== Physical Plan ==
AdaptiveSparkPlan (18)
+- == Final Plan ==
* HashAggregate (14)
+- ShuffleQueryStage (13), Statistics(sizeInBytes=96.0 B, rowCount=2)
+- Exchange (12)
+- * HashAggregate (11)
+- TableCacheQueryStage (10), Statistics(sizeInBytes=245.7 MiB, rowCount=1.22E+6)
+- InMemoryTableScan (1)
+- InMemoryRelation (2)
+- AdaptiveSparkPlan (9)
+- Project (8)
+- Project (7)
+- InMemoryTableScan (3)
+- InMemoryRelation (4)
+- * Project (6)
+- Scan csv (5)
+- == Initial Plan ==
HashAggregate (17)
+- Exchange (16)
+- HashAggregate (15)
+- InMemoryTableScan (1)
+- InMemoryRelation (2)
+- AdaptiveSparkPlan (9)
+- Project (8)
+- Project (7)
+- InMemoryTableScan (3)
+- InMemoryRelation (4)
+- * Project (6)
+- Scan csv (5)
(1) InMemoryTableScan
Output [4]: [_is_ride_id_not_empty#3744, _is_ended_after_started#3745, _is_different_stations#3746, _is_valid#3747]
Arguments: [_is_ride_id_not_empty#3744, _is_ended_after_started#3745, _is_different_stations#3746, _is_valid#3747]
(2) InMemoryRelation
Arguments: [ride_id#3716, rideable_type#3717, started_at#3718, ended_at#3719, start_station_name#3720, start_station_id#3721, end_station_name#3722, end_station_id#3723, start_lat#3724, start_lng#3725, end_lat#3726, end_lng#3727, member_casual#3728, _corrupt_record#3279, _source_file#3294, _is_ride_id_not_empty#3744, _is_ended_after_started#3745, _is_different_stations#3746, _is_valid#3747], CachedRDDBuilder(org.apache.spark.sql.execution.columnar.DefaultCachedBatchSerializer@28f1e8bc,StorageLevel(disk, memory, deserialized, 1 replicas),AdaptiveSparkPlan isFinalPlan=true
+- == Final Plan ==
*(1) Project [ride_id#128, rideable_type#129, started_at#669, ended_at#670, start_station_name#132, start_station_id#133, end_station_name#134, end_station_id#135, start_lat#675, start_lng#676, end_lat#677, end_lng#678, member_casual#140, _corrupt_record#141, _source_file#156, (isnotnull(ride_id#128) AND NOT (trim(ride_id#128, None) = )) AS _is_ride_id_not_empty#695, coalesce((ended_at#670 > started_at#669), false) AS _is_ended_after_started#696, coalesce(NOT (end_station_id#135 = start_station_id#133), false) AS _is_different_stations#697, ((((isnotnull(ride_id#128) AND NOT (trim(ride_id#128, None) = )) AND coalesce((ended_at#670 > started_at#669), false)) AND coalesce(NOT (end_station_id#135 = start_station_id#133), false)) AND isnull(_corrupt_record#141)) AS _is_valid#698]
+- *(1) Project [ride_id#128, rideable_type#129, cast(started_at#130 as timestamp) AS started_at#669, cast(ended_at#131 as timestamp) AS ended_at#670, start_station_name#132, start_station_id#133, end_station_name#134, end_station_id#135, cast(start_lat#136 as double) AS start_lat#675, cast(start_lng#137 as double) AS start_lng#676, cast(end_lat#138 as double) AS end_lat#677, cast(end_lng#139 as double) AS end_lng#678, member_casual#140, _corrupt_record#141, _source_file#156]
+- TableCacheQueryStage 0
+- InMemoryTableScan [_corrupt_record#141, _source_file#156, end_lat#138, end_lng#139, end_station_id#135, end_station_name#134, ended_at#131, member_casual#140, ride_id#128, rideable_type#129, start_lat#136, start_lng#137, start_station_id#133, start_station_name#132, started_at#130]
+- InMemoryRelation [ride_id#128, rideable_type#129, started_at#130, ended_at#131, start_station_name#132, start_station_id#133, end_station_name#134, end_station_id#135, start_lat#136, start_lng#137, end_lat#138, end_lng#139, member_casual#140, _corrupt_record#141, _source_file#156], StorageLevel(disk, memory, deserialized, 1 replicas)
