lesson 34 Dates, strings & subqueries · intermediate
Date boundaries & monthly buckets
Define date ranges and monthly groups without boundary mistakes.
the idea
A period filter should be half-open: start <= t AND t < next start. It includes every time on the last day and never double-counts the boundary. To count per month, derive a month label and group; COUNT(DISTINCT x) counts different values within each bucket.
Dataset: U.S. Flights
The tables the challenges use, with their first 6 rows. Under each column name: the kind of value it holds, and which table it links to.
flights25 columns · 124,460 rows
| flight_idnumber · unique id | flight_datedate · links to calendar | airline_codetext · links to airlines | flight_numbernumber | tail_numbertext | origintext · links to airports | destinationtext · links to airports | route_idnumber · links to routes | scheduled_departuredate & time | actual_departuredate & time | departure_delaynumber | taxi_out_minutesnumber | scheduled_arrivaldate & time | actual_arrivaldate & time | arrival_delaynumber | air_time_minutesnumber | distance_milesnumber | cancellednumber | cancellation_codetext · links to cancellation_reasons | divertednumber | carrier_delaynumber | weather_delaynumber | nas_delaynumber | security_delaynumber | late_aircraft_delaynumber |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | 2025-01-01 | AA | 2158 | N960NN | SMF | ORD | 5042 | 2025-01-01 00:25 | 2025-01-01 00:37 | 12 | 10 | 2025-01-01 06:34 | 2025-01-01 06:18 | -16 | 202 | 1781 | 0 | NULL | 0 | NULL | NULL | NULL | NULL | NULL |
| 2 | 2025-01-01 | AS | 150 | N524AS | ANC | LAX | 90 | 2025-01-01 00:44 | 2025-01-01 00:42 | -2 | 10 | 2025-01-01 07:08 | 2025-01-01 06:44 | -24 | 281 | 2345 | 0 | NULL | 0 | NULL | NULL | NULL | NULL | NULL |
| 3 | 2025-01-01 | AA | 2319 | N861NN | PHX | ORD | 4078 | 2025-01-01 00:45 | 2025-01-01 00:39 | -6 | 17 | 2025-01-01 05:16 | 2025-01-01 04:44 | -32 | 160 | 1440 | 0 | NULL | 0 | NULL | NULL | NULL | NULL | NULL |
| 4 | 2025-01-01 | UA | 2232 | N24516 | SFO | ORD | 4820 | 2025-01-01 00:59 | 2025-01-01 00:56 | -3 | 31 | 2025-01-01 07:26 | 2025-01-01 07:23 | -3 | 214 | 1846 | 0 | NULL | 0 | NULL | NULL | NULL | NULL | NULL |
| 5 | 2025-01-01 | AA | 575 | N163AA | DFW | CLT | 1457 | 2025-01-01 05:00 | 2025-01-01 04:55 | -5 | 23 | 2025-01-01 08:32 | 2025-01-01 08:14 | -18 | 105 | 936 | 0 | NULL | 0 | NULL | NULL | NULL | NULL | NULL |
| 6 | 2025-01-01 | AA | 1196 | N338ST | EWR | MIA | 1808 | 2025-01-01 05:00 | 2025-01-01 04:53 | -7 | 22 | 2025-01-01 08:20 | 2025-01-01 08:10 | -10 | 151 | 1085 | 0 | NULL | 0 | NULL | NULL | NULL | NULL | NULL |
- flight_idnumber · unique id
- 1
- flight_datedate · links to calendar
- 2025-01-01
- airline_codetext · links to airlines
- AA
- flight_numbernumber
- 2158
- tail_numbertext
- N960NN
- origintext · links to airports
- SMF
- destinationtext · links to airports
- ORD
- route_idnumber · links to routes
- 5042
- scheduled_departuredate & time
- 2025-01-01 00:25
- actual_departuredate & time
- 2025-01-01 00:37
- departure_delaynumber
- 12
- taxi_out_minutesnumber
- 10
- scheduled_arrivaldate & time
- 2025-01-01 06:34
- actual_arrivaldate & time
- 2025-01-01 06:18
- arrival_delaynumber
- -16
- air_time_minutesnumber
- 202
- distance_milesnumber
- 1781
- cancellednumber
- 0
- cancellation_codetext · links to cancellation_reasons
- NULL
- divertednumber
- 0
- carrier_delaynumber
- NULL
- weather_delaynumber
- NULL
- nas_delaynumber
- NULL
- security_delaynumber
- NULL
- late_aircraft_delaynumber
- NULL
- flight_idnumber · unique id
- 2
- flight_datedate · links to calendar
- 2025-01-01
- airline_codetext · links to airlines
- AS
- flight_numbernumber
- 150
- tail_numbertext
- N524AS
- origintext · links to airports
- ANC
- destinationtext · links to airports
- LAX
- route_idnumber · links to routes
- 90
- scheduled_departuredate & time
- 2025-01-01 00:44
- actual_departuredate & time
- 2025-01-01 00:42
- departure_delaynumber
- -2
- taxi_out_minutesnumber
- 10
- scheduled_arrivaldate & time
- 2025-01-01 07:08
- actual_arrivaldate & time
- 2025-01-01 06:44
- arrival_delaynumber
- -24
- air_time_minutesnumber
- 281
- distance_milesnumber
- 2345
- cancellednumber
- 0
- cancellation_codetext · links to cancellation_reasons
- NULL
- divertednumber
- 0
- carrier_delaynumber
- NULL
- weather_delaynumber
- NULL
- nas_delaynumber
- NULL
- security_delaynumber
- NULL
- late_aircraft_delaynumber
- NULL
- flight_idnumber · unique id
- 3
- flight_datedate · links to calendar
