From 5b17ea4129f8f2fe54f047f4f0e46675e69202fa Mon Sep 17 00:00:00 2001 From: MohdSiddiqueBagwan Date: Tue, 18 Jul 2023 18:14:32 +0530 Subject: [PATCH 1/9] wip --- .../src/datahub/ingestion/source/tableau.py | 49 +++++++++++-------- .../ingestion/source/tableau_common.py | 44 +++++++++++++---- 2 files changed, 64 insertions(+), 29 deletions(-) diff --git a/metadata-ingestion/src/datahub/ingestion/source/tableau.py b/metadata-ingestion/src/datahub/ingestion/source/tableau.py index 5ad39425c3f73..f575ee7e7a662 100644 --- a/metadata-ingestion/src/datahub/ingestion/source/tableau.py +++ b/metadata-ingestion/src/datahub/ingestion/source/tableau.py @@ -11,7 +11,6 @@ from pydantic import root_validator, validator from pydantic.fields import Field from requests.adapters import ConnectionError -from sqllineage.runner import LineageRunner from tableauserverclient import ( PersonalAccessTokenAuth, Server, @@ -48,6 +47,7 @@ ) from datahub.ingestion.api.source import MetadataWorkUnitProcessor, Source from datahub.ingestion.api.workunit import MetadataWorkUnit +from datahub.ingestion.graph.client import DataHubGraph, get_default_graph from datahub.ingestion.source import tableau_constant from datahub.ingestion.source.common.subtypes import ( BIContainerSubTypes, @@ -71,6 +71,7 @@ dashboard_graphql_query, database_tables_graphql_query, embedded_datasource_graphql_query, + get_overridden_info, get_unique_custom_sql, make_table_urn, published_datasource_graphql_query, @@ -1456,30 +1457,36 @@ def _create_lineage_from_unsupported_csql( and tableau_constant.NAME in database and tableau_constant.CONNECTION_TYPE in database ): + upstream_db, platform_instance, platform, _ = get_overridden_info( + connection_type=database.get(tableau_constant.CONNECTION_TYPE, ""), + lineage_overrides=self.config.lineage_overrides, + platform_instance_map=self.config.platform_instance_map, + ) + upstream_tables = [] + graph: DataHubGraph = get_default_graph() + query = csql.get(tableau_constant.QUERY) - parser = LineageRunner(query) + if query is None: + logger.debug(f"raw sql query is not available for urn={csql_urn}") + return + + logger.debug(f"Parsing sql={query}") try: - for table in parser.source_tables: - split_table = str(table).split(".") - if len(split_table) == 2: - datset = make_table_urn( - env=self.config.env, - upstream_db=database.get(tableau_constant.NAME), - connection_type=database.get( - tableau_constant.CONNECTION_TYPE, "" - ), - schema=split_table[0], - full_name=split_table[1], - platform_instance_map=self.config.platform_instance_map, - lineage_overrides=self.config.lineage_overrides, - ) - upstream_tables.append( - UpstreamClass( - type=DatasetLineageType.TRANSFORMED, dataset=datset - ) + parsed_result = graph.parse_sql_lineage( + query, + default_db=upstream_db, + platform_instance=platform_instance, + platform=platform, + ) + + for dataset_urn in parsed_result.in_tables: + upstream_tables.append( + UpstreamClass( + type=DatasetLineageType.TRANSFORMED, dataset=dataset_urn ) + ) except Exception as e: self.report.report_warning( key="csql-lineage", @@ -1487,7 +1494,9 @@ def _create_lineage_from_unsupported_csql( f"Query: {query} " f"Reason: {str(e)} ", ) + upstream_lineage = UpstreamLineage(upstreams=upstream_tables) + yield self.get_metadata_change_proposal( csql_urn, aspect_name=tableau_constant.UPSTREAM_LINEAGE, diff --git a/metadata-ingestion/src/datahub/ingestion/source/tableau_common.py b/metadata-ingestion/src/datahub/ingestion/source/tableau_common.py index e573f1d924d1a..0a2727662c3a9 100644 --- a/metadata-ingestion/src/datahub/ingestion/source/tableau_common.py +++ b/metadata-ingestion/src/datahub/ingestion/source/tableau_common.py @@ -1,6 +1,6 @@ import html from functools import lru_cache -from typing import Dict, List, Optional +from typing import Dict, List, Optional, Tuple from pydantic.fields import Field @@ -574,15 +574,12 @@ def get_platform_instance( return None -def make_table_urn( - env: str, - upstream_db: Optional[str], +def get_overridden_info( connection_type: str, - schema: str, - full_name: str, platform_instance_map: Optional[Dict[str, str]], lineage_overrides: Optional[TableauLineageOverrides] = None, -) -> str: +) -> Tuple[Optional[str], Optional[str], str, str]: + original_platform = platform = get_platform(connection_type) if ( lineage_overrides is not None @@ -591,6 +588,8 @@ def make_table_urn( ): platform = lineage_overrides.platform_override_map[original_platform] + upstream_db: Optional[str] = None + if ( lineage_overrides is not None and lineage_overrides.database_override_map is not None @@ -599,10 +598,37 @@ def make_table_urn( ): upstream_db = lineage_overrides.database_override_map[upstream_db] + platform_instance = get_platform_instance(original_platform, platform_instance_map) + + if original_platform in ("athena", "hive", "mysql"): # Two tier databases + upstream_db = None + + return upstream_db, platform_instance, platform, original_platform + + +def make_table_urn( + env: str, + upstream_db: Optional[str], + connection_type: str, + schema: str, + full_name: str, + platform_instance_map: Optional[Dict[str, str]], + lineage_overrides: Optional[TableauLineageOverrides] = None, +) -> str: + + upstream_db, platform_instance, platform, original_platform = get_overridden_info( + connection_type=connection_type, + lineage_overrides=lineage_overrides, + platform_instance_map=platform_instance_map, + ) + table_name = get_fully_qualified_table_name( - original_platform, upstream_db, schema, full_name + original_platform, + upstream_db if upstream_db is not None else "", + schema, + full_name, ) - platform_instance = get_platform_instance(original_platform, platform_instance_map) + return builder.make_dataset_urn_with_platform_instance( platform, table_name, platform_instance, env ) From 1a06fb0a4400e59c9d51f555121c99faf5ab9411 Mon Sep 17 00:00:00 2001 From: MohdSiddiqueBagwan Date: Wed, 19 Jul 2023 21:40:59 +0530 Subject: [PATCH 2/9] lineage working with new parser --- metadata-ingestion/src/datahub/ingestion/source/tableau.py | 5 +++-- .../src/datahub/ingestion/source/tableau_common.py | 4 ++-- 2 files changed, 5 insertions(+), 4 deletions(-) diff --git a/metadata-ingestion/src/datahub/ingestion/source/tableau.py b/metadata-ingestion/src/datahub/ingestion/source/tableau.py index f575ee7e7a662..653cf3b54f86e 100644 --- a/metadata-ingestion/src/datahub/ingestion/source/tableau.py +++ b/metadata-ingestion/src/datahub/ingestion/source/tableau.py @@ -1458,9 +1458,10 @@ def _create_lineage_from_unsupported_csql( and tableau_constant.CONNECTION_TYPE in database ): upstream_db, platform_instance, platform, _ = get_overridden_info( + upstream_db=database.get(tableau_constant.NAME), connection_type=database.get(tableau_constant.CONNECTION_TYPE, ""), - lineage_overrides=self.config.lineage_overrides, platform_instance_map=self.config.platform_instance_map, + lineage_overrides=self.config.lineage_overrides, ) upstream_tables = [] @@ -1477,8 +1478,8 @@ def _create_lineage_from_unsupported_csql( parsed_result = graph.parse_sql_lineage( query, default_db=upstream_db, - platform_instance=platform_instance, platform=platform, + platform_instance=platform_instance, ) for dataset_urn in parsed_result.in_tables: diff --git a/metadata-ingestion/src/datahub/ingestion/source/tableau_common.py b/metadata-ingestion/src/datahub/ingestion/source/tableau_common.py index 0a2727662c3a9..4ae4d017c7170 100644 --- a/metadata-ingestion/src/datahub/ingestion/source/tableau_common.py +++ b/metadata-ingestion/src/datahub/ingestion/source/tableau_common.py @@ -576,6 +576,7 @@ def get_platform_instance( def get_overridden_info( connection_type: str, + upstream_db: Optional[str], platform_instance_map: Optional[Dict[str, str]], lineage_overrides: Optional[TableauLineageOverrides] = None, ) -> Tuple[Optional[str], Optional[str], str, str]: @@ -588,8 +589,6 @@ def get_overridden_info( ): platform = lineage_overrides.platform_override_map[original_platform] - upstream_db: Optional[str] = None - if ( lineage_overrides is not None and lineage_overrides.database_override_map is not None @@ -618,6 +617,7 @@ def make_table_urn( upstream_db, platform_instance, platform, original_platform = get_overridden_info( connection_type=connection_type, + upstream_db=upstream_db, lineage_overrides=lineage_overrides, platform_instance_map=platform_instance_map, ) From 965366d7fd5f40bb6eff60cdbb2e41d2ef36fedd Mon Sep 17 00:00:00 2001 From: MohdSiddiqueBagwan Date: Wed, 19 Jul 2023 22:52:12 +0530 Subject: [PATCH 3/9] CLL --- .../src/datahub/ingestion/source/tableau.py | 73 +++++++++++++++++-- 1 file changed, 65 insertions(+), 8 deletions(-) diff --git a/metadata-ingestion/src/datahub/ingestion/source/tableau.py b/metadata-ingestion/src/datahub/ingestion/source/tableau.py index 653cf3b54f86e..aba8e69b449b7 100644 --- a/metadata-ingestion/src/datahub/ingestion/source/tableau.py +++ b/metadata-ingestion/src/datahub/ingestion/source/tableau.py @@ -872,15 +872,16 @@ def _create_upstream_table_lineage( f"A total of {len(upstream_tables)} upstream table edges found for datasource {datasource[tableau_constant.ID]}" ) - if datasource.get(tableau_constant.FIELDS): - datasource_urn = builder.make_dataset_urn_with_platform_instance( - platform=self.platform, - name=datasource[tableau_constant.ID], - platform_instance=self.config.platform_instance, - env=self.config.env, - ) + + datasource_urn = builder.make_dataset_urn_with_platform_instance( + platform=self.platform, + name=datasource[tableau_constant.ID], + platform_instance=self.config.platform_instance, + env=self.config.env, + ) - if self.config.extract_column_level_lineage: + if self.config.extract_column_level_lineage: + if datasource.get(tableau_constant.FIELDS): # Find fine grained lineage for datasource column to datasource column edge, # upstream columns may be from same datasource upstream_fields = self.get_upstream_fields_of_field_in_datasource( @@ -899,6 +900,13 @@ def _create_upstream_table_lineage( logger.debug( f"A total of {len(fine_grained_lineages)} upstream column edges found for datasource {datasource[tableau_constant.ID]}" ) + elif datasource.get(tableau_constant.IS_UNSUPPORTED_CUSTOM_SQL): + # Find upstream lineage from custom sql + upstream_fields = self.get_upstream_fields_from_custom_sql( + datasource, datasource_urn + ) + fine_grained_lineages.extend(upstream_fields) + return upstream_tables, fine_grained_lineages @@ -1140,6 +1148,55 @@ def get_upstream_fields_of_field_in_datasource(self, datasource, datasource_urn) ) ) return fine_grained_lineages + + def get_upstream_fields_from_custom_sql(self, datasource, datasource_urn): + fine_grained_lineages = [] + database = datasource.get(tableau_constant.DATABASE) or {} + if ( + datasource.get(tableau_constant.IS_UNSUPPORTED_CUSTOM_SQL, False) + and tableau_constant.NAME in database + and tableau_constant.CONNECTION_TYPE in database + ): + + graph: DataHubGraph = get_default_graph() + + query = datasource.get(tableau_constant.QUERY) + if query is None: + logger.debug(f"raw sql query is not available for urn={datasource_urn}") + return [] + + logger.debug(f"Parsing sql={query}") + + try: + parsed_result = graph.parse_sql_lineage( + query, + default_db=database.get(tableau_constant.NAME), + platform=self.platform, + platform_instance=self.config.platform_instance, + env=self.config.env, + ) + + for cll_info in parsed_result.column_lineage: + downstreams = [builder.make_schema_field_urn(datasource_urn, cll_info.downstream.column)] if cll_info.downstream is not None and cll_info.downstream.column is not None else [] + upstreams = [builder.make_schema_field_urn(column_ref.table, column_ref.column) for column_ref in cll_info.upstreams] + fine_grained_lineages.append( + FineGrainedLineage( + downstreamType=FineGrainedLineageDownstreamType.FIELD, + downstreams=downstreams, + upstreamType=FineGrainedLineageUpstreamType.FIELD_SET, + upstreams=upstreams, + ) + ) + + except Exception as e: + self.report.report_warning( + key="cll-lineage", + reason=f"Unable to retrieve column level lineage from query. " + f"Query: {query} " + f"Reason: {str(e)} ", + ) + + return fine_grained_lineages def get_transform_operation(self, field): field_type = field[tableau_constant.TYPE_NAME] From b70ebb4b6f310364bc655a5226cd95eb77d885f1 Mon Sep 17 00:00:00 2001 From: MohdSiddiqueBagwan Date: Thu, 20 Jul 2023 15:23:54 +0530 Subject: [PATCH 4/9] CLL --- .../src/datahub/ingestion/source/tableau.py | 202 ++++++++++-------- 1 file changed, 110 insertions(+), 92 deletions(-) diff --git a/metadata-ingestion/src/datahub/ingestion/source/tableau.py b/metadata-ingestion/src/datahub/ingestion/source/tableau.py index aba8e69b449b7..6ed799b2f3f41 100644 --- a/metadata-ingestion/src/datahub/ingestion/source/tableau.py +++ b/metadata-ingestion/src/datahub/ingestion/source/tableau.py @@ -4,7 +4,8 @@ from dataclasses import dataclass from datetime import datetime from functools import lru_cache -from typing import Any, Dict, Iterable, List, Optional, Set, Tuple, Union, cast +from typing import Any, Callable, Dict, Iterable, List, Optional, Set, Tuple, Union, cast +from datahub.utilities.sqlglot_lineage import SqlParsingResult import dateutil.parser as dp import tableauserverclient as TSC @@ -1151,52 +1152,33 @@ def get_upstream_fields_of_field_in_datasource(self, datasource, datasource_urn) def get_upstream_fields_from_custom_sql(self, datasource, datasource_urn): fine_grained_lineages = [] - database = datasource.get(tableau_constant.DATABASE) or {} - if ( - datasource.get(tableau_constant.IS_UNSUPPORTED_CUSTOM_SQL, False) - and tableau_constant.NAME in database - and tableau_constant.CONNECTION_TYPE in database - ): - - graph: DataHubGraph = get_default_graph() - - query = datasource.get(tableau_constant.QUERY) - if query is None: - logger.debug(f"raw sql query is not available for urn={datasource_urn}") - return [] - - logger.debug(f"Parsing sql={query}") - - try: - parsed_result = graph.parse_sql_lineage( - query, - default_db=database.get(tableau_constant.NAME), - platform=self.platform, - platform_instance=self.config.platform_instance, - env=self.config.env, - ) - - for cll_info in parsed_result.column_lineage: - downstreams = [builder.make_schema_field_urn(datasource_urn, cll_info.downstream.column)] if cll_info.downstream is not None and cll_info.downstream.column is not None else [] - upstreams = [builder.make_schema_field_urn(column_ref.table, column_ref.column) for column_ref in cll_info.upstreams] - fine_grained_lineages.append( - FineGrainedLineage( - downstreamType=FineGrainedLineageDownstreamType.FIELD, - downstreams=downstreams, - upstreamType=FineGrainedLineageUpstreamType.FIELD_SET, - upstreams=upstreams, - ) - ) + + parsed_result = self.parse_custom_sql( + datasource=datasource, + datasource_urn=datasource_urn, + env=self.config.env, + platform=self.platform, + platform_instance=self.config.platform_instance, + func_overridden_info=None, # Here we don't want to override any information from configuration + ) + + if parsed_result is None: + logger.info(f"Failed to extract column level lineage from datasource {datasource_urn}") + return fine_grained_lineages - except Exception as e: - self.report.report_warning( - key="cll-lineage", - reason=f"Unable to retrieve column level lineage from query. " - f"Query: {query} " - f"Reason: {str(e)} ", + for cll_info in parsed_result.column_lineage: + downstreams = [builder.make_schema_field_urn(datasource_urn, cll_info.downstream.column)] if cll_info.downstream is not None and cll_info.downstream.column is not None else [] + upstreams = [builder.make_schema_field_urn(column_ref.table, column_ref.column) for column_ref in cll_info.upstreams] + fine_grained_lineages.append( + FineGrainedLineage( + downstreamType=FineGrainedLineageDownstreamType.FIELD, + downstreams=downstreams, + upstreamType=FineGrainedLineageUpstreamType.FIELD_SET, + upstreams=upstreams, ) - - return fine_grained_lineages + ) + + return fine_grained_lineages def get_transform_operation(self, field): field_type = field[tableau_constant.TYPE_NAME] @@ -1505,62 +1487,98 @@ def _create_lineage_to_upstream_tables( aspect=upstream_lineage, ) - def _create_lineage_from_unsupported_csql( - self, csql_urn: str, csql: dict - ) -> Iterable[MetadataWorkUnit]: - database = csql.get(tableau_constant.DATABASE) or {} - if ( - csql.get(tableau_constant.IS_UNSUPPORTED_CUSTOM_SQL, False) - and tableau_constant.NAME in database - and tableau_constant.CONNECTION_TYPE in database - ): - upstream_db, platform_instance, platform, _ = get_overridden_info( - upstream_db=database.get(tableau_constant.NAME), - connection_type=database.get(tableau_constant.CONNECTION_TYPE, ""), - platform_instance_map=self.config.platform_instance_map, - lineage_overrides=self.config.lineage_overrides, - ) + def parse_custom_sql( + self, + datasource: dict, + datasource_urn: str, + platform: str, + env: str, + platform_instance: Optional[str], + func_overridden_info: Optional[Callable[[str, Optional[str], Optional[Dict[str, str]], Optional[TableauLineageOverrides]], Tuple[Optional[str], Optional[str], str, str]]], + ) -> Optional["SqlParsingResult"]: - upstream_tables = [] - graph: DataHubGraph = get_default_graph() + database_info = datasource.get(tableau_constant.DATABASE) or {} - query = csql.get(tableau_constant.QUERY) - if query is None: - logger.debug(f"raw sql query is not available for urn={csql_urn}") - return + if datasource.get(tableau_constant.IS_UNSUPPORTED_CUSTOM_SQL) in (None, False): + logger.debug(f"datasource {datasource_urn} is not created from custom sql") + return None + + if tableau_constant.NAME not in database_info or tableau_constant.CONNECTION_TYPE not in database_info: + logger.debug(f"database information is missing from datasource {datasource_urn}") + return None - logger.debug(f"Parsing sql={query}") + graph: DataHubGraph = get_default_graph() - try: - parsed_result = graph.parse_sql_lineage( - query, - default_db=upstream_db, - platform=platform, - platform_instance=platform_instance, - ) + query = datasource.get(tableau_constant.QUERY) + if query is None: + logger.debug(f"raw sql query is not available for datasource {datasource_urn}") + return None - for dataset_urn in parsed_result.in_tables: - upstream_tables.append( - UpstreamClass( - type=DatasetLineageType.TRANSFORMED, dataset=dataset_urn - ) - ) - except Exception as e: - self.report.report_warning( - key="csql-lineage", - reason=f"Unable to retrieve lineage from query. " - f"Query: {query} " - f"Reason: {str(e)} ", - ) + logger.debug(f"Parsing sql={query}") - upstream_lineage = UpstreamLineage(upstreams=upstream_tables) + upstream_db = database_info.get(tableau_constant.NAME) - yield self.get_metadata_change_proposal( - csql_urn, - aspect_name=tableau_constant.UPSTREAM_LINEAGE, - aspect=upstream_lineage, + if func_overridden_info is not None: + # Override the information as per configuration + upstream_db, platform_instance, platform, _ = func_overridden_info( + upstream_db=database_info.get(tableau_constant.NAME), + connection_type=database_info.get(tableau_constant.CONNECTION_TYPE, ""), + platform_instance_map=self.config.platform_instance_map, + lineage_overrides=self.config.lineage_overrides, ) + try: + parsed_result = graph.parse_sql_lineage( + query, + default_db=upstream_db, + platform=platform, + platform_instance=platform_instance, + ) + return parsed_result + except Exception as e: + self.report.report_warning( + key="csql-lineage", + reason=f"Unable to retrieve lineage from query. " + f"Query: {query} " + f"Reason: {str(e)} ", + ) + + + def _create_lineage_from_unsupported_csql( + self, csql_urn: str, csql: dict + ) -> Iterable[MetadataWorkUnit]: + + + parsed_result = self.parse_custom_sql( + datasource=csql, + datasource_urn=csql_urn, + env=self.config.env, + platform=self.platform, + platform_instance=self.config.platform_instance, + func_overridden_info=get_overridden_info, + ) + + if parsed_result is None: + logger.info(f"Failed to extract table level lineage for datasource {dataset_urn}") + return + + upstream_tables = [] + + for dataset_urn in parsed_result.in_tables: + upstream_tables.append( + UpstreamClass( + type=DatasetLineageType.TRANSFORMED, dataset=dataset_urn + ) + ) + + upstream_lineage = UpstreamLineage(upstreams=upstream_tables) + + yield self.get_metadata_change_proposal( + csql_urn, + aspect_name=tableau_constant.UPSTREAM_LINEAGE, + aspect=upstream_lineage, + ) + def _get_schema_metadata_for_datasource( self, datasource_fields: List[dict] ) -> Optional[SchemaMetadata]: From dce60e795489ce9eefb71e081c52bb1a00428c80 Mon Sep 