+- *(1) Project [ride_id#128, rideable_type#129, started_at#130, ended_at#131, start_station_name#132, start_station_id#133, end_station_name#134, end_station_id#135, start_lat#136, start_lng#137, end_lat#138, end_lng#139, member_casual#140, _corrupt_record#141, regexp_extract(input_file_name(), [^/]+$, 0) AS _source_file#156]
+- FileScan csv [ride_id#128,rideable_type#129,started_at#130,ended_at#131,start_station_name#132,start_station_id#133,end_station_name#134,end_station_id#135,start_lat#136,start_lng#137,end_lat#138,end_lng#139,member_casual#140,_corrupt_record#141] Batched: false, DataFilters: [], Format: CSV, Location: InMemoryFileIndex(2 paths)[s3a://rzvde-g11-durnev-pavel/raw/citibike_data/202602/202602-citibike-..., PartitionFilters: [], PushedFilters: [], ReadSchema: struct<ride_id:string,rideable_type:string,started_at:string,ended_at:string,start_station_name:s...
+- == Initial Plan ==
Project [ride_id#128, rideable_type#129, started_at#669, ended_at#670, start_station_name#132, start_station_id#133, end_station_name#134, end_station_id#135, start_lat#675, start_lng#676, end_lat#677, end_lng#678, member_casual#140, _corrupt_record#141, _source_file#156, (isnotnull(ride_id#128) AND NOT (trim(ride_id#128, None) = )) AS _is_ride_id_not_empty#695, coalesce((ended_at#670 > started_at#669), false) AS _is_ended_after_started#696, coalesce(NOT (end_station_id#135 = start_station_id#133), false) AS _is_different_stations#697, ((((isnotnull(ride_id#128) AND NOT (trim(ride_id#128, None) = )) AND coalesce((ended_at#670 > started_at#669), false)) AND coalesce(NOT (end_station_id#135 = start_station_id#133), false)) AND isnull(_corrupt_record#141)) AS _is_valid#698]
+- Project [ride_id#128, rideable_type#129, cast(started_at#130 as timestamp) AS started_at#669, cast(ended_at#131 as timestamp) AS ended_at#670, start_station_name#132, start_station_id#133, end_station_name#134, end_station_id#135, cast(start_lat#136 as double) AS start_lat#675, cast(start_lng#137 as double) AS start_lng#676, cast(end_lat#138 as double) AS end_lat#677, cast(end_lng#139 as double) AS end_lng#678, member_casual#140, _corrupt_record#141, _source_file#156]
+- InMemoryTableScan [_corrupt_record#141, _source_file#156, end_lat#138, end_lng#139, end_station_id#135, end_station_name#134, ended_at#131, member_casual#140, ride_id#128, rideable_type#129, start_lat#136, start_lng#137, start_station_id#133, start_station_name#132, started_at#130]
+- InMemoryRelation [ride_id#128, rideable_type#129, started_at#130, ended_at#131, start_station_name#132, start_station_id#133, end_station_name#134, end_station_id#135, start_lat#136, start_lng#137, end_lat#138, end_lng#139, member_casual#140, _corrupt_record#141, _source_file#156], StorageLevel(disk, memory, deserialized, 1 replicas)
+- *(1) Project [ride_id#128, rideable_type#129, started_at#130, ended_at#131, start_station_name#132, start_station_id#133, end_station_name#134, end_station_id#135, start_lat#136, start_lng#137, end_lat#138, end_lng#139, member_casual#140, _corrupt_record#141, regexp_extract(input_file_name(), [^/]+$, 0) AS _source_file#156]
+- FileScan csv [ride_id#128,rideable_type#129,started_at#130,ended_at#131,start_station_name#132,start_station_id#133,end_station_name#134,end_station_id#135,start_lat#136,start_lng#137,end_lat#138,end_lng#139,member_casual#140,_corrupt_record#141] Batched: false, DataFilters: [], Format: CSV, Location: InMemoryFileIndex(2 paths)[s3a://rzvde-g11-durnev-pavel/raw/citibike_data/202602/202602-citibike-..., PartitionFilters: [], PushedFilters: [], ReadSchema: struct<ride_id:string,rideable_type:string,started_at:string,ended_at:string,start_station_name:s...
