Cedric Cuypers created SPARK-50475:
--------------------------------------
Summary: NullPointerException when saving a df with 'noop' format
after joining wide dfs
Key: SPARK-50475
URL: https://issues.apache.org/jira/browse/SPARK-50475
Project: Spark
Issue Type: Bug
Components: Spark Core
Affects Versions: 3.5.3, 3.4.0
Environment: Context:
* Issue appears when using spark 3.4.0 or 3.5.3; it does not appear when using
spark 3.2.0 or 3.3.0
* Spark is run on Kubernetes; data is read from s3
Overview of spark context (sensitive items are redacted):
{code:java}
spark.sparkContext.getConf().getAll()
[('spark.eventLog.enabled', 'true'),
('spark.kubernetes.driverEnv.AWS_REGION', 'eu-west-1'),
('spark.network.crypto.enabled', 'true'),
('spark.kubernetes.allocation.batch.size', '10'),
('spark.kubernetes.container.image.pullSecrets', 'ecr-credentials'),
('spark.hadoop.fs.s3a.bucket.XXX.server-side-encryption.key',
'arn:aws:kms:eu-west-1:XXX:key/XXX'),
('spark.kubernetes.executor.podNamePrefix',
'XXX'),
('spark.hadoop.fs.s3a.server-side-encryption-algorithm', 'SSE-KMS'),
('spark.driver.extraJavaOptions',
'-Djava.net.preferIPv6Addresses=false -XX:+IgnoreUnrecognizedVMOptions
--add-opens=java.base/java.lang=ALL-UNNAMED
--add-opens=java.base/java.lang.invoke=ALL-UNNAMED
--add-opens=java.base/java.lang.reflect=ALL-UNNAMED
--add-opens=java.base/java.io=ALL-UNNAMED
--add-opens=java.base/java.net=ALL-UNNAMED
--add-opens=java.base/java.nio=ALL-UNNAMED
--add-opens=java.base/java.util=ALL-UNNAMED
--add-opens=java.base/java.util.concurrent=ALL-UNNAMED
--add-opens=java.base/java.util.concurrent.atomic=ALL-UNNAMED
--add-opens=java.base/sun.nio.ch=ALL-UNNAMED
--add-opens=java.base/sun.nio.cs=ALL-UNNAMED
--add-opens=java.base/sun.security.action=ALL-UNNAMED
--add-opens=java.base/sun.util.calendar=ALL-UNNAMED
--add-opens=java.security.jgss/sun.security.krb5=ALL-UNNAMED
-Djdk.reflect.useDirectMethodHandle=false'),
('spark.serializer', 'org.apache.spark.serializer.KryoSerializer'),
('spark.hadoop.fs.s3a.endpoint.region', 'eu-west-1'),
('spark.executor.instances', '10'),
('spark.hadoop.fs.s3.impl', 'org.apache.hadoop.fs.s3a.S3AFileSystem'),
('spark.hadoop.fs.s3a.bucket.XXX.server-side-encryption-algorithm',
'SSE-KMS'),
('spark.sql.parquet.compression.codec', 'snappy'),
('spark.eventLog.dir',
's3a://XXX'),
('spark.sql.adaptive.enabled', 'False'),
('spark.kubernetes.container.image.pullPolicy', 'Always'),
('spark.kubernetes.driver.annotation.iam.amazonaws.com/role',
'XXX'),
('spark.executor.memory', '4g'),
('spark.sql.session.timeZone', 'CET'),
('spark.executor.id', 'driver'),
('spark.executor.extraJavaOptions',
'-Djava.net.preferIPv6Addresses=false -XX:+IgnoreUnrecognizedVMOptions
--add-opens=java.base/java.lang=ALL-UNNAMED
--add-opens=java.base/java.lang.invoke=ALL-UNNAMED
--add-opens=java.base/java.lang.reflect=ALL-UNNAMED
--add-opens=java.base/java.io=ALL-UNNAMED
--add-opens=java.base/java.net=ALL-UNNAMED
--add-opens=java.base/java.nio=ALL-UNNAMED
--add-opens=java.base/java.util=ALL-UNNAMED
--add-opens=java.base/java.util.concurrent=ALL-UNNAMED
--add-opens=java.base/java.util.concurrent.atomic=ALL-UNNAMED
--add-opens=java.base/sun.nio.ch=ALL-UNNAMED
--add-opens=java.base/sun.nio.cs=ALL-UNNAMED
--add-opens=java.base/sun.security.action=ALL-UNNAMED
--add-opens=java.base/sun.util.calendar=ALL-UNNAMED
--add-opens=java.security.jgss/sun.security.krb5=ALL-UNNAMED
-Djdk.reflect.useDirectMethodHandle=false -Dlog4j.debug=true
-Dlog4j.logger.org.apache.hadoop=DEBUG'),
('spark.hadoop.mapreduce.fileoutputcommitter.algorithm.version', '2'),
('spark.driver.host', 'XXX'),
('spark.sql.warehouse.dir',
'file:XXX'),
('spark.jars',
'XXX'),
('spark.sql.sources.partitionColumnTypeInference.enabled', 'false'),
('spark.sql.debug.maxToStringFields', '1000'),
('spark.hadoop.fs.s3a.server-side-encryption.key',
'arn:aws:kms:eu-west-1:XXX:key/XXX'),
('spark.authenticate', 'true'),
('spark.hadoop.fs.s3a.multiobjectdelete.enable', 'false'),
('spark.app.initial.archive.urls',
'XXX'),
('spark.hadoop.fs.s3a.aws.credentials.provider',
'com.amazonaws.auth.DefaultAWSCredentialsProviderChain'),
('spark.app.name', 'XXX'),
('spark.kubernetes.executor.request.cores', '1000m'),
('spark.kubernetes.pyspark.pythonVersion', '3'),
('spark.io.encryption.enabled', 'true'),
('spark.serializer.objectStreamReset', '100'),
('spark.archives',
'XXX'),
('spark.kubernetes.executor.limit.cores', '1000m'),
('spark.sql.pyspark.jvmStacktrace.enabled', 'True'),
('spark.submit.deployMode', 'client'),
('spark.kubernetes.driver.request.cores', '1000m'),
('spark.driver.cores', '1'),
('spark.repl.local.jars',
'XXX'),
('spark.app.submitTime', '1733211972479'),
('spark.sql.avro.compression.codec', 'snappy'),
('spark.app.startTime', '1733211972711'),
('spark.logConf', 'true'),
('spark.master', 'k8s://https://kubernetes.default.svc.cluster.local'),
('spark.kubernetes.namespace', 'dbe'),
('spark.kubernetes.executor.annotation.iam.amazonaws.com/role',
'XXX'),
('spark.app.id', 'XXX'),
('spark.driver.port', '40163'),
('spark.app.initial.jar.urls',
'XXX'),
('spark.kubernetes.container.image',
'XXX.dkr.ecr.eu-west-1.amazonaws.com/public/spark-k8s:3.4.0'),
('spark.rdd.compress', 'True'),
('spark.driver.memory', '2g'),
('spark.submit.pyFiles', ''),
('spark.kubernetes.authenticate.driver.serviceAccountName',
'XXX'),{code}
Reporter: Cedric Cuypers
When joining two dataframes, Spark throws a NullPointerException
{code:java}
from pyspark.sql.functions import lit
import logging
from pyspark.sql.functions import col
from pyspark.sql import functions as FPREFIX_PP = "KBC__GDPR__PP__"
path = "s3://XXX/feature/dfpa/s3/partycompanyinvestmentdigiscorefeature.parquet"
pdate = "20241022"
#psource = "ADOBECLICK"
#psource = "NEWSFEED"
psource = "ADVICES"
input_df =
spark.read.parquet(path+"/pdate="+pdate+"/psource="+psource).withColumn("pdate",lit(pdate)).withColumn("psource",lit(psource))
df = input_df
pp_df =
spark.read.parquet("s3://XXX/master/dfpa/s3/partyprivacy.parquet/pdate=20241125/psource=DCTL_BIS/")
party_privacy_columns = ['ANL_COOK_CST_TS',
'MDL_COOK_CST_TS',
'CLN_CDT_ETD_DRT_MKT_NFNC_PDC_IC',
'DRT_MKT_NFNC_PDC_COOK_CST_TS',
'DRT_MKT_COOK_CST_IC',
'DATA_DTH_IC',
'CLN_CDT_ETD_DRT_MKT_IC',
'CFT_COOK_CST_IC',
'DRT_MKT_FNC_PDC_COOK_CST_TS',
'CLN_CDT_ETD_DRT_MKT_FNC_PDC_IC',
'DRT_MKT_NFNC_PDC_COOK_CST_IC',
'CLN_CDT_CMC_MDL_IC',
'MDL_COOK_CST_IC',
'DRT_MKT_FNC_PDC_COOK_CST_IC',
'CLN_CDT_CVN_IC',
'CLN_CDT_ETD_CMC_PFL_IC',
'ANL_COOK_CST_IC',
'DRT_MKT_COOK_CST_TS',
'NFNC_PDC_PCM_CST_IC',
'ACS_PSD2_CST_IC',
'CFT_COOK_CST_TS',
'CLN_CDT_BAS_DRT_MKT_IC',
'CLN_CDT_PTC_MKT_SVY_IC',
'FNC_PDC_PCM_CST_IC',
'CLN_CDT_BAS_CMC_PFL_IC',
'CPN_NO'] + [pp_join_field]pp_df = pp_df.select(*party_privacy_columns)for
col_name in pp_df.columns: # rename pp columns
new_col_name = PREFIX_PP + col_name
pp_df = pp_df.withColumnRenamed(col_name,
new_col_name)data_controller_column = "CPN_NO"
col_cc_join_field = f"{PREFIX_PP}CPN_NO"
# Let's try to select only the columns needed to join
print(len(df.columns))
nr_cols_keep = 130 # Fails at 125
#pp_df = pp_df.select(col(col_pp_join_field),col(col_cc_join_field))
df =
df.select(col(party_identifier_attrib),col(data_controller_column),*df.columns[:nr_cols_keep])print(df.where((col(party_identifier_attrib).isNull())
| (col(party_identifier_attrib) == "")).count())
print(df.where((col(data_controller_column).isNull()) |
(col(data_controller_column) == "")).count())
# Let's try to drop records from pp_df that have null for col_pp_join_field or
col_cc_join_field
pp_df = pp_df.dropna(how='any',subset=[col_pp_join_field,col_cc_join_field])
df =
df.dropna(how='any',subset=[party_identifier_attrib,data_controller_column])
print(df_unknown_customers.count())
df_unknown_customers.printSchema()
df_unknown_customers.write.format("noop").mode("overwrite").save()
print("unknown customers ok")df_known_customers = df.join(pp_df,
(col(party_identifier_attrib).eqNullSafe(col(col_pp_join_field)))
& (col(data_controller_column).eqNullSafe(col(col_cc_join_field))),
how="inner",
)
#df_known_customers.cache()
print(df_known_customers.count())
#df_known_customers.explain(mode="formatted")
df_known_customers.printSchema()
df_known_customers.write.format("noop").mode("overwrite").save()
print("known customers ok"){code}
Full stacktrace:
{code:java}
---------------------------------------------------------------------------
Py4JJavaError Traceback (most recent call last)
Cell In[5], line 105
103 #df_known_customers.explain(mode="formatted")
104 df_known_customers.printSchema()
--> 105 df_known_customers.write.format("noop").mode("overwrite").save()
106 print("known customers ok")
File
~/.conda/envs/demo_oktopuss_datalink-env_34/lib/python3.11/site-packages/pyspark/sql/readwriter.py:1396,
in DataFrameWriter.save(self, path, format, mode, partitionBy, **options)
1394 self.format(format)
1395 if path is None:
-> 1396 self._jwrite.save()
1397 else:
1398 self._jwrite.save(path)
File
~/.conda/envs/demo_oktopuss_datalink-env_34/lib/python3.11/site-packages/py4j/java_gateway.py:1322,
in JavaMember.__call__(self, *args)
1316 command = proto.CALL_COMMAND_NAME +\
1317 self.command_header +\
1318 args_command +\
1319 proto.END_COMMAND_PART
1321 answer = self.gateway_client.send_command(command)
-> 1322 return_value = get_return_value(
1323 answer, self.gateway_client, self.target_id, self.name)
1325 for temp_arg in temp_args:
1326 if hasattr(temp_arg, "_detach"):
File
~/.conda/envs/demo_oktopuss_datalink-env_34/lib/python3.11/site-packages/pyspark/errors/exceptions/captured.py:169,
in capture_sql_exception.<locals>.deco(*a, **kw)
167 def deco(*a: Any, **kw: Any) -> Any:
168 try:
--> 169 return f(*a, **kw)
170 except Py4JJavaError as e:
171 converted = convert_exception(e.java_exception)
File
~/.conda/envs/demo_oktopuss_datalink-env_34/lib/python3.11/site-packages/py4j/protocol.py:326,
in get_return_value(answer, gateway_client, target_id, name)
324 value = OUTPUT_CONVERTER[type](answer[2:], gateway_client)
325 if answer[1] == REFERENCE_TYPE:
--> 326 raise Py4JJavaError(
327 "An error occurred while calling {0}{1}{2}.\n".
