00.000Z", "order_count": 5032, "moving_avg_order_count": 4686.75 }, { "order_month": "2020-10-01T00:00:00.000Z", "order_count": 5422, "moving_avg_order_count": 4969.25 }, { "order_month": "2020-11-01T00:00:00.000Z", "order_count": 5782, "moving_avg_order_count": 5277.5 }, { "order_month": "2020-12-01T00:00:00.000Z", "order_count": 6293, "moving_avg_order_count": 5632.25 }, { "order_month": "2021-01-01T00:00:00.000Z", "order_count": 5897, "moving_avg_order_count": 5848.5 }, { "order_month": "2021-02-01T00:00:00.000Z", "order_count": 5821, "moving_avg_order_count": 5948.25 }, { "order_month": "2021-03-01T00:00:00.000Z", "order_count": 6547, "moving_avg_order_count": 6139.5 }, { "order_month": "2021-04-01T00:00:00.000Z", "order_count": 6380, "moving_avg_order_count": 6161.25 }, { "order_month": "2021-05-01T00:00:00.000Z", "order_count": 6378, "moving_avg_order_count": 6281.5 }, { "order_month": "2021-06-01T00:00:00.000Z", "order_count": 6305, "moving_avg_order_count": 6402.5 }, { "order_month": "2021-07-01T00:00:00.000Z", "order_count": 6813, "moving_avg_order_count": 6469 }, { "order_month": "2021-08-01T00:00:00.000Z", "order_count": 7142, "moving_avg_order_count": 6659.5 }, { "order_month": "2021-09-01T00:00:00.000Z", "order_count": 7886, "moving_avg_order_count": 7036.5 }, { "order_month": "2021-10-01T00:00:00.000Z", "order_count": 7814, "moving_avg_order_count": 7413.75 }, { "order_month": "2021-11-01T00:00:00.000Z", "order_count": 8063, "moving_avg_order_count": 7726.25 }, { "order_month": "2021-12-01T00:00:00.000Z", "order_count": 9103, "moving_avg_order_count": 8216.5 }, { "order_month": "2022-01-01T00:00:00.000Z", "order_count": 8609, "moving_avg_order_count": 8397.25 }, { "order_month": "2022-02-01T00:00:00.000Z", "order_count": 8174, "moving_avg_order_count": 8487.25 }, { "order_month": "2022-03-01T00:00:00.000Z", "order_count": 9441, "moving_avg_order_count": 8831.75 }, { "order_month": "2022-04-01T00:00:00.000Z", "order_count": 9100, "moving_avg_order_count": 8831 }, { "order_month": "2022-05-01T00:00:00.000Z", "order_count": 9730, "moving_avg_order_count": 9111.25 }, { "order_month": "2022-06-01T00:00:00.000Z", "order_count": 9297, "moving_avg_order_count": 9392 }, { "order_month": "2022-07-01T00:00:00.000Z", "order_count": 9668, "moving_avg_order_count": 9448.75 }, { "order_month": "2022-08-01T00:00:00.000Z", "order_count": 10481, "moving_avg_order_count": 9794 }, { "order_month": "2022-09-01T00:00:00.000Z", "order_count": 11213, "moving_avg_order_count": 10164.75 }, { "order_month": "2022-10-01T00:00:00.000Z", "order_count": 11398, "moving_avg_order_count": 10690 }, { "order_month": "2022-11-01T00:00:00.000Z", "order_count": 5163, "moving_avg_order_count": 9563.75 } ]
SELECT DATE_TRUNC('month', base."created_at") as "order_month", COUNT(1) as "order_count", AVG((COUNT(1))) OVER( ORDER BY DATE_TRUNC('month', base."created_at") ASC NULLS LAST ROWS BETWEEN 3 PRECEDING AND 0 FOLLOWING) as "moving_avg_order_count" FROM '../data/order_items.parquet' as base GROUP BY 1 ORDER BY 1 ASC NULLS LAST
Displaying Charts in Nested Queries
In this example, we've added two queries to the flights source, one showing flights by month without the moving average applied, and one with the moving average applied. We then use these queries to show charts of flight count for each airport over time.