,None)
(3) InMemoryTableScan
Output [15]: [_corrupt_record#141, _source_file#156, end_lat#138, end_lng#139, end_station_id#135, end_station_name#134, ended_at#131, member_casual#140, ride_id#128, rideable_type#129, start_lat#136, start_lng#137, start_station_id#133, start_station_name#132, started_at#130]
Arguments: [_corrupt_record#141, _source_file#156, end_lat#138, end_lng#139, end_station_id#135, end_station_name#134, ended_at#131, member_casual#140, ride_id#128, rideable_type#129, start_lat#136, start_lng#137, start_station_id#133, start_station_name#132, started_at#130]
(4) InMemoryRelation
Arguments: [ride_id#128, rideable_type#129, started_at#130, ended_at#131, start_station_name#132, start_station_id#133, end_station_name#134, end_station_id#135, start_lat#136, start_lng#137, end_lat#138, end_lng#139, member_casual#140, _corrupt_record#141, _source_file#156], CachedRDDBuilder(org.apache.spark.sql.execution.columnar.DefaultCachedBatchSerializer@28f1e8bc,StorageLevel(disk, memory, deserialized, 1 replicas),*(1) Project [ride_id#128, rideable_type#129, started_at#130, ended_at#131, start_station_name#132, start_station_id#133, end_station_name#134, end_station_id#135, start_lat#136, start_lng#137, end_lat#138, end_lng#139, member_casual#140, _corrupt_record#141, regexp_extract(input_file_name(), [^/]+$, 0) AS _source_file#156]
+- FileScan csv [ride_id#128,rideable_type#129,started_at#130,ended_at#131,start_station_name#132,start_station_id#133,end_station_name#134,end_station_id#135,start_lat#136,start_lng#137,end_lat#138,end_lng#139,member_casual#140,_corrupt_record#141] Batched: false, DataFilters: [], Format: CSV, Location: InMemoryFileIndex(2 paths)[s3a://rzvde-g11-durnev-pavel/raw/citibike_data/202602/202602-citibike-..., PartitionFilters: [], PushedFilters: [], ReadSchema: struct<ride_id:string,rideable_type:string,started_at:string,ended_at:string,start_station_name:s...
,None)
(5) Scan csv
Output [14]: [ride_id#128, rideable_type#129, started_at#130, ended_at#131, start_station_name#132, start_station_id#133, end_station_name#134, end_station_id#135, start_lat#136, start_lng#137, end_lat#138, end_lng#139, member_casual#140, _corrupt_record#141]
Batched: false
Location: InMemoryFileIndex [s3a://rzvde-g11-durnev-pavel/raw/citibike_data/202602/202602-citibike-tripdata-part00.csv, ... 1 entries]
ReadSchema: struct<ride_id:string,rideable_type:string,started_at:string,ended_at:string,start_station_name:string,start_station_id:string,end_station_name:string,end_station_id:string,start_lat:string,start_lng:string,end_lat:string,end_lng:string,member_casual:string,_corrupt_record:string>
(6) Project [codegen id : 1]
Output [15]: [ride_id#128, rideable_type#129, started_at#130, ended_at#131, start_station_name#132, start_station_id#133, end_station_name#134, end_station_id#135, start_lat#136, start_lng#137, end_lat#138, end_lng#139, member_casual#140, _corrupt_record#141, regexp_extract(input_file_name(), [^/]+$, 0) AS _source_file#156]
Input [14]: [ride_id#128, rideable_type#129, started_at#130, ended_at#131, start_station_name#132, start_station_id#133, end_station_name#134, end_station_id#135, start_lat#136, start_lng#137, end_lat#138, end_lng#139, member_casual#140, _corrupt_record#141]
