Malloy Documentation
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Malloy can compute moving averages on resultsets.

The queries below use the following model

document
## 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

document
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
}
QUERY RESULTS
[
  {
    "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

document
# 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
}
QUERY RESULTS
[
  {
    "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.

document
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
  }
}
document
run: flights -> {
  group_by: destination
  aggregate: flight_count
  nest: non_averaged
}
QUERY RESULTS
[
  {
    "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
      },
      {
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      },
      {
        "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