- 2025-01-01
- airline_codetext · links to airlines
- AA
- flight_numbernumber
- 2319
- tail_numbertext
- N861NN
- origintext · links to airports
- PHX
- destinationtext · links to airports
- ORD
- route_idnumber · links to routes
- 4078
- scheduled_departuredate & time
- 2025-01-01 00:45
- actual_departuredate & time
- 2025-01-01 00:39
- departure_delaynumber
- -6
- taxi_out_minutesnumber
- 17
- scheduled_arrivaldate & time
- 2025-01-01 05:16
- actual_arrivaldate & time
- 2025-01-01 04:44
- arrival_delaynumber
- -32
- air_time_minutesnumber
- 160
- distance_milesnumber
- 1440
- cancellednumber
- 0
- cancellation_codetext · links to cancellation_reasons
- NULL
- divertednumber
- 0
- carrier_delaynumber
- NULL
- weather_delaynumber
- NULL
- nas_delaynumber
- NULL
- security_delaynumber
- NULL
- late_aircraft_delaynumber
- NULL
- flight_idnumber · unique id
- 4
- flight_datedate · links to calendar
- 2025-01-01
- airline_codetext · links to airlines
- UA
- flight_numbernumber
- 2232
- tail_numbertext
- N24516
- origintext · links to airports
- SFO
- destinationtext · links to airports
- ORD
- route_idnumber · links to routes
- 4820
- scheduled_departuredate & time
- 2025-01-01 00:59
- actual_departuredate & time
- 2025-01-01 00:56
- departure_delaynumber
- -3
- taxi_out_minutesnumber
- 31
- scheduled_arrivaldate & time
- 2025-01-01 07:26
- actual_arrivaldate & time
- 2025-01-01 07:23
- arrival_delaynumber
- -3
- air_time_minutesnumber
- 214
- distance_milesnumber
- 1846
- cancellednumber
- 0
- cancellation_codetext · links to cancellation_reasons
- NULL
- divertednumber
- 0
- carrier_delaynumber
- NULL
- weather_delaynumber
- NULL
- nas_delaynumber
- NULL
- security_delaynumber
- NULL
- late_aircraft_delaynumber
- NULL
- flight_idnumber · unique id
- 5
- flight_datedate · links to calendar
- 2025-01-01
- airline_codetext · links to airlines
- AA
- flight_numbernumber
- 575
- tail_numbertext
- N163AA
- origintext · links to airports
- DFW
- destinationtext · links to airports
- CLT
- route_idnumber · links to routes
- 1457
- scheduled_departuredate & time
- 2025-01-01 05:00
- actual_departuredate & time
- 2025-01-01 04:55
- departure_delaynumber
- -5
- taxi_out_minutesnumber
- 23
- scheduled_arrivaldate & time
- 2025-01-01 08:32
- actual_arrivaldate & time
- 2025-01-01 08:14
- arrival_delaynumber
- -18
- air_time_minutesnumber
- 105
- distance_milesnumber
- 936
- cancellednumber
- 0
- cancellation_codetext · links to cancellation_reasons
- NULL
- divertednumber
- 0
- carrier_delaynumber
- NULL
- weather_delaynumber
- NULL
- nas_delaynumber
- NULL
- security_delaynumber
- NULL
- late_aircraft_delaynumber
- NULL
- flight_idnumber · unique id
- 6
- flight_datedate · links to calendar
- 2025-01-01
- airline_codetext · links to airlines
- AA
- flight_numbernumber
- 1196
- tail_numbertext
- N338ST
- origintext · links to airports
- EWR
- destinationtext · links to airports
- MIA
- route_idnumber · links to routes
- 1808
- scheduled_departuredate & time
- 2025-01-01 05:00
- actual_departuredate & time
- 2025-01-01 04:53
- departure_delaynumber
- -7
- taxi_out_minutesnumber
- 22
- scheduled_arrivaldate & time
- 2025-01-01 08:20
- actual_arrivaldate & time
- 2025-01-01 08:10
- arrival_delaynumber
- -10
- air_time_minutesnumber
- 151
- distance_milesnumber
- 1085
- cancellednumber
- 0
- cancellation_codetext · links to cancellation_reasons
- NULL
- divertednumber
- 0
- carrier_delaynumber
- NULL
- weather_delaynumber
- NULL
- nas_delaynumber
- NULL
- security_delaynumber
- NULL
- late_aircraft_delaynumber
- NULL
first 6 of 124,460 rows · your queries use all of them
worked example
Run these steps in order to see the idea before you write your own query. The step marked “the pattern” is what the challenges ask for. Running the example does not count toward progress.
Count flights on one calendar day. Run this. Half-open bounds from midnight to next midnight include the whole day.the pattern
example.sqlSELECT COUNT(*) AS new_year_flights FROM flights WHERE scheduled_departure >= '2025-01-01 00:00' AND scheduled_departure < '2025-01-02 00:00';
Group flights and aircraft by month. Run this. substr on flight_date buckets rows; COUNT(DISTINCT tail_number) counts unique planes.
step-2.sqlSELECT substr(flight_date, 1, 7) AS month, COUNT(*) AS flights, COUNT(DISTINCT tail_number) AS aircraft FROM flights GROUP BY month;
common mistake
date(scheduled_departure) = '2025-02-28' is correct but cannot use a plain index on scheduled_departure; a half-open range can.