328 format(target_id, ".", name), value)
329 else:
330 raise Py4JError(
331 "An error occurred while calling {0}{1}{2}. Trace:\n{3}\n".
332 format(target_id, ".", name, value))
Py4JJavaError: An error occurred while calling o800.save.
: java.util.concurrent.ExecutionException: java.lang.NullPointerException
at java.util.concurrent.FutureTask.report(FutureTask.java:122)
at java.util.concurrent.FutureTask.get(FutureTask.java:206)
at
org.apache.spark.sql.execution.exchange.BroadcastExchangeExec.doExecuteBroadcast(BroadcastExchangeExec.scala:209)
at
org.apache.spark.sql.execution.SparkPlan.$anonfun$executeBroadcast$1(SparkPlan.scala:208)
at
org.apache.spark.sql.execution.SparkPlan.$anonfun$executeQuery$1(SparkPlan.scala:246)
at
org.apache.spark.rdd.RDDOperationScope$.withScope(RDDOperationScope.scala:151)
at
org.apache.spark.sql.execution.SparkPlan.executeQuery(SparkPlan.scala:243)
at
org.apache.spark.sql.execution.SparkPlan.executeBroadcast(SparkPlan.scala:204)
at
org.apache.spark.sql.execution.joins.BroadcastHashJoinExec.doExecute(BroadcastHashJoinExec.scala:142)
at
org.apache.spark.sql.execution.SparkPlan.$anonfun$execute$1(SparkPlan.scala:195)
at
org.apache.spark.sql.execution.SparkPlan.$anonfun$executeQuery$1(SparkPlan.scala:246)
at
org.apache.spark.rdd.RDDOperationScope$.withScope(RDDOperationScope.scala:151)
at
org.apache.spark.sql.execution.SparkPlan.executeQuery(SparkPlan.scala:243)
at org.apache.spark.sql.execution.SparkPlan.execute(SparkPlan.scala:191)
at
org.apache.spark.sql.execution.datasources.v2.V2TableWriteExec.writeWithV2(WriteToDataSourceV2Exec.scala:384)
at
org.apache.spark.sql.execution.datasources.v2.V2TableWriteExec.writeWithV2$(WriteToDataSourceV2Exec.scala:382)
at
org.apache.spark.sql.execution.datasources.v2.OverwriteByExpressionExec.writeWithV2(WriteToDataSourceV2Exec.scala:266)
at
org.apache.spark.sql.execution.datasources.v2.V2ExistingTableWriteExec.run(WriteToDataSourceV2Exec.scala:360)
at
org.apache.spark.sql.execution.datasources.v2.V2ExistingTableWriteExec.run$(WriteToDataSourceV2Exec.scala:359)
at
org.apache.spark.sql.execution.datasources.v2.OverwriteByExpressionExec.run(WriteToDataSourceV2Exec.scala:266)
at
org.apache.spark.sql.execution.datasources.v2.V2CommandExec.result$lzycompute(V2CommandExec.scala:43)
at
org.apache.spark.sql.execution.datasources.v2.V2CommandExec.result(V2CommandExec.scala:43)
at
org.apache.spark.sql.execution.datasources.v2.V2CommandExec.executeCollect(V2CommandExec.scala:49)
at
org.apache.spark.sql.execution.QueryExecution$$anonfun$eagerlyExecuteCommands$1.$anonfun$applyOrElse$1(QueryExecution.scala:98)
at
org.apache.spark.sql.execution.SQLExecution$.$anonfun$withNewExecutionId$6(SQLExecution.scala:118)
at
org.apache.spark.sql.execution.SQLExecution$.withSQLConfPropagated(SQLExecution.scala:195)
at
org.apache.spark.sql.execution.SQLExecution$.$anonfun$withNewExecutionId$1(SQLExecution.scala:103)
at org.apache.spark.sql.SparkSession.withActive(SparkSession.scala:827)
at
org.apache.spark.sql.execution.SQLExecution$.withNewExecutionId(SQLExecution.scala:65)
at
org.apache.spark.sql.execution.QueryExecution$$anonfun$eagerlyExecuteCommands$1.applyOrElse(QueryExecution.scala:98)
at
org.apache.spark.sql.execution.QueryExecution$$anonfun$eagerlyExecuteCommands$1.applyOrElse(QueryExecution.scala:94)
at
org.apache.spark.sql.catalyst.trees.TreeNode.$anonfun$transformDownWithPruning$1(TreeNode.scala:512)
at
org.apache.spark.sql.catalyst.trees.CurrentOrigin$.withOrigin(TreeNode.scala:104)
at
org.apache.spark.sql.catalyst.trees.TreeNode.transformDownWithPruning(TreeNode.scala:512)
at
org.apache.spark.sql.catalyst.plans.logical.LogicalPlan.org$apache$spark$sql$catalyst$plans$logical$AnalysisHelper$$super$transformDownWithPruning(LogicalPlan.scala:31)
at
org.apache.spark.sql.catalyst.plans.logical.AnalysisHelper.transformDownWithPruning(AnalysisHelper.scala:267)
at
org.apache.spark.sql.catalyst.plans.logical.AnalysisHelper.transformDownWithPruning$(AnalysisHelper.scala:263)
at
org.apache.spark.sql.catalyst.plans.logical.LogicalPlan.transformDownWithPruning(LogicalPlan.scala:31)
at
org.apache.spark.sql.catalyst.plans.logical.LogicalPlan.transformDownWithPruning(LogicalPlan.scala:31)
at
org.apache.spark.sql.catalyst.trees.TreeNode.transformDown(TreeNode.scala:488)
at
org.apache.spark.sql.execution.QueryExecution.eagerlyExecuteCommands(QueryExecution.scala:94)
at
org.apache.spark.sql.execution.QueryExecution.commandExecuted$lzycompute(QueryExecution.scala:81)
at
org.apache.spark.sql.execution.QueryExecution.commandExecuted(QueryExecution.scala:79)
at
org.apache.spark.sql.execution.QueryExecution.assertCommandExecuted(QueryExecution.scala:133)
at
org.apache.spark.sql.DataFrameWriter.runCommand(DataFrameWriter.scala:856)
at
org.apache.spark.sql.DataFrameWriter.saveInternal(DataFrameWriter.scala:318)
at org.apache.spark.sql.DataFrameWriter.save(DataFrameWriter.scala:247)
at sun.reflect.NativeMethodAccessorImpl.invoke0(Native Method)
at
sun.reflect.NativeMethodAccessorImpl.invoke(NativeMethodAccessorImpl.java:62)
at
sun.reflect.DelegatingMethodAccessorImpl.invoke(DelegatingMethodAccessorImpl.java:43)
at java.lang.reflect.Method.invoke(Method.java:498)
at py4j.reflection.MethodInvoker.invoke(MethodInvoker.java:244)
at py4j.reflection.ReflectionEngine.invoke(ReflectionEngine.java:374)
at py4j.Gateway.invoke(Gateway.java:282)
at py4j.commands.AbstractCommand.invokeMethod(AbstractCommand.java:132)
at py4j.commands.CallCommand.execute(CallCommand.java:79)
at
py4j.ClientServerConnection.waitForCommands(ClientServerConnection.java:182)
at py4j.ClientServerConnection.run(ClientServerConnection.java:106)
at java.lang.Thread.run(Thread.java:750)
Caused by: java.lang.NullPointerException
at
org.apache.spark.util.io.ChunkedByteBuffer.$anonfun$getChunks$1(ChunkedByteBuffer.scala:181)
at
scala.collection.TraversableLike.$anonfun$map$1(TraversableLike.scala:286)
at
scala.collection.IndexedSeqOptimized.foreach(IndexedSeqOptimized.scala:36)