source: flights is duckdb.table('../data/flights.parquet') extend { measure: flight_count is count() dimension: dep_month is dep_time.month # line_chart view: non_averaged is { group_by: # x dep_month aggregate: # y flight_count calculate: # y moving_avg_flight_count is avg_moving(flight_count, 3) order_by: dep_month } }
run: flights -> { group_by: destination aggregate: flight_count nest: non_averaged }
[ { "destination": "ATL", "flight_count": 17832, "non_averaged": [ { "dep_month": "2000-01-01T00:00:00.000Z", "flight_count": 186, "moving_avg_flight_count": 186 }, { "dep_month": "2000-02-01T00:00:00.000Z", "flight_count": 197, "moving_avg_flight_count": 191.5 }, { "dep_month": "2000-03-01T00:00:00.000Z", "flight_count": 231, "moving_avg_flight_count": 204.66666666666666 }, { "dep_month": "2000-04-01T00:00:00.000Z", "flight_count": 163, "moving_avg_flight_count": 194.25 }, { "dep_month": "2000-05-01T00:00:00.000Z", "flight_count": 195, "moving_avg_flight_count": 196.5 }, { "dep_month": "2000-06-01T00:00:00.000Z", "flight_count": 190, "moving_avg_flight_count": 194.75 }, { "dep_month": "2000-07-01T00:00:00.000Z", "flight_count": 177, "moving_avg_flight_count": 181.25 }, { "dep_month": "2000-08-01T00:00:00.000Z", "flight_count": 175, "moving_avg_flight_count": 184.25 }, { "dep_month": "2000-09-01T00:00:00.000Z", "flight_count": 148, "moving_avg_flight_count": 172.5 }, { "dep_month": "2000-10-01T00:00:00.000Z", "flight_count": 196, "moving_avg_flight_count": 174 }, { "dep_month": "2000-11-01T00:00:00.000Z", "flight_count": 171, "moving_avg_flight_count": 172.5 }, { "dep_month": "2000-12-01T00:00:00.000Z", "flight_count": 193, "moving_avg_flight_count": 177 }, { "dep_month": "2001-01-01T00:00:00.000Z", "flight_count": 187, "moving_avg_flight_count": 186.75 }, { "dep_month": "2001-02-01T00:00:00.000Z", "flight_count": 128, "moving_avg_flight_count": 169.75 }, { "dep_month": "2001-03-01T00:00:00.000Z", "flight_count": 201, "moving_avg_flight_count": 177.25 }, { "dep_month": "2001-04-01T00:00:00.000Z", "flight_count": 197, "moving_avg_flight_count": 178.25 }, { "dep_month": "2001-05-01T00:00:00.000Z", "flight_count": 201, "moving_avg_flight_count": 181.75 }, { "dep_month": "2001-06-01T00:00:00.000Z", "flight_count": 180, "moving_avg_flight_count": 194.75 }, { "dep_month": "2001-07-01T00:00:00.000Z", "flight_count": 153, "moving_avg_flight_count": 182.75 }, { "dep_month": "2001-08-01T00:00:00.000Z", "flight_count": 197, "moving_avg_flight_count": 182.75 }, { "dep_month": "2001-09-01T00:00:00.000Z", "flight_count": 150, "moving_avg_flight_count": 170 }, { "dep_month": "2001-10-01T00:00:00.000Z", "flight_count": 133, "moving_avg_flight_count": 158.25 }, { "dep_month": "2001-11-01T00:00:00.000Z", "flight_count": 163, "moving_avg_flight_count": 160.75 }, { "dep_month": "2001-12-01T00:00:00.000Z", "flight_count": 168, "moving_avg_flight_count": 153.5 }, { "dep_month": "2002-01-01T00:00:00.000Z", "flight_count": 154, "moving_avg_flight_count": 154.5 }, { "dep_month": "2002-02-01T00:00:00.000Z", "flight_count": 123, "moving_avg_flight_count": 152 }, { "dep_month": "2002-03-01T00:00:00.000Z", "flight_count": 