17 00:00:00 2001 From: MohdSiddiqueBagwan Date: Thu, 20 Jul 2023 17:32:07 +0530 Subject: [PATCH 5/9] lint fix --- .../src/datahub/ingestion/source/tableau.py | 164 +++++++++++------- .../tableau/test_tableau_ingest.py | 8 + 2 files changed, 114 insertions(+), 58 deletions(-) diff --git a/metadata-ingestion/src/datahub/ingestion/source/tableau.py b/metadata-ingestion/src/datahub/ingestion/source/tableau.py index 6ed799b2f3f41..799317c909053 100644 --- a/metadata-ingestion/src/datahub/ingestion/source/tableau.py +++ b/metadata-ingestion/src/datahub/ingestion/source/tableau.py @@ -4,8 +4,18 @@ from dataclasses import dataclass from datetime import datetime from functools import lru_cache -from typing import Any, Callable, Dict, Iterable, List, Optional, Set, Tuple, Union, cast -from datahub.utilities.sqlglot_lineage import SqlParsingResult +from typing import ( + Any, + Callable, + Dict, + Iterable, + List, + Optional, + Set, + Tuple, + Union, + cast, +) import dateutil.parser as dp import tableauserverclient as TSC @@ -48,7 +58,6 @@ ) from datahub.ingestion.api.source import MetadataWorkUnitProcessor, Source from datahub.ingestion.api.workunit import MetadataWorkUnit -from datahub.ingestion.graph.client import DataHubGraph, get_default_graph from datahub.ingestion.source import tableau_constant from datahub.ingestion.source.common.subtypes import ( BIContainerSubTypes, @@ -126,6 +135,7 @@ ViewPropertiesClass, ) from datahub.utilities import config_clean +from datahub.utilities.sqlglot_lineage import ColumnLineageInfo, SqlParsingResult logger: logging.Logger = logging.getLogger(__name__) @@ -873,7 +883,6 @@ def _create_upstream_table_lineage( f"A total of {len(upstream_tables)} upstream table edges found for datasource {datasource[tableau_constant.ID]}" ) - datasource_urn = builder.make_dataset_urn_with_platform_instance( platform=self.platform, name=datasource[tableau_constant.ID], @@ -908,7 +917,6 @@ def _create_upstream_table_lineage( ) fine_grained_lineages.extend(upstream_fields) - return upstream_tables, fine_grained_lineages def get_upstream_datasources(self, datasource, upstream_tables): @@ -1149,35 +1157,56 @@ def get_upstream_fields_of_field_in_datasource(self, datasource, datasource_urn) ) ) return fine_grained_lineages - - def get_upstream_fields_from_custom_sql(self, datasource, datasource_urn): - fine_grained_lineages = [] - + + def get_upstream_fields_from_custom_sql( + self, datasource: dict, datasource_urn: str + ) -> List[FineGrainedLineage]: + fine_grained_lineages: List[FineGrainedLineage] = [] + parsed_result = self.parse_custom_sql( datasource=datasource, datasource_urn=datasource_urn, env=self.config.env, platform=self.platform, - platform_instance=self.config.platform_instance, - func_overridden_info=None, # Here we don't want to override any information from configuration + platform_instance=self.config.platform_instance, + func_overridden_info=None, # Here we don't want to override any information from configuration ) - - if parsed_result is None: - logger.info(f"Failed to extract column level lineage from datasource {datasource_urn}") + + if parsed_result is None: + logger.info( + f"Failed to extract column level lineage from datasource {datasource_urn}" + ) return fine_grained_lineages - for cll_info in parsed_result.column_lineage: - downstreams = [builder.make_schema_field_urn(datasource_urn, cll_info.downstream.column)] if cll_info.downstream is not None and cll_info.downstream.column is not None else [] - upstreams = [builder.make_schema_field_urn(column_ref.table, column_ref.column) for column_ref in cll_info.upstreams] + cll: List[ColumnLineageInfo] = ( + parsed_result.column_lineage + if parsed_result.column_lineage is not None + else [] + ) + for cll_info in cll: + downstream = ( + [ + builder.make_schema_field_urn( + datasource_urn, cll_info.downstream.column + ) + ] + if cll_info.downstream is not None + and cll_info.downstream.column is not None + else [] + ) + upstreams = [ + builder.make_schema_field_urn(column_ref.table, column_ref.column) + for column_ref in cll_info.upstreams + ] fine_grained_lineages.append( FineGrainedLineage( downstreamType=FineGrainedLineageDownstreamType.FIELD, - downstreams=downstreams, + downstreams=downstream, upstreamType=FineGrainedLineageUpstreamType.FIELD_SET, upstreams=upstreams, ) ) - + return fine_grained_lineages def get_transform_operation(self, field): @@ -1488,53 +1517,70 @@ def _create_lineage_to_upstream_tables( ) def parse_custom_sql( - self, - datasource: dict, - datasource_urn: str, - platform: str, - env: str, - platform_instance: Optional[str], - func_overridden_info: Optional[Callable[[str, Optional[str], Optional[Dict[str, str]], Optional[TableauLineageOverrides]], Tuple[Optional[str], Optional[str], str, str]]], + self, + datasource: dict, + datasource_urn: str, + platform: str, + env: str, + platform_instance: Optional[str], + func_overridden_info: Optional[ + Callable[ + [ + str, + Optional[str], + Optional[Dict[str, str]], + Optional[TableauLineageOverrides], + ], + Tuple[Optional[str], Optional[str], str, str], + ] + ], ) -> Optional["SqlParsingResult"]: database_info = datasource.get(tableau_constant.DATABASE) or {} if datasource.get(tableau_constant.IS_UNSUPPORTED_CUSTOM_SQL) in (None, False): logger.debug(f"datasource {datasource_urn} is not created from custom sql") - return None - - if tableau_constant.NAME not in database_info or tableau_constant.CONNECTION_TYPE not in database_info: - logger.debug(f"database information is missing from datasource {datasource_urn}") - return None + return None - graph: DataHubGraph = get_default_graph() + if ( + tableau_constant.NAME not in database_info + or tableau_constant.CONNECTION_TYPE not in database_info + ): + logger.debug( + f"database information is missing from datasource {datasource_urn}" + ) + return None query = datasource.get(tableau_constant.QUERY) if query is None: - logger.debug(f"raw sql query is not available for datasource {datasource_urn}") + logger.debug( + f"raw sql query is not available for datasource {datasource_urn}" + ) return None logger.debug(f"Parsing sql={query}") upstream_db = database_info.get(tableau_constant.NAME) - if func_overridden_info is not None: + if func_overridden_info is not None: # Override the information as per configuration upstream_db, platform_instance, platform, _ = func_overridden_info( - upstream_db=database_info.get(tableau_constant.NAME), - connection_type=database_info.get(tableau_constant.CONNECTION_TYPE, ""), - platform_instance_map=self.config.platform_instance_map, - lineage_overrides=self.config.lineage_overrides, + database_info[tableau_constant.CONNECTION_TYPE], + database_info.get(tableau_constant.NAME), + self.config.platform_instance_map, + self.config.lineage_overrides, ) + parsed_result: Optional["SqlParsingResult"] = None try: - parsed_result = graph.parse_sql_lineage( - query, - default_db=upstream_db, - platform=platform, - platform_instance=platform_instance, - ) - return parsed_result + if self.ctx.graph is not None: + parsed_result = self.ctx.graph.parse_sql_lineage( + query, + default_db=upstream_db, + platform=platform, + platform_instance=platform_instance, + env=self.config.env, + ) except Exception as e: self.report.report_warning( key="csql-lineage", @@ -1543,34 +1589,36 @@ def parse_custom_sql( f"Reason: {str(e)} ", ) - + return parsed_result + def _create_lineage_from_unsupported_csql( self, csql_urn: str, csql: dict ) -> Iterable[MetadataWorkUnit]: - - + parsed_result = self.parse_custom_sql( datasource=csql, datasource_urn=csql_urn, env=self.config.env, platform=self.platform, - platform_instance=self.config.platform_instance, + platform_instance=self.config.platform_instance, func_overridden_info=get_overridden_info, ) - - if parsed_result is None: - logger.info(f"Failed to extract table level lineage for datasource {dataset_urn}") - return - + + if parsed_result is None: + logger.info( + f"Failed to extract table level lineage for datasource {csql_urn}" + ) + return + upstream_tables = [] - + for dataset_urn in parsed_result.in_tables: upstream_tables.append( - UpstreamClass( - type=DatasetLineageType.TRANSFORMED, dataset=dataset_urn - ) + UpstreamClass(type=DatasetLineageType.TRANSFORMED, dataset=dataset_urn) ) + logger.debug(f"Upstream tables = {upstream_tables}") + upstream_lineage = UpstreamLineage(upstreams=upstream_tables) yield self.get_metadata_change_proposal( diff --git a/metadata-ingestion/tests/integration/tableau/test_tableau_ingest.py b/metadata-ingestion/tests/integration/tableau/test_tableau_ingest.py index 8615545ffbd57..cfe5bf52d5059 100644 --- a/metadata-ingestion/tests/integration/tableau/test_tableau_ingest.py +++ b/metadata-ingestion/tests/integration/tableau/test_tableau_ingest.py @@ -27,6 +27,7 @@ UpstreamLineage, ) from datahub.metadata.schema_classes import MetadataChangeProposalClass, UpstreamClass +from datahub.utilities.sqlglot_lineage import SqlParsingResult from tests.test_helpers import mce_helpers from tests.test_helpers.state_helpers import ( get_current_checkpoint_from_pipeline, @@ -755,7 +756,14 @@ def test_tableau_unsupported_csql(mock_datahub_graph): config.lineage_overrides = TableauLineageOverrides( database_override_map={"production database": "prod"} ) + + context.graph.parse_sql_lineage.return_value = SqlParsingResult( # type:ignore + in_tables=[ + "urn:li:dataset:(urn:li:dataPlatform:bigquery,invent_dw.userdetail,PROD)" + ] + ) source = TableauSource(config=config, ctx=context) + lineage = source._create_lineage_from_unsupported_csql( csql_urn="urn:li:dataset:(urn:li:dataPlatform:tableau,09988088-05ad-173c-a2f1-f33ba3a13d1a,PROD)", csql={ From f785f25eef3f44e809d9718c73dfc60226abdd66 Mon Sep 17 00:00:00 2001 From: MohdSiddiqueBagwan Date: Mon, 24 Jul 2023 23:05:59 +0530 Subject: [PATCH 6/9] test case --- .../src/datahub/ingestion/source/tableau.py | 79 +- .../ingestion/source/tableau_common.py | 59 + .../setup/customSQLTablesConnection_all.json | 64 +- .../embeddedDatasourcesConnection_all.json | 2 +- .../tableau/tableau_cll_mces_golden.json | 43878 ++++++++++++++++ .../tableau/test_tableau_ingest.py | 100 +- 6 files changed, 44126 insertions(+), 56 deletions(-) create mode 100644 metadata-ingestion/tests/integration/tableau/tableau_cll_mces_golden.json diff --git a/metadata-ingestion/src/datahub/ingestion/source/tableau.py b/metadata-ingestion/src/datahub/ingestion/source/tableau.py index 44b922fa60b05..9df12d87cb6c8 100644 --- a/metadata-ingestion/src/datahub/ingestion/source/tableau.py +++ b/metadata-ingestion/src/datahub/ingestion/source/tableau.py @@ -83,7 +83,9 @@ embedded_datasource_graphql_query, get_overridden_info, get_unique_custom_sql, + make_fine_grained_lineage_class, make_table_urn, + make_upstream_class, published_datasource_graphql_query, query_metadata, sheet_graphql_query, @@ -131,11 +133,15 @@ OwnershipClass, OwnershipTypeClass, SubTypesClass, - UpstreamClass, ViewPropertiesClass, ) from datahub.utilities import config_clean -from datahub.utilities.sqlglot_lineage import ColumnLineageInfo, SqlParsingResult +from datahub.utilities.sqlglot_lineage import ( + ColumnLineageInfo, + SchemaResolver, + SqlParsingResult, + sqlglot_lineage, +) logger: logging.Logger = logging.getLogger(__name__) @@ -890,8 +896,8 @@ def _create_upstream_table_lineage( env=self.config.env, ) - if self.config.extract_column_level_lineage: - if datasource.get(tableau_constant.FIELDS): + if datasource.get(tableau_constant.FIELDS): + if self.config.extract_column_level_lineage: # Find fine grained lineage for datasource column to datasource column edge, # upstream columns may be from same datasource upstream_fields = self.get_upstream_fields_of_field_in_datasource( @@ -910,12 +916,6 @@ def _create_upstream_table_lineage( logger.debug( f"A total of {len(fine_grained_lineages)} upstream column edges found for datasource {datasource[tableau_constant.ID]}" ) - elif datasource.get(tableau_constant.IS_UNSUPPORTED_CUSTOM_SQL): - # Find upstream lineage from custom sql - upstream_fields = self.get_upstream_fields_from_custom_sql( - datasource, datasource_urn - ) - fine_grained_lineages.extend(upstream_fields) return upstream_tables, fine_grained_lineages @@ -1245,6 +1245,9 @@ def emit_custom_sql_datasources(self) -> Iterable[MetadataWorkUnit]: platform_instance=self.config.platform_instance, env=self.config.env, ) + import pdb + + pdb.set_trace() dataset_snapshot = DatasetSnapshot( urn=csql_urn, aspects=[self.get_data_platform_instance()], @@ -1292,14 +1295,20 @@ def emit_custom_sql_datasources(self) -> Iterable[MetadataWorkUnit]: csql_urn, tables, datasource ) elif self.config.extract_lineage_from_unsupported_custom_sql_queries: + logger.debug("Extracting TLL & CLL from custom sql") # custom sql tables may contain unsupported sql, causing incomplete lineage # we extract the lineage from the raw queries yield from self._create_lineage_from_unsupported_csql( csql_urn, csql ) - # Schema Metadata - columns = csql.get(tableau_constant.COLUMNS, []) + # if condition is needed as graphQL return "cloumns": None + columns: List[Dict[Any, Any]] = ( + cast(List[Dict[Any, Any]], csql.get(tableau_constant.COLUMNS)) + if tableau_constant.COLUMNS in csql + and csql.get(tableau_constant.COLUMNS) is not None + else [] + ) schema_metadata = self.get_schema_metadata_for_custom_sql(columns) if schema_metadata is not None: dataset_snapshot.aspects.append(schema_metadata) @@ -1573,14 +1582,31 @@ def parse_custom_sql( parsed_result: Optional["SqlParsingResult"] = None try: - if self.ctx.graph is not None: - parsed_result = self.ctx.graph.parse_sql_lineage( - query, - default_db=upstream_db, + schema_resolver = ( + self.ctx.graph._make_schema_resolver( platform=platform, platform_instance=platform_instance, - env=self.config.env, + env=env, ) + if self.ctx.graph is not None + else SchemaResolver( + platform=platform, + platform_instance=platform_instance, + env=env, + graph=None, + ) + ) + + if schema_resolver.graph is None: + logger.warning( + "Column Level Lineage extraction would not work as DataHub graph client is None." + ) + + parsed_result = sqlglot_lineage( + query, + schema_resolver=schema_resolver, + default_db=upstream_db, + ) except Exception as e: self.report.report_warning( key="csql-lineage", @@ -1610,16 +1636,21 @@ def _create_lineage_from_unsupported_csql( ) return - upstream_tables = [] - - for dataset_urn in parsed_result.in_tables: - upstream_tables.append( - UpstreamClass(type=DatasetLineageType.TRANSFORMED, dataset=dataset_urn) - ) + upstream_tables = make_upstream_class(parsed_result) logger.debug(f"Upstream tables = {upstream_tables}") - upstream_lineage = UpstreamLineage(upstreams=upstream_tables) + fine_grained_lineages: List[FineGrainedLineage] = [] + if self.config.extract_column_level_lineage: + logger.info("Extracting CLL from custom sql") + fine_grained_lineages = make_fine_grained_lineage_class( + parsed_result, csql_urn + ) + + upstream_lineage = UpstreamLineage( + upstreams=upstream_tables, + fineGrainedLineages=fine_grained_lineages, + ) yield self.get_metadata_change_proposal( csql_urn, diff --git a/metadata-ingestion/src/datahub/ingestion/source/tableau_common.py b/metadata-ingestion/src/datahub/ingestion/source/tableau_common.py index 4ae4d017c7170..2c92285fdba77 100644 --- a/metadata-ingestion/src/datahub/ingestion/source/tableau_common.py +++ b/metadata-ingestion/src/datahub/ingestion/source/tableau_common.py @@ -6,6 +6,12 @@ import datahub.emitter.mce_builder as builder from datahub.configuration.common import ConfigModel +from datahub.metadata.com.linkedin.pegasus2avro.dataset import ( + DatasetLineageType, + FineGrainedLineage, + FineGrainedLineageDownstreamType, + FineGrainedLineageUpstreamType, +) from datahub.metadata.com.linkedin.pegasus2avro.schema import ( ArrayTypeClass, BooleanTypeClass, @@ -21,7 +27,9 @@ BytesTypeClass, GlobalTagsClass, TagAssociationClass, + UpstreamClass, ) +from datahub.utilities.sqlglot_lineage import ColumnLineageInfo, SqlParsingResult class TableauLineageOverrides(ConfigModel): @@ -646,6 +654,57 @@ def make_description_from_params(description, formula): return final_description +def make_upstream_class( + parsed_result: Optional[SqlParsingResult], +) -> List[UpstreamClass]: + upstream_tables: List[UpstreamClass] = [] + + if parsed_result is None: + return upstream_tables + + for dataset_urn in parsed_result.in_tables: + upstream_tables.append( + UpstreamClass(type=DatasetLineageType.TRANSFORMED, dataset=dataset_urn) + ) + return upstream_tables + + +def make_fine_grained_lineage_class( + parsed_result: Optional[SqlParsingResult], dataset_urn: str +) -> List[FineGrainedLineage]: + fine_grained_lineages: List[FineGrainedLineage] = [] + + if parsed_result is None: + return fine_grained_lineages + + cll: List[ColumnLineageInfo] = ( + parsed_result.column_lineage if parsed_result.column_lineage is not None else [] + ) + + for cll_info in cll: + downstream = ( + [builder.make_schema_field_urn(dataset_urn, cll_info.downstream.column)] + if cll_info.downstream is not None + and cll_info.downstream.column is not None + else [] + ) + upstreams = [ + builder.make_schema_field_urn(column_ref.table, column_ref.column) + for column_ref in cll_info.upstreams + ] + + fine_grained_lineages.append( + FineGrainedLineage( + downstreamType=FineGrainedLineageDownstreamType.FIELD, + downstreams=downstream, + upstreamType=FineGrainedLineageUpstreamType.FIELD_SET, + upstreams=upstreams, + ) + ) + + return fine_grained_lineages + + def get_unique_custom_sql(custom_sql_list: List[dict]) -> List[dict]: unique_custom_sql = [] for custom_sql in custom_sql_list: diff --git a/metadata-ingestion/tests/integration/tableau/setup/customSQLTablesConnection_all.json b/metadata-ingestion/tests/integration/tableau/setup/customSQLTablesConnection_all.json index 5c01adbd8a673..a26935ad9d244 100644 --- a/metadata-ingestion/tests/integration/tableau/setup/customSQLTablesConnection_all.json +++ b/metadata-ingestion/tests/integration/tableau/setup/customSQLTablesConnection_all.json @@ -754,13 +754,73 @@ "connectionType": "postgres" } ] - } + }, + { + "id": "10c6297d-0dbd-44f1-b1ba-458bea446513", + "name": "Custom SQL Query", + "isUnsupportedCustomSql": true, + "query": "select seller_city, price from calm-pagoda-323403.bigquery_demo.sellers sell LEFT JOIN (\nselect * from calm-pagoda-323403.bigquery_demo.order_items\n) items on items.seller_id=sell.seller_id", + "columns": [ + { + "id": "2cf31227-900f-7ac8-88c9-07404c3ff832", + "name": "price", + "remoteType": "R8", + "description": null, + "referencedByFields": [ + { + "datasource": { + "__typename": "PublishedDatasource", + "id": "bda518f0-0867-679d-2390-891a05972f9e", + "name": "GabesJoinWorkbook", + "upstreamTables": [], + "projectName": "SubProject1", + "luid": "830c29b1-9d28-4e76-922e-65c0061a4b82" + } + } + ] + }, + { + "id": "d94ba54b-3c1b-410a-7109-ce0c5f82a955", + "name": "seller_city", + "remoteType": "WSTR", + "description": null, + "referencedByFields": [ + { + "datasource": { + "__typename": "PublishedDatasource", + "id": "bda518f0-0867-679d-2390-891a05972f9e", + "name": "GabesJoinWorkbook", + "upstreamTables": [], + "projectName": "SubProject1", + "luid": "830c29b1-9d28-4e76-922e-65c0061a4b82" + } + } + ] + } + ], + "tables": [], + "database": { + "name": "My Project 42084", + "connectionType": "bigquery" + }, + "datasources": [ + { + "__typename": "PublishedDatasource", + "id": "bda518f0-0867-679d-2390-891a05972f9e", + "name": "GabesJoinWorkbook", + "upstreamTables": [], + "projectName": "SubProject1", + "luid": "830c29b1-9d28-4e76-922e-65c0061a4b82" + } + ] + } ], + "pageInfo": { "hasNextPage": false, "endCursor": null }, - "totalCount": 2 + "totalCount": 3 } } } \ No newline at end of file diff --git a/metadata-ingestion/tests/integration/tableau/setup/embeddedDatasourcesConnection_all.json b/metadata-ingestion/tests/integration/tableau/setup/embeddedDatasourcesConnection_all.json index 665076bd8affb..bdb5013c2ea48 100644 --- a/metadata-ingestion/tests/integration/tableau/setup/embeddedDatasourcesConnection_all.json +++ b/metadata-ingestion/tests/integration/tableau/setup/embeddedDatasourcesConnection_all.json @@ -1625,7 +1625,7 @@ "name": "last_name", "table": { "__typename": "CustomSQLTable", - "id": "22b0b4c3-6b85-713d-a161-5a87fdd78f40" + "id": "10c6297d-0dbd-44f1-b1ba-458bea446513" } } ] diff --git a/metadata-ingestion/tests/integration/tableau/tableau_cll_mces_golden.json b/metadata-ingestion/tests/integration/tableau/tableau_cll_mces_golden.json new file mode 100644 index 0000000000000..1c704b39a1d2d --- /dev/null +++ b/metadata-ingestion/tests/integration/tableau/tableau_cll_mces_golden.json @@ -0,0 +1,43878 @@ +[ +{ + "entityType": "container", + "entityUrn": "urn:li:container:5ec314b9630974ec084f5dfd3849f87b", + "changeType": "UPSERT", + "aspectName": "containerProperties", + "aspect": { + "json": { + "customProperties": { + "platform": "tableau", + "project_id": "190a6a5c-63ed-4de1-8045-faeae5df5b01" + }, + "name": "default" + } + }, + "systemMetadata": { + "lastObserved": 1638860400000, + "runId": "tableau-test" + } +}, +{ + "entityType": "container", + "entityUrn": "urn:li:container:5ec314b9630974ec084f5dfd3849f87b", + "changeType": "UPSERT", + "aspectName": "status", + "aspect": { + "json": { + "removed": false + } + }, + "systemMetadata": { + "lastObserved": 1638860400000, + "runId": "tableau-test" + } +}, +{ + "entityType": "container", + "entityUrn": "urn:li:container:5ec314b9630974ec084f5dfd3849f87b", + "changeType": "UPSERT", + "aspectName": "dataPlatformInstance", + "aspect": { + "json": { + "platform": "urn:li:dataPlatform:tableau" + } + }, + "systemMetadata": { + "lastObserved": 1638860400000, + "runId": "tableau-test" + } +}, +{ + "entityType": "container", + "entityUrn": "urn:li:container:5ec314b9630974ec084f5dfd3849f87b", + "changeType": "UPSERT", + "aspectName": "subTypes", + "aspect": { + "json": { + "typeNames": [ + "Project" + ] + } + }, + "systemMetadata": { + "lastObserved": 1638860400000, + "runId": "tableau-test" + } +}, +{ + "entityType": "container", + "entityUrn": "urn:li:container:5ec314b9630974ec084f5dfd3849f87b", + "changeType": "UPSERT", + "aspectName": "browsePathsV2", + "aspect": { + "json": { + "path": [] + } + }, + "systemMetadata": { + "lastObserved": 1638860400000, + "runId": "tableau-test" + } +}, +{ + "entityType": "container", + "entityUrn": "urn:li:container:252a054d4dd93cd657735aa46dd71370", + "changeType": "UPSERT", + "aspectName": "containerProperties", + "aspect": { + "json": { + "customProperties": { + "platform": "tableau", + "project_id": "c30aafe5-44f4-4f28-80d3-d181010a263c" + }, + "name": "Project 2" + } + }, + "systemMetadata": { + "lastObserved": 1638860400000, + "runId": "tableau-test" + } +}, +{ + "entityType": "container", + "entityUrn": "urn:li:container:252a054d4dd93cd657735aa46dd71370", + "changeType": "UPSERT", + "aspectName": "status", + "aspect": { + "json": { + "removed": false + } + }, + "systemMetadata": { + "lastObserved": 1638860400000, + "runId": "tableau-test" + } +}, +{ + "entityType": "container", + "entityUrn": "urn:li:container:252a054d4dd93cd657735aa46dd71370", + "changeType": "UPSERT", + "aspectName": "dataPlatformInstance", + "aspect": { + "json": { + "platform": "urn:li:dataPlatform:tableau" + } + }, + "systemMetadata": { + "lastObserved": 1638860400000, + "runId": "tableau-test" + } +}, +{ + "entityType": "container", + "entityUrn": "urn:li:container:252a054d4dd93cd657735aa46dd71370", + "changeType": "UPSERT", + "aspectName": "subTypes", + "aspect": { + "json": { + "typeNames": [ + "Project" + ] + } + }, + "systemMetadata": { + "lastObserved": 1638860400000, + "runId": "tableau-test" + } 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"com.linkedin.schema.StringType": {} + } + }, + "nativeDataType": "STRING", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + } + }, + { + "schemaFieldUrn": "urn:li:schemaField:(urn:li:dataset:(urn:li:dataPlatform:tableau,dfe2c02a-54b7-f7a2-39fc-c651da2f6ad8,PROD),Opened Month Tooltip)", + "schemaField": { + "fieldPath": "Opened Month Tooltip", + "nullable": false, + "description": "formula: // This is an IF statment using the opened field to allow for different formats\r\n// original used on columns for line charts are formatted in starting letter of month i.e. J for January\r\n// This version formats to full month name for the tooltip \r\n\r\n\r\n// The IF statement names the month based on the month number of the datefield\r\nIF DATEPART('month', [Opened]) = 1 THEN 'January'\r\nELSEIF DATEPART('month', [Opened]) = 2 THEN 'February'\r\nELSEIF DATEPART('month', [Opened]) = 3 THEN 'March'\r\nELSEIF DATEPART('month', [Opened]) = 4 THEN 'April'\r\nELSEIF DATEPART('month', [Opened]) = 5 THEN 'May'\r\nELSEIF DATEPART('month', [Opened]) = 6 THEN 'June'\r\nELSEIF DATEPART('month', [Opened]) = 7 THEN 'July'\r\nELSEIF DATEPART('month', [Opened]) = 8 THEN 'August'\r\nELSEIF DATEPART('month', [Opened]) = 9 THEN 'September'\r\nELSEIF DATEPART('month', [Opened]) = 10 THEN 'October'\r\nELSEIF DATEPART('month', [Opened]) = 11 THEN 'Novemeber'\r\nELSEIF DATEPART('month', [Opened]) = 12 THEN 'December'\r\nELSE NULL\r\nEND", + "type": { + "type": { + "com.linkedin.schema.StringType": {} + } + }, + "nativeDataType": "STRING", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:CALCULATEDFIELD" + } + ] + }, + "isPartOfKey": false + } + }, + { + "schemaFieldUrn": "urn:li:schemaField:(urn:li:dataset:(urn:li:dataPlatform:tableau,dfe2c02a-54b7-f7a2-39fc-c651da2f6ad8,PROD),Opened)", + "schemaField": { 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"com.linkedin.schema.StringType": {} + } + }, + "nativeDataType": "STRING", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:CALCULATEDFIELD" + } + ] + }, + "isPartOfKey": false + } + }, + { + "schemaFieldUrn": "urn:li:schemaField:(urn:li:dataset:(urn:li:dataPlatform:tableau,dfe2c02a-54b7-f7a2-39fc-c651da2f6ad8,PROD),Priority)", + "schemaField": { + "fieldPath": "Priority", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.schema.NumberType": {} + } + }, + "nativeDataType": "INTEGER", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + }, + { + "tag": "urn:li:tag:SUM" + } + ] + }, + "isPartOfKey": false + } + }, + { + "schemaFieldUrn": "urn:li:schemaField:(urn:li:dataset:(urn:li:dataPlatform:tableau,dfe2c02a-54b7-f7a2-39fc-c651da2f6ad8,PROD),Total Active Incidents)", + "schemaField": { + "fieldPath": "Total Active Incidents", + "nullable": false, + "description": "formula: // This is a calculated field\r\n// It counts each distinct incident. The \"exclude\" is used to avoid filters interfering in the final result\r\n\r\n{EXCLUDE [Opened], [Overdue], [Max Year?]: \r\nCOUNTD(IF [Active]=TRUE\r\nTHEN [Number]\r\nEND)\r\n}", + "type": { + "type": { + "com.linkedin.schema.NumberType": {} + } + }, + "nativeDataType": "INTEGER", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:MEASURE" + }, + { + "tag": "urn:li:tag:CALCULATEDFIELD" + }, + { + "tag": "urn:li:tag:ATTRIBUTE" + } + ] + }, + "isPartOfKey": false + } + } + ] + } + }, + "systemMetadata": { + "lastObserved": 1638860400000, + "runId": "tableau-test" + } +}, +{ + "entityType": "chart", + "entityUrn": "urn:li:chart:(tableau,f76d3570-23b8-f74b-d85c-cc5484c2079c)", + "changeType": "UPSERT", + "aspectName": "browsePathsV2", + "aspect": { + "json": { + "path": [ + { + "id": "urn:li:container:5ec314b9630974ec084f5dfd3849f87b", + "urn": "urn:li:container:5ec314b9630974ec084f5dfd3849f87b" + }, + { + "id": 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The \"exclude\" is used to avoid filters interfering in the final result\r\n\r\n{EXCLUDE [Opened], [Overdue], [Max Year?]: \r\nCOUNTD(IF [Max Year?]=TRUE\r\nTHEN [Number]\r\nEND)\r\n}", + "confidenceScore": 1.0 + }, + { + "upstreamType": "FIELD_SET", + "upstreams": [ + "urn:li:schemaField:(urn:li:dataset:(urn:li:dataPlatform:tableau,06c3e060-8133-4b58-9b53-a0fced25e056,PROD),Opened)" + ], + "downstreamType": "FIELD", + "downstreams": [ + "urn:li:schemaField:(urn:li:dataset:(urn:li:dataPlatform:tableau,06c3e060-8133-4b58-9b53-a0fced25e056,PROD),Max Year?)" + ], + "transformOperation": "CalculatedFieldformula: // This is a calculated field\r\n// It shows TRUE/FALSE if the year of opened is equal the maximum year in the dataset\r\n\r\nDATEPART(\"year\", [Opened]) = DATEPART(\"year\", {MAX([Opened])})", + "confidenceScore": 1.0 + }, + { + "upstreamType": "FIELD_SET", + "upstreams": [ + "urn:li:schemaField:(urn:li:dataset:(urn:li:dataPlatform:tableau,06c3e060-8133-4b58-9b53-a0fced25e056,PROD),Active)", + "urn:li:schemaField:(urn:li:dataset:(urn:li:dataPlatform:tableau,06c3e060-8133-4b58-9b53-a0fced25e056,PROD),Due date)" + ], + "downstreamType": "FIELD", + "downstreams": [ + "urn:li:schemaField:(urn:li:dataset:(urn:li:dataPlatform:tableau,06c3e060-8133-4b58-9b53-a0fced25e056,PROD),Overdue)" + ], + "transformOperation": "CalculatedFieldformula: // This is a calculated field\r\n// It shows if an accident is overdue\r\n\r\n//Check overdue cases among inactive incidents\r\nIF [Active]=FALSE \r\nAND\r\n[Closed]>[Due date]\r\n\r\nOR\r\n//Check overdue cases among active incidents\r\n[Active]=TRUE \r\nAND NOW()>[Due date]\r\n\r\nTHEN \"Overdue\"\r\nELSE \"Non Overdue\"\r\nEND", + "confidenceScore": 1.0 + }, + { + "upstreamType": "FIELD_SET", + "upstreams": [ + "urn:li:schemaField:(urn:li:dataset:(urn:li:dataPlatform:tableau,06c3e060-8133-4b58-9b53-a0fced25e056,PROD),Opened)", + "urn:li:schemaField:(urn:li:dataset:(urn:li:dataPlatform:tableau,06c3e060-8133-4b58-9b53-a0fced25e056,PROD),Number)" + ], + "downstreamType": "FIELD", + "downstreams": [ + "urn:li:schemaField:(urn:li:dataset:(urn:li:dataPlatform:tableau,06c3e060-8133-4b58-9b53-a0fced25e056,PROD),Total # Request)" + ], + "transformOperation": "CalculatedFieldformula: // This is a calculated field\r\n// It shows the total number of problems ignoring opened date\r\n\r\n{ EXCLUDE [Opened]: COUNTD([Number])}", + "confidenceScore": 1.0 + }, + { + "upstreamType": "FIELD_SET", + "upstreams": [ + "urn:li:schemaField:(urn:li:dataset:(urn:li:dataPlatform:tableau,06c3e060-8133-4b58-9b53-a0fced25e056,PROD),Opened)", + "urn:li:schemaField:(urn:li:dataset:(urn:li:dataPlatform:tableau,06c3e060-8133-4b58-9b53-a0fced25e056,PROD),Overdue)", + "urn:li:schemaField:(urn:li:dataset:(urn:li:dataPlatform:tableau,06c3e060-8133-4b58-9b53-a0fced25e056,PROD),Active)", + "urn:li:schemaField:(urn:li:dataset:(urn:li:dataPlatform:tableau,06c3e060-8133-4b58-9b53-a0fced25e056,PROD),Max Year?)", + "urn:li:schemaField:(urn:li:dataset:(urn:li:dataPlatform:tableau,06c3e060-8133-4b58-9b53-a0fced25e056,PROD),Number)" + ], + "downstreamType": "FIELD", + "downstreams": [ + "urn:li:schemaField:(urn:li:dataset:(urn:li:dataPlatform:tableau,06c3e060-8133-4b58-9b53-a0fced25e056,PROD),Total Active Requests)" + ], + "transformOperation": "CalculatedFieldformula: // This is a calculated field\r\n// It counts each distinct active request. The \"exclude\" is used to avoid filters interfering with the final result \r\n\r\n{EXCLUDE [Opened], [Overdue], [Max Year?]: \r\nCOUNTD(IF [Active]=TRUE\r\nTHEN [Number]\r\nEND)\r\n}", + "confidenceScore": 1.0 + } + ] + } + }, + "systemMetadata": { + "lastObserved": 1638860400000, + "runId": "tableau-test" + } +}, +{ + "proposedSnapshot": { + "com.linkedin.pegasus2avro.metadata.snapshot.DatasetSnapshot": { + "urn": "urn:li:dataset:(urn:li:dataPlatform:tableau,06c3e060-8133-4b58-9b53-a0fced25e056,PROD)", + "aspects": [ + { + "com.linkedin.pegasus2avro.common.DataPlatformInstance": { + "platform": "urn:li:dataPlatform:tableau" + } + }, + { + "com.linkedin.pegasus2avro.common.BrowsePaths": { + "paths": [ + "/prod/tableau/default/Executive Dashboard" + ] + } + }, + { + "com.linkedin.pegasus2avro.common.Ownership": { + "owners": [ + { + "owner": "urn:li:corpuser:jawadqu@gmail.com", + "type": "DATAOWNER" + } + ], + "lastModified": { + "time": 0, + "actor": "urn:li:corpuser:unknown" + } + } + }, + { + "com.linkedin.pegasus2avro.dataset.DatasetProperties": { + "customProperties": { + "hasExtracts": "True", + "extractLastRefreshTime": "2018-01-18T19:35:39Z", + "extractLastIncrementalUpdateTime": "", + "extractLastUpdateTime": "2018-01-18T19:35:39Z", + "type": "EmbeddedDatasource" + }, + "name": "Requests", + "tags": [] + } + }, + { + "com.linkedin.pegasus2avro.schema.SchemaMetadata": { + "schemaName": "test", + "platform": "urn:li:dataPlatform:tableau", + "version": 0, + "created": { + "time": 0, + "actor": "urn:li:corpuser:unknown" + }, + "lastModified": { + "time": 0, + "actor": "urn:li:corpuser:unknown" + }, + "hash": "", + "platformSchema": { + "com.linkedin.pegasus2avro.schema.OtherSchema": { + "rawSchema": "" + } + }, + "fields": [ + { + "fieldPath": "Closed by (Request)", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.StringType": {} + } + }, + "nativeDataType": "STRING", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Location", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.StringType": {} + } + }, + "nativeDataType": "STRING", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Opened", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.TimeType": {} + } + }, + "nativeDataType": "DATETIME", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Mobile Picture", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.StringType": {} + } + }, + "nativeDataType": "STRING", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Delivery task", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.StringType": {} + } + }, + "nativeDataType": "STRING", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "% made SLA", + "nullable": false, + "description": "formula: // This is a calculated field\r\n// It shows the percentage of requests which made SLA\r\n\r\nCOUNTD(IF [Made SLA]= TRUE\r\nTHEN [Number]\r\nEND)\r\n/\r\nCOUNTD([Number])", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.NumberType": {} + } + }, + "nativeDataType": "REAL", + "recursive": false, + "globalTags": { + "tags": [ + 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"com.linkedin.pegasus2avro.schema.StringType": {} + } + }, + "nativeDataType": "STRING", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Escalation (Request)", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.NumberType": {} + } + }, + "nativeDataType": "INTEGER", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:MEASURE" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Updated (Catalog Item)", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.TimeType": {} + } + }, + "nativeDataType": "DATETIME", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Created", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.TimeType": {} + } + }, + "nativeDataType": "DATETIME", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Type", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.StringType": {} + } + }, + "nativeDataType": "STRING", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Category", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.StringType": {} + } + }, + "nativeDataType": "STRING", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Delivery time", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.TimeType": {} + } + }, + "nativeDataType": "DATETIME", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Item", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.StringType": {} + } + }, + "nativeDataType": "STRING", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Expected start (Request)", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.TimeType": {} + } + }, + "nativeDataType": "DATETIME", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Expected start", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.TimeType": {} + } + }, + "nativeDataType": "DATETIME", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Updated (Request)", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.TimeType": {} + } + }, + "nativeDataType": "DATETIME", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Stage", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.StringType": {} + } + }, + "nativeDataType": "STRING", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Delivery task (Requested Item)", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.StringType": {} + } + }, + "nativeDataType": "STRING", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Request", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.StringType": {} + } + }, + "nativeDataType": "STRING", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Description (Requested Item)", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.StringType": {} + } + }, + "nativeDataType": "STRING", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Created by (Request)", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.StringType": {} + } + }, + "nativeDataType": "STRING", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Active (Requested Item)", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.BooleanType": {} + } + }, + "nativeDataType": "BOOLEAN", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Short description (Request)", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.StringType": {} + } + }, + "nativeDataType": "STRING", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Correlation display", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.StringType": {} + } + }, + "nativeDataType": "STRING", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Reassignment count (Requested Item)", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.NumberType": {} + } + }, + "nativeDataType": "INTEGER", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:MEASURE" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Work end", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.TimeType": {} + } + }, + "nativeDataType": "DATETIME", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Current Year Total Cases", + "nullable": false, + "description": "formula: // This is a calculated field\r\n// It counts each distinct request made in the last year. The \"exclude\" is used to avoid filters interfering in the final result\r\n\r\n{EXCLUDE [Opened], [Overdue], [Max Year?]: \r\nCOUNTD(IF [Max Year?]