at
scala.collection.IndexedSeqOptimized.foreach$(IndexedSeqOptimized.scala:33)
at scala.collection.mutable.ArrayOps$ofRef.foreach(ArrayOps.scala:198)
at scala.collection.TraversableLike.map(TraversableLike.scala:286)
at scala.collection.TraversableLike.map$(TraversableLike.scala:279)
at scala.collection.mutable.ArrayOps$ofRef.map(ArrayOps.scala:198)
at
org.apache.spark.util.io.ChunkedByteBuffer.getChunks(ChunkedByteBuffer.scala:181)
at
org.apache.spark.util.io.ChunkedByteBufferInputStream.<init>(ChunkedByteBuffer.scala:278)
at
org.apache.spark.util.io.ChunkedByteBuffer.toInputStream(ChunkedByteBuffer.scala:174)
at
org.apache.spark.sql.execution.SparkPlan.decodeUnsafeRows(SparkPlan.scala:409)
at
org.apache.spark.sql.execution.SparkPlan.$anonfun$executeCollectIterator$2(SparkPlan.scala:457)
at scala.collection.Iterator$$anon$11.nextCur(Iterator.scala:486)
at scala.collection.Iterator$$anon$11.hasNext(Iterator.scala:492)
at
org.apache.spark.sql.execution.joins.UnsafeHashedRelation$.apply(HashedRelation.scala:476)
at
org.apache.spark.sql.execution.joins.HashedRelation$.apply(HashedRelation.scala:160)
at
org.apache.spark.sql.execution.joins.HashedRelationBroadcastMode.transform(HashedRelation.scala:1163)
at
org.apache.spark.sql.execution.joins.HashedRelationBroadcastMode.transform(HashedRelation.scala:1151)
at
org.apache.spark.sql.execution.exchange.BroadcastExchangeExec.$anonfun$relationFuture$1(BroadcastExchangeExec.scala:148)
at
org.apache.spark.sql.execution.SQLExecution$.$anonfun$withThreadLocalCaptured$1(SQLExecution.scala:217)
at java.util.concurrent.FutureTask.run(FutureTask.java:266)
at
java.util.concurrent.ThreadPoolExecutor.runWorker(ThreadPoolExecutor.java:1149)
at
java.util.concurrent.ThreadPoolExecutor$Worker.run(ThreadPoolExecutor.java:624)
... 1 more {code}
The schema of the wide dataframe:
{code:java}
root
|-- PTY_CLT_NO: string (nullable = true)
|-- CPN_NO: string (nullable = true)
|-- PTY_CPN_GUID_NO: string (nullable = true)
|-- PTY_CLT_NO: string (nullable = true)
|-- PTY_CLT_NO_TKN_NM: string (nullable = true)
|-- CPN_NO: string (nullable = true)
|-- ALL_ADV_NO: integer (nullable = true)
|-- DGT_ADV_NO: integer (nullable = true)
|-- DGT_ADV_READ_NO: integer (nullable = true)
|-- DGT_ADV_SGN_NO: integer (nullable = true)
|-- DGT_ADV_DCD_NO: integer (nullable = true)
|-- ALL_ADV_MH_NO: integer (nullable = true)
|-- DGT_ADV_MH_NO: integer (nullable = true)
|-- DGT_ADV_READ_MH_NO: integer (nullable = true)
|-- DGT_ADV_SGN_MH_NO: integer (nullable = true)
|-- DGT_ADV_DCD_MH_NO: integer (nullable = true)
|-- ALL_ADV_YR_NO: integer (nullable = true)
|-- DGT_ADV_YR_NO: integer (nullable = true)
|-- DGT_ADV_READ_YR_NO: integer (nullable = true)
|-- DGT_ADV_SGN_YR_NO: integer (nullable = true)
|-- DGT_ADV_DCD_YR_NO: integer (nullable = true)
|-- DGT_ADV_RATE: decimal(13,2) (nullable = true)
|-- DGT_ADV_RATE_CD: integer (nullable = true)
|-- DGT_ADV_READ_RATE: decimal(13,2) (nullable = true)
|-- DGT_ADV_READ_RATE_CD: integer (nullable = true)
|-- DGT_ADV_DCD_RATE: decimal(13,2) (nullable = true)
|-- DGT_ADV_DCD_RATE_CD: integer (nullable = true)
|-- DGT_ADV_RATE_MH: decimal(13,2) (nullable = true)
|-- DGT_ADV_RATE_MH_DIFF: decimal(13,2) (nullable = true)
|-- DGT_ADV_RATE_TRD: decimal(13,2) (nullable = true)
|-- DGT_ADV_RATE_TRD_CD: string (nullable = true)
|-- DGT_ADV_SGN_RATE: decimal(13,2) (nullable = true)
|-- DGT_ADV_SGN_RATE_CD: integer (nullable = true)
|-- DGT_ADV_READ_RATE_MH: decimal(13,2) (nullable = true)
|-- DGT_ADV_READ_RATE_MH_DIFF: decimal(13,2) (nullable = true)
|-- DGT_ADV_READ_RATE_TRD: decimal(13,2) (nullable = true)
|-- DGT_ADV_READ_RATE_TRD_CD: string (nullable = true)
|-- DGT_ADV_SGN_RATE_MH: decimal(13,2) (nullable = true)
|-- DGT_ADV_SGN_RATE_MH_DIFF: decimal(13,2) (nullable = true)
|-- DGT_ADV_SGN_RATE_TRD: decimal(13,2) (nullable = true)
|-- DGT_ADV_SGN_RATE_TRD_CD: string (nullable = true)
|-- DGT_ADV_DCD_RATE_MH: decimal(13,2) (nullable = true)
|-- DGT_ADV_DCD_RATE_MH_DIFF: decimal(13,2) (nullable = true)
|-- DGT_ADV_DCD_RATE_TRD: decimal(13,2) (nullable = true)
|-- DGT_ADV_DCD_RATE_TRD_CD: string (nullable = true)
|-- TTL_DG_SCR: string (nullable = true)
|-- TTL_DG_SCR_CD: string (nullable = true)
|-- TTL_DG_SCR_TRD: string (nullable = true)
|-- TTL_DG_SCR_TRD_CD: string (nullable = true)
|-- OLD_AVL_CLT_DATA_DT: date (nullable = true)
|-- CFT_COOK_CST_IC: integer (nullable = true)
|-- ITA_REF_DT: date (nullable = true)
|-- ALL_NFC_NO: integer (nullable = true)
|-- NFC_SHW_NO: integer (nullable = true)
|-- NFC_CLK_NO: integer (nullable = true)
|-- NFC_DEL_NO: integer (nullable = true)
|-- ALL_NFC_YR_NO: integer (nullable = true)
|-- NFC_SHW_YR_NO: integer (nullable = true)
|-- NFC_CLK_YR_NO: integer (nullable = true)
|-- NFC_DEL_YR_NO: integer (nullable = true)
|-- NFC_CLK_RATE: decimal(13,2) (nullable = true)
|-- NFC_CLK_RATE_CD: integer (nullable = true)
|-- ALL_NFC_MH_NO: integer (nullable = true)
|-- NFC_SHW_MH_NO: integer (nullable = true)
|-- NFC_CLK_MH_NO: integer (nullable = true)
|-- NFC_DEL_MH_NO: integer (nullable = true)
|-- NFC_CLK_RATE_MH: decimal(13,2) (nullable = true)
|-- NFC_CLK_RATE_MH_DIFF: integer (nullable = true)
|-- NFC_CLK_RATE_TRD: decimal(13,2) (nullable = true)
|-- NFC_CLK_RATE_TRD_CD: string (nullable = true)
|-- ACI_INV_HP_DB_NO: integer (nullable = true)
|-- ACI_INV_PRT_VAL_NO: integer (nullable = true)
|-- ACI_INV_PRT_PERF_NO: integer (nullable = true)
|-- ACI_INV_POS_LST_NO: integer (nullable = true)
|-- ACI_INV_PRD_DL_NO: integer (nullable = true)
|-- ACI_INV_SPRD_NO: integer (nullable = true)
|-- ACI_INV_STRY_NO: integer (nullable = true)
|-- ACI_INV_RSK_NO: integer (nullable = true)
|-- ACI_INV_HP_DB_YR_NO: integer (nullable = true)
|-- ACI_INV_PRT_VAL_YR_NO: integer (nullable = true)
|-- ACI_INV_PRT_PERF_YR_NO: integer (nullable = true)
|-- ACI_INV_POS_LST_YR_NO: integer (nullable = true)
|-- ACI_INV_PRD_DL_YR_NO: integer (nullable = true)
