== Physical Plan ==
AdaptiveSparkPlan (21)
+- == Final Plan ==
Execute InsertIntoHadoopFsRelationCommand (15)
+- WriteFiles (14)
+- Coalesce (13)
+- * Project (12)
+- * Filter (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 ==
Execute InsertIntoHadoopFsRelationCommand (20)
+- WriteFiles (19)
+- Coalesce (18)
+- Project (17)
+- Filter (16)
+- InMemoryTableScan (1)
+- InMemoryRelation (2)
+- AdaptiveSparkPlan (9)
+- Project (8)
+- Project (7)
+- InMemoryTableScan (3)
+- InMemoryRelation (4)
+- * Project (6)
+- Scan csv (5)
(1) InMemoryTableScan
Output [19]: [_corrupt_record#141, _is_different_stations#697, _is_ended_after_started#696, _is_ride_id_not_empty#695, _is_valid#698, _source_file#156, end_lat#677, end_lng#678, end_station_id#674, end_station_name#673, ended_at#670, member_casual#679, ride_id#667, rideable_type#668, start_lat#675, start_lng#676, start_station_id#672, start_station_name#671, started_at#669]
Arguments: [_corrupt_record#141, _is_different_stations#697, _is_ended_after_started#696, _is_ride_id_not_empty#695, _is_valid#698, _source_file#156, end_lat#677, end_lng#678, end_station_id#674, end_station_name#673, ended_at#670, member_casual#679, ride_id#667, rideable_type#668, start_lat#675, start_lng#676, start_station_id#672, start_station_name#671, started_at#669], [isnotnull(_is_valid#698), NOT _is_valid#698]
(2) InMemoryRelation
Arguments: [ride_id#667, rideable_type#668, started_at#669, ended_at#670, start_station_name#671, start_station_id#672, end_station_name#673, end_station_id#674, start_lat#675, start_lng#676, end_lat#677, end_lng#678, member_casual#679, _corrupt_record#141, _source_file#156, _is_ride_id_not_empty#695, _is_ended_after_started#696, _is_different_stations#697, _is_valid#698], 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 [19]: [_corrupt_record#141, _is_different_stations#697, _is_ended_after_started#696, _is_ride_id_not_empty#695, _is_valid#698, _source_file#156, end_lat#677, end_lng#678, end_station_id#674, end_station_name#673, ended_at#670, member_casual#679, ride_id#667, rideable_type#668, start_lat#675, start_lng#676, start_station_id#672, start_station_name#671, started_at#669]
Arguments: 0
(11) Filter [codegen id : 1]
Input [19]: [_corrupt_record#141, _is_different_stations#697, _is_ended_after_started#696, _is_ride_id_not_empty#695, _is_valid#698, _source_file#156, end_lat#677, end_lng#678, end_station_id#674, end_station_name#673, ended_at#670, member_casual#679, ride_id#667, rideable_type#668, start_lat#675, start_lng#676, start_station_id#672, start_station_name#671, started_at#669]
Condition : (isnotnull(_is_valid#698) AND NOT _is_valid#698)
(12) Project [codegen id : 1]
Output [20]: [ride_id#667, rideable_type#668, started_at#669, ended_at#670, start_station_name#671, start_station_id#672, end_station_name#673, end_station_id#674, start_lat#675, start_lng#676, end_lat#677, end_lng#678, member_casual#679, _corrupt_record#141, _source_file#156, _is_ride_id_not_empty#695, _is_ended_after_started#696, _is_different_stations#697, _is_valid#698, 2026-11-01 19:31:05.204539 AS _processed_dttm#1063]
Input [19]: [_corrupt_record#141, _is_different_stations#697, _is_ended_after_started#696, _is_ride_id_not_empty#695, _is_valid#698, _source_file#156, end_lat#677, end_lng#678, end_station_id#674, end_station_name#673, ended_at#670, member_casual#679, ride_id#667, rideable_type#668, start_lat#675, start_lng#676, start_station_id#672, start_station_name#671, started_at#669]
(13) Coalesce
Input [20]: [ride_id#667, rideable_type#668, started_at#669, ended_at#670, start_station_name#671, start_station_id#672, end_station_name#673, end_station_id#674, start_lat#675, start_lng#676, end_lat#677, end_lng#678, member_casual#679, _corrupt_record#141, _source_file#156, _is_ride_id_not_empty#695, _is_ended_after_started#696, _is_different_stations#697, _is_valid#698, _processed_dttm#1063]