=TRUE\r\nTHEN [Number]\r\nEND)\r\n}", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.NumberType": {} + } + }, + "nativeDataType": "INTEGER", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:MEASURE" + }, + { + "tag": "urn:li:tag:CALCULATEDFIELD" + }, + { + "tag": "urn:li:tag:ATTRIBUTE" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Approval", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.StringType": {} + } + }, + "nativeDataType": "STRING", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Close notes", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.StringType": {} + } + }, + "nativeDataType": "STRING", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Updates (Request)", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.NumberType": {} + } + }, + "nativeDataType": "INTEGER", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:MEASURE" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Closed by", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.StringType": {} + } + }, + "nativeDataType": "STRING", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Delivery plan (Requested Item)", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.StringType": {} + } + }, + "nativeDataType": "STRING", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Resolve Time", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.NumberType": {} + } + }, + "nativeDataType": "INTEGER", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:MEASURE" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Business duration", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.TimeType": {} + } + }, + "nativeDataType": "DATETIME", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Max Year?", + "nullable": false, + "description": "formula: // This is a calculated field\r\n// It shows TRUE/FALSE if the year of opened is equal the maximum year in the dataset\r\n\r\nDATEPART(\"year\", [Opened]) = DATEPART(\"year\", {MAX([Opened])})", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.BooleanType": {} + } + }, + "nativeDataType": "BOOLEAN", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:CALCULATEDFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Updated by (Catalog Item)", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.StringType": {} + } + }, + "nativeDataType": "STRING", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Task type (Request)", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.StringType": {} + } + }, + "nativeDataType": "STRING", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Time worked (Request)", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.StringType": {} + } + }, + "nativeDataType": "STRING", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Comments and Work notes (Request)", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.StringType": {} + } + }, + "nativeDataType": "STRING", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Time worked (Requested Item)", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.StringType": {} + } + }, + "nativeDataType": "STRING", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Contact type (Requested Item)", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.StringType": {} + } + }, + "nativeDataType": "STRING", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Additional assignee list (Requested Item)", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.StringType": {} + } + }, + "nativeDataType": "STRING", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Approval history", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.StringType": {} + } + }, + "nativeDataType": "STRING", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "State", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.NumberType": {} + } + }, + "nativeDataType": "INTEGER", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:MEASURE" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Group list (Request)", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.StringType": {} + } + }, + "nativeDataType": "STRING", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Made SLA", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.BooleanType": {} + } + }, + "nativeDataType": "BOOLEAN", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Knowledge (Requested Item)", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.BooleanType": {} + } + }, + "nativeDataType": "BOOLEAN", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Icon", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.StringType": {} + } + }, + "nativeDataType": "STRING", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "User input (Request)", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.StringType": {} + } + }, + "nativeDataType": "STRING", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Display name", + "nullable": false, + 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"nativeDataType": "STRING", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Activity due", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.TimeType": {} + } + }, + "nativeDataType": "DATETIME", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Cost", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.NumberType": {} + } + }, + "nativeDataType": "REAL", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:MEASURE" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Domain Path", + "nullable": false, + "description": "", + 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[Priority]=2\r\nTHEN [Number]\r\nEND)\r\n/\r\nCOUNTD([Number])", + "confidenceScore": 1.0 + }, + { + "upstreamType": "FIELD_SET", + "upstreams": [ + "urn:li:schemaField:(urn:li:dataset:(urn:li:dataPlatform:tableau,3ade7817-ae27-259e-8e48-1570e7f932f6,PROD),Known error)", + "urn:li:schemaField:(urn:li:dataset:(urn:li:dataPlatform:tableau,3ade7817-ae27-259e-8e48-1570e7f932f6,PROD),Number)" + ], + "downstreamType": "FIELD", + "downstreams": [ + "urn:li:schemaField:(urn:li:dataset:(urn:li:dataPlatform:tableau,3ade7817-ae27-259e-8e48-1570e7f932f6,PROD),% of known error)" + ], + "transformOperation": "CalculatedFieldformula: // This is a calculated field\r\n// It shows the percentage of problems that are known errors\r\n\r\nCOUNTD(IF [Known error]=TRUE\r\nTHEN [Number] END)\r\n/\r\nCOUNTD([Number])", + "confidenceScore": 1.0 + }, + { + "upstreamType": "FIELD_SET", + "upstreams": [ + 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The \"exclude\" is used to avoid filters interfering with the result\r\n\r\n{EXCLUDE [Opened], [Overdue], [Max Year?]: \r\nCOUNTD(IF [Max Year?]=TRUE\r\nTHEN [Number]\r\nEND)\r\n}", + "confidenceScore": 1.0 + }, + { + "upstreamType": "FIELD_SET", + "upstreams": [ + "urn:li:schemaField:(urn:li:dataset:(urn:li:dataPlatform:tableau,3ade7817-ae27-259e-8e48-1570e7f932f6,PROD),Opened)" + ], + "downstreamType": "FIELD", + "downstreams": [ + "urn:li:schemaField:(urn:li:dataset:(urn:li:dataPlatform:tableau,3ade7817-ae27-259e-8e48-1570e7f932f6,PROD),Max Year?)" + ], + "transformOperation": "CalculatedFieldformula: // This is a calculated field\r\n// It shows TRUE/FALSE if the year of opened is equal the max year of the dataset \r\n\r\nDATEPART(\"year\", [Opened]) = DATEPART(\"year\", {MAX([Opened])})", + "confidenceScore": 1.0 + }, + { + "upstreamType": "FIELD_SET", + "upstreams": [ + "urn:li:schemaField:(urn:li:dataset:(urn:li:dataPlatform:tableau,3ade7817-ae27-259e-8e48-1570e7f932f6,PROD),Active)", + "urn:li:schemaField:(urn:li:dataset:(urn:li:dataPlatform:tableau,3ade7817-ae27-259e-8e48-1570e7f932f6,PROD),Closed)", + "urn:li:schemaField:(urn:li:dataset:(urn:li:dataPlatform:tableau,3ade7817-ae27-259e-8e48-1570e7f932f6,PROD),Due date)" + ], + "downstreamType": "FIELD", + "downstreams": [ + "urn:li:schemaField:(urn:li:dataset:(urn:li:dataPlatform:tableau,3ade7817-ae27-259e-8e48-1570e7f932f6,PROD),Overdue)" + ], + "transformOperation": "CalculatedFieldformula: // This is a calculated field\r\n// It checks if an incident is overdue\r\n\r\n//Check overdue cases among inactive incidents\r\n{ FIXED [Number]:\r\n\r\nIF MAX([Active]=FALSE) \r\nAND\r\nmax([Closed])> max([Due date])\r\n\r\nOR\r\n//Check overdue cases among active incidents\r\nMAX([Active]=TRUE) \r\nAND NOW()> MAX([Due date]) \r\n\r\nTHEN \"Overdue\"\r\nEND\r\n}", + "confidenceScore": 1.0 + }, + { + "upstreamType": "FIELD_SET", + "upstreams": [ + "urn:li:schemaField:(urn:li:dataset:(urn:li:dataPlatform:tableau,3ade7817-ae27-259e-8e48-1570e7f932f6,PROD),Related Incidents)", + "urn:li:schemaField:(urn:li:dataset:(urn:li:dataPlatform:tableau,3ade7817-ae27-259e-8e48-1570e7f932f6,PROD),Number)" + ], + "downstreamType": "FIELD", + "downstreams": [ + "urn:li:schemaField:(urn:li:dataset:(urn:li:dataPlatform:tableau,3ade7817-ae27-259e-8e48-1570e7f932f6,PROD),Problems with Related Incidents)" + ], + "transformOperation": "CalculatedFieldformula: // This is a calculated field\r\n// It counts each distinct problems which has a related incident\r\n\r\nCOUNT(IF ([Related Incidents]>0\r\nAND NOT ISNULL([Related Incidents]))=true\r\nTHEN [Number]\r\nEND)", + "confidenceScore": 1.0 + }, + { + "upstreamType": "FIELD_SET", + "upstreams": [ + "urn:li:schemaField:(urn:li:dataset:(urn:li:dataPlatform:tableau,3ade7817-ae27-259e-8e48-1570e7f932f6,PROD),Age of Problems)" + ], + "downstreamType": "FIELD", + "downstreams": [ + "urn:li:schemaField:(urn:li:dataset:(urn:li:dataPlatform:tableau,3ade7817-ae27-259e-8e48-1570e7f932f6,PROD),Time Span Breakdown)" + ], + "transformOperation": "CalculatedFieldformula: // This is a calculated field\r\n// It groups problems accordingly with their ages\r\n\r\nIF [Age of Problems]< 2592000\r\nTHEN \"Under 30 d\"\r\nELSEIF [Age of Problems] > 7776000\r\nTHEN \"+ than 90d\"\r\nELSE \" 30-90 d\"\r\nEND", + "confidenceScore": 1.0 + }, + { + "upstreamType": "FIELD_SET", + "upstreams": [ + "urn:li:schemaField:(urn:li:dataset:(urn:li:dataPlatform:tableau,3ade7817-ae27-259e-8e48-1570e7f932f6,PROD),Opened)", + "urn:li:schemaField:(urn:li:dataset:(urn:li:dataPlatform:tableau,3ade7817-ae27-259e-8e48-1570e7f932f6,PROD),Number)" + ], + "downstreamType": "FIELD", + "downstreams": [ + "urn:li:schemaField:(urn:li:dataset:(urn:li:dataPlatform:tableau,3ade7817-ae27-259e-8e48-1570e7f932f6,PROD),Total # Problems)" + ], + "transformOperation": "CalculatedFieldformula: // This is a calculated field using a level of detail calculation (LOD)\r\n// It counts each distinct problems ignoring date\r\n\r\n{ EXCLUDE [Opened]: COUNTD([Number])}", + "confidenceScore": 1.0 + }, + { + "upstreamType": "FIELD_SET", + "upstreams": [ + "urn:li:schemaField:(urn:li:dataset:(urn:li:dataPlatform:tableau,3ade7817-ae27-259e-8e48-1570e7f932f6,PROD),Opened)", + "urn:li:schemaField:(urn:li:dataset:(urn:li:dataPlatform:tableau,3ade7817-ae27-259e-8e48-1570e7f932f6,PROD),Overdue)", + "urn:li:schemaField:(urn:li:dataset:(urn:li:dataPlatform:tableau,3ade7817-ae27-259e-8e48-1570e7f932f6,PROD),Max Year?)", + "urn:li:schemaField:(urn:li:dataset:(urn:li:dataPlatform:tableau,3ade7817-ae27-259e-8e48-1570e7f932f6,PROD),Number)", + "urn:li:schemaField:(urn:li:dataset:(urn:li:dataPlatform:tableau,3ade7817-ae27-259e-8e48-1570e7f932f6,PROD),Active)" + ], + "downstreamType": "FIELD", + "downstreams": [ + "urn:li:schemaField:(urn:li:dataset:(urn:li:dataPlatform:tableau,3ade7817-ae27-259e-8e48-1570e7f932f6,PROD),Total Active Problems)" + ], + "transformOperation": "CalculatedFieldformula: // This is a calculated field using a level of detail calculation (LOD)\r\n// It counts each distinct active problem. The \"exclude\" is used to avoid filters interfering with the result \r\n\r\n{EXCLUDE [Opened], [Overdue], [Max Year?]: \r\nCOUNTD(IF [Active]=TRUE\r\nTHEN [Number]\r\nEND)\r\n}", + "confidenceScore": 1.0 + } + ] + } + }, + "systemMetadata": { + "lastObserved": 1638860400000, + "runId": "tableau-test" + } +}, +{ + "proposedSnapshot": { + "com.linkedin.pegasus2avro.metadata.snapshot.DatasetSnapshot": { + "urn": "urn:li:dataset:(urn:li:dataPlatform:tableau,3ade7817-ae27-259e-8e48-1570e7f932f6,PROD)", + "aspects": [ + { + "com.linkedin.pegasus2avro.common.DataPlatformInstance": { + "platform": "urn:li:dataPlatform:tableau" + } + }, + { + "com.linkedin.pegasus2avro.common.BrowsePaths": { + "paths": [ + "/prod/tableau/default/Executive Dashboard" + ] + } + }, + { + "com.linkedin.pegasus2avro.common.Ownership": { + "owners": [ + { + "owner": "urn:li:corpuser:jawadqu@gmail.com", + "type": "DATAOWNER" + } + ], + "lastModified": { + "time": 0, + "actor": "urn:li:corpuser:unknown" + } + } + }, + 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"com.linkedin.pegasus2avro.schema.TimeType": {} + } + }, + "nativeDataType": "DATETIME", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Short description (Problem)", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.StringType": {} + } + }, + "nativeDataType": "STRING", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Updated by (Problem)", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.StringType": {} + } + }, + "nativeDataType": "STRING", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Sys ID (Problem)", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.StringType": {} + } + }, + "nativeDataType": "STRING", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Work notes (Problem)", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.StringType": {} + } + }, + "nativeDataType": "STRING", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Escalation", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.NumberType": {} + } + }, + "nativeDataType": "INTEGER", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:MEASURE" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Migrated Data", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.ArrayType": {} + } + }, + "nativeDataType": "TABLE", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:MEASURE" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Correlation display", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.StringType": {} + } + }, + "nativeDataType": "STRING", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Business service", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.StringType": {} + } + }, + "nativeDataType": "STRING", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Knowledge", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.BooleanType": {} + } + }, + "nativeDataType": "BOOLEAN", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Comments and Work notes (Problem)", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.StringType": {} + } + }, + "nativeDataType": "STRING", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Delivery task (Problem)", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.StringType": {} + } + }, + "nativeDataType": "STRING", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Delivery task", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.StringType": {} + } + }, + "nativeDataType": "STRING", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Work notes list (Problem)", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.StringType": {} + } + }, + "nativeDataType": "STRING", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Work notes list", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.StringType": {} + } + }, + "nativeDataType": "STRING", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Opened by (Problem)", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.StringType": {} + } + }, + "nativeDataType": "STRING", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Parent (Problem)", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.StringType": {} + } + }, + "nativeDataType": "STRING", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Escalation (Problem)", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.NumberType": {} + } + }, + "nativeDataType": "INTEGER", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:MEASURE" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "u", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.StringType": {} + } + }, + "nativeDataType": "STRING", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Due date", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.TimeType": {} + } + }, + "nativeDataType": "DATETIME", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Time Span Breakdown", + "nullable": false, + "description": "formula: // This is a calculated field\r\n// It groups problems accordingly with their ages\r\n\r\nIF [Age of Problems]< 2592000\r\nTHEN \"Under 30 d\"\r\nELSEIF [Age of Problems] > 7776000\r\nTHEN \"+ than 90d\"\r\nELSE \" 30-90 d\"\r\nEND", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.StringType": {} + } + }, + "nativeDataType": "STRING", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:CALCULATEDFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Activity due", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.TimeType": {} + } + }, + "nativeDataType": "DATETIME", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Made SLA (Problem)", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.BooleanType": {} + } + }, + "nativeDataType": "BOOLEAN", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Business duration", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.TimeType": {} + } + }, + "nativeDataType": "DATETIME", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "u_", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.StringType": {} + } + }, + "nativeDataType": "STRING", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Change request", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.StringType": {} + } + }, + "nativeDataType": "STRING", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Close notes (Problem)", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.StringType": {} + } + }, + "nativeDataType": "STRING", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Correlation display (Problem)", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.StringType": {} + } + }, + "nativeDataType": "STRING", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Approval set (Problem)", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.TimeType": {} + } + }, + "nativeDataType": "DATETIME", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Upon approval (Problem)", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.StringType": {} + } + }, + "nativeDataType": "STRING", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Follow up (Problem)", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.TimeType": {} + } + }, + "nativeDataType": "DATETIME", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Updates (Problem)", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.NumberType": {} + } + }, + "nativeDataType": "INTEGER", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:MEASURE" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Assigned to (Problem)", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.StringType": {} + } + }, + "nativeDataType": "STRING", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "% of Overdue", + "nullable": false, + "description": "formula: // This is a calculated field\r\n// It shows the percentage of incidents that are overdue\r\n\r\nIFNULL((IF ATTR([Overdue]= \"Overdue\")\r\nTHEN COUNTD([Number])\r\nEND),0)\r\n/\r\nATTR({ EXCLUDE [Overdue]:\r\nCOUNTD([Number])})", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.NumberType": {} + } + }, + "nativeDataType": "REAL", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:MEASURE" + }, + { + "tag": "urn:li:tag:CALCULATEDFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Sys ID (Group)", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.StringType": {} + } + }, + "nativeDataType": "STRING", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Updated (Problem)", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.TimeType": {} + } + }, + "nativeDataType": "DATETIME", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Approval (Problem)", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.StringType": {} + } + }, + "nativeDataType": "STRING", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Time worked (Problem)", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.StringType": {} + } + }, + "nativeDataType": "STRING", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Assignment group", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.StringType": {} + } + }, + "nativeDataType": "STRING", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "SLA due", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.TimeType": {} + } + }, + "nativeDataType": "DATETIME", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Created", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.TimeType": {} + } + }, + "nativeDataType": "DATETIME", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Created by", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.StringType": {} + } + }, + "nativeDataType": "STRING", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Cost center", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.StringType": {} + } + }, + "nativeDataType": "STRING", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Delivery plan (Problem)", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.StringType": {} + } + }, + "nativeDataType": "STRING", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Domain (Problem)", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.StringType": {} + } + }, + "nativeDataType": "STRING", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Activity due (Problem)", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.TimeType": {} + } + }, + "nativeDataType": "DATETIME", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Group list", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.StringType": {} + } + }, + "nativeDataType": "STRING", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Roles", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.StringType": {} + } + }, + "nativeDataType": "STRING", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Total # Problems", + "nullable": false, + "description": "formula: // This is a calculated field using a level of detail calculation (LOD)\r\n// It counts each distinct problems ignoring date\r\n\r\n{ EXCLUDE [Opened]: COUNTD([Number])}", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.NumberType": {} + } + }, + "nativeDataType": "INTEGER", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:MEASURE" + }, + { + "tag": "urn:li:tag:CALCULATEDFIELD" + }, + { + "tag": "urn:li:tag:ATTRIBUTE" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Additional comments", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.StringType": {} + } + }, + "nativeDataType": "STRING", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Duration (Problem)", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.TimeType": {} + } + }, + "nativeDataType": "DATETIME", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Updated by", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.StringType": {} + } + }, + "nativeDataType": "STRING", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Domain Path (Problem)", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.StringType": {} + } + }, + "nativeDataType": "STRING", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Parent (Group)", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.StringType": {} + } + }, + "nativeDataType": "STRING", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Watch list", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.StringType": {} + } + }, + "nativeDataType": "STRING", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Due date (Problem)", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.TimeType": {} + } + }, + "nativeDataType": "DATETIME", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Business duration (Problem)", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.TimeType": {} + } + }, + "nativeDataType": "DATETIME", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Urgency (Problem)", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.NumberType": {} + } + }, + "nativeDataType": "INTEGER", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:MEASURE" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Correlation ID", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.StringType": {} + } + }, + "nativeDataType": "STRING", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Work start (Problem)", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.TimeType": {} + } + }, + "nativeDataType": "DATETIME", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Contact type", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.StringType": {} + } + }, + "nativeDataType": "STRING", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Urgency", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.NumberType": {} + } + }, + "nativeDataType": "INTEGER", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:MEASURE" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Number of Records", + "nullable": false, + "description": "formula: 1", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.NumberType": {} + } + }, + "nativeDataType": "INTEGER", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:MEASURE" + }, + { + "tag": "urn:li:tag:CALCULATEDFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Opened (Problem)", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.TimeType": {} + } + }, + "nativeDataType": "DATETIME", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Sys ID", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.StringType": {} + } + }, + "nativeDataType": "STRING", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Manager", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.StringType": {} + } + }, + "nativeDataType": "STRING", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Exclude manager", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.BooleanType": {} + } + }, + "nativeDataType": "BOOLEAN", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Lucha", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.StringType": {} + } + }, + "nativeDataType": "STRING", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Task type", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.StringType": {} + } + }, + "nativeDataType": "STRING", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Made SLA", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.BooleanType": {} + } + }, + "nativeDataType": "BOOLEAN", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Priority (Problem)", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.NumberType": {} + } + }, + "nativeDataType": "INTEGER", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:MEASURE" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Description (Group)", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.StringType": {} + } + }, + "nativeDataType": "STRING", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Created (Problem)", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.TimeType": {} + } + }, + "nativeDataType": "DATETIME", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Order (Problem)", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.NumberType": {} + } + }, + "nativeDataType": "INTEGER", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:MEASURE" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Company", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.StringType": {} + } + }, + "nativeDataType": "STRING", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Problems with Related Incidents", + "nullable": false, + "description": "formula: // This is a calculated field\r\n// It counts each distinct problems which has a related incident\r\n\r\nCOUNT(IF ([Related Incidents]>0\r\nAND NOT ISNULL([Related Incidents]))=true\r\nTHEN [Number]\r\nEND)", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.NumberType": {} + } + }, + "nativeDataType": "INTEGER", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:MEASURE" + }, + { + "tag": "urn:li:tag:CALCULATEDFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Follow up", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.TimeType": {} + } + }, + "nativeDataType": "DATETIME", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "User input (Problem)", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.StringType": {} + } + }, + "nativeDataType": "STRING", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Name", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.StringType": {} + } + }, + "nativeDataType": "STRING", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Parent", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.StringType": {} + } + }, + "nativeDataType": "STRING", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Related Incidents", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.NumberType": {} + } + }, + "nativeDataType": "INTEGER", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:MEASURE" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Watch list (Problem)", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.StringType": {} + } + }, + "nativeDataType": "STRING", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Updated", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.TimeType": {} + } + }, + "nativeDataType": "DATETIME", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "State (Problem)", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.NumberType": {} + } + }, + "nativeDataType": "INTEGER", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:MEASURE" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Closed by", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.StringType": {} + } + }, + "nativeDataType": "STRING", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Task type (Problem)", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.StringType": {} + } + }, + "nativeDataType": "STRING", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Group list (Problem)", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.StringType": {} + } + }, + "nativeDataType": "STRING", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Opened", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.TimeType": {} + } + }, + "nativeDataType": "DATETIME", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "User input", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.StringType": {} + } + }, + "nativeDataType": "STRING", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Source", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.StringType": {} + } + }, + "nativeDataType": "STRING", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Closed (Problem)", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.TimeType": {} + } + }, + "nativeDataType": "DATETIME", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Opened by", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.StringType": {} + } + }, + "nativeDataType": "STRING", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Work start", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.TimeType": {} + } + }, + "nativeDataType": "DATETIME", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Additional assignee list (Problem)", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.StringType": {} + } + }, + "nativeDataType": "STRING", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "% of known error", + "nullable": false, + "description": "formula: // This is a calculated field\r\n// It shows the percentage of problems that are known errors\r\n\r\nCOUNTD(IF [Known error]=TRUE\r\nTHEN [Number] END)\r\n/\r\nCOUNTD([Number])", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.NumberType": {} + } + }, + "nativeDataType": "REAL", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:MEASURE" + }, + { + "tag": "urn:li:tag:CALCULATEDFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Work end", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.TimeType": {} + } + }, + "nativeDataType": "DATETIME", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Problem state", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.NumberType": {} + } + }, + "nativeDataType": "INTEGER", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:MEASURE" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Upon approval", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.StringType": {} + } + }, + "nativeDataType": "STRING", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Domain", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.StringType": {} + } + }, + "nativeDataType": "STRING", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Reassignment count (Problem)", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.NumberType": {} + } + }, + "nativeDataType": "INTEGER", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:MEASURE" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Contact type (Problem)", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.StringType": {} + } + }, + "nativeDataType": "STRING", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Upon reject (Problem)", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.StringType": {} + } + }, + "nativeDataType": "STRING", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Close notes", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.StringType": {} + } + }, + "nativeDataType": "STRING", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Max Year?", + "nullable": false, + "description": "formula: // This is a calculated field\r\n// It shows TRUE/FALSE if the year of opened is equal the max year of the dataset \r\n\r\nDATEPART(\"year\", [Opened]) = DATEPART(\"year\", {MAX([Opened])})", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.BooleanType": {} + } + }, + "nativeDataType": "BOOLEAN", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:CALCULATEDFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Configuration item (Problem)", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.StringType": {} + } + }, + "nativeDataType": "STRING", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Short description", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.StringType": {} + } + }, + "nativeDataType": "STRING", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Company (Problem)", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.StringType": {} + } + }, + "nativeDataType": "STRING", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Work notes", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.StringType": {} + } + }, + "nativeDataType": "STRING", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Delivery plan", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.StringType": {} + } + }, + "nativeDataType": "STRING", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Additional comments (Problem)", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.StringType": {} + } + }, + "nativeDataType": "STRING", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Knowledge (Problem)", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.BooleanType": {} + } + }, + "nativeDataType": "BOOLEAN", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Known error", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.BooleanType": {} + } + }, + "nativeDataType": "BOOLEAN", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Group email", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.StringType": {} + } + }, + "nativeDataType": "STRING", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Age of Problems", + "nullable": false, + "description": "formula: //Calculates the age of active problems since opened until now\r\n\r\nDATEDIFF('second', [Opened], NOW())", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.NumberType": {} + } + }, + "nativeDataType": "INTEGER", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:MEASURE" + }, + { + "tag": "urn:li:tag:CALCULATEDFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Priority", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.NumberType": {} + } + }, + "nativeDataType": "INTEGER", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + }, + { + "tag": "urn:li:tag:SUM" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Comments and Work notes", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.StringType": {} + } + }, + "nativeDataType": "STRING", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Measure Values", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.NumberType": {} + } + }, + "nativeDataType": "REAL", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:MEASURE" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Approval history", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.StringType": {} + } + }, + "nativeDataType": "STRING", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Assigned to", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.StringType": {} + } + }, + "nativeDataType": "STRING", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Impact (Problem)", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.NumberType": {} + } + }, + "nativeDataType": "INTEGER", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:MEASURE" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Updated (Group)", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.TimeType": {} + } + }, + "nativeDataType": "DATETIME", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "% of critical and high priority", + "nullable": false, + "description": "formula: // This is a calculated field\r\n// It shows the percentage of critical or high priority problems\r\n\r\nCOUNTD(IF [Priority]=1\r\nOR [Priority]=2\r\nTHEN [Number]\r\nEND)\r\n/\r\nCOUNTD([Number])", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.NumberType": {} + } + }, + "nativeDataType": "REAL", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:MEASURE" + }, + { + "tag": "urn:li:tag:CALCULATEDFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Closed", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.TimeType": {} + } + }, + "nativeDataType": "DATETIME", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Configuration item", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.StringType": {} + } + }, + "nativeDataType": "STRING", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Business service (Problem)", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.StringType": {} + } + }, + "nativeDataType": "STRING", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Additional assignee list", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.StringType": {} + } + }, + "nativeDataType": "STRING", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Include members", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.BooleanType": {} + } + }, + "nativeDataType": "BOOLEAN", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Order", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.NumberType": {} + } + }, + "nativeDataType": "INTEGER", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:MEASURE" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Measure Names", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.StringType": {} + } + }, + "nativeDataType": "STRING", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Location", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.StringType": {} + } + }, + "nativeDataType": "STRING", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Description (Problem)", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.StringType": {} + } + }, + "nativeDataType": "STRING", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Current Year Total Cases", + "nullable": false, + "description": "formula: // This is a calculated field\r\n// It counts each disctinct problem. The \"exclude\" is used to avoid filters interfering with the result\r\n\r\n{EXCLUDE [Opened], [Overdue], [Max Year?]: \r\nCOUNTD(IF [Max Year?]=TRUE\r\nTHEN [Number]\r\nEND)\r\n}", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.NumberType": {} + } + }, + "nativeDataType": "INTEGER", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:MEASURE" + }, + { + "tag": "urn:li:tag:CALCULATEDFIELD" + }, + { + "tag": "urn:li:tag:ATTRIBUTE" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Created (Group)", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.TimeType": {} + } + }, + "nativeDataType": "DATETIME", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Updated by (Group)", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.StringType": {} + } + }, + "nativeDataType": "STRING", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Number (Problem)", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.StringType": {} + } + }, + "nativeDataType": "STRING", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "State", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.NumberType": {} + } + }, + "nativeDataType": "INTEGER", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:MEASURE" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Approval history (Problem)", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.StringType": {} + } + }, + "nativeDataType": "STRING", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Type", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.StringType": {} + } + }, + "nativeDataType": "STRING", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Work end (Problem)", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.TimeType": {} + } + }, + "nativeDataType": "DATETIME", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Upon reject", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.StringType": {} + } + }, + "nativeDataType": "STRING", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Correlation ID (Problem)", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.StringType": {} + } + }, + "nativeDataType": "STRING", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Assignment group (Problem)", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.StringType": {} + } + }, + "nativeDataType": "STRING", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Total Active Problems", + "nullable": false, + "description": "formula: // This is a calculated field using a level of detail calculation (LOD)\r\n// It counts each distinct active problem. The \"exclude\" is used to avoid filters interfering with the result \r\n\r\n{EXCLUDE [Opened], [Overdue], [Max Year?]: \r\nCOUNTD(IF [Active]=TRUE\r\nTHEN [Number]\r\nEND)\r\n}", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.NumberType": {} + } + }, + "nativeDataType": "INTEGER", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:MEASURE" + }, + { + "tag": "urn:li:tag:CALCULATEDFIELD" + }, + { + "tag": "urn:li:tag:ATTRIBUTE" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Active", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.BooleanType": {} + } + }, + "nativeDataType": "BOOLEAN", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Updates (Group)", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.NumberType": {} + } + }, + "nativeDataType": "INTEGER", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:MEASURE" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + } + ] + } + } + ] + } + }, + "systemMetadata": { + "lastObserved": 1638860400000, + "runId": "tableau-test" + } +}, +{ + "entityType": "dataset", + "entityUrn": "urn:li:dataset:(urn:li:dataPlatform:tableau,3ade7817-ae27-259e-8e48-1570e7f932f6,PROD)", + "changeType": "UPSERT", + "aspectName": "subTypes", + "aspect": { + "json": { + "typeNames": [ + "Embedded Data Source" + ] + } + }, + "systemMetadata": { + "lastObserved": 1638860400000, + "runId": "tableau-test" + } +}, +{ + "entityType": "dataset", + "entityUrn": "urn:li:dataset:(urn:li:dataPlatform:tableau,3ade7817-ae27-259e-8e48-1570e7f932f6,PROD)", + "changeType": "UPSERT", + "aspectName": "container", + "aspect": { + "json": { + "container": "urn:li:container:047691e9c16bec8fb08e1df0f5d71c4d" + } + }, + "systemMetadata": { + "lastObserved": 1638860400000, + "runId": "tableau-test" + } +}, +{ + "entityType": "dataset", + "entityUrn": "urn:li:dataset:(urn:li:dataPlatform:tableau,3ade7817-ae27-259e-8e48-1570e7f932f6,PROD)", + "changeType": "UPSERT", + "aspectName": "browsePathsV2", + "aspect": { + "json": { + "path": [ + { + "id": "urn:li:container:5ec314b9630974ec084f5dfd3849f87b", + "urn": "urn:li:container:5ec314b9630974ec084f5dfd3849f87b" + }, + { + "id": "urn:li:container:047691e9c16bec8fb08e1df0f5d71c4d", + "urn": "urn:li:container:047691e9c16bec8fb08e1df0f5d71c4d" + } + ] + } + }, + "systemMetadata": { + "lastObserved": 1638860400000, + "runId": "tableau-test" + } +}, +{ + "entityType": "dataset", + "entityUrn": "urn:li:dataset:(urn:li:dataPlatform:tableau,dfe2c02a-54b7-f7a2-39fc-c651da2f6ad8,PROD)", + "changeType": "UPSERT", + "aspectName": "upstreamLineage", + "aspect": { + "json": { + "upstreams": [ + { + 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The exclude is used to guarantee that filters will not interfere in the result\r\n\r\n\r\n{EXCLUDE [Opened], [Overdue], [Max Year?]: \r\nCOUNTD(IF [Max Year?]