139, "moving_avg_flight_count": 146 }, { "dep_month": "2002-04-01T00:00:00.000Z", "flight_count": 166, "moving_avg_flight_count": 145.5 }, { "dep_month": "2002-05-01T00:00:00.000Z", "flight_count": 155, "moving_avg_flight_count": 145.75 }, { "dep_month": "2002-06-01T00:00:00.000Z", "flight_count": 154, "moving_avg_flight_count": 153.5 }, { "dep_month": "2002-07-01T00:00:00.000Z", "flight_count": 181, "moving_avg_flight_count": 164 }, { "dep_month": "2002-08-01T00:00:00.000Z", "flight_count": 97, "moving_avg_flight_count": 146.75 }, { "dep_month": "2002-09-01T00:00:00.000Z", "flight_count": 74, "moving_avg_flight_count": 126.5 }, { "dep_month": "2002-10-01T00:00:00.000Z", "flight_count": 101, "moving_avg_flight_count": 113.25 }, { "dep_month": "2002-11-01T00:00:00.000Z", "flight_count": 92, "moving_avg_flight_count": 91 }, { "dep_month": "2002-12-01T00:00:00.000Z", "flight_count": 94, "moving_avg_flight_count": 90.25 }, { "dep_month": "2003-01-01T00:00:00.000Z", "flight_count": 279, "moving_avg_flight_count": 141.5 }, { "dep_month": "2003-02-01T00:00:00.000Z", "flight_count": 295, "moving_avg_flight_count": 190 }, { "dep_month": "2003-03-01T00:00:00.000Z", "flight_count": 331, "moving_avg_flight_count": 249.75 }, { "dep_month": "2003-04-01T00:00:00.000Z", "flight_count": 330, "moving_avg_flight_count": 308.75 }, { "dep_month": "2003-05-01T00:00:00.000Z", "flight_count": 347, "moving_avg_flight_count": 325.75 }, { "dep_month": "2003-06-01T00:00:00.000Z", "flight_count": 323, "moving_avg_flight_count": 332.75 }, { "dep_month": "2003-07-01T00:00:00.000Z", "flight_count": 340, "moving_avg_flight_count": 335 }, { "dep_month": "2003-08-01T00:00:00.000Z", "flight_count": 338, "moving_avg_flight_count": 337 }, { "dep_month": "2003-09-01T00:00:00.000Z", "flight_count": 291, "moving_avg_flight_count": 323 }, { "dep_month": "2003-10-01T00:00:00.000Z", "flight_count": 347, "moving_avg_flight_count": 329 }, { "dep_month": "2003-11-01T00:00:00.000Z", "flight_count": 349, "moving_avg_flight_count": 331.25 }, { "dep_month": "2003-12-01T00:00:00.000Z", "flight_count": 336, "moving_avg_flight_count": 330.75 }, { "dep_month": "2004-01-01T00:00:00.000Z", "flight_count": 333, "moving_avg_flight_count": 341.25 }, { "dep_month": "2004-02-01T00:00:00.000Z", "flight_count": 360, "moving_avg_flight_count": 344.5 }, { "dep_month": "2004-03-01T00:00:00.000Z", "flight_count": 363, "moving_avg_flight_count": 348 }, { "dep_month": "2004-04-01T00:00:00.000Z", "flight_count": 392, "moving_avg_flight_count": 362 }, { "dep_month": "2004-05-01T00:00:00.000Z", "flight_count": 380, "moving_avg_flight_count": 373.75 }, { "dep_month": "2004-06-01T00:00:00.000Z", "flight_count": 333, "moving_avg_flight_count": 367 }, { "dep_month": "2004-07-01T00:00:00.000Z", "flight_count": 368, "moving_avg_flight_count": 368.25 }, { "dep_month": "2004-08-01T00:00:00.000Z", "flight_count": 385, "moving_avg_flight_count": 366.5 }, { "dep_month": "2004-09-01T00:00:00.000Z", "flight_count": 366, "moving_avg_flight_count": 363 }, { "dep_month": "2004-10-01T00:00:00.000Z", "flight_count": 372, "moving_avg_flight_count": 372.75 }, { "dep_month": "2004-11-01T00:00:00.000Z", "flight_count": 335, "moving_avg_flight_count": 364.5 }, { "dep_month": "2004-12-01T00:00:00.000Z", "flight_count": 361, "moving_avg_flight_count": 358.5 }, { "dep_month": "2005-01-01T00:00:00.000Z", "flight_count": 318, "moving_avg_flight_count": 346.5 }, { "dep_month": "2005-02-01T00:00:00.000Z", "flight_count": 351, "moving_avg_flight_count": 341.25 }, { "dep_month": "2005-03-01T00:00:00.000Z", "flight_count": 288, "moving_avg_flight_count": 329.5 }, { "dep_month": "2005-04-01T00:00:00.000Z", "flight_count": 321, "moving_avg_flight_count": 319.5 }, { "dep_month": "2005-05-01T00:00:00.000Z", "flight_count": 364, "moving_avg_flight_count": 331 }, { "dep_month": "2005-06-01T00:00:00.000Z", "flight_count": 349, "moving_avg_flight_count": 330.5 }, { "dep_month": "2005-07-01T00:00:00.000Z", "flight_count": 343, "moving_avg_flight_count": 344.25 }, { "dep_month": "2005-08-01T00:00:00.000Z", "flight_count": 325, "moving_avg_flight_count": 345.25 }, { "dep_month": "2005-09-01T00:00:00.000Z", "flight_count": 292, "moving_avg_flight_count": 327.25 }, { "dep_month": "2005-10-01T00:00:00.000Z", "flight_count": 298, "moving_avg_flight_count": 314.5 }, { "dep_month": "2005-11-01T00:00:00.000Z", "flight_count": 232, "moving_avg_flight_count": 286.75 }, { "dep_month": "2005-12-01T00:00:00.000Z", "flight_count": 287, "moving_avg_flight_count": 277.25 } ] }, { "destination": "DFW", "flight_count": 17776, "non_averaged": [ { "dep_month": "2000-01-01T00:00:00.000Z", "flight_count": 189, "moving_avg_flight_count": 189 }, { "dep_month": "2000-02-01T00:00:00.000Z", "flight_count": 181, "moving_avg_flight_count": 185 }, { "dep_month": "2000-03-01T00:00:00.000Z", "flight_count": 190, "moving_avg_flight_count": 186.66666666666666 }, { "dep_month": "2000-04-01T00:00:00.000Z", "flight_count": 149, "moving_avg_flight_count": 177.25 }, { "dep_month": "2000-05-01T00:00:00.000Z", "flight_count": 134, "moving_avg_flight_count": 163.5 }, { "dep_month": "2000-06-01T00:00:00.000Z", "flight_count": 152, "moving_avg_flight_count": 156.25 }, { "dep_month": 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"2004-12-01T00:00:00.000Z", "flight_count": 1, "moving_avg_flight_count": 1 }, { "dep_month": "2005-02-01T00:00:00.000Z", "flight_count": 3, "moving_avg_flight_count": 1.5 }, { "dep_month": "2005-03-01T00:00:00.000Z", "flight_count": 1, "moving_avg_flight_count": 1.5 }, { "dep_month": "2005-04-01T00:00:00.000Z", "flight_count": 2, "moving_avg_flight_count": 1.75 }, { "dep_month": "2005-06-01T00:00:00.000Z", "flight_count": 1, "moving_avg_flight_count": 1.75 }, { "dep_month": "2005-08-01T00:00:00.000Z", "flight_count": 1, "moving_avg_flight_count": 1.25 } ] }, { "destination": "ORH", "flight_count": 12, "non_averaged": [ { "dep_month": "2001-03-01T00:00:00.000Z", "flight_count": 2, "moving_avg_flight_count": 2 }, { "dep_month": "2001-04-01T00:00:00.000Z", "flight_count": 3, "moving_avg_flight_count": 2.5 }, { "dep_month": "2001-05-01T00:00:00.000Z", "flight_count": 2, "moving_avg_flight_count": 2.3333333333333335 }, { "dep_month": "2001-06-01T00:00:00.000Z", "flight_count": 4, "moving_avg_flight_count": 2.75 }, { "dep_month": "2001-08-01T00:00:00.000Z", "flight_count": 1, "moving_avg_flight_count": 2.5 } ] }, { "destination": "HDN", "flight_count": 12, "non_averaged": [ { "dep_month": "2003-12-01T00:00:00.000Z", "flight_count": 1, "moving_avg_flight_count": 1 }, { "dep_month": "2004-01-01T00:00:00.000Z", "flight_count": 1, "moving_avg_flight_count": 1 }, { "dep_month": "2004-02-01T00:00:00.000Z", "flight_count": 1, "moving_avg_flight_count": 1 }, { "dep_month": "2004-03-01T00:00:00.000Z", "flight_count": 1, "moving_avg_flight_count": 1 }, { "dep_month": "2004-12-01T00:00:00.000Z", "flight_count": 2, "moving_avg_flight_count": 1.25 }, { "dep_month": "2005-01-01T00:00:00.000Z", "flight_count": 1, "moving_avg_flight_count": 1.25 }, { "dep_month": "2005-03-01T00:00:00.000Z", "flight_count": 1, "moving_avg_flight_count": 1.25 }, { "dep_month": "2005-06-01T00:00:00.000Z", "flight_count": 1, "moving_avg_flight_count": 1.25 }, { "dep_month": "2005-08-01T00:00:00.000Z", "flight_count": 2, "moving_avg_flight_count": 1.25 }, { "dep_month": "2005-12-01T00:00:00.000Z", "flight_count": 1, "moving_avg_flight_count": 1.25 } ] }, { "destination": "MLB", "flight_count": 10, "non_averaged": [ { "dep_month": "2004-02-01T00:00:00.000Z", "flight_count": 1, "moving_avg_flight_count": 1 }, { "dep_month": "2004-03-01T00:00:00.000Z", "flight_count": 1, "moving_avg_flight_count": 1 }, { "dep_month": "2004-06-01T00:00:00.000Z", "flight_count": 1, "moving_avg_flight_count": 1 }, { "dep_month": "2005-03-01T00:00:00.000Z", "flight_count": 1, "moving_avg_flight_count": 1 }, { "dep_month": "2005-06-01T00:00:00.000Z", "flight_count": 1, "moving_avg_flight_count": 1 }, { "dep_month": "2005-07-01T00:00:00.000Z", "flight_count": 3, "moving_avg_flight_count": 1.5 }, { "dep_month": "2005-08-01T00:00:00.000Z", "flight_count": 1, "moving_avg_flight_count": 1.5 }, { "dep_month": "2005-09-01T00:00:00.000Z", "flight_count": 1, "moving_avg_flight_count": 1.5 } ] }, { "destination": "BQN", "flight_count": 9, "non_averaged": [ { "dep_month": "2004-08-01T00:00:00.000Z", "flight_count": 1, "moving_avg_flight_count": 1 }, { "dep_month": "2004-10-01T00:00:00.000Z", "flight_count": 2, "moving_avg_flight_count": 1.5 }, { "dep_month": "2004-11-01T00:00:00.000Z", "flight_count": 2, "moving_avg_flight_count": 1.6666666666666667 }, { "dep_month": "2004-12-01T00:00:00.000Z", "flight_count": 3, "moving_avg_flight_count": 2 }, { "dep_month": "2005-12-01T00:00:00.000Z", "flight_count": 1, "moving_avg_flight_count": 2 } ] }, { "destination": "BFL", "flight_count": 9, "non_averaged": [ { "dep_month": "2004-09-01T00:00:00.000Z", "flight_count": 2, "moving_avg_flight_count": 2 }, { "dep_month": "2005-01-01T00:00:00.000Z", "flight_count": 1, "moving_avg_flight_count": 1.5 }, { "dep_month": "2005-02-01T00:00:00.000Z", "flight_count": 1, "moving_avg_flight_count": 1.3333333333333333 }, { "dep_month": "2005-04-01T00:00:00.000Z", "flight_count": 2, "moving_avg_flight_count": 1.5 }, { "dep_month": "2005-09-01T00:00:00.000Z", "flight_count": 3, "moving_avg_flight_count": 1.75 } ] }, { "destination": "CHO", "flight_count": 9, "non_averaged": [ { "dep_month": "2004-11-01T00:00:00.000Z", "flight_count": 1, "moving_avg_flight_count": 1 }, { "dep_month": "2005-02-01T00:00:00.000Z", "flight_count": 1, "moving_avg_flight_count": 1 }, { "dep_month": "2005-03-01T00:00:00.000Z", "flight_count": 1, "moving_avg_flight_count": 1 }, { "dep_month": "2005-04-01T00:00:00.000Z", "flight_count": 1, "moving_avg_flight_count": 1 }, { "dep_month": "2005-05-01T00:00:00.000Z", "flight_count": 2, "moving_avg_flight_count": 1.25 }, { "dep_month": "2005-06-01T00:00:00.000Z", "flight_count": 1, "moving_avg_flight_count": 1.25 }, { "dep_month": "2005-07-01T00:00:00.000Z", "flight_count": 1, "moving_avg_flight_count": 1.25 }, { "dep_month": "2005-08-01T00:00:00.000Z", "flight_count": 1, "moving_avg_flight_count": 1.25 } ] }, { "destination": "LNK", "flight_count": 9, "non_averaged": [ { "dep_month": "2000-07-01T00:00:00.000Z", "flight_count": 1, "moving_avg_flight_count": 1 }, { "dep_month": "2000-08-01T00:00:00.000Z", "flight_count": 1, "moving_avg_flight_count": 1 }, { "dep_month": "2000-09-01T00:00:00.000Z", "flight_count": 1, "moving_avg_flight_count": 1 }, { "dep_month": "2000-10-01T00:00:00.000Z", "flight_count": 1, "moving_avg_flight_count": 1 }, { "dep_month": "2000-11-01T00:00:00.000Z", "flight_count": 1, "moving_avg_flight_count": 1 }, { "dep_month": "2000-12-01T00:00:00.000Z", "flight_count": 4, "moving_avg_flight_count": 1.75 } ] }, { "destination": "CMI", "flight_count": 8, "non_averaged": [ { "dep_month": "2004-12-01T00:00:00.000Z", "flight_count": 1, "moving_avg_flight_count": 1 }, { "dep_month": "2005-05-01T00:00:00.000Z", "flight_count": 2, "moving_avg_flight_count": 1.5 }, { "dep_month": "2005-06-01T00:00:00.000Z", "flight_count": 1, "moving_avg_flight_count": 1.3333333333333333 }, { "dep_month": "2005-09-01T00:00:00.000Z", "flight_count": 1, "moving_avg_flight_count": 1.25 }, { "dep_month": "2005-11-01T00:00:00.000Z", "flight_count": 3, "moving_avg_flight_count": 1.75 } ] }, { "destination": "ABY", "flight_count": 6, "non_averaged": [ { "dep_month": "2003-01-01T00:00:00.000Z", "flight_count": 1, "moving_avg_flight_count": 1 }, { "dep_month": "2003-05-01T00:00:00.000Z", "flight_count": 1, "moving_avg_flight_count": 1 }, { "dep_month": "2004-02-01T00:00:00.000Z", "flight_count": 1, "moving_avg_flight_count": 1 }, { "dep_month": "2004-07-01T00:00:00.000Z", "flight_count": 1, "moving_avg_flight_count": 1 }, { "dep_month": "2004-11-01T00:00:00.000Z", "flight_count": 1, "moving_avg_flight_count": 1 }, { "dep_month": "2004-12-01T00:00:00.000Z", "flight_count": 1, "moving_avg_flight_count": 1 } ] }, { "destination": "HLN", "flight_count": 5, "non_averaged": [ { "dep_month": "2004-02-01T00:00:00.000Z", "flight_count": 2, "moving_avg_flight_count": 2 }, { "dep_month": "2004-07-01T00:00:00.000Z", "flight_count": 1, "moving_avg_flight_count": 1.5 }, { "dep_month": "2004-09-01T00:00:00.000Z", "flight_count": 2, "moving_avg_flight_count": 1.6666666666666667 } ] }, { "destination": "DRO", "flight_count": 5, "non_averaged": [ { "dep_month": "2000-03-01T00:00:00.000Z", "flight_count": 2, "moving_avg_flight_count": 2 }, { "dep_month": "2001-02-01T00:00:00.000Z", "flight_count": 