|-- ACI_INV_SPRD_YR_NO: integer (nullable = true)
|-- ACI_INV_STRY_YR_NO: integer (nullable = true)
|-- ACI_INV_RSK_YR_NO: integer (nullable = true)
|-- ACI_INV_HP_DB_MH_NO: integer (nullable = true)
|-- ACI_INV_PRT_VAL_MH_NO: integer (nullable = true)
|-- ACI_INV_PRT_PERF_MH_NO: integer (nullable = true)
|-- ACI_INV_POS_LST_MH_NO: integer (nullable = true)
|-- ACI_INV_PRD_DL_MH_NO: integer (nullable = true)
|-- ACI_INV_SPRD_MH_NO: integer (nullable = true)
|-- ACI_INV_STRY_MH_NO: integer (nullable = true)
|-- ACI_INV_RSK_MH_NO: integer (nullable = true)
|-- ACI_INV_HP_DB_MH_DIFF: integer (nullable = true)
|-- ACI_INV_PRT_VAL_MH_DIFF: integer (nullable = true)
|-- ACI_INV_PRT_PERF_MH_DIFF: integer (nullable = true)
|-- ACI_INV_POS_LST_MH_DIFF: integer (nullable = true)
|-- ACI_INV_PRD_DL_MH_DIFF: integer (nullable = true)
|-- ACI_INV_SPRD_MH_DIFF: integer (nullable = true)
|-- ACI_INV_STRY_MH_DIFF: integer (nullable = true)
|-- ACI_INV_RSK_MH_DIFF: integer (nullable = true)
|-- ACI_INV_HP_DB_YR_CD: integer (nullable = true)
|-- ACI_INV_PRT_VAL_YR_CD: integer (nullable = true)
|-- ACI_INV_PRT_PERF_YR_CD: integer (nullable = true)
|-- ACI_INV_POS_LST_YR_CD: integer (nullable = true)
|-- ACI_INV_PRD_DL_YR_CD: integer (nullable = true)
|-- ACI_INV_SPRD_YR_CD: integer (nullable = true)
|-- ACI_INV_STRY_YR_CD: integer (nullable = true)
|-- ACI_INV_RSK_YR_CD: integer (nullable = true)
|-- ACI_INV_HP_DB_TRD: decimal(13,2) (nullable = true)
|-- ACI_INV_PRT_VAL_TRD: decimal(13,2) (nullable = true)
|-- ACI_INV_PRT_PERF_TRD: decimal(13,2) (nullable = true)
|-- ACI_INV_POS_LST_TRD: decimal(13,2) (nullable = true)
|-- ACI_INV_PRD_DL_TRD: decimal(13,2) (nullable = true)
|-- ACI_INV_SPRD_TRD: decimal(13,2) (nullable = true)
|-- ACI_INV_STRY_TRD: decimal(13,2) (nullable = true)
|-- ACI_INV_RSK_TRD: decimal(13,2) (nullable = true)
|-- ACI_INV_HP_DB_TRD_CD: string (nullable = true)
|-- ACI_INV_PRT_VAL_TRD_CD: string (nullable = true)
|-- ACI_INV_PRT_PERF_TRD_CD: string (nullable = true)
|-- ACI_INV_POS_LST_TRD_CD: string (nullable = true)
|-- ACI_INV_PRD_DL_TRD_CD: string (nullable = true)
|-- ACI_INV_SPRD_TRD_CD: string (nullable = true)
|-- ACI_INV_STRY_TRD_CD: string (nullable = true)
|-- ACI_INV_RSK_TRD_CD: string (nullable = true)
|-- GDPR_REF_DT: date (nullable = true)
|-- SRC_CD: string (nullable = true)
|-- SRC_KEY: string (nullable = true)
|-- META: string (nullable = true)
|-- pdate: string (nullable = false)
|-- psource: string (nullable = false) {code}
The schema of the pp_df dataframe:
{code:java}
root
|-- KBC__GDPR__PP__ANL_COOK_CST_TS: timestamp (nullable = true)
|-- KBC__GDPR__PP__MDL_COOK_CST_TS: timestamp (nullable = true)
|-- KBC__GDPR__PP__CLN_CDT_ETD_DRT_MKT_NFNC_PDC_IC: integer (nullable = true)
|-- KBC__GDPR__PP__DRT_MKT_NFNC_PDC_COOK_CST_TS: timestamp (nullable = true)
|-- KBC__GDPR__PP__DRT_MKT_COOK_CST_IC: integer (nullable = true)
|-- KBC__GDPR__PP__DATA_DTH_IC: integer (nullable = true)
|-- KBC__GDPR__PP__CLN_CDT_ETD_DRT_MKT_IC: integer (nullable = true)
|-- KBC__GDPR__PP__CFT_COOK_CST_IC: integer (nullable = true)
|-- KBC__GDPR__PP__DRT_MKT_FNC_PDC_COOK_CST_TS: timestamp (nullable = true)
|-- KBC__GDPR__PP__CLN_CDT_ETD_DRT_MKT_FNC_PDC_IC: integer (nullable = true)
|-- KBC__GDPR__PP__DRT_MKT_NFNC_PDC_COOK_CST_IC: integer (nullable = true)
|-- KBC__GDPR__PP__CLN_CDT_CMC_MDL_IC: integer (nullable = true)
|-- KBC__GDPR__PP__MDL_COOK_CST_IC: integer (nullable = true)
|-- KBC__GDPR__PP__DRT_MKT_FNC_PDC_COOK_CST_IC: integer (nullable = true)
|-- KBC__GDPR__PP__CLN_CDT_CVN_IC: integer (nullable = true)
|-- KBC__GDPR__PP__CLN_CDT_ETD_CMC_PFL_IC: integer (nullable = true)
|-- KBC__GDPR__PP__ANL_COOK_CST_IC: integer (nullable = true)
|-- KBC__GDPR__PP__DRT_MKT_COOK_CST_TS: timestamp (nullable = true)
|-- KBC__GDPR__PP__NFNC_PDC_PCM_CST_IC: integer (nullable = true)
|-- KBC__GDPR__PP__ACS_PSD2_CST_IC: integer (nullable = true)
|-- KBC__GDPR__PP__CFT_COOK_CST_TS: timestamp (nullable = true)
|-- KBC__GDPR__PP__CLN_CDT_BAS_DRT_MKT_IC: integer (nullable = true)
|-- KBC__GDPR__PP__CLN_CDT_PTC_MKT_SVY_IC: integer (nullable = true)
|-- KBC__GDPR__PP__FNC_PDC_PCM_CST_IC: integer (nullable = true)
|-- KBC__GDPR__PP__CLN_CDT_BAS_CMC_PFL_IC: integer (nullable = true)
|-- KBC__GDPR__PP__CPN_NO: string (nullable = true)
|-- KBC__GDPR__PP__PTY_CLT_NO: string (nullable = true) {code}
The key columns have the same type in both dfs.
There are no None's in the key columns in either dataframe.
The issue only appears for a specific 'psource=ADVICES' partition; it doesn't
appear for the other 'psource' partitions (which have the exact same schema).
The (logical) execution plan of the joined df:
{code:java}
df_known_customers.explain(mode="formatted")
== Physical Plan ==
BroadcastHashJoin Inner BuildLeft (9)
:- BroadcastExchange (4)
: +- Project (3)
: +- Filter (2)
: +- Scan parquet (1)
+- * Project (8)
+- * Filter (7)
+- * ColumnarToRow (6)
+- Scan parquet (5)
(1) Scan parquet
Output [128]: [PTY_CPN_GUID_NO#21, PTY_CLT_NO#22, PTY_CLT_NO_TKN_NM#23,
CPN_NO#24, ALL_ADV_NO#25, DGT_ADV_NO#26, DGT_ADV_READ_NO#27, DGT_ADV_SGN_NO#28,
DGT_ADV_DCD_NO#29, ALL_ADV_MH_NO#30, DGT_ADV_MH_NO#31, DGT_ADV_READ_MH_NO#32,
DGT_ADV_SGN_MH_NO#33, DGT_ADV_DCD_MH_NO#34, ALL_ADV_YR_NO#35, DGT_ADV_YR_NO#36,
DGT_ADV_READ_YR_NO#37, DGT_ADV_SGN_YR_NO#38, DGT_ADV_DCD_YR_NO#39,
DGT_ADV_RATE#40, DGT_ADV_RATE_CD#41, DGT_ADV_READ_RATE#42,
DGT_ADV_READ_RATE_CD#43, DGT_ADV_DCD_RATE#44, DGT_ADV_DCD_RATE_CD#45,
DGT_ADV_RATE_MH#46, DGT_ADV_RATE_MH_DIFF#47, DGT_ADV_RATE_TRD#48,
DGT_ADV_RATE_TRD_CD#49, DGT_ADV_SGN_RATE#50, DGT_ADV_SGN_RATE_CD#51,
DGT_ADV_READ_RATE_MH#52, DGT_ADV_READ_RATE_MH_DIFF#53,
DGT_ADV_READ_RATE_TRD#54, DGT_ADV_READ_RATE_TRD_CD#55, DGT_ADV_SGN_RATE_MH#56,
DGT_ADV_SGN_RATE_MH_DIFF#57, DGT_ADV_SGN_RATE_TRD#58,
DGT_ADV_SGN_RATE_TRD_CD#59, DGT_ADV_DCD_RATE_MH#60,
DGT_ADV_DCD_RATE_MH_DIFF#61, DGT_ADV_DCD_RATE_TRD#62,
DGT_ADV_DCD_RATE_TRD_CD#63, TTL_DG_SCR#64, TTL_DG_SCR_CD#65, TTL_DG_SCR_TRD#66,