(7) Project
Output [15]: [ride_id#128, rideable_type#129, cast(started_at#130 as timestamp) AS started_at#669, cast(ended_at#131 as timestamp) AS ended_at#670, start_station_name#132, start_station_id#133, end_station_name#134, end_station_id#135, cast(start_lat#136 as double) AS start_lat#675, cast(start_lng#137 as double) AS start_lng#676, cast(end_lat#138 as double) AS end_lat#677, cast(end_lng#139 as double) AS end_lng#678, member_casual#140, _corrupt_record#141, _source_file#156]
Input [15]: [_corrupt_record#141, _source_file#156, end_lat#138, end_lng#139, end_station_id#135, end_station_name#134, ended_at#131, member_casual#140, ride_id#128, rideable_type#129, start_lat#136, start_lng#137, start_station_id#133, start_station_name#132, started_at#130]
(8) Project
Output [19]: [ride_id#128, rideable_type#129, started_at#669, ended_at#670, start_station_name#132, start_station_id#133, end_station_name#134, end_station_id#135, start_lat#675, start_lng#676, end_lat#677, end_lng#678, member_casual#140, _corrupt_record#141, _source_file#156, (isnotnull(ride_id#128) AND NOT (trim(ride_id#128, None) = )) AS _is_ride_id_not_empty#695, coalesce((ended_at#670 > started_at#669), false) AS _is_ended_after_started#696, coalesce(NOT (end_station_id#135 = start_station_id#133), false) AS _is_different_stations#697, ((((isnotnull(ride_id#128) AND NOT (trim(ride_id#128, None) = )) AND coalesce((ended_at#670 > started_at#669), false)) AND coalesce(NOT (end_station_id#135 = start_station_id#133), false)) AND isnull(_corrupt_record#141)) AS _is_valid#698]
Input [15]: [ride_id#128, rideable_type#129, started_at#669, ended_at#670, start_station_name#132, start_station_id#133, end_station_name#134, end_station_id#135, start_lat#675, start_lng#676, end_lat#677, end_lng#678, member_casual#140, _corrupt_record#141, _source_file#156]
(9) AdaptiveSparkPlan
Output [19]: [ride_id#128, rideable_type#129, started_at#669, ended_at#670, start_station_name#132, start_station_id#133, end_station_name#134, end_station_id#135, start_lat#675, start_lng#676, end_lat#677, end_lng#678, member_casual#140, _corrupt_record#141, _source_file#156, _is_ride_id_not_empty#695, _is_ended_after_started#696, _is_different_stations#697, _is_valid#698]
Arguments: isFinalPlan=false
(10) TableCacheQueryStage
Output [4]: [_is_ride_id_not_empty#3744, _is_ended_after_started#3745, _is_different_stations#3746, _is_valid#3747]
Arguments: 0
(11) HashAggregate [codegen id : 1]
Input [4]: [_is_ride_id_not_empty#3744, _is_ended_after_started#3745, _is_different_stations#3746, _is_valid#3747]
Keys: []
Functions [5]: [partial_count(1), partial_sum(cast(NOT _is_ride_id_not_empty#3744 as int)), partial_sum(cast(NOT _is_ended_after_started#3745 as int)), partial_sum(cast(NOT _is_different_stations#3746 as int)), partial_sum(cast(_is_valid#3747 as int))]
Aggregate Attributes [5]: [count#4082L, sum#4083L, sum#4084L, sum#4085L, sum#4086L]
Results [5]: [count#4087L, sum#4088L, sum#4089L, sum#4090L, sum#4091L]
(12) Exchange
Input [5]: [count#4087L, sum#4088L, sum#4089L, sum#4090L, sum#4091L]
Arguments: SinglePartition, ENSURE_REQUIREMENTS, [plan_id=829]
(13) ShuffleQueryStage