2, "moving_avg_flight_count": 2 }, { "dep_month": "2003-01-01T00:00:00.000Z", "flight_count": 1, "moving_avg_flight_count": 1.6666666666666667 } ] }, { "destination": "GUC", "flight_count": 5, "non_averaged": [ { "dep_month": "2000-12-01T00:00:00.000Z", "flight_count": 1, "moving_avg_flight_count": 1 }, { "dep_month": "2002-01-01T00:00:00.000Z", "flight_count": 1, "moving_avg_flight_count": 1 }, { "dep_month": "2002-02-01T00:00:00.000Z", "flight_count": 1, "moving_avg_flight_count": 1 }, { "dep_month": "2005-01-01T00:00:00.000Z", "flight_count": 1, "moving_avg_flight_count": 1 }, { "dep_month": "2005-12-01T00:00:00.000Z", "flight_count": 1, "moving_avg_flight_count": 1 } ] }, { "destination": "BIS", "flight_count": 5, "non_averaged": [ { "dep_month": "2005-03-01T00:00:00.000Z", "flight_count": 1, "moving_avg_flight_count": 1 }, { "dep_month": "2005-05-01T00:00:00.000Z", "flight_count": 2, "moving_avg_flight_count": 1.5 }, { "dep_month": "2005-08-01T00:00:00.000Z", "flight_count": 1, "moving_avg_flight_count": 1.3333333333333333 }, { "dep_month": "2005-11-01T00:00:00.000Z", "flight_count": 1, "moving_avg_flight_count": 1.25 } ] }, { "destination": "EUG", "flight_count": 4, "non_averaged": [ { "dep_month": "2001-11-01T00:00:00.000Z", "flight_count": 2, "moving_avg_flight_count": 2 }, { "dep_month": "2002-11-01T00:00:00.000Z", "flight_count": 2, "moving_avg_flight_count": 2 } ] }, { "destination": "HVN", "flight_count": 4, "non_averaged": [ { "dep_month": "2005-07-01T00:00:00.000Z", "flight_count": 1, "moving_avg_flight_count": 1 }, { "dep_month": "2005-08-01T00:00:00.000Z", "flight_count": 1, "moving_avg_flight_count": 1 }, { "dep_month": "2005-09-01T00:00:00.000Z", "flight_count": 1, "moving_avg_flight_count": 1 }, { "dep_month": "2005-11-01T00:00:00.000Z", "flight_count": 1, "moving_avg_flight_count": 1 } ] }, { "destination": "HTS", "flight_count": 4, "non_averaged": [ { "dep_month": "2003-04-01T00:00:00.000Z", "flight_count": 1, "moving_avg_flight_count": 1 }, { "dep_month": "2005-02-01T00:00:00.000Z", "flight_count": 1, "moving_avg_flight_count": 1 }, { "dep_month": "2005-07-01T00:00:00.000Z", "flight_count": 1, "moving_avg_flight_count": 1 }, { "dep_month": "2005-11-01T00:00:00.000Z", "flight_count": 1, "moving_avg_flight_count": 1 } ] }, { "destination": "STX", "flight_count": 3, "non_averaged": [ { "dep_month": "2005-06-01T00:00:00.000Z", "flight_count": 1, "moving_avg_flight_count": 1 }, { "dep_month": "2005-07-01T00:00:00.000Z", "flight_count": 1, "moving_avg_flight_count": 1 }, { "dep_month": "2005-08-01T00:00:00.000Z", "flight_count": 1, "moving_avg_flight_count": 1 } ] }, { "destination": "PSE", "flight_count": 3, "non_averaged": [ { "dep_month": "2005-09-01T00:00:00.000Z", "flight_count": 1, "moving_avg_flight_count": 1 }, { "dep_month": "2005-10-01T00:00:00.000Z", "flight_count": 1, "moving_avg_flight_count": 1 }, { "dep_month": "2005-12-01T00:00:00.000Z", "flight_count": 1, "moving_avg_flight_count": 1 } ] }, { "destination": "EYW", "flight_count": 3, "non_averaged": [ { "dep_month": "2005-12-01T00:00:00.000Z", "flight_count": 3, "moving_avg_flight_count": 3 } ] }, { "destination": "VCT", "flight_count": 