TTL_DG_SCR_TRD_CD#67, OLD_AVL_CLT_DATA_DT#68, CFT_COOK_CST_IC#69,
ITA_REF_DT#70, ALL_NFC_NO#71, NFC_SHW_NO#72, NFC_CLK_NO#73, NFC_DEL_NO#74,
ALL_NFC_YR_NO#75, NFC_SHW_YR_NO#76, NFC_CLK_YR_NO#77, NFC_DEL_YR_NO#78,
NFC_CLK_RATE#79, NFC_CLK_RATE_CD#80, ALL_NFC_MH_NO#81, NFC_SHW_MH_NO#82,
NFC_CLK_MH_NO#83, NFC_DEL_MH_NO#84, NFC_CLK_RATE_MH#85,
NFC_CLK_RATE_MH_DIFF#86, NFC_CLK_RATE_TRD#87, NFC_CLK_RATE_TRD_CD#88,
ACI_INV_HP_DB_NO#89, ACI_INV_PRT_VAL_NO#90, ACI_INV_PRT_PERF_NO#91,
ACI_INV_POS_LST_NO#92, ACI_INV_PRD_DL_NO#93, ACI_INV_SPRD_NO#94,
ACI_INV_STRY_NO#95, ACI_INV_RSK_NO#96, ACI_INV_HP_DB_YR_NO#97,
ACI_INV_PRT_VAL_YR_NO#98, ACI_INV_PRT_PERF_YR_NO#99, ACI_INV_POS_LST_YR_NO#100,
ACI_INV_PRD_DL_YR_NO#101, ACI_INV_SPRD_YR_NO#102, ACI_INV_STRY_YR_NO#103,
ACI_INV_RSK_YR_NO#104, ACI_INV_HP_DB_MH_NO#105, ACI_INV_PRT_VAL_MH_NO#106,
ACI_INV_PRT_PERF_MH_NO#107, ACI_INV_POS_LST_MH_NO#108,
ACI_INV_PRD_DL_MH_NO#109, ACI_INV_SPRD_MH_NO#110, ACI_INV_STRY_MH_NO#111,
ACI_INV_RSK_MH_NO#112, ACI_INV_HP_DB_MH_DIFF#113, ACI_INV_PRT_VAL_MH_DIFF#114,
ACI_INV_PRT_PERF_MH_DIFF#115, ACI_INV_POS_LST_MH_DIFF#116,
ACI_INV_PRD_DL_MH_DIFF#117, ACI_INV_SPRD_MH_DIFF#118, ACI_INV_STRY_MH_DIFF#119,
ACI_INV_RSK_MH_DIFF#120, ACI_INV_HP_DB_YR_CD#121, ACI_INV_PRT_VAL_YR_CD#122,
ACI_INV_PRT_PERF_YR_CD#123, ACI_INV_POS_LST_YR_CD#124,
ACI_INV_PRD_DL_YR_CD#125, ACI_INV_SPRD_YR_CD#126, ACI_INV_STRY_YR_CD#127,
ACI_INV_RSK_YR_CD#128, ACI_INV_HP_DB_TRD#129, ACI_INV_PRT_VAL_TRD#130,
ACI_INV_PRT_PERF_TRD#131, ACI_INV_POS_LST_TRD#132, ACI_INV_PRD_DL_TRD#133,
ACI_INV_SPRD_TRD#134, ACI_INV_STRY_TRD#135, ACI_INV_RSK_TRD#136,
ACI_INV_HP_DB_TRD_CD#137, ACI_INV_PRT_VAL_TRD_CD#138,
ACI_INV_PRT_PERF_TRD_CD#139, ACI_INV_POS_LST_TRD_CD#140,
ACI_INV_PRD_DL_TRD_CD#141, ACI_INV_SPRD_TRD_CD#142, ACI_INV_STRY_TRD_CD#143,
ACI_INV_RSK_TRD_CD#144, GDPR_REF_DT#145, SRC_CD#146, SRC_KEY#147, META#148]
Batched: false
Location: InMemoryFileIndex
[s3://XXX/feature/dfpa/s3/partycompanyinvestmentdigiscorefeature.parquet/pdate=20241022/psource=ADVICES]
ReadSchema:
struct<PTY_CPN_GUID_NO:string,PTY_CLT_NO:string,PTY_CLT_NO_TKN_NM:string,CPN_NO:string,ALL_ADV_NO:int,DGT_ADV_NO:int,DGT_ADV_READ_NO:int,DGT_ADV_SGN_NO:int,DGT_ADV_DCD_NO:int,ALL_ADV_MH_NO:int,DGT_ADV_MH_NO:int,DGT_ADV_READ_MH_NO:int,DGT_ADV_SGN_MH_NO:int,DGT_ADV_DCD_MH_NO:int,ALL_ADV_YR_NO:int,DGT_ADV_YR_NO:int,DGT_ADV_READ_YR_NO:int,DGT_ADV_SGN_YR_NO:int,DGT_ADV_DCD_YR_NO:int,DGT_ADV_RATE:decimal(13,2),DGT_ADV_RATE_CD:int,DGT_ADV_READ_RATE:decimal(13,2),DGT_ADV_READ_RATE_CD:int,DGT_ADV_DCD_RATE:decimal(13,2),DGT_ADV_DCD_RATE_CD:int,DGT_ADV_RATE_MH:decimal(13,2),DGT_ADV_RATE_MH_DIFF:decimal(13,2),DGT_ADV_RATE_TRD:decimal(13,2),DGT_ADV_RATE_TRD_CD:string,DGT_ADV_SGN_RATE:decimal(13,2),DGT_ADV_SGN_RATE_CD:int,DGT_ADV_READ_RATE_MH:decimal(13,2),DGT_ADV_READ_RATE_MH_DIFF:decimal(13,2),DGT_ADV_READ_RATE_TRD:decimal(13,2),DGT_ADV_READ_RATE_TRD_CD:string,DGT_ADV_SGN_RATE_MH:decimal(13,2),DGT_ADV_SGN_RATE_MH_DIFF:decimal(13,2),DGT_ADV_SGN_RATE_TRD:decimal(13,2),DGT_ADV_SGN_RATE_TRD_CD:string,DGT_ADV_DCD_RATE_MH:decimal(13,2),DGT_ADV_DCD_RATE_MH_DIFF:decimal(13,2),DGT_ADV_DCD_RATE_TRD:decimal(13,2),DGT_ADV_DCD_RATE_TRD_CD:string,TTL_DG_SCR:string,TTL_DG_SCR_CD:string,TTL_DG_SCR_TRD:string,TTL_DG_SCR_TRD_CD:string,OLD_AVL_CLT_DATA_DT:date,CFT_COOK_CST_IC:int,ITA_REF_DT:date,ALL_NFC_NO:int,NFC_SHW_NO:int,NFC_CLK_NO:int,NFC_DEL_NO:int,ALL_NFC_YR_NO:int,NFC_SHW_YR_NO:int,NFC_CLK_YR_NO:int,NFC_DEL_YR_NO:int,NFC_CLK_RATE:decimal(13,2),NFC_CLK_RATE_CD:int,ALL_NFC_MH_NO:int,NFC_SHW_MH_NO:int,NFC_CLK_MH_NO:int,NFC_DEL_MH_NO:int,NFC_CLK_RATE_MH:decimal(13,2),NFC_CLK_RATE_MH_DIFF:int,NFC_CLK_RATE_TRD:decimal(13,2),NFC_CLK_RATE_TRD_CD:string,ACI_INV_HP_DB_NO:int,ACI_INV_PRT_VAL_NO:int,ACI_INV_PRT_PERF_NO:int,ACI_INV_POS_LST_NO:int,ACI_INV_PRD_DL_NO:int,ACI_INV_SPRD_NO:int,ACI_INV_STRY_NO:int,ACI_INV_RSK_NO:int,ACI_INV_HP_DB_YR_NO:int,ACI_INV_PRT_VAL_YR_NO:int,ACI_INV_PRT_PERF_YR_NO:int,ACI_INV_POS_LST_YR_NO:int,ACI_INV_PRD_DL_YR_NO:int,ACI_INV_SPRD_YR_NO:int,ACI_INV_STRY_YR_NO:int,ACI_INV_RSK_YR_NO:int,ACI_INV_HP_DB_MH_NO:int,ACI_INV_PRT_VAL_MH_NO:int,ACI_INV_PRT_PERF_MH_NO:int,ACI_INV_POS_LST_MH_NO:int,ACI_INV_PRD_DL_MH_NO:int,ACI_INV_SPRD_MH_NO:int,ACI_INV_STRY_MH_NO:int,ACI_INV_RSK_MH_NO:int,ACI_INV_HP_DB_MH_DIFF:int,ACI_INV_PRT_VAL_MH_DIFF:int,ACI_INV_PRT_PERF_MH_DIFF:int,ACI_INV_POS_LST_MH_DIFF:int,ACI_INV_PRD_DL_MH_DIFF:int,ACI_INV_SPRD_MH_DIFF:int,ACI_INV_STRY_MH_DIFF:int,ACI_INV_RSK_MH_DIFF:int,ACI_INV_HP_DB_YR_CD:int,ACI_INV_PRT_VAL_YR_CD:int,ACI_INV_PRT_PERF_YR_CD:int,ACI_INV_POS_LST_YR_CD:int,ACI_INV_PRD_DL_YR_CD:int,ACI_INV_SPRD_YR_CD:int,ACI_INV_STRY_YR_CD:int,ACI_INV_RSK_YR_CD:int,ACI_INV_HP_DB_TRD:decimal(13,2),ACI_INV_PRT_VAL_TRD:decimal(13,2),ACI_INV_PRT_PERF_TRD:decimal(13,2),ACI_INV_POS_LST_TRD:decimal(13,2),ACI_INV_PRD_DL_TRD:decimal(13,2),ACI_INV_SPRD_TRD:decimal(13,2),ACI_INV_STRY_TRD:decimal(13,2),ACI_INV_RSK_TRD:decimal(13,2),ACI_INV_HP_DB_TRD_CD:string,ACI_INV_PRT_VAL_TRD_CD:string,ACI_INV_PRT_PERF_TRD_CD:string,ACI_INV_POS_LST_TRD_CD:string,ACI_INV_PRD_DL_TRD_CD:string,ACI_INV_SPRD_TRD_CD:string,ACI_INV_STRY_TRD_CD:string,ACI_INV_RSK_TRD_CD:string,GDPR_REF_DT:date,SRC_CD:string,SRC_KEY:string,META:string>
(2) Filter
Input [128]: [PTY_CPN_GUID_NO#21, PTY_CLT_NO#22, PTY_CLT_NO_TKN_NM#23,
CPN_NO#24, ALL_ADV_NO#25, DGT_ADV_NO#26, DGT_ADV_READ_NO#27, DGT_ADV_SGN_NO#28,
DGT_ADV_DCD_NO#29, ALL_ADV_MH_NO#30, DGT_ADV_MH_NO#31, DGT_ADV_READ_MH_NO#32,
DGT_ADV_SGN_MH_NO#33, DGT_ADV_DCD_MH_NO#34, ALL_ADV_YR_NO#35, DGT_ADV_YR_NO#36,
DGT_ADV_READ_YR_NO#37, DGT_ADV_SGN_YR_NO#38, DGT_ADV_DCD_YR_NO#39,
DGT_ADV_RATE#40, DGT_ADV_RATE_CD#41, DGT_ADV_READ_RATE#42,
DGT_ADV_READ_RATE_CD#43, DGT_ADV_DCD_RATE#44, DGT_ADV_DCD_RATE_CD#45,
DGT_ADV_RATE_MH#46, DGT_ADV_RATE_MH_DIFF#47, DGT_ADV_RATE_TRD#48,
DGT_ADV_RATE_TRD_CD#49, DGT_ADV_SGN_RATE#50, DGT_ADV_SGN_RATE_CD#51,
DGT_ADV_READ_RATE_MH#52, DGT_ADV_READ_RATE_MH_DIFF#53,
DGT_ADV_READ_RATE_TRD#54, DGT_ADV_READ_RATE_TRD_CD#55, DGT_ADV_SGN_RATE_MH#56,