Output [5]: [count#4087L, sum#4088L, sum#4089L, sum#4090L, sum#4091L]
Arguments: 1
(14) HashAggregate [codegen id : 2]
Input [5]: [count#4087L, sum#4088L, sum#4089L, sum#4090L, sum#4091L]
Keys: []
Functions [5]: [count(1), sum(cast(NOT _is_ride_id_not_empty#3744 as int)), sum(cast(NOT _is_ended_after_started#3745 as int)), sum(cast(NOT _is_different_stations#3746 as int)), sum(cast(_is_valid#3747 as int))]
Aggregate Attributes [5]: [count(1)#3767L, sum(cast(NOT _is_ride_id_not_empty#3744 as int))#3769L, sum(cast(NOT _is_ended_after_started#3745 as int))#3771L, sum(cast(NOT _is_different_stations#3746 as int))#3773L, sum(cast(_is_valid#3747 as int))#3775L]
Results [5]: [toprettystring(count(1)#3767L, Some(UTC)) AS toprettystring(total)#3787, toprettystring(sum(cast(NOT _is_ride_id_not_empty#3744 as int))#3769L, Some(UTC)) AS toprettystring(bad_ride_id)#3788, toprettystring(sum(cast(NOT _is_ended_after_started#3745 as int))#3771L, Some(UTC)) AS toprettystring(bad_time)#3789, toprettystring(sum(cast(NOT _is_different_stations#3746 as int))#3773L, Some(UTC)) AS toprettystring(same_station)#3790, toprettystring(sum(cast(_is_valid#3747 as int))#3775L, Some(UTC)) AS toprettystring(valid)#3791]
(15) HashAggregate
Input [4]: [_is_ride_id_not_empty#3744, _is_ended_after_started#3745, _is_different_stations#3746, _is_valid#3747]
Keys: []
Functions [5]: [partial_count(1), partial_sum(cast(NOT _is_ride_id_not_empty#3744 as int)), partial_sum(cast(NOT _is_ended_after_started#3745 as int)), partial_sum(cast(NOT _is_different_stations#3746 as int)), partial_sum(cast(_is_valid#3747 as int))]
Aggregate Attributes [5]: [count#4082L, sum#4083L, sum#4084L, sum#4085L, sum#4086L]
Results [5]: [count#4087L, sum#4088L, sum#4089L, sum#4090L, sum#4091L]
(16) Exchange
Input [5]: [count#4087L, sum#4088L, sum#4089L, sum#4090L, sum#4091L]
Arguments: SinglePartition, ENSURE_REQUIREMENTS, [plan_id=804]
(17) HashAggregate
Input [5]: [count#4087L, sum#4088L, sum#4089L, sum#4090L, sum#4091L]
Keys: []
Functions [5]: [count(1), sum(cast(NOT _is_ride_id_not_empty#3744 as int)), sum(cast(NOT _is_ended_after_started#3745 as int)), sum(cast(NOT _is_different_stations#3746 as int)), sum(cast(_is_valid#3747 as int))]
Aggregate Attributes [5]: [count(1)#3767L, sum(cast(NOT _is_ride_id_not_empty#3744 as int))#3769L, sum(cast(NOT _is_ended_after_started#3745 as int))#3771L, sum(cast(NOT _is_different_stations#3746 as int))#3773L, sum(cast(_is_valid#3747 as int))#3775L]
Results [5]: [toprettystring(count(1)#3767L, Some(UTC)) AS toprettystring(total)#3787, toprettystring(sum(cast(NOT _is_ride_id_not_empty#3744 as int))#3769L, Some(UTC)) AS toprettystring(bad_ride_id)#3788, toprettystring(sum(cast(NOT _is_ended_after_started#3745 as int))#3771L, Some(UTC)) AS toprettystring(bad_time)#3789, toprettystring(sum(cast(NOT _is_different_stations#3746 as int))#3773L, Some(UTC)) AS toprettystring(same_station)#3790, toprettystring(sum(cast(_is_valid#3747 as int))#3775L, Some(UTC)) AS toprettystring(valid)#3791]
(18) AdaptiveSparkPlan
Output [5]: [toprettystring(total)#3787, toprettystring(bad_ride_id)#3788, toprettystring(bad_time)#3789, toprettystring(same_station)#3790, toprettystring(valid)#3791]
Arguments: isFinalPlan=true