Arguments: 1
(14) WriteFiles
Input [20]: [ride_id#667, rideable_type#668, started_at#669, ended_at#670, start_station_name#671, start_station_id#672, end_station_name#673, end_station_id#674, start_lat#675, start_lng#676, end_lat#677, end_lng#678, member_casual#679, _corrupt_record#141, _source_file#156, _is_ride_id_not_empty#695, _is_ended_after_started#696, _is_different_stations#697, _is_valid#698, _processed_dttm#1063]
(15) Execute InsertIntoHadoopFsRelationCommand
Input: []
Arguments: s3a://rzvde-g11-durnev-pavel/raw_invalid/2026/02, false, CSV, [header=true, path=s3a://rzvde-g11-durnev-pavel/raw_invalid/2026/02], Overwrite, [ride_id, rideable_type, started_at, ended_at, start_station_name, start_station_id, end_station_name, end_station_id, start_lat, start_lng, end_lat, end_lng, member_casual, _corrupt_record, _source_file, _is_ride_id_not_empty, _is_ended_after_started, _is_different_stations, _is_valid, _processed_dttm]
(16) Filter
Input [19]: [_corrupt_record#141, _is_different_stations#697, _is_ended_after_started#696, _is_ride_id_not_empty#695, _is_valid#698, _source_file#156, end_lat#677, end_lng#678, end_station_id#674, end_station_name#673, ended_at#670, member_casual#679, ride_id#667, rideable_type#668, start_lat#675, start_lng#676, start_station_id#672, start_station_name#671, started_at#669]
Condition : (isnotnull(_is_valid#698) AND NOT _is_valid#698)
(17) Project
Output [20]: [ride_id#667, rideable_type#668, started_at#669, ended_at#670, start_station_name#671, start_station_id#672, end_station_name#673, end_station_id#674, start_lat#675, start_lng#676, end_lat#677, end_lng#678, member_casual#679, _corrupt_record#141, _source_file#156, _is_ride_id_not_empty#695, _is_ended_after_started#696, _is_different_stations#697, _is_valid#698, 2026-11-01 19:31:05.204539 AS _processed_dttm#1063]
Input [19]: [_corrupt_record#141, _is_different_stations#697, _is_ended_after_started#696, _is_ride_id_not_empty#695, _is_valid#698, _source_file#156, end_lat#677, end_lng#678, end_station_id#674, end_station_name#673, ended_at#670, member_casual#679, ride_id#667, rideable_type#668, start_lat#675, start_lng#676, start_station_id#672, start_station_name#671, started_at#669]
(18) Coalesce
Input [20]: [ride_id#667, rideable_type#668, started_at#669, ended_at#670, start_station_name#671, start_station_id#672, end_station_name#673, end_station_id#674, start_lat#675, start_lng#676, end_lat#677, end_lng#678, member_casual#679, _corrupt_record#141, _source_file#156, _is_ride_id_not_empty#695, _is_ended_after_started#696, _is_different_stations#697, _is_valid#698, _processed_dttm#1063]
Arguments: 1
(19) WriteFiles
Input [20]: [ride_id#667, rideable_type#668, started_at#669, ended_at#670, start_station_name#671, start_station_id#672, end_station_name#673, end_station_id#674, start_lat#675, start_lng#676, end_lat#677, end_lng#678, member_casual#679, _corrupt_record#141, _source_file#156, _is_ride_id_not_empty#695, _is_ended_after_started#696, _is_different_stations#697, _is_valid#698, _processed_dttm#1063]
(20) Execute InsertIntoHadoopFsRelationCommand
Input: []
Arguments: s3a://rzvde-g11-durnev-pavel/raw_invalid/2026/02, false, CSV, [header=true, path=s3a://rzvde-g11-durnev-pavel/raw_invalid/2026/02], Overwrite, [ride_id, rideable_type, started_at, ended_at, start_station_name, start_station_id, end_station_name, end_station_id, start_lat, start_lng, end_lat, end_lng, member_casual, _corrupt_record, _source_file, _is_ride_id_not_empty, _is_ended_after_started, _is_different_stations, _is_valid, _processed_dttm]
(21) AdaptiveSparkPlan
Output: []
Arguments: isFinalPlan=true