DGT_ADV_SGN_RATE_MH_DIFF#57, DGT_ADV_SGN_RATE_TRD#58,
DGT_ADV_SGN_RATE_TRD_CD#59, DGT_ADV_DCD_RATE_MH#60,
DGT_ADV_DCD_RATE_MH_DIFF#61, DGT_ADV_DCD_RATE_TRD#62,
DGT_ADV_DCD_RATE_TRD_CD#63, TTL_DG_SCR#64, TTL_DG_SCR_CD#65, TTL_DG_SCR_TRD#66,
TTL_DG_SCR_TRD_CD#67, OLD_AVL_CLT_DATA_DT#68, CFT_COOK_CST_IC#69,
ITA_REF_DT#70, ALL_NFC_NO#71, NFC_SHW_NO#72, NFC_CLK_NO#73, NFC_DEL_NO#74,
ALL_NFC_YR_NO#75, NFC_SHW_YR_NO#76, NFC_CLK_YR_NO#77, NFC_DEL_YR_NO#78,
NFC_CLK_RATE#79, NFC_CLK_RATE_CD#80, ALL_NFC_MH_NO#81, NFC_SHW_MH_NO#82,
NFC_CLK_MH_NO#83, NFC_DEL_MH_NO#84, NFC_CLK_RATE_MH#85,
NFC_CLK_RATE_MH_DIFF#86, NFC_CLK_RATE_TRD#87, NFC_CLK_RATE_TRD_CD#88,
ACI_INV_HP_DB_NO#89, ACI_INV_PRT_VAL_NO#90, ACI_INV_PRT_PERF_NO#91,
ACI_INV_POS_LST_NO#92, ACI_INV_PRD_DL_NO#93, ACI_INV_SPRD_NO#94,
ACI_INV_STRY_NO#95, ACI_INV_RSK_NO#96, ACI_INV_HP_DB_YR_NO#97,
ACI_INV_PRT_VAL_YR_NO#98, ACI_INV_PRT_PERF_YR_NO#99, ACI_INV_POS_LST_YR_NO#100,
ACI_INV_PRD_DL_YR_NO#101, ACI_INV_SPRD_YR_NO#102, ACI_INV_STRY_YR_NO#103,
ACI_INV_RSK_YR_NO#104, ACI_INV_HP_DB_MH_NO#105, ACI_INV_PRT_VAL_MH_NO#106,
ACI_INV_PRT_PERF_MH_NO#107, ACI_INV_POS_LST_MH_NO#108,
ACI_INV_PRD_DL_MH_NO#109, ACI_INV_SPRD_MH_NO#110, ACI_INV_STRY_MH_NO#111,
ACI_INV_RSK_MH_NO#112, ACI_INV_HP_DB_MH_DIFF#113, ACI_INV_PRT_VAL_MH_DIFF#114,
ACI_INV_PRT_PERF_MH_DIFF#115, ACI_INV_POS_LST_MH_DIFF#116,
ACI_INV_PRD_DL_MH_DIFF#117, ACI_INV_SPRD_MH_DIFF#118, ACI_INV_STRY_MH_DIFF#119,
ACI_INV_RSK_MH_DIFF#120, ACI_INV_HP_DB_YR_CD#121, ACI_INV_PRT_VAL_YR_CD#122,
ACI_INV_PRT_PERF_YR_CD#123, ACI_INV_POS_LST_YR_CD#124,
ACI_INV_PRD_DL_YR_CD#125, ACI_INV_SPRD_YR_CD#126, ACI_INV_STRY_YR_CD#127,
ACI_INV_RSK_YR_CD#128, ACI_INV_HP_DB_TRD#129, ACI_INV_PRT_VAL_TRD#130,
ACI_INV_PRT_PERF_TRD#131, ACI_INV_POS_LST_TRD#132, ACI_INV_PRD_DL_TRD#133,
ACI_INV_SPRD_TRD#134, ACI_INV_STRY_TRD#135, ACI_INV_RSK_TRD#136,
ACI_INV_HP_DB_TRD_CD#137, ACI_INV_PRT_VAL_TRD_CD#138,
ACI_INV_PRT_PERF_TRD_CD#139, ACI_INV_POS_LST_TRD_CD#140,
ACI_INV_PRD_DL_TRD_CD#141, ACI_INV_SPRD_TRD_CD#142, ACI_INV_STRY_TRD_CD#143,
ACI_INV_RSK_TRD_CD#144, GDPR_REF_DT#145, SRC_CD#146, SRC_KEY#147, META#148]
Condition : atleastnnonnulls(2, PTY_CLT_NO#22, CPN_NO#24)
(3) Project
Output [132]: [PTY_CLT_NO#22, CPN_NO#24, PTY_CPN_GUID_NO#21, PTY_CLT_NO#22,
PTY_CLT_NO_TKN_NM#23, CPN_NO#24, ALL_ADV_NO#25, DGT_ADV_NO#26,
DGT_ADV_READ_NO#27, DGT_ADV_SGN_NO#28, DGT_ADV_DCD_NO#29, ALL_ADV_MH_NO#30,
DGT_ADV_MH_NO#31, DGT_ADV_READ_MH_NO#32, DGT_ADV_SGN_MH_NO#33,
DGT_ADV_DCD_MH_NO#34, ALL_ADV_YR_NO#35, DGT_ADV_YR_NO#36,
DGT_ADV_READ_YR_NO#37, DGT_ADV_SGN_YR_NO#38, DGT_ADV_DCD_YR_NO#39,
DGT_ADV_RATE#40, DGT_ADV_RATE_CD#41, DGT_ADV_READ_RATE#42,
DGT_ADV_READ_RATE_CD#43, DGT_ADV_DCD_RATE#44, DGT_ADV_DCD_RATE_CD#45,
DGT_ADV_RATE_MH#46, DGT_ADV_RATE_MH_DIFF#47, DGT_ADV_RATE_TRD#48,
DGT_ADV_RATE_TRD_CD#49, DGT_ADV_SGN_RATE#50, DGT_ADV_SGN_RATE_CD#51,
DGT_ADV_READ_RATE_MH#52, DGT_ADV_READ_RATE_MH_DIFF#53,
DGT_ADV_READ_RATE_TRD#54, DGT_ADV_READ_RATE_TRD_CD#55, DGT_ADV_SGN_RATE_MH#56,
DGT_ADV_SGN_RATE_MH_DIFF#57, DGT_ADV_SGN_RATE_TRD#58,
DGT_ADV_SGN_RATE_TRD_CD#59, DGT_ADV_DCD_RATE_MH#60,
DGT_ADV_DCD_RATE_MH_DIFF#61, DGT_ADV_DCD_RATE_TRD#62,
DGT_ADV_DCD_RATE_TRD_CD#63, TTL_DG_SCR#64, TTL_DG_SCR_CD#65, TTL_DG_SCR_TRD#66,
TTL_DG_SCR_TRD_CD#67, OLD_AVL_CLT_DATA_DT#68, CFT_COOK_CST_IC#69,
ITA_REF_DT#70, ALL_NFC_NO#71, NFC_SHW_NO#72, NFC_CLK_NO#73, NFC_DEL_NO#74,
ALL_NFC_YR_NO#75, NFC_SHW_YR_NO#76, NFC_CLK_YR_NO#77, NFC_DEL_YR_NO#78,
NFC_CLK_RATE#79, NFC_CLK_RATE_CD#80, ALL_NFC_MH_NO#81, NFC_SHW_MH_NO#82,
NFC_CLK_MH_NO#83, NFC_DEL_MH_NO#84, NFC_CLK_RATE_MH#85,
NFC_CLK_RATE_MH_DIFF#86, NFC_CLK_RATE_TRD#87, NFC_CLK_RATE_TRD_CD#88,
ACI_INV_HP_DB_NO#89, ACI_INV_PRT_VAL_NO#90, ACI_INV_PRT_PERF_NO#91,
ACI_INV_POS_LST_NO#92, ACI_INV_PRD_DL_NO#93, ACI_INV_SPRD_NO#94,
ACI_INV_STRY_NO#95, ACI_INV_RSK_NO#96, ACI_INV_HP_DB_YR_NO#97,
ACI_INV_PRT_VAL_YR_NO#98, ACI_INV_PRT_PERF_YR_NO#99, ACI_INV_POS_LST_YR_NO#100,
ACI_INV_PRD_DL_YR_NO#101, ACI_INV_SPRD_YR_NO#102, ACI_INV_STRY_YR_NO#103,
ACI_INV_RSK_YR_NO#104, ACI_INV_HP_DB_MH_NO#105, ACI_INV_PRT_VAL_MH_NO#106,
ACI_INV_PRT_PERF_MH_NO#107, ACI_INV_POS_LST_MH_NO#108,
ACI_INV_PRD_DL_MH_NO#109, ACI_INV_SPRD_MH_NO#110, ACI_INV_STRY_MH_NO#111,
ACI_INV_RSK_MH_NO#112, ACI_INV_HP_DB_MH_DIFF#113, ACI_INV_PRT_VAL_MH_DIFF#114,
ACI_INV_PRT_PERF_MH_DIFF#115, ACI_INV_POS_LST_MH_DIFF#116,
ACI_INV_PRD_DL_MH_DIFF#117, ACI_INV_SPRD_MH_DIFF#118, ACI_INV_STRY_MH_DIFF#119,
ACI_INV_RSK_MH_DIFF#120, ACI_INV_HP_DB_YR_CD#121, ACI_INV_PRT_VAL_YR_CD#122,
ACI_INV_PRT_PERF_YR_CD#123, ACI_INV_POS_LST_YR_CD#124,
ACI_INV_PRD_DL_YR_CD#125, ACI_INV_SPRD_YR_CD#126, ACI_INV_STRY_YR_CD#127,
ACI_INV_RSK_YR_CD#128, ACI_INV_HP_DB_TRD#129, ACI_INV_PRT_VAL_TRD#130,
ACI_INV_PRT_PERF_TRD#131, ACI_INV_POS_LST_TRD#132, ACI_INV_PRD_DL_TRD#133,
ACI_INV_SPRD_TRD#134, ACI_INV_STRY_TRD#135, ACI_INV_RSK_TRD#136,
ACI_INV_HP_DB_TRD_CD#137, ACI_INV_PRT_VAL_TRD_CD#138,
ACI_INV_PRT_PERF_TRD_CD#139, ACI_INV_POS_LST_TRD_CD#140,
ACI_INV_PRD_DL_TRD_CD#141, ACI_INV_SPRD_TRD_CD#142, ACI_INV_STRY_TRD_CD#143,
ACI_INV_RSK_TRD_CD#144, GDPR_REF_DT#145, SRC_CD#146, SRC_KEY#147, META#148,
20241022 AS pdate#277, ADVICES AS psource#408]
Input [128]: [PTY_CPN_GUID_NO#21, PTY_CLT_NO#22, PTY_CLT_NO_TKN_NM#23,
CPN_NO#24, ALL_ADV_NO#25, DGT_ADV_NO#26, DGT_ADV_READ_NO#27, DGT_ADV_SGN_NO#28,
DGT_ADV_DCD_NO#29, ALL_ADV_MH_NO#30, DGT_ADV_MH_NO#31, DGT_ADV_READ_MH_NO#32,
DGT_ADV_SGN_MH_NO#33, DGT_ADV_DCD_MH_NO#34, ALL_ADV_YR_NO#35, DGT_ADV_YR_NO#36,
DGT_ADV_READ_YR_NO#37, DGT_ADV_SGN_YR_NO#38, DGT_ADV_DCD_YR_NO#39,
DGT_ADV_RATE#40, DGT_ADV_RATE_CD#41, DGT_ADV_READ_RATE#42,
DGT_ADV_READ_RATE_CD#43, DGT_ADV_DCD_RATE#44, DGT_ADV_DCD_RATE_CD#45,
DGT_ADV_RATE_MH#46, DGT_ADV_RATE_MH_DIFF#47, DGT_ADV_RATE_TRD#48,
DGT_ADV_RATE_TRD_CD#49, DGT_ADV_SGN_RATE#50, DGT_ADV_SGN_RATE_CD#51,
DGT_ADV_READ_RATE_MH#52, DGT_ADV_READ_RATE_MH_DIFF#53,
DGT_ADV_READ_RATE_TRD#54, DGT_ADV_READ_RATE_TRD_CD#55, DGT_ADV_SGN_RATE_MH#56,
DGT_ADV_SGN_RATE_MH_DIFF#57, DGT_ADV_SGN_RATE_TRD#58,