=TRUE\r\nTHEN [Number]\r\nEND)\r\n}", + "confidenceScore": 1.0 + }, + { + "upstreamType": "FIELD_SET", + "upstreams": [ + "urn:li:schemaField:(urn:li:dataset:(urn:li:dataPlatform:tableau,dfe2c02a-54b7-f7a2-39fc-c651da2f6ad8,PROD),Opened)" + ], + "downstreamType": "FIELD", + "downstreams": [ + "urn:li:schemaField:(urn:li:dataset:(urn:li:dataPlatform:tableau,dfe2c02a-54b7-f7a2-39fc-c651da2f6ad8,PROD),Max Year?)" + ], + "transformOperation": "CalculatedFieldformula: // This is a calculated field\r\n// It shows TRUE/FALSE if opened date equals maximum year in the dataset\r\n\r\nDATEPART(\"year\", [Opened]) = DATEPART(\"year\", {MAX([Opened])})", + "confidenceScore": 1.0 + }, + { + "upstreamType": "FIELD_SET", + "upstreams": [ + 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[Opened]) = 6 THEN 'June'\r\nELSEIF DATEPART('month', [Opened]) = 7 THEN 'July'\r\nELSEIF DATEPART('month', [Opened]) = 8 THEN 'August'\r\nELSEIF DATEPART('month', [Opened]) = 9 THEN 'September'\r\nELSEIF DATEPART('month', [Opened]) = 10 THEN 'October'\r\nELSEIF DATEPART('month', [Opened]) = 11 THEN 'Novemeber'\r\nELSEIF DATEPART('month', [Opened]) = 12 THEN 'December'\r\nELSE NULL\r\nEND", + "confidenceScore": 1.0 + }, + { + "upstreamType": "FIELD_SET", + "upstreams": [ + "urn:li:schemaField:(urn:li:dataset:(urn:li:dataPlatform:tableau,dfe2c02a-54b7-f7a2-39fc-c651da2f6ad8,PROD),Number)", + "urn:li:schemaField:(urn:li:dataset:(urn:li:dataPlatform:tableau,dfe2c02a-54b7-f7a2-39fc-c651da2f6ad8,PROD),Active)", + "urn:li:schemaField:(urn:li:dataset:(urn:li:dataPlatform:tableau,dfe2c02a-54b7-f7a2-39fc-c651da2f6ad8,PROD),Closed)", + "urn:li:schemaField:(urn:li:dataset:(urn:li:dataPlatform:tableau,dfe2c02a-54b7-f7a2-39fc-c651da2f6ad8,PROD),Due date)" + ], + "downstreamType": "FIELD", + 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"fieldPath": "Created by (Configuration Item)", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.StringType": {} + } + }, + "nativeDataType": "STRING", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Created", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.TimeType": {} + } + }, + "nativeDataType": "DATETIME", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Assignment group (Configuration Item)", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.StringType": {} + } + }, + "nativeDataType": "STRING", + "recursive": false, + "globalTags": { + 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"com.linkedin.pegasus2avro.schema.TimeType": {} + } + }, + "nativeDataType": "DATETIME", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Time worked", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.StringType": {} + } + }, + "nativeDataType": "STRING", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Serial number", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.StringType": {} + } + }, + "nativeDataType": "STRING", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Model ID", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.StringType": {} + } + }, + "nativeDataType": "STRING", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Parent (Incident)", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.StringType": {} + } + }, + "nativeDataType": "STRING", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Time to Close an Incident (seconds)", + "nullable": false, + "description": "formula: // This is a calculated field\r\n// It calculates the difference in seconds between opening and closing an incident\r\n\r\n// Check if closed date is valid\r\nIF [Closed]>[Opened]\r\nTHEN\r\n//Calculate difference\r\nDATEDIFF('second', [Opened], [Closed])\r\nEND", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.NumberType": {} + } + }, + "nativeDataType": "INTEGER", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:MEASURE" + }, + { + "tag": "urn:li:tag:CALCULATEDFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Owned by", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.StringType": {} + } + }, + "nativeDataType": "STRING", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Activity due", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.TimeType": {} + } + }, + "nativeDataType": "DATETIME", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Invoice number", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.StringType": {} + } + }, + "nativeDataType": "STRING", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Updated by (Incident)", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.StringType": {} + } + }, + "nativeDataType": "STRING", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Approval set (Incident)", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.TimeType": {} + } + }, + "nativeDataType": "DATETIME", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Duration", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.TimeType": {} + } + }, + "nativeDataType": "DATETIME", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Start date", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.TimeType": {} + } + }, + "nativeDataType": "DATETIME", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Ordered", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.TimeType": {} + } + }, + "nativeDataType": "DATETIME", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Assigned to", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.StringType": {} + } + }, + "nativeDataType": "STRING", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Follow up", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.TimeType": {} + } + }, + "nativeDataType": "DATETIME", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Business duration (Incident)", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.TimeType": {} + } + }, + "nativeDataType": "DATETIME", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Order received", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.TimeType": {} + } + }, + "nativeDataType": "DATETIME", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Discovery source", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.StringType": {} + } + }, + "nativeDataType": "STRING", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Closed by (Incident)", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.StringType": {} + } + }, + "nativeDataType": "STRING", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Work notes list", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.StringType": {} + } + }, + "nativeDataType": "STRING", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Total Active Incidents", + "nullable": false, + "description": "formula: // This is a calculated field\r\n// It counts each distinct incident. The \"exclude\" is used to avoid filters interfering in the final result\r\n\r\n{EXCLUDE [Opened], [Overdue], [Max Year?]: \r\nCOUNTD(IF [Active]=TRUE\r\nTHEN [Number]\r\nEND)\r\n}", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.NumberType": {} + } + }, + "nativeDataType": "INTEGER", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:MEASURE" + }, + { + "tag": "urn:li:tag:CALCULATEDFIELD" + }, + { + "tag": "urn:li:tag:ATTRIBUTE" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Number", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.StringType": {} + } + }, + "nativeDataType": "STRING", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Class", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.StringType": {} + } + }, + "nativeDataType": "STRING", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Description (Configuration Item)", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.StringType": {} + } + }, + "nativeDataType": "STRING", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Operational status", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.NumberType": {} + } + }, + "nativeDataType": "INTEGER", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:MEASURE" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Expected start (Incident)", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.TimeType": {} + } + }, + "nativeDataType": "DATETIME", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Work notes list (Incident)", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.StringType": {} + } + }, + "nativeDataType": "STRING", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Opened", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.TimeType": {} + } + }, + "nativeDataType": "DATETIME", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Resolve time (Incident)", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.NumberType": {} + } + }, + "nativeDataType": "INTEGER", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:MEASURE" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Reopen count (Incident)", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.NumberType": {} + } + }, + "nativeDataType": "INTEGER", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:MEASURE" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Created by (Incident)", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.StringType": {} + } + }, + "nativeDataType": "STRING", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Assigned to (Configuration Item)", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.StringType": {} + } + }, + "nativeDataType": "STRING", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Most recent discovery", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.TimeType": {} + } + }, + "nativeDataType": "DATETIME", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Domain (Configuration Item)", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.StringType": {} + } + }, + "nativeDataType": "STRING", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Upon reject (Incident)", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.StringType": {} + } + }, + "nativeDataType": "STRING", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Work end", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.TimeType": {} + } + }, + "nativeDataType": "DATETIME", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Company (Configuration Item)", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.StringType": {} + } + }, + "nativeDataType": "STRING", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Knowledge (Incident)", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.BooleanType": {} + } + }, + "nativeDataType": "BOOLEAN", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Max Year?", + "nullable": false, + "description": "formula: // This is a calculated field\r\n// It shows TRUE/FALSE if opened date equals maximum year in the dataset\r\n\r\nDATEPART(\"year\", [Opened]) = DATEPART(\"year\", {MAX([Opened])})", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.BooleanType": {} + } + }, + "nativeDataType": "BOOLEAN", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:CALCULATEDFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Location (Configuration Item)", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.StringType": {} + } + }, + "nativeDataType": "STRING", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Watch list (Incident)", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.StringType": {} + } + }, + "nativeDataType": "STRING", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Delivery task", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.StringType": {} + } + }, + "nativeDataType": "STRING", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Fault count", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.NumberType": {} + } + }, + "nativeDataType": "INTEGER", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:MEASURE" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Caused by Change (Incident)", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.StringType": {} + } + }, + "nativeDataType": "STRING", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Updated (Incident)", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.TimeType": {} + } + }, + "nativeDataType": "DATETIME", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Sys ID (Configuration Item)", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.StringType": {} + } + }, + "nativeDataType": "STRING", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "MAC Address", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.StringType": {} + } + }, + "nativeDataType": "STRING", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Name", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.StringType": {} + } + }, + "nativeDataType": "STRING", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Approval group", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.StringType": {} + } + }, + "nativeDataType": "STRING", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Approval", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.StringType": {} + } + }, + "nativeDataType": "STRING", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Priority (Incident)", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.NumberType": {} + } + }, + "nativeDataType": "INTEGER", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:MEASURE" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Urgency", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.NumberType": {} + } + }, + "nativeDataType": "INTEGER", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:MEASURE" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Delivery plan (Incident)", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.StringType": {} + } + }, + "nativeDataType": "STRING", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Company (Incident)", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.StringType": {} + } + }, + "nativeDataType": "STRING", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": 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"nativeDataType": "STRING", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Sys ID (Incident)", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.StringType": {} + } + }, + "nativeDataType": "STRING", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Supported by", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.StringType": {} + } + }, + "nativeDataType": "STRING", + "recursive": false, + "globalTags": { + "tags": [ + { + "tag": "urn:li:tag:DIMENSION" + }, + { + "tag": "urn:li:tag:COLUMNFIELD" + } + ] + }, + "isPartOfKey": false + }, + { + "fieldPath": "Configuration item (Incident)", + "nullable": 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"urn:li:dataset:(urn:li:dataPlatform:external,sample - superstore%2C %28new%29.xls.orders,PROD)", + "changeType": "UPSERT", + "aspectName": "status", + "aspect": { + "json": { + "removed": false + } + }, + "systemMetadata": { + "lastObserved": 1638860400000, + "runId": "tableau-test" + } +}, +{ + "entityType": "dataset", + "entityUrn": "urn:li:dataset:(urn:li:dataPlatform:external,sample - superstore%2C %28new%29.xls.people,PROD)", + "changeType": "UPSERT", + "aspectName": "status", + "aspect": { + "json": { + "removed": false + } + }, + "systemMetadata": { + "lastObserved": 1638860400000, + "runId": "tableau-test" + } +}, +{ + "entityType": "dataset", + "entityUrn": "urn:li:dataset:(urn:li:dataPlatform:external,sample - superstore%2C %28new%29.xls.returns,PROD)", + "changeType": "UPSERT", + "aspectName": "status", + "aspect": { + "json": { + "removed": false + } + }, + "systemMetadata": { + "lastObserved": 1638860400000, + "runId": "tableau-test" + } +}, +{ + "entityType": "dataset", + "entityUrn": "urn:li:dataset:(urn:li:dataPlatform:postgres,demo_postgres_instance.dvdrental.public.actor,PROD)", + "changeType": "UPSERT", + "aspectName": "status", + "aspect": { + "json": { + "removed": false + } + }, + "systemMetadata": { + "lastObserved": 1638860400000, + "runId": "tableau-test" + } +}, +{ + "entityType": "dataset", + "entityUrn": "urn:li:dataset:(urn:li:dataPlatform:postgres,demo_postgres_instance.dvdrental.public.address,PROD)", + "changeType": "UPSERT", + "aspectName": "status", + "aspect": { + "json": { + "removed": false + } + }, + "systemMetadata": { + "lastObserved": 1638860400000, + "runId": "tableau-test" + } +}, +{ + "entityType": "dataset", + "entityUrn": "urn:li:dataset:(urn:li:dataPlatform:postgres,demo_postgres_instance.dvdrental.public.customer,PROD)", + "changeType": "UPSERT", + "aspectName": "status", + "aspect": { + "json": { + "removed": false + } + }, + "systemMetadata": { + "lastObserved": 1638860400000, + "runId": "tableau-test" + } +}, +{ + "entityType": "dataset", + "entityUrn": "urn:li:dataset:(urn:li:dataPlatform:postgres,demo_postgres_instance.dvdrental.public.payment,PROD)", + "changeType": "UPSERT", + "aspectName": "status", + "aspect": { + "json": { + "removed": false + } + }, + "systemMetadata": { + "lastObserved": 1638860400000, + "runId": "tableau-test" + } +}, +{ + "entityType": "dataset", + "entityUrn": "urn:li:dataset:(urn:li:dataPlatform:postgres,demo_postgres_instance.dvdrental.public.staff,PROD)", + "changeType": "UPSERT", + "aspectName": "status", + "aspect": { + "json": { + "removed": false + } + }, + "systemMetadata": { + "lastObserved": 1638860400000, + "runId": "tableau-test" + } +}, +{ + "entityType": "dataset", + "entityUrn": "urn:li:dataset:(urn:li:dataPlatform:tableau,00cce29f-b561-bb41-3557-8e19660bb5dd,PROD)", + "changeType": "UPSERT", + "aspectName": "status", + "aspect": { + "json": { + "removed": false + } + }, + "systemMetadata": { + "lastObserved": 1638860400000, + "runId": "tableau-test" + } +}, +{ + "entityType": "dataset", + "entityUrn": "urn:li:dataset:(urn:li:dataPlatform:tableau,06c3e060-8133-4b58-9b53-a0fced25e056,PROD)", + "changeType": "UPSERT", + "aspectName": "status", + "aspect": { + "json": { + "removed": false + } + }, + "systemMetadata": { + "lastObserved": 1638860400000, + "runId": "tableau-test" + } +}, +{ + "entityType": "dataset", + "entityUrn": "urn:li:dataset:(urn:li:dataPlatform:tableau,10c6297d-0dbd-44f1-b1ba-458bea446513,PROD)", + "changeType": "UPSERT", + "aspectName": "status", + "aspect": { + "json": { + "removed": false + } + }, + "systemMetadata": { + "lastObserved": 1638860400000, + "runId": "tableau-test" + } +}, +{ + "entityType": "dataset", + "entityUrn": "urn:li:dataset:(urn:li:dataPlatform:tableau,22b0b4c3-6b85-713d-a161-5a87fdd78f40,PROD)", + "changeType": "UPSERT", + "aspectName": "status", + "aspect": { + "json": { + "removed": false + } + }, + "systemMetadata": { + "lastObserved": 1638860400000, + "runId": "tableau-test" + } +}, +{ + "entityType": "dataset", + "entityUrn": "urn:li:dataset:(urn:li:dataPlatform:tableau,3ade7817-ae27-259e-8e48-1570e7f932f6,PROD)", + "changeType": "UPSERT", + "aspectName": "status", + "aspect": { + "json": { + "removed": false + } + }, + "systemMetadata": { + "lastObserved": 1638860400000, + "runId": "tableau-test" + } +}, +{ + "entityType": "dataset", + "entityUrn": "urn:li:dataset:(urn:li:dataPlatform:tableau,4644ccb1-2adc-cf26-c654-04ed1dcc7090,PROD)", + "changeType": "UPSERT", + "aspectName": "status", + "aspect": { + "json": { + "removed": false + } + }, + "systemMetadata": { + "lastObserved": 1638860400000, + "runId": "tableau-test" + } +}, +{ + "entityType": "dataset", + "entityUrn": "urn:li:dataset:(urn:li:dataPlatform:tableau,4fb670d5-3e19-9656-e684-74aa9729cf18,PROD)", + "changeType": "UPSERT", + "aspectName": "status", + "aspect": { + "json": { + "removed": false + } + }, + "systemMetadata": { + "lastObserved": 