3, "non_averaged": [ { "dep_month": "2003-01-01T00:00:00.000Z", "flight_count": 1, "moving_avg_flight_count": 1 }, { "dep_month": "2003-03-01T00:00:00.000Z", "flight_count": 1, "moving_avg_flight_count": 1 }, { "dep_month": "2003-07-01T00:00:00.000Z", "flight_count": 1, "moving_avg_flight_count": 1 } ] }, { "destination": "MRY", "flight_count": 3, "non_averaged": [ { "dep_month": "2000-02-01T00:00:00.000Z", "flight_count": 1, "moving_avg_flight_count": 1 }, { "dep_month": "2000-03-01T00:00:00.000Z", "flight_count": 2, "moving_avg_flight_count": 1.5 } ] }, { "destination": "BQK", "flight_count": 2, "non_averaged": [ { "dep_month": "2003-10-01T00:00:00.000Z", "flight_count": 1, "moving_avg_flight_count": 1 }, { "dep_month": "2003-11-01T00:00:00.000Z", "flight_count": 1, "moving_avg_flight_count": 1 } ] }, { "destination": "TVC", "flight_count": 2, "non_averaged": [ { "dep_month": "2002-08-01T00:00:00.000Z", "flight_count": 1, "moving_avg_flight_count": 1 }, { "dep_month": "2005-07-01T00:00:00.000Z", "flight_count": 1, "moving_avg_flight_count": 1 } ] }, { "destination": "ITH", "flight_count": 1, "non_averaged": [ { "dep_month": "2000-06-01T00:00:00.000Z", "flight_count": 1, "moving_avg_flight_count": 1 } ] }, { "destination": "ELM", "flight_count": 1, "non_averaged": [ { "dep_month": "2000-06-01T00:00:00.000Z", "flight_count": 1, "moving_avg_flight_count": 1 } ] }, { "destination": "LSE", "flight_count": 1, "non_averaged": [ { "dep_month": "2005-06-01T00:00:00.000Z", "flight_count": 1, "moving_avg_flight_count": 1 } ] }, { "destination": "PHF", "flight_count": 1, "non_averaged": [ { "dep_month": "2004-12-01T00:00:00.000Z", "flight_count": 1, "moving_avg_flight_count": 1 } ] }, { "destination": "FLO", "flight_count": 1, "non_averaged": [ { "dep_month": "2004-06-01T00:00:00.000Z", "flight_count": 1, "moving_avg_flight_count": 1 } ] }, { "destination": "MFR", "flight_count": 1, "non_averaged": [ { "dep_month": "2002-09-01T00:00:00.000Z", "flight_count": 1, "moving_avg_flight_count": 1 } ] } ]
WITH __stage0 AS ( SELECT group_set, base."destination" as "destination__0", CASE WHEN group_set=0 THEN COUNT(1) END as "flight_count__0", CASE WHEN group_set=1 THEN DATE_TRUNC('month', base."dep_time") END as "dep_month__1", CASE WHEN group_set=1 THEN COUNT(1) END as "flight_count__1", CASE WHEN group_set=1 THEN AVG((CASE WHEN group_set=1 THEN COUNT(1) END)) OVER(PARTITION BY group_set, base."destination" ORDER BY CASE WHEN group_set=1 THEN DATE_TRUNC('month', base."dep_time") END ASC NULLS LAST ROWS BETWEEN 3 PRECEDING AND 0 FOLLOWING) END as "moving_avg_flight_count__1" FROM '../data/flights.parquet' as base CROSS JOIN (SELECT UNNEST(GENERATE_SERIES(0,1,1)) as group_set ) as group_set GROUP BY 1,2,4 ) SELECT "destination__0" as "destination", MAX(CASE WHEN group_set=0 THEN "flight_count__0" END) as "flight_count", COALESCE(LIST({ "dep_month": "dep_month__1", "flight_count": "flight_count__1", "moving_avg_flight_count": "moving_avg_flight_count__1"} ORDER BY "dep_month__1" ASC NULLS LAST) FILTER (WHERE group_set=1),[]) as "non_averaged" FROM __stage0 GROUP BY 1 ORDER BY 2 desc NULLS LAST