DGT_ADV_SGN_RATE_TRD_CD#59, DGT_ADV_DCD_RATE_MH#60,
DGT_ADV_DCD_RATE_MH_DIFF#61, DGT_ADV_DCD_RATE_TRD#62,
DGT_ADV_DCD_RATE_TRD_CD#63, TTL_DG_SCR#64, TTL_DG_SCR_CD#65, TTL_DG_SCR_TRD#66,
TTL_DG_SCR_TRD_CD#67, OLD_AVL_CLT_DATA_DT#68, CFT_COOK_CST_IC#69,
ITA_REF_DT#70, ALL_NFC_NO#71, NFC_SHW_NO#72, NFC_CLK_NO#73, NFC_DEL_NO#74,
ALL_NFC_YR_NO#75, NFC_SHW_YR_NO#76, NFC_CLK_YR_NO#77, NFC_DEL_YR_NO#78,
NFC_CLK_RATE#79, NFC_CLK_RATE_CD#80, ALL_NFC_MH_NO#81, NFC_SHW_MH_NO#82,
NFC_CLK_MH_NO#83, NFC_DEL_MH_NO#84, NFC_CLK_RATE_MH#85,
NFC_CLK_RATE_MH_DIFF#86, NFC_CLK_RATE_TRD#87, NFC_CLK_RATE_TRD_CD#88,
ACI_INV_HP_DB_NO#89, ACI_INV_PRT_VAL_NO#90, ACI_INV_PRT_PERF_NO#91,
ACI_INV_POS_LST_NO#92, ACI_INV_PRD_DL_NO#93, ACI_INV_SPRD_NO#94,
ACI_INV_STRY_NO#95, ACI_INV_RSK_NO#96, ACI_INV_HP_DB_YR_NO#97,
ACI_INV_PRT_VAL_YR_NO#98, ACI_INV_PRT_PERF_YR_NO#99, ACI_INV_POS_LST_YR_NO#100,
ACI_INV_PRD_DL_YR_NO#101, ACI_INV_SPRD_YR_NO#102, ACI_INV_STRY_YR_NO#103,
ACI_INV_RSK_YR_NO#104, ACI_INV_HP_DB_MH_NO#105, ACI_INV_PRT_VAL_MH_NO#106,
ACI_INV_PRT_PERF_MH_NO#107, ACI_INV_POS_LST_MH_NO#108,
ACI_INV_PRD_DL_MH_NO#109, ACI_INV_SPRD_MH_NO#110, ACI_INV_STRY_MH_NO#111,
ACI_INV_RSK_MH_NO#112, ACI_INV_HP_DB_MH_DIFF#113, ACI_INV_PRT_VAL_MH_DIFF#114,
ACI_INV_PRT_PERF_MH_DIFF#115, ACI_INV_POS_LST_MH_DIFF#116,
ACI_INV_PRD_DL_MH_DIFF#117, ACI_INV_SPRD_MH_DIFF#118, ACI_INV_STRY_MH_DIFF#119,
ACI_INV_RSK_MH_DIFF#120, ACI_INV_HP_DB_YR_CD#121, ACI_INV_PRT_VAL_YR_CD#122,
ACI_INV_PRT_PERF_YR_CD#123, ACI_INV_POS_LST_YR_CD#124,
ACI_INV_PRD_DL_YR_CD#125, ACI_INV_SPRD_YR_CD#126, ACI_INV_STRY_YR_CD#127,
ACI_INV_RSK_YR_CD#128, ACI_INV_HP_DB_TRD#129, ACI_INV_PRT_VAL_TRD#130,
ACI_INV_PRT_PERF_TRD#131, ACI_INV_POS_LST_TRD#132, ACI_INV_PRD_DL_TRD#133,
ACI_INV_SPRD_TRD#134, ACI_INV_STRY_TRD#135, ACI_INV_RSK_TRD#136,
ACI_INV_HP_DB_TRD_CD#137, ACI_INV_PRT_VAL_TRD_CD#138,
ACI_INV_PRT_PERF_TRD_CD#139, ACI_INV_POS_LST_TRD_CD#140,
ACI_INV_PRD_DL_TRD_CD#141, ACI_INV_SPRD_TRD_CD#142, ACI_INV_STRY_TRD_CD#143,
ACI_INV_RSK_TRD_CD#144, GDPR_REF_DT#145, SRC_CD#146, SRC_KEY#147, META#148]
(4) BroadcastExchange
Input [132]: [PTY_CLT_NO#22, CPN_NO#24, PTY_CPN_GUID_NO#21, PTY_CLT_NO#22,
PTY_CLT_NO_TKN_NM#23, CPN_NO#24, ALL_ADV_NO#25, DGT_ADV_NO#26,
DGT_ADV_READ_NO#27, DGT_ADV_SGN_NO#28, DGT_ADV_DCD_NO#29, ALL_ADV_MH_NO#30,
DGT_ADV_MH_NO#31, DGT_ADV_READ_MH_NO#32, DGT_ADV_SGN_MH_NO#33,
DGT_ADV_DCD_MH_NO#34, ALL_ADV_YR_NO#35, DGT_ADV_YR_NO#36,
DGT_ADV_READ_YR_NO#37, DGT_ADV_SGN_YR_NO#38, DGT_ADV_DCD_YR_NO#39,
DGT_ADV_RATE#40, DGT_ADV_RATE_CD#41, DGT_ADV_READ_RATE#42,
DGT_ADV_READ_RATE_CD#43, DGT_ADV_DCD_RATE#44, DGT_ADV_DCD_RATE_CD#45,
DGT_ADV_RATE_MH#46, DGT_ADV_RATE_MH_DIFF#47, DGT_ADV_RATE_TRD#48,
DGT_ADV_RATE_TRD_CD#49, DGT_ADV_SGN_RATE#50, DGT_ADV_SGN_RATE_CD#51,
DGT_ADV_READ_RATE_MH#52, DGT_ADV_READ_RATE_MH_DIFF#53,
DGT_ADV_READ_RATE_TRD#54, DGT_ADV_READ_RATE_TRD_CD#55, DGT_ADV_SGN_RATE_MH#56,
DGT_ADV_SGN_RATE_MH_DIFF#57, DGT_ADV_SGN_RATE_TRD#58,
DGT_ADV_SGN_RATE_TRD_CD#59, DGT_ADV_DCD_RATE_MH#60,
DGT_ADV_DCD_RATE_MH_DIFF#61, DGT_ADV_DCD_RATE_TRD#62,
DGT_ADV_DCD_RATE_TRD_CD#63, TTL_DG_SCR#64, TTL_DG_SCR_CD#65, TTL_DG_SCR_TRD#66,
TTL_DG_SCR_TRD_CD#67, OLD_AVL_CLT_DATA_DT#68, CFT_COOK_CST_IC#69,
ITA_REF_DT#70, ALL_NFC_NO#71, NFC_SHW_NO#72, NFC_CLK_NO#73, NFC_DEL_NO#74,
ALL_NFC_YR_NO#75, NFC_SHW_YR_NO#76, NFC_CLK_YR_NO#77, NFC_DEL_YR_NO#78,
NFC_CLK_RATE#79, NFC_CLK_RATE_CD#80, ALL_NFC_MH_NO#81, NFC_SHW_MH_NO#82,
NFC_CLK_MH_NO#83, NFC_DEL_MH_NO#84, NFC_CLK_RATE_MH#85,
NFC_CLK_RATE_MH_DIFF#86, NFC_CLK_RATE_TRD#87, NFC_CLK_RATE_TRD_CD#88,
ACI_INV_HP_DB_NO#89, ACI_INV_PRT_VAL_NO#90, ACI_INV_PRT_PERF_NO#91,
ACI_INV_POS_LST_NO#92, ACI_INV_PRD_DL_NO#93, ACI_INV_SPRD_NO#94,
ACI_INV_STRY_NO#95, ACI_INV_RSK_NO#96, ACI_INV_HP_DB_YR_NO#97,
ACI_INV_PRT_VAL_YR_NO#98, ACI_INV_PRT_PERF_YR_NO#99, ACI_INV_POS_LST_YR_NO#100,
ACI_INV_PRD_DL_YR_NO#101, ACI_INV_SPRD_YR_NO#102, ACI_INV_STRY_YR_NO#103,
ACI_INV_RSK_YR_NO#104, ACI_INV_HP_DB_MH_NO#105, ACI_INV_PRT_VAL_MH_NO#106,
ACI_INV_PRT_PERF_MH_NO#107, ACI_INV_POS_LST_MH_NO#108,
ACI_INV_PRD_DL_MH_NO#109, ACI_INV_SPRD_MH_NO#110, ACI_INV_STRY_MH_NO#111,
ACI_INV_RSK_MH_NO#112, ACI_INV_HP_DB_MH_DIFF#113, ACI_INV_PRT_VAL_MH_DIFF#114,
ACI_INV_PRT_PERF_MH_DIFF#115, ACI_INV_POS_LST_MH_DIFF#116,
ACI_INV_PRD_DL_MH_DIFF#117, ACI_INV_SPRD_MH_DIFF#118, ACI_INV_STRY_MH_DIFF#119,
ACI_INV_RSK_MH_DIFF#120, ACI_INV_HP_DB_YR_CD#121, ACI_INV_PRT_VAL_YR_CD#122,
ACI_INV_PRT_PERF_YR_CD#123, ACI_INV_POS_LST_YR_CD#124,
ACI_INV_PRD_DL_YR_CD#125, ACI_INV_SPRD_YR_CD#126, ACI_INV_STRY_YR_CD#127,
ACI_INV_RSK_YR_CD#128, ACI_INV_HP_DB_TRD#129, ACI_INV_PRT_VAL_TRD#130,
ACI_INV_PRT_PERF_TRD#131, ACI_INV_POS_LST_TRD#132, ACI_INV_PRD_DL_TRD#133,
ACI_INV_SPRD_TRD#134, ACI_INV_STRY_TRD#135, ACI_INV_RSK_TRD#136,
ACI_INV_HP_DB_TRD_CD#137, ACI_INV_PRT_VAL_TRD_CD#138,
ACI_INV_PRT_PERF_TRD_CD#139, ACI_INV_POS_LST_TRD_CD#140,
ACI_INV_PRD_DL_TRD_CD#141, ACI_INV_SPRD_TRD_CD#142, ACI_INV_STRY_TRD_CD#143,
ACI_INV_RSK_TRD_CD#144, GDPR_REF_DT#145, SRC_CD#146, SRC_KEY#147, META#148,
pdate#277, psource#408]
Arguments: HashedRelationBroadcastMode(List(coalesce(input[0, string, true], ),
isnull(input[0, string, true]), coalesce(input[1, string, true], ),
isnull(input[1, string, true])),false), [plan_id=476]
(5) Scan parquet
Output [27]: [PTY_CLT_NO#805, CPN_NO#806, MDL_COOK_CST_IC#808,
MDL_COOK_CST_TS#809, DRT_MKT_FNC_PDC_COOK_CST_IC#810,
DRT_MKT_FNC_PDC_COOK_CST_TS#811, DRT_MKT_NFNC_PDC_COOK_CST_IC#812,
DRT_MKT_NFNC_PDC_COOK_CST_TS#813, DRT_MKT_COOK_CST_IC#815,
DRT_MKT_COOK_CST_TS#816, CFT_COOK_CST_IC#829, CFT_COOK_CST_TS#830,
ANL_COOK_CST_IC#831, ANL_COOK_CST_TS#832, FNC_PDC_PCM_CST_IC#840,
NFNC_PDC_PCM_CST_IC#841, DATA_DTH_IC#872, ACS_PSD2_CST_IC#931,
CLN_CDT_CMC_MDL_IC#956, CLN_CDT_BAS_CMC_PFL_IC#957, CLN_CDT_BAS_DRT_MKT_IC#958,
CLN_CDT_ETD_DRT_MKT_FNC_PDC_IC#959, CLN_CDT_ETD_DRT_MKT_NFNC_PDC_IC#960,
CLN_CDT_ETD_DRT_MKT_IC#961, CLN_CDT_ETD_CMC_PFL_IC#962, CLN_CDT_CVN_IC#963,
CLN_CDT_PTC_MKT_SVY_IC#964]
Batched: true
Location: InMemoryFileIndex
[s3://XXX/master/dfpa/s3/partyprivacy.parquet/pdate=20241125/psource=DCTL_BIS]
ReadSchema:
struct<PTY_CLT_NO:string,CPN_NO:string,MDL_COOK_CST_IC:int,MDL_COOK_CST_TS:timestamp,DRT_MKT_FNC_PDC_COOK_CST_IC:int,DRT_MKT_FNC_PDC_COOK_CST_TS:timestamp,DRT_MKT_NFNC_PDC_COOK_CST_IC:int,DRT_MKT_NFNC_PDC_COOK_CST_TS:timestamp,DRT_MKT_COOK_CST_IC:int,DRT_MKT_COOK_CST_TS:timestamp,CFT_COOK_CST_IC:int,CFT_COOK_CST_TS:timestamp,ANL_COOK_CST_IC:int,ANL_COOK_CST_TS:timestamp,FNC_PDC_PCM_CST_IC:int,NFNC_PDC_PCM_CST_IC:int,DATA_DTH_IC:int,ACS_PSD2_CST_IC:int,CLN_CDT_CMC_MDL_IC:int,CLN_CDT_BAS_CMC_PFL_IC:int,CLN_CDT_BAS_DRT_MKT_IC:int,CLN_CDT_ETD_DRT_MKT_FNC_PDC_IC:int,CLN_CDT_ETD_DRT_MKT_NFNC_PDC_IC:int,CLN_CDT_ETD_DRT_MKT_IC:int,CLN_CDT_ETD_CMC_PFL_IC:int,CLN_CDT_CVN_IC:int,CLN_CDT_PTC_MKT_SVY_IC:int>
(6) ColumnarToRow [codegen id : 1]
Input [27]: [PTY_CLT_NO#805, CPN_NO#806, MDL_COOK_CST_IC#808,
MDL_COOK_CST_TS#809, DRT_MKT_FNC_PDC_COOK_CST_IC#810,
DRT_MKT_FNC_PDC_COOK_CST_TS#811, DRT_MKT_NFNC_PDC_COOK_CST_IC#812,
DRT_MKT_NFNC_PDC_COOK_CST_TS#813, DRT_MKT_COOK_CST_IC#815,
DRT_MKT_COOK_CST_TS#816, CFT_COOK_CST_IC#829, CFT_COOK_CST_TS#830,
ANL_COOK_CST_IC#831, ANL_COOK_CST_TS#832, FNC_PDC_PCM_CST_IC#840,
NFNC_PDC_PCM_CST_IC#841, DATA_DTH_IC#872, ACS_PSD2_CST_IC#931,
CLN_CDT_CMC_MDL_IC#956, CLN_CDT_BAS_CMC_PFL_IC#957, CLN_CDT_BAS_DRT_MKT_IC#958,
CLN_CDT_ETD_DRT_MKT_FNC_PDC_IC#959, CLN_CDT_ETD_DRT_MKT_NFNC_PDC_IC#960,
CLN_CDT_ETD_DRT_MKT_IC#961, CLN_CDT_ETD_CMC_PFL_IC#962, CLN_CDT_CVN_IC#963,
CLN_CDT_PTC_MKT_SVY_IC#964]
(7) Filter [codegen id : 1]
Input [27]: [PTY_CLT_NO#805, CPN_NO#806, MDL_COOK_CST_IC#808,
MDL_COOK_CST_TS#809, DRT_MKT_FNC_PDC_COOK_CST_IC#810,
DRT_MKT_FNC_PDC_COOK_CST_TS#811, DRT_MKT_NFNC_PDC_COOK_CST_IC#812,
DRT_MKT_NFNC_PDC_COOK_CST_TS#813, DRT_MKT_COOK_CST_IC#815,
DRT_MKT_COOK_CST_TS#816, CFT_COOK_CST_IC#829, CFT_COOK_CST_TS#830,
ANL_COOK_CST_IC#831, ANL_COOK_CST_TS#832, FNC_PDC_PCM_CST_IC#840,
NFNC_PDC_PCM_CST_IC#841, DATA_DTH_IC#872, ACS_PSD2_CST_IC#931,
CLN_CDT_CMC_MDL_IC#956, CLN_CDT_BAS_CMC_PFL_IC#957, CLN_CDT_BAS_DRT_MKT_IC#958,
CLN_CDT_ETD_DRT_MKT_FNC_PDC_IC#959, CLN_CDT_ETD_DRT_MKT_NFNC_PDC_IC#960,
CLN_CDT_ETD_DRT_MKT_IC#961, CLN_CDT_ETD_CMC_PFL_IC#962, CLN_CDT_CVN_IC#963,
CLN_CDT_PTC_MKT_SVY_IC#964]
Condition : atleastnnonnulls(2, PTY_CLT_NO#805, CPN_NO#806)
(8) Project [codegen id : 1]
Output [27]: [ANL_COOK_CST_TS#832 AS KBC__GDPR__PP__ANL_COOK_CST_TS#1160,
MDL_COOK_CST_TS#809 AS KBC__GDPR__PP__MDL_COOK_CST_TS#1188,
CLN_CDT_ETD_DRT_MKT_NFNC_PDC_IC#960 AS
KBC__GDPR__PP__CLN_CDT_ETD_DRT_MKT_NFNC_PDC_IC#1216,
DRT_MKT_NFNC_PDC_COOK_CST_TS#813 AS
KBC__GDPR__PP__DRT_MKT_NFNC_PDC_COOK_CST_TS#1244, DRT_MKT_COOK_CST_IC#815 AS
KBC__GDPR__PP__DRT_MKT_COOK_CST_IC#1272, DATA_DTH_IC#872 AS
KBC__GDPR__PP__DATA_DTH_IC#1300, CLN_CDT_ETD_DRT_MKT_IC#961 AS
KBC__GDPR__PP__CLN_CDT_ETD_DRT_MKT_IC#1328, CFT_COOK_CST_IC#829 AS
KBC__GDPR__PP__CFT_COOK_CST_IC#1356, DRT_MKT_FNC_PDC_COOK_CST_TS#811 AS
KBC__GDPR__PP__DRT_MKT_FNC_PDC_COOK_CST_TS#1384,
CLN_CDT_ETD_DRT_MKT_FNC_PDC_IC#959 AS
KBC__GDPR__PP__CLN_CDT_ETD_DRT_MKT_FNC_PDC_IC#1412,
DRT_MKT_NFNC_PDC_COOK_CST_IC#812 AS
KBC__GDPR__PP__DRT_MKT_NFNC_PDC_COOK_CST_IC#1440, CLN_CDT_CMC_MDL_IC#956 AS
KBC__GDPR__PP__CLN_CDT_CMC_MDL_IC#1468, MDL_COOK_CST_IC#808 AS
KBC__GDPR__PP__MDL_COOK_CST_IC#1496, DRT_MKT_FNC_PDC_COOK_CST_IC#810 AS
KBC__GDPR__PP__DRT_MKT_FNC_PDC_COOK_CST_IC#1524, CLN_CDT_CVN_IC#963 AS
KBC__GDPR__PP__CLN_CDT_CVN_IC#1552, CLN_CDT_ETD_CMC_PFL_IC#962 AS
KBC__GDPR__PP__CLN_CDT_ETD_CMC_PFL_IC#1580, ANL_COOK_CST_IC#831 AS
KBC__GDPR__PP__ANL_COOK_CST_IC#1608, DRT_MKT_COOK_CST_TS#816 AS
KBC__GDPR__PP__DRT_MKT_COOK_CST_TS#1636, NFNC_PDC_PCM_CST_IC#841 AS
KBC__GDPR__PP__NFNC_PDC_PCM_CST_IC#1664, ACS_PSD2_CST_IC#931 AS
KBC__GDPR__PP__ACS_PSD2_CST_IC#1692, CFT_COOK_CST_TS#830 AS
KBC__GDPR__PP__CFT_COOK_CST_TS#1720, CLN_CDT_BAS_DRT_MKT_IC#958 AS
KBC__GDPR__PP__CLN_CDT_BAS_DRT_MKT_IC#1748, CLN_CDT_PTC_MKT_SVY_IC#964 AS
KBC__GDPR__PP__CLN_CDT_PTC_MKT_SVY_IC#1776, FNC_PDC_PCM_CST_IC#840 AS
KBC__GDPR__PP__FNC_PDC_PCM_CST_IC#1804, CLN_CDT_BAS_CMC_PFL_IC#957 AS
KBC__GDPR__PP__CLN_CDT_BAS_CMC_PFL_IC#1832, CPN_NO#806 AS
KBC__GDPR__PP__CPN_NO#1860, PTY_CLT_NO#805 AS KBC__GDPR__PP__PTY_CLT_NO#1888]
Input [27]: [PTY_CLT_NO#805, CPN_NO#806, MDL_COOK_CST_IC#808,
MDL_COOK_CST_TS#809, DRT_MKT_FNC_PDC_COOK_CST_IC#810,
DRT_MKT_FNC_PDC_COOK_CST_TS#811, DRT_MKT_NFNC_PDC_COOK_CST_IC#812,
DRT_MKT_NFNC_PDC_COOK_CST_TS#813, DRT_MKT_COOK_CST_IC#815,
DRT_MKT_COOK_CST_TS#816, CFT_COOK_CST_IC#829, CFT_COOK_CST_TS#830,
ANL_COOK_CST_IC#831, ANL_COOK_CST_TS#832, FNC_PDC_PCM_CST_IC#840,
NFNC_PDC_PCM_CST_IC#841, DATA_DTH_IC#872, ACS_PSD2_CST_IC#931,
CLN_CDT_CMC_MDL_IC#956, CLN_CDT_BAS_CMC_PFL_IC#957, CLN_CDT_BAS_DRT_MKT_IC#958,
CLN_CDT_ETD_DRT_MKT_FNC_PDC_IC#959, CLN_CDT_ETD_DRT_MKT_NFNC_PDC_IC#960,
CLN_CDT_ETD_DRT_MKT_IC#961, CLN_CDT_ETD_CMC_PFL_IC#962, CLN_CDT_CVN_IC#963,
CLN_CDT_PTC_MKT_SVY_IC#964]
(9) BroadcastHashJoin
Left keys [4]: [coalesce(PTY_CLT_NO#22, ), isnull(PTY_CLT_NO#22),
coalesce(CPN_NO#24, ), isnull(CPN_NO#24)]
Right keys [4]: [coalesce(KBC__GDPR__PP__PTY_CLT_NO#1888, ),
isnull(KBC__GDPR__PP__PTY_CLT_NO#1888), coalesce(KBC__GDPR__PP__CPN_NO#1860, ),
isnull(KBC__GDPR__PP__CPN_NO#1860)]
Join type: Inner
Join condition: None {code}
If we only select a limited set of columns of the wide df before joining, there
is no issue.
I tested with the exact same code/data against the following spark versions
(these are the ones made available in our corporate environment):
* 3.2.0 => no issue
* 3.3.0 => no issue
* 3.4.0 => NullPointerException
* 3.5.3 => NullPointerException
I'd guess some kind of optimization of the execution plan was introduced in
spark >=3.4 for wide dataframes, but fails in this specific case.
I can't share the actual dataframes, but I can share statistics upon request.
I'm still trying to reproduce the issue with a dummy/fabricated dataframe (that
I can share).
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