1638860400000, + "runId": "tableau-test" + } +}, +{ + "entityType": "dataset", + "entityUrn": "urn:li:dataset:(urn:li:dataPlatform:tableau,618c87db-5959-338b-bcc7-6f5f4cc0b6c6,PROD)", + "changeType": "UPSERT", + "aspectName": "status", + "aspect": { + "json": { + "removed": false + } + }, + "systemMetadata": { + "lastObserved": 1638860400000, + "runId": "tableau-test" + } +}, +{ + "entityType": "dataset", + "entityUrn": "urn:li:dataset:(urn:li:dataPlatform:tableau,6cbbeeb2-9f3a-00f6-2342-17139d6e97ae,PROD)", + "changeType": "UPSERT", + "aspectName": "status", + "aspect": { + "json": { + "removed": false + } + }, + "systemMetadata": { + "lastObserved": 1638860400000, + "runId": "tableau-test" + } +}, +{ + "entityType": "dataset", + "entityUrn": "urn:li:dataset:(urn:li:dataPlatform:tableau,801c95e3-b07e-7bfe-3789-a561c7beccd3,PROD)", + "changeType": "UPSERT", + "aspectName": "status", + "aspect": { + "json": { + "removed": false + } + }, + "systemMetadata": { + "lastObserved": 1638860400000, + "runId": "tableau-test" + } +}, +{ + "entityType": "dataset", + "entityUrn": "urn:li:dataset:(urn:li:dataPlatform:tableau,d00f4ba6-707e-4684-20af-69eb47587cc2,PROD)", + "changeType": "UPSERT", + "aspectName": "status", + "aspect": { + "json": { + "removed": false + } + }, + "systemMetadata": { + "lastObserved": 1638860400000, + "runId": "tableau-test" + } +}, +{ + "entityType": "dataset", + "entityUrn": "urn:li:dataset:(urn:li:dataPlatform:tableau,d8d4c0ea-3162-fa11-31e6-26675da44a38,PROD)", + "changeType": "UPSERT", + "aspectName": "status", + "aspect": { + "json": { + "removed": false + } + }, + "systemMetadata": { + "lastObserved": 1638860400000, + "runId": "tableau-test" + } +}, +{ + "entityType": "dataset", + "entityUrn": "urn:li:dataset:(urn:li:dataPlatform:tableau,dfe2c02a-54b7-f7a2-39fc-c651da2f6ad8,PROD)", + "changeType": "UPSERT", + "aspectName": "status", + "aspect": { + "json": { + "removed": false + } + }, + "systemMetadata": { + "lastObserved": 1638860400000, + "runId": "tableau-test" + } +}, +{ + "entityType": "dataset", + "entityUrn": "urn:li:dataset:(urn:li:dataPlatform:webdata-direct:marketo-marketo,marketo.activity10,PROD)", + "changeType": "UPSERT", + "aspectName": "status", + "aspect": { + "json": { + "removed": false + } + }, + "systemMetadata": { + "lastObserved": 1638860400000, + "runId": "tableau-test" + } +}, +{ + "entityType": "dataset", + "entityUrn": "urn:li:dataset:(urn:li:dataPlatform:webdata-direct:marketo-marketo,marketo.activity11,PROD)", + "changeType": "UPSERT", + "aspectName": "status", + "aspect": { + "json": { + "removed": false + } + }, + "systemMetadata": { + "lastObserved": 1638860400000, + "runId": "tableau-test" + } +}, +{ + "entityType": "dataset", + "entityUrn": "urn:li:dataset:(urn:li:dataPlatform:webdata-direct:marketo-marketo,marketo.activity6,PROD)", + "changeType": "UPSERT", + "aspectName": "status", + "aspect": { + "json": { + "removed": false + } + }, + "systemMetadata": { + "lastObserved": 1638860400000, + "runId": "tableau-test" + } +}, +{ + "entityType": "dataset", + "entityUrn": "urn:li:dataset:(urn:li:dataPlatform:webdata-direct:marketo-marketo,marketo.activity7,PROD)", + "changeType": "UPSERT", + "aspectName": "status", + "aspect": { + "json": { + "removed": false + } + }, + "systemMetadata": { + "lastObserved": 1638860400000, + "runId": "tableau-test" + } +}, +{ + "entityType": "dataset", + "entityUrn": "urn:li:dataset:(urn:li:dataPlatform:webdata-direct:marketo-marketo,marketo.campaignstable,PROD)", + "changeType": "UPSERT", + "aspectName": "status", + "aspect": { + "json": { + "removed": false + } + }, + "systemMetadata": { + "lastObserved": 1638860400000, + "runId": "tableau-test" + } +}, +{ + "entityType": "dataset", + "entityUrn": "urn:li:dataset:(urn:li:dataPlatform:webdata-direct:servicenowitsm-servicenowitsm,ven01911.cmdb_ci,PROD)", + "changeType": "UPSERT", + "aspectName": "status", + "aspect": { + "json": { + "removed": false + } + }, + "systemMetadata": { + "lastObserved": 1638860400000, + "runId": "tableau-test" + } +}, +{ + "entityType": "dataset", + "entityUrn": "urn:li:dataset:(urn:li:dataPlatform:webdata-direct:servicenowitsm-servicenowitsm,ven01911.incident,PROD)", + "changeType": "UPSERT", + "aspectName": "status", + "aspect": { + "json": { + "removed": false + } + }, + "systemMetadata": { + "lastObserved": 1638860400000, + "runId": "tableau-test" + } +}, +{ + "entityType": "dataset", + "entityUrn": "urn:li:dataset:(urn:li:dataPlatform:webdata-direct:servicenowitsm-servicenowitsm,ven01911.problem,PROD)", + "changeType": "UPSERT", + "aspectName": "status", + "aspect": { + "json": { + "removed": false + } + }, + "systemMetadata": { + "lastObserved": 1638860400000, + "runId": "tableau-test" + } +}, +{ + "entityType": "dataset", + "entityUrn": "urn:li:dataset:(urn:li:dataPlatform:webdata-direct:servicenowitsm-servicenowitsm,ven01911.sc_cat_item,PROD)", + "changeType": "UPSERT", + "aspectName": "status", + "aspect": { + "json": { + "removed": false + } + }, + "systemMetadata": { + "lastObserved": 1638860400000, + "runId": "tableau-test" + } +}, +{ + "entityType": "dataset", + "entityUrn": "urn:li:dataset:(urn:li:dataPlatform:webdata-direct:servicenowitsm-servicenowitsm,ven01911.sc_req_item,PROD)", + "changeType": "UPSERT", + "aspectName": "status", + "aspect": { + "json": { + "removed": false + } + }, + "systemMetadata": { + "lastObserved": 1638860400000, + "runId": "tableau-test" + } +}, +{ + "entityType": "dataset", + "entityUrn": "urn:li:dataset:(urn:li:dataPlatform:webdata-direct:servicenowitsm-servicenowitsm,ven01911.sc_request,PROD)", + "changeType": "UPSERT", + "aspectName": "status", + "aspect": { + "json": { + "removed": false + } + }, + "systemMetadata": { + "lastObserved": 1638860400000, + "runId": "tableau-test" + } +}, +{ + "entityType": "dataset", + "entityUrn": "urn:li:dataset:(urn:li:dataPlatform:webdata-direct:servicenowitsm-servicenowitsm,ven01911.sys_user_group,PROD)", + "changeType": "UPSERT", + "aspectName": "status", + "aspect": { + "json": { + "removed": false + } + }, + "systemMetadata": { + "lastObserved": 1638860400000, + "runId": "tableau-test" + } +}, +{ + "entityType": "dataset", + "entityUrn": "urn:li:dataset:(urn:li:dataPlatform:webdata-direct:servicenowitsm-servicenowitsm,ven01911.task,PROD)", + "changeType": "UPSERT", + "aspectName": "status", + "aspect": { + "json": { + "removed": false + } + }, + "systemMetadata": { + "lastObserved": 1638860400000, + "runId": "tableau-test" + } +}, +{ + "entityType": "tag", + "entityUrn": "urn:li:tag:ATTRIBUTE", + "changeType": "UPSERT", + "aspectName": "tagKey", + "aspect": { + "json": { + "name": "ATTRIBUTE" + } + }, + "systemMetadata": { + "lastObserved": 1638860400000, + "runId": "tableau-test" + } +}, +{ + "entityType": "tag", + "entityUrn": "urn:li:tag:BINFIELD", + "changeType": "UPSERT", + "aspectName": "tagKey", + "aspect": { + "json": { + "name": "BINFIELD" + } + }, + "systemMetadata": { + "lastObserved": 1638860400000, + "runId": "tableau-test" + } +}, +{ + "entityType": "tag", + "entityUrn": "urn:li:tag:CALCULATEDFIELD", + "changeType": "UPSERT", + "aspectName": "tagKey", + "aspect": { + "json": { + "name": "CALCULATEDFIELD" + } + }, + "systemMetadata": { + "lastObserved": 1638860400000, + "runId": "tableau-test" + } +}, +{ + "entityType": "tag", + "entityUrn": "urn:li:tag:COLUMNFIELD", + "changeType": "UPSERT", + "aspectName": "tagKey", + "aspect": { + "json": { + "name": "COLUMNFIELD" + } + }, + "systemMetadata": { + "lastObserved": 1638860400000, + "runId": "tableau-test" + } +}, +{ + "entityType": "tag", + "entityUrn": "urn:li:tag:COUNT", + "changeType": "UPSERT", + "aspectName": "tagKey", + "aspect": { + "json": { + "name": "COUNT" + } + }, + "systemMetadata": { + "lastObserved": 1638860400000, + "runId": "tableau-test" + } +}, +{ + "entityType": "tag", + "entityUrn": "urn:li:tag:DATASOURCEFIELD", + "changeType": "UPSERT", + "aspectName": "tagKey", + "aspect": { + "json": { + "name": "DATASOURCEFIELD" + } + }, + "systemMetadata": { + "lastObserved": 1638860400000, + "runId": "tableau-test" + } +}, +{ + "entityType": "tag", + "entityUrn": "urn:li:tag:DIMENSION", + "changeType": "UPSERT", + "aspectName": "tagKey", + "aspect": { + "json": { + "name": "DIMENSION" + } + }, + "systemMetadata": { + "lastObserved": 1638860400000, + "runId": "tableau-test" + } +}, +{ + "entityType": "tag", + "entityUrn": "urn:li:tag:GROUPFIELD", + "changeType": "UPSERT", + "aspectName": "tagKey", + "aspect": { + "json": { + "name": "GROUPFIELD" + } + }, + "systemMetadata": { + "lastObserved": 1638860400000, + "runId": "tableau-test" + } +}, +{ + "entityType": "tag", + "entityUrn": "urn:li:tag:HIERARCHYFIELD", + "changeType": "UPSERT", + "aspectName": "tagKey", + "aspect": { + "json": { + "name": "HIERARCHYFIELD" + } + }, + "systemMetadata": { + "lastObserved": 1638860400000, + "runId": "tableau-test" + } +}, +{ + "entityType": "tag", + "entityUrn": "urn:li:tag:MEASURE", + "changeType": "UPSERT", + "aspectName": "tagKey", + "aspect": { + "json": { + "name": "MEASURE" + } + }, + "systemMetadata": { + "lastObserved": 1638860400000, + "runId": "tableau-test" + } +}, +{ + "entityType": "tag", + "entityUrn": "urn:li:tag:SETFIELD", + "changeType": "UPSERT", + "aspectName": "tagKey", + "aspect": { + "json": { + "name": "SETFIELD" + } + }, + "systemMetadata": { + "lastObserved": 1638860400000, + "runId": "tableau-test" + } +}, +{ + "entityType": "tag", + "entityUrn": "urn:li:tag:SUM", + "changeType": "UPSERT", + "aspectName": "tagKey", + "aspect": { + "json": { + "name": "SUM" + } + }, + "systemMetadata": { + "lastObserved": 1638860400000, + "runId": "tableau-test" + } +}, +{ + "entityType": "tag", + "entityUrn": "urn:li:tag:TagSheet3", + "changeType": "UPSERT", + "aspectName": "tagKey", + "aspect": { + "json": { + "name": "TagSheet3" + } + }, + "systemMetadata": { + "lastObserved": 1638860400000, + "runId": "tableau-test" + } +}, +{ + "entityType": "tag", + "entityUrn": "urn:li:tag:YEAR", + "changeType": "UPSERT", + "aspectName": "tagKey", + "aspect": { + "json": { + "name": "YEAR" + } + }, + "systemMetadata": { + "lastObserved": 1638860400000, + "runId": "tableau-test" + } +} +] \ No newline at end of file diff --git a/metadata-ingestion/tests/integration/tableau/test_tableau_ingest.py b/metadata-ingestion/tests/integration/tableau/test_tableau_ingest.py index cfe5bf52d5059..4cae5e1324e1c 100644 --- a/metadata-ingestion/tests/integration/tableau/test_tableau_ingest.py +++ b/metadata-ingestion/tests/integration/tableau/test_tableau_ingest.py @@ -2,7 +2,7 @@ import logging import pathlib import sys -from typing import cast +from typing import Any, Dict, cast from unittest import mock import pytest @@ -290,6 +290,39 @@ def test_tableau_ingest(pytestconfig, tmp_path, mock_datahub_graph): ) +@freeze_time(FROZEN_TIME) +@pytest.mark.integration +def test_tableau_cll_ingest(pytestconfig, tmp_path, mock_datahub_graph): + enable_logging() + output_file_name: str = "tableau_mces_cll.json" + golden_file_name: str = "tableau_cll_mces_golden.json" + + new_pipeline_config: Dict[Any, Any] = { + **config_source_default, + "extract_lineage_from_unsupported_custom_sql_queries": True, + "extract_column_level_lineage": True, + } + + tableau_ingest_common( + pytestconfig=pytestconfig, + tmp_path=tmp_path, + side_effect_query_metadata_response=[ + read_response(pytestconfig, "workbooksConnection_all.json"), + read_response(pytestconfig, "sheetsConnection_all.json"), + read_response(pytestconfig, "dashboardsConnection_all.json"), + read_response(pytestconfig, "embeddedDatasourcesConnection_all.json"), + read_response(pytestconfig, "publishedDatasourcesConnection_all.json"), + read_response(pytestconfig, "customSQLTablesConnection_all.json"), + read_response(pytestconfig, "databaseTablesConnection_all.json"), + ], + golden_file_name=golden_file_name, + output_file_name=output_file_name, + mock_datahub_graph=mock_datahub_graph, + pipeline_name="test_tableau_cll_ingest", + pipeline_config=new_pipeline_config, + ) + + @freeze_time(FROZEN_TIME) @pytest.mark.integration def test_project_pattern(pytestconfig, tmp_path, mock_datahub_graph): @@ -757,36 +790,45 @@ def test_tableau_unsupported_csql(mock_datahub_graph): database_override_map={"production database": "prod"} ) - context.graph.parse_sql_lineage.return_value = SqlParsingResult( # type:ignore - in_tables=[ - "urn:li:dataset:(urn:li:dataPlatform:bigquery,invent_dw.userdetail,PROD)" - ] - ) - source = TableauSource(config=config, ctx=context) - - lineage = source._create_lineage_from_unsupported_csql( - csql_urn="urn:li:dataset:(urn:li:dataPlatform:tableau,09988088-05ad-173c-a2f1-f33ba3a13d1a,PROD)", - csql={ - "query": "SELECT user_id, source, user_source FROM (SELECT *, ROW_NUMBER() OVER (partition BY user_id ORDER BY __partition_day DESC) AS rank_ FROM invent_dw.UserDetail ) source_user WHERE rank_ = 1", - "isUnsupportedCustomSql": "true", - "database": {"name": "production database", "connectionType": "bigquery"}, - }, - ) + with mock.patch( + "datahub.ingestion.source.tableau.sqlglot_lineage" + ) as sqlglot_lineage: - mcp = cast(MetadataChangeProposalClass, next(iter(lineage)).metadata) + sqlglot_lineage.return_value = SqlParsingResult( # type:ignore + in_tables=[ + "urn:li:dataset:(urn:li:dataPlatform:bigquery,invent_dw.userdetail,PROD)" + ], + out_tables=[], + column_lineage=None, + ) - assert mcp.aspect == UpstreamLineage( - upstreams=[ - UpstreamClass( - dataset="urn:li:dataset:(urn:li:dataPlatform:bigquery,prod.invent_dw.userdetail,PROD)", - type=DatasetLineageType.TRANSFORMED, - ) - ] - ) - assert ( - mcp.entityUrn - == "urn:li:dataset:(urn:li:dataPlatform:tableau,09988088-05ad-173c-a2f1-f33ba3a13d1a,PROD)" - ) + source = TableauSource(config=config, ctx=context) + + lineage = source._create_lineage_from_unsupported_csql( + csql_urn="urn:li:dataset:(urn:li:dataPlatform:tableau,09988088-05ad-173c-a2f1-f33ba3a13d1a,PROD)", + csql={ + "query": "SELECT user_id, source, user_source FROM (SELECT *, ROW_NUMBER() OVER (partition BY user_id ORDER BY __partition_day DESC) AS rank_ FROM invent_dw.UserDetail ) source_user WHERE rank_ = 1", + "isUnsupportedCustomSql": "true", + "database": { + "name": "production database", + "connectionType": "bigquery", + }, + }, + ) + mcp = cast(MetadataChangeProposalClass, next(iter(lineage)).metadata) + + assert mcp.aspect == UpstreamLineage( + upstreams=[ + UpstreamClass( + dataset="urn:li:dataset:(urn:li:dataPlatform:bigquery,invent_dw.userdetail,PROD)", + type=DatasetLineageType.TRANSFORMED, + ) + ] + ) + assert ( + mcp.entityUrn + == "urn:li:dataset:(urn:li:dataPlatform:tableau,09988088-05ad-173c-a2f1-f33ba3a13d1a,PROD)" + ) @freeze_time(FROZEN_TIME) From c6af4218d363bd63f8a32403f97043caf7bca182 Mon Sep 17 00:00:00 2001 From: MohdSiddiqueBagwan Date: Tue, 25 Jul 2023 11:16:42 +0530 Subject: [PATCH 7/9] test case --- .../src/datahub/ingestion/source/tableau.py | 4 +- .../setup/customSQLTablesConnection_all.json | 8 +- .../tableau/tableau_cll_mces_golden.json | 114 ++++++++++++- ...bleau_extract_all_project_mces_golden.json | 151 ++++++++++++++++- .../tableau/tableau_mces_golden.json | 151 ++++++++++++++++- .../tableau_mces_golden_deleted_stateful.json | 15 ++ .../tableau_nested_project_mces_golden.json | 122 +++++++++++++- .../tableau_signout_timeout_mces_golden.json | 151 ++++++++++++++++- ...au_with_platform_instance_mces_golden.json | 152 +++++++++++++++++- .../tableau/test_tableau_ingest.py | 11 +- 10 files changed, 861 insertions(+), 18 deletions(-) diff --git a/metadata-ingestion/src/datahub/ingestion/source/tableau.py b/metadata-ingestion/src/datahub/ingestion/source/tableau.py index 9df12d87cb6c8..0e1e7ae776e60 100644 --- a/metadata-ingestion/src/datahub/ingestion/source/tableau.py +++ b/metadata-ingestion/src/datahub/ingestion/source/tableau.py @@ -1245,9 +1245,9 @@ def emit_custom_sql_datasources(self) -> Iterable[MetadataWorkUnit]: platform_instance=self.config.platform_instance, env=self.config.env, ) - import pdb + # import pdb - pdb.set_trace() + # pdb.set_trace() dataset_snapshot = DatasetSnapshot( urn=csql_urn, aspects=[self.get_data_platform_instance()], diff --git a/metadata-ingestion/tests/integration/tableau/setup/customSQLTablesConnection_all.json b/metadata-ingestion/tests/integration/tableau/setup/customSQLTablesConnection_all.json index a26935ad9d244..e0ef5a8e0b5a5 100644 --- a/metadata-ingestion/tests/integration/tableau/setup/customSQLTablesConnection_all.json +++ b/metadata-ingestion/tests/integration/tableau/setup/customSQLTablesConnection_all.json @@ -759,7 +759,7 @@ "id": "10c6297d-0dbd-44f1-b1ba-458bea446513", "name": "Custom SQL Query", "isUnsupportedCustomSql": true, - "query": "select seller_city, price from calm-pagoda-323403.bigquery_demo.sellers sell LEFT JOIN (\nselect * from calm-pagoda-323403.bigquery_demo.order_items\n) items on items.seller_id=sell.seller_id", + "query": "select seller_city, price from demo-custom-323403.bigquery_demo.sellers sell LEFT JOIN (\nselect * from demo-custom-323403.bigquery_demo.order_items\n) items on items.seller_id=sell.seller_id", "columns": [ { "id": "2cf31227-900f-7ac8-88c9-07404c3ff832", @@ -771,7 +771,7 @@ "datasource": { "__typename": "PublishedDatasource", "id": "bda518f0-0867-679d-2390-891a05972f9e", - "name": "GabesJoinWorkbook", + "name": "AbcJoinWorkbook", "upstreamTables": [], "projectName": "SubProject1", "luid": "830c29b1-9d28-4e76-922e-65c0061a4b82" @@ -789,7 +789,7 @@ "datasource": { "__typename": "PublishedDatasource", "id": "bda518f0-0867-679d-2390-891a05972f9e", - "name": "GabesJoinWorkbook", + "name": "AbcJoinWorkbook", "upstreamTables": [], "projectName": "SubProject1", "luid": "830c29b1-9d28-4e76-922e-65c0061a4b82" @@ -807,7 +807,7 @@ { "__typename": "PublishedDatasource", "id": "bda518f0-0867-679d-2390-891a05972f9e", - "name": "GabesJoinWorkbook", + "name": "AbcJoinWorkbook", "upstreamTables": [], "projectName": "SubProject1", "luid": "830c29b1-9d28-4e76-922e-65c0061a4b82" diff --git a/metadata-ingestion/tests/integration/tableau/tableau_cll_mces_golden.json b/metadata-ingestion/tests/integration/tableau/tableau_cll_mces_golden.json index 1c704b39a1d2d..53094483ce7fd 100644 --- a/metadata-ingestion/tests/integration/tableau/tableau_cll_mces_golden.json +++ b/metadata-ingestion/tests/integration/tableau/tableau_cll_mces_golden.json @@ -12599,7 +12599,7 @@ "time": 0, "actor": "urn:li:corpuser:unknown" }, - "dataset": "urn:li:dataset:(urn:li:dataPlatform:tableau,10c6297d-0dbd-44f1-b1ba-458bea446513,PROD)", + "dataset": "urn:li:dataset:(urn:li:dataPlatform:tableau,22b0b4c3-6b85-713d-a161-5a87fdd78f40,PROD)", "type": "TRANSFORMED" }, { @@ -12607,7 +12607,7 @@ "time": 0, "actor": "urn:li:corpuser:unknown" }, - "dataset": "urn:li:dataset:(urn:li:dataPlatform:tableau,22b0b4c3-6b85-713d-a161-5a87fdd78f40,PROD)", + "dataset": "urn:li:dataset:(urn:li:dataPlatform:tableau,10c6297d-0dbd-44f1-b1ba-458bea446513,PROD)", "type": "TRANSFORMED" } ], @@ -33453,6 +33453,58 @@ "runId": "tableau-test" } }, +{ + "entityType": "dataset", + "entityUrn": "urn:li:dataset:(urn:li:dataPlatform:tableau,10c6297d-0dbd-44f1-b1ba-458bea446513,PROD)", + "changeType": "UPSERT", + "aspectName": "upstreamLineage", + "aspect": { + "json": { + "upstreams": [ + { + "auditStamp": { + "time": 0, + "actor": "urn:li:corpuser:unknown" + }, + "dataset": "urn:li:dataset:(urn:li:dataPlatform:bigquery,demo-custom-323403.bigquery_demo.order_items,PROD)", + "type": "TRANSFORMED" + }, + { + "auditStamp": { + "time": 0, + "actor": "urn:li:corpuser:unknown" + }, + "dataset": "urn:li:dataset:(urn:li:dataPlatform:bigquery,demo-custom-323403.bigquery_demo.sellers,PROD)", + "type": "TRANSFORMED" + } + ], + "fineGrainedLineages": [ + { + "upstreamType": "FIELD_SET", + "upstreams": [], + "downstreamType": "FIELD", + "downstreams": [ + "urn:li:schemaField:(urn:li:dataset:(urn:li:dataPlatform:tableau,10c6297d-0dbd-44f1-b1ba-458bea446513,PROD),seller_city)" + ], + "confidenceScore": 1.0 + }, + { + "upstreamType": "FIELD_SET", + "upstreams": [], + "downstreamType": "FIELD", + "downstreams": [ + "urn:li:schemaField:(urn:li:dataset:(urn:li:dataPlatform:tableau,10c6297d-0dbd-44f1-b1ba-458bea446513,PROD),price)" + ], + "confidenceScore": 1.0 + } + ] + } + }, + "systemMetadata": { + "lastObserved": 1638860400000, + "runId": "tableau-test" + } +}, { "proposedSnapshot": { "com.linkedin.pegasus2avro.metadata.snapshot.DatasetSnapshot": { @@ -33482,7 +33534,39 @@ "rawSchema": "" } }, - "fields": [] + "fields": [ + { + "fieldPath": "price", + "nullable": false, + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.NumberType": {} + } + }, + "nativeDataType": "R8", + "recursive": false, + "isPartOfKey": false + }, + { + "fieldPath": "seller_city", + "nullable": false, + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.StringType": {} + } + }, + "nativeDataType": "WSTR", + "recursive": false, + "isPartOfKey": false + } + ] + } + }, + { + "com.linkedin.pegasus2avro.common.BrowsePaths": { + "paths": [ + "/prod/tableau/SubProject1/AbcJoinWorkbook" + ] } }, { @@ -33495,7 +33579,7 @@ { "com.linkedin.pegasus2avro.dataset.ViewProperties": { "materialized": false, - "viewLogic": "SELECT\n\tc.customer_id,\n\tc.first_name customer_first_name,\n\tc.last_name customer_last_name,\n\ts.first_name staff_first_name,\n\ts.last_name staff_last_name,\n\tamount,\n\tpayment_date\nFROM\n\tcustomer c\nINNER JOIN payment p \n ON p.customer_id = c.customer_id\nINNER JOIN staff s \n ON p.staff_id = s.staff_id\nORDER BY payment_date", + "viewLogic": "select seller_city, price from demo-custom-323403.bigquery_demo.sellers sell LEFT JOIN (\nselect * from demo-custom-323403.bigquery_demo.order_items\n) items on items.seller_id=sell.seller_id", "viewLanguage": "SQL" } } @@ -33525,6 +33609,28 @@ "runId": "tableau-test" } }, +{ + "entityType": "dataset", + "entityUrn": "urn:li:dataset:(urn:li:dataPlatform:tableau,10c6297d-0dbd-44f1-b1ba-458bea446513,PROD)", + "changeType": "UPSERT", + "aspectName": "browsePathsV2", + "aspect": { + "json": { + "path": [ + { + "id": "SubProject1" + }, + { + "id": "AbcJoinWorkbook" + } + ] + } + }, + "systemMetadata": { + "lastObserved": 1638860400000, + "runId": "tableau-test" + } +}, { "proposedSnapshot": { "com.linkedin.pegasus2avro.metadata.snapshot.DatasetSnapshot": { diff --git a/metadata-ingestion/tests/integration/tableau/tableau_extract_all_project_mces_golden.json b/metadata-ingestion/tests/integration/tableau/tableau_extract_all_project_mces_golden.json index 665541a140cc9..3d9370a8b86a2 100644 --- a/metadata-ingestion/tests/integration/tableau/tableau_extract_all_project_mces_golden.json +++ b/metadata-ingestion/tests/integration/tableau/tableau_extract_all_project_mces_golden.json @@ -12833,6 +12833,14 @@ }, "dataset": "urn:li:dataset:(urn:li:dataPlatform:tableau,22b0b4c3-6b85-713d-a161-5a87fdd78f40,PROD)", "type": "TRANSFORMED" + }, + { + "auditStamp": { + "time": 0, + "actor": "urn:li:corpuser:unknown" + }, + "dataset": "urn:li:dataset:(urn:li:dataPlatform:tableau,10c6297d-0dbd-44f1-b1ba-458bea446513,PROD)", + "type": "TRANSFORMED" } ], "fineGrainedLineages": [ @@ -12850,7 +12858,7 @@ { "upstreamType": "FIELD_SET", "upstreams": [ - "urn:li:schemaField:(urn:li:dataset:(urn:li:dataPlatform:tableau,22b0b4c3-6b85-713d-a161-5a87fdd78f40,PROD),last_name)" + "urn:li:schemaField:(urn:li:dataset:(urn:li:dataPlatform:tableau,10c6297d-0dbd-44f1-b1ba-458bea446513,PROD),last_name)" ], "downstreamType": "FIELD", "downstreams": [ @@ -33677,6 +33685,132 @@ "runId": "tableau-test" } }, +{ + "proposedSnapshot": { + "com.linkedin.pegasus2avro.metadata.snapshot.DatasetSnapshot": { + "urn": "urn:li:dataset:(urn:li:dataPlatform:tableau,10c6297d-0dbd-44f1-b1ba-458bea446513,PROD)", + "aspects": [ + { + "com.linkedin.pegasus2avro.common.DataPlatformInstance": { + "platform": "urn:li:dataPlatform:tableau" + } + }, + { + "com.linkedin.pegasus2avro.schema.SchemaMetadata": { + "schemaName": "test", + "platform": "urn:li:dataPlatform:tableau", + "version": 0, + "created": { + "time": 0, + "actor": "urn:li:corpuser:unknown" + }, + "lastModified": { + "time": 0, + "actor": "urn:li:corpuser:unknown" + }, + "hash": "", + "platformSchema": { + "com.linkedin.pegasus2avro.schema.OtherSchema": { + "rawSchema": "" + } + }, + "fields": [ + { + "fieldPath": "price", + "nullable": false, + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.NumberType": {} + } + }, + "nativeDataType": "R8", + "recursive": false, + "isPartOfKey": false + }, + { + "fieldPath": "seller_city", + "nullable": false, + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.StringType": {} + } + }, + "nativeDataType": "WSTR", + "recursive": false, + "isPartOfKey": false + } + ] + } + }, + { + "com.linkedin.pegasus2avro.common.BrowsePaths": { + "paths": [ + "/prod/tableau/SubProject1/AbcJoinWorkbook" + ] + } + }, + { + "com.linkedin.pegasus2avro.dataset.DatasetProperties": { + "customProperties": {}, + "name": "Custom SQL Query", + "tags": [] + } + }, + { + "com.linkedin.pegasus2avro.dataset.ViewProperties": { + "materialized": false, + "viewLogic": "select seller_city, price from demo-custom-323403.bigquery_demo.sellers sell LEFT JOIN (\nselect * from demo-custom-323403.bigquery_demo.order_items\n) items on items.seller_id=sell.seller_id", + "viewLanguage": "SQL" + } + } + ] + } + }, + "systemMetadata": { + "lastObserved": 1638860400000, + "runId": "tableau-test" + } +}, +{ + "entityType": "dataset", + "entityUrn": "urn:li:dataset:(urn:li:dataPlatform:tableau,10c6297d-0dbd-44f1-b1ba-458bea446513,PROD)", + "changeType": "UPSERT", + "aspectName": "subTypes", + "aspect": { + "json": { + "typeNames": [ + "View", + "Custom SQL" + ] + } + }, + "systemMetadata": { + "lastObserved": 1638860400000, + "runId": "tableau-test" + } +}, +{ + "entityType": "dataset", + "entityUrn": "urn:li:dataset:(urn:li:dataPlatform:tableau,10c6297d-0dbd-44f1-b1ba-458bea446513,PROD)", + "changeType": "UPSERT", + "aspectName": "browsePathsV2", + "aspect": { + "json": { + "path": [ + { + "id": "SubProject1" + }, + { + "id": "AbcJoinWorkbook" + } + ] + } + }, + "systemMetadata": { + "lastObserved": 1638860400000, + "runId": "tableau-test" + } +}, { "proposedSnapshot": { "com.linkedin.pegasus2avro.metadata.snapshot.DatasetSnapshot": { @@ -43457,6 +43591,21 @@ "runId": "tableau-test" } }, +{ + "entityType": "dataset", + "entityUrn": "urn:li:dataset:(urn:li:dataPlatform:tableau,10c6297d-0dbd-44f1-b1ba-458bea446513,PROD)", + "changeType": "UPSERT", + "aspectName": "status", + "aspect": { + "json": { + "removed": false + } + }, + "systemMetadata": { + "lastObserved": 1638860400000, + "runId": "tableau-test" + } +}, { "entityType": "dataset", "entityUrn": "urn:li:dataset:(urn:li:dataPlatform:tableau,22b0b4c3-6b85-713d-a161-5a87fdd78f40,PROD)", diff --git a/metadata-ingestion/tests/integration/tableau/tableau_mces_golden.json b/metadata-ingestion/tests/integration/tableau/tableau_mces_golden.json index 45b1ebca25b8a..cf96c4cd0712d 100644 --- a/metadata-ingestion/tests/integration/tableau/tableau_mces_golden.json +++ b/metadata-ingestion/tests/integration/tableau/tableau_mces_golden.json @@ -12601,6 +12601,14 @@ }, "dataset": "urn:li:dataset:(urn:li:dataPlatform:tableau,22b0b4c3-6b85-713d-a161-5a87fdd78f40,PROD)", "type": "TRANSFORMED" + }, + { + "auditStamp": { + "time": 0, + "actor": "urn:li:corpuser:unknown" + }, + "dataset": "urn:li:dataset:(urn:li:dataPlatform:tableau,10c6297d-0dbd-44f1-b1ba-458bea446513,PROD)", + "type": "TRANSFORMED" } ], "fineGrainedLineages": [ @@ -12618,7 +12626,7 @@ { "upstreamType": "FIELD_SET", "upstreams": [ - "urn:li:schemaField:(urn:li:dataset:(urn:li:dataPlatform:tableau,22b0b4c3-6b85-713d-a161-5a87fdd78f40,PROD),last_name)" + "urn:li:schemaField:(urn:li:dataset:(urn:li:dataPlatform:tableau,10c6297d-0dbd-44f1-b1ba-458bea446513,PROD),last_name)" ], "downstreamType": "FIELD", "downstreams": [ @@ -33445,6 +33453,132 @@ "runId": "tableau-test" } }, +{ + "proposedSnapshot": { + "com.linkedin.pegasus2avro.metadata.snapshot.DatasetSnapshot": { + "urn": "urn:li:dataset:(urn:li:dataPlatform:tableau,10c6297d-0dbd-44f1-b1ba-458bea446513,PROD)", + "aspects": [ + { + "com.linkedin.pegasus2avro.common.DataPlatformInstance": { + "platform": "urn:li:dataPlatform:tableau" + } + }, + { + "com.linkedin.pegasus2avro.schema.SchemaMetadata": { + "schemaName": "test", + "platform": "urn:li:dataPlatform:tableau", + "version": 0, + "created": { + "time": 0, + "actor": "urn:li:corpuser:unknown" + }, + "lastModified": { + "time": 0, + "actor": "urn:li:corpuser:unknown" + }, + "hash": "", + "platformSchema": { + "com.linkedin.pegasus2avro.schema.OtherSchema": { + "rawSchema": "" + } + }, + "fields": [ + { + "fieldPath": "price", + "nullable": false, + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.NumberType": {} + } + }, + "nativeDataType": "R8", + "recursive": false, + "isPartOfKey": false + }, + { + "fieldPath": "seller_city", + "nullable": false, + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.StringType": {} + } + }, + "nativeDataType": "WSTR", + "recursive": false, + "isPartOfKey": false + } + ] + } + }, + { + "com.linkedin.pegasus2avro.common.BrowsePaths": { + "paths": [ + "/prod/tableau/SubProject1/AbcJoinWorkbook" + ] + } + }, + { + "com.linkedin.pegasus2avro.dataset.DatasetProperties": { + "customProperties": {}, + "name": "Custom SQL Query", + "tags": [] + } + }, + { + "com.linkedin.pegasus2avro.dataset.ViewProperties": { + "materialized": false, + "viewLogic": "select seller_city, price from demo-custom-323403.bigquery_demo.sellers sell LEFT JOIN (\nselect * from demo-custom-323403.bigquery_demo.order_items\n) items on items.seller_id=sell.seller_id", + "viewLanguage": "SQL" + } + } + ] + } + }, + "systemMetadata": { + "lastObserved": 1638860400000, + "runId": "tableau-test" + } +}, +{ + "entityType": "dataset", + "entityUrn": "urn:li:dataset:(urn:li:dataPlatform:tableau,10c6297d-0dbd-44f1-b1ba-458bea446513,PROD)", + "changeType": "UPSERT", + "aspectName": "subTypes", + "aspect": { + "json": { + "typeNames": [ + "View", + "Custom SQL" + ] + } + }, + "systemMetadata": { + "lastObserved": 1638860400000, + "runId": "tableau-test" + } +}, +{ + "entityType": "dataset", + "entityUrn": "urn:li:dataset:(urn:li:dataPlatform:tableau,10c6297d-0dbd-44f1-b1ba-458bea446513,PROD)", + "changeType": "UPSERT", + "aspectName": "browsePathsV2", + "aspect": { + "json": { + "path": [ + { + "id": "SubProject1" + }, + { + "id": "AbcJoinWorkbook" + } + ] + } + }, + "systemMetadata": { + "lastObserved": 1638860400000, + "runId": "tableau-test" + } +}, { "proposedSnapshot": { "com.linkedin.pegasus2avro.metadata.snapshot.DatasetSnapshot": { @@ -43225,6 +43359,21 @@ "runId": "tableau-test" } }, +{ + "entityType": "dataset", + "entityUrn": "urn:li:dataset:(urn:li:dataPlatform:tableau,10c6297d-0dbd-44f1-b1ba-458bea446513,PROD)", + "changeType": "UPSERT", + "aspectName": "status", + "aspect": { + "json": { + "removed": false + } + }, + "systemMetadata": { + "lastObserved": 1638860400000, + "runId": "tableau-test" + } +}, { "entityType": "dataset", "entityUrn": "urn:li:dataset:(urn:li:dataPlatform:tableau,22b0b4c3-6b85-713d-a161-5a87fdd78f40,PROD)", diff --git a/metadata-ingestion/tests/integration/tableau/tableau_mces_golden_deleted_stateful.json b/metadata-ingestion/tests/integration/tableau/tableau_mces_golden_deleted_stateful.json index 96df70dd5b02a..761b9669bd65f 100644 --- a/metadata-ingestion/tests/integration/tableau/tableau_mces_golden_deleted_stateful.json +++ b/metadata-ingestion/tests/integration/tableau/tableau_mces_golden_deleted_stateful.json @@ -857,6 +857,21 @@ "runId": "tableau-test" } }, +{ + "entityType": "dataset", + "entityUrn": "urn:li:dataset:(urn:li:dataPlatform:tableau,10c6297d-0dbd-44f1-b1ba-458bea446513,PROD)", + "changeType": "UPSERT", + "aspectName": "status", + "aspect": { + "json": { + "removed": true + } + }, + "systemMetadata": { + "lastObserved": 1638860400000, + "runId": "tableau-test" + } +}, { "entityType": "dataset", "entityUrn": "urn:li:dataset:(urn:li:dataPlatform:webdata-direct:servicenowitsm-servicenowitsm,ven01911.problem,PROD)", diff --git a/metadata-ingestion/tests/integration/tableau/tableau_nested_project_mces_golden.json b/metadata-ingestion/tests/integration/tableau/tableau_nested_project_mces_golden.json index 665541a140cc9..22c062c35f029 100644 --- a/metadata-ingestion/tests/integration/tableau/tableau_nested_project_mces_golden.json +++ b/metadata-ingestion/tests/integration/tableau/tableau_nested_project_mces_golden.json @@ -12833,6 +12833,14 @@ }, "dataset": "urn:li:dataset:(urn:li:dataPlatform:tableau,22b0b4c3-6b85-713d-a161-5a87fdd78f40,PROD)", "type": "TRANSFORMED" + }, + { + "auditStamp": { + "time": 0, + "actor": "urn:li:corpuser:unknown" + }, + "dataset": "urn:li:dataset:(urn:li:dataPlatform:tableau,10c6297d-0dbd-44f1-b1ba-458bea446513,PROD)", + "type": "TRANSFORMED" } ], "fineGrainedLineages": [ @@ -12850,7 +12858,7 @@ { "upstreamType": "FIELD_SET", "upstreams": [ - "urn:li:schemaField:(urn:li:dataset:(urn:li:dataPlatform:tableau,22b0b4c3-6b85-713d-a161-5a87fdd78f40,PROD),last_name)" + "urn:li:schemaField:(urn:li:dataset:(urn:li:dataPlatform:tableau,10c6297d-0dbd-44f1-b1ba-458bea446513,PROD),last_name)" ], "downstreamType": "FIELD", "downstreams": [ @@ -33677,6 +33685,103 @@ "runId": "tableau-test" } }, +{ + "proposedSnapshot": { + "com.linkedin.pegasus2avro.metadata.snapshot.DatasetSnapshot": { + "urn": "urn:li:dataset:(urn:li:dataPlatform:tableau,10c6297d-0dbd-44f1-b1ba-458bea446513,PROD)", + "aspects": [ + { + "com.linkedin.pegasus2avro.common.DataPlatformInstance": { + "platform": "urn:li:dataPlatform:tableau" + } + }, + { + "com.linkedin.pegasus2avro.schema.SchemaMetadata": { + "schemaName": "test", + "platform": "urn:li:dataPlatform:tableau", + "version": 0, + "created": { + "time": 0, + "actor": "urn:li:corpuser:unknown" + }, + "lastModified": { + "time": 0, + "actor": "urn:li:corpuser:unknown" + }, + "hash": "", + "platformSchema": { + "com.linkedin.pegasus2avro.schema.OtherSchema": { + "rawSchema": "" + } + }, + "fields": [ + { + "fieldPath": "price", + "nullable": false, + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.NumberType": {} + } + }, + "nativeDataType": "R8", + "recursive": false, + "isPartOfKey": false + }, + { + "fieldPath": "seller_city", + "nullable": false, + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.StringType": {} + } + }, + "nativeDataType": "WSTR", + "recursive": false, + "isPartOfKey": false + } + ] + } + }, + { + "com.linkedin.pegasus2avro.dataset.DatasetProperties": { + "customProperties": {}, + "name": "Custom SQL Query", + "tags": [] + } + }, + { + "com.linkedin.pegasus2avro.dataset.ViewProperties": { + "materialized": false, + "viewLogic": "select seller_city, price from demo-custom-323403.bigquery_demo.sellers sell LEFT JOIN (\nselect * from demo-custom-323403.bigquery_demo.order_items\n) items on items.seller_id=sell.seller_id", + "viewLanguage": "SQL" + } + } + ] + } + }, + "systemMetadata": { + "lastObserved": 1638860400000, + "runId": "tableau-test" + } +}, +{ + "entityType": "dataset", + "entityUrn": "urn:li:dataset:(urn:li:dataPlatform:tableau,10c6297d-0dbd-44f1-b1ba-458bea446513,PROD)", + "changeType": "UPSERT", + "aspectName": "subTypes", + "aspect": { + "json": { + "typeNames": [ + "View", + "Custom SQL" + ] + } + }, + "systemMetadata": { + "lastObserved": 1638860400000, + "runId": "tableau-test" + } +}, { "proposedSnapshot": { "com.linkedin.pegasus2avro.metadata.snapshot.DatasetSnapshot": { @@ -43457,6 +43562,21 @@ "runId": "tableau-test" } }, +{ + "entityType": "dataset", + "entityUrn": "urn:li:dataset:(urn:li:dataPlatform:tableau,10c6297d-0dbd-44f1-b1ba-458bea446513,PROD)", + "changeType": "UPSERT", + "aspectName": "status", + "aspect": { + "json": { + "removed": false + } + }, + "systemMetadata": { + "lastObserved": 1638860400000, + "runId": "tableau-test" + } +}, { "entityType": "dataset", "entityUrn": "urn:li:dataset:(urn:li:dataPlatform:tableau,22b0b4c3-6b85-713d-a161-5a87fdd78f40,PROD)", diff --git a/metadata-ingestion/tests/integration/tableau/tableau_signout_timeout_mces_golden.json b/metadata-ingestion/tests/integration/tableau/tableau_signout_timeout_mces_golden.json index 45b1ebca25b8a..cf96c4cd0712d 100644 --- a/metadata-ingestion/tests/integration/tableau/tableau_signout_timeout_mces_golden.json +++ b/metadata-ingestion/tests/integration/tableau/tableau_signout_timeout_mces_golden.json @@ -12601,6 +12601,14 @@ }, "dataset": "urn:li:dataset:(urn:li:dataPlatform:tableau,22b0b4c3-6b85-713d-a161-5a87fdd78f40,PROD)", "type": "TRANSFORMED" + }, + { + "auditStamp": { + "time": 0, + "actor": "urn:li:corpuser:unknown" + }, + "dataset": "urn:li:dataset:(urn:li:dataPlatform:tableau,10c6297d-0dbd-44f1-b1ba-458bea446513,PROD)", + "type": "TRANSFORMED" } ], "fineGrainedLineages": [ @@ -12618,7 +12626,7 @@ { "upstreamType": "FIELD_SET", "upstreams": [ - "urn:li:schemaField:(urn:li:dataset:(urn:li:dataPlatform:tableau,22b0b4c3-6b85-713d-a161-5a87fdd78f40,PROD),last_name)" + "urn:li:schemaField:(urn:li:dataset:(urn:li:dataPlatform:tableau,10c6297d-0dbd-44f1-b1ba-458bea446513,PROD),last_name)" ], "downstreamType": "FIELD", "downstreams": [ @@ -33445,6 +33453,132 @@ "runId": "tableau-test" } }, +{ + "proposedSnapshot": { + "com.linkedin.pegasus2avro.metadata.snapshot.DatasetSnapshot": { + "urn": "urn:li:dataset:(urn:li:dataPlatform:tableau,10c6297d-0dbd-44f1-b1ba-458bea446513,PROD)", + "aspects": [ + { + "com.linkedin.pegasus2avro.common.DataPlatformInstance": { + "platform": "urn:li:dataPlatform:tableau" + } + }, + { + "com.linkedin.pegasus2avro.schema.SchemaMetadata": { + "schemaName": "test", + "platform": "urn:li:dataPlatform:tableau", + "version": 0, + "created": { + "time": 0, + "actor": "urn:li:corpuser:unknown" + }, + "lastModified": { + "time": 0, + "actor": "urn:li:corpuser:unknown" + }, + "hash": "", + "platformSchema": { + "com.linkedin.pegasus2avro.schema.OtherSchema": { + "rawSchema": "" + } + }, + "fields": [ + { + "fieldPath": "price", + "nullable": false, + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.NumberType": {} + } + }, + "nativeDataType": "R8", + "recursive": false, + "isPartOfKey": false + }, + { + "fieldPath": "seller_city", + "nullable": false, + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.StringType": {} + } + }, + "nativeDataType": "WSTR", + "recursive": false, + "isPartOfKey": false + } + ] + } + }, + { + "com.linkedin.pegasus2avro.common.BrowsePaths": { + "paths": [ + "/prod/tableau/SubProject1/AbcJoinWorkbook" + ] + } + }, + { + "com.linkedin.pegasus2avro.dataset.DatasetProperties": { + "customProperties": {}, + "name": "Custom SQL Query", + "tags": [] + } + }, + { + "com.linkedin.pegasus2avro.dataset.ViewProperties": { + "materialized": false, + "viewLogic": "select seller_city, price from demo-custom-323403.bigquery_demo.sellers sell LEFT JOIN (\nselect * from demo-custom-323403.bigquery_demo.order_items\n) items on items.seller_id=sell.seller_id", + "viewLanguage": "SQL" + } + } + ] + } + }, + "systemMetadata": { + "lastObserved": 1638860400000, + "runId": "tableau-test" + } +}, +{ + "entityType": "dataset", + "entityUrn": "urn:li:dataset:(urn:li:dataPlatform:tableau,10c6297d-0dbd-44f1-b1ba-458bea446513,PROD)", + "changeType": "UPSERT", + "aspectName": "subTypes", + "aspect": { + "json": { + "typeNames": [ + "View", + "Custom SQL" + ] + } + }, + "systemMetadata": { + "lastObserved": 1638860400000, + "runId": "tableau-test" + } +}, +{ + "entityType": "dataset", + "entityUrn": "urn:li:dataset:(urn:li:dataPlatform:tableau,10c6297d-0dbd-44f1-b1ba-458bea446513,PROD)", + "changeType": "UPSERT", + "aspectName": "browsePathsV2", + "aspect": { + "json": { + "path": [ + { + "id": "SubProject1" + }, + { + "id": "AbcJoinWorkbook" + } + ] + } + }, + "systemMetadata": { + "lastObserved": 1638860400000, + "runId": "tableau-test" + } +}, { "proposedSnapshot": { "com.linkedin.pegasus2avro.metadata.snapshot.DatasetSnapshot": { @@ -43225,6 +43359,21 @@ "runId": "tableau-test" } }, +{ + "entityType": "dataset", + "entityUrn": "urn:li:dataset:(urn:li:dataPlatform:tableau,10c6297d-0dbd-44f1-b1ba-458bea446513,PROD)", + "changeType": "UPSERT", + "aspectName": "status", + "aspect": { + "json": { + "removed": false + } + }, + "systemMetadata": { + "lastObserved": 1638860400000, + "runId": "tableau-test" + } +}, { "entityType": "dataset", "entityUrn": "urn:li:dataset:(urn:li:dataPlatform:tableau,22b0b4c3-6b85-713d-a161-5a87fdd78f40,PROD)", diff --git a/metadata-ingestion/tests/integration/tableau/tableau_with_platform_instance_mces_golden.json b/metadata-ingestion/tests/integration/tableau/tableau_with_platform_instance_mces_golden.json index f82cf56ce2b81..6c54476203e0f 100644 --- a/metadata-ingestion/tests/integration/tableau/tableau_with_platform_instance_mces_golden.json +++ b/metadata-ingestion/tests/integration/tableau/tableau_with_platform_instance_mces_golden.json @@ -12554,6 +12554,14 @@ "aspect": { "json": { "upstreams": [ + { + "auditStamp": { + "time": 0, + "actor": "urn:li:corpuser:unknown" + }, + "dataset": "urn:li:dataset:(urn:li:dataPlatform:tableau,acryl_site1.10c6297d-0dbd-44f1-b1ba-458bea446513,PROD)", + "type": "TRANSFORMED" + }, { "auditStamp": { "time": 0, @@ -12578,7 +12586,7 @@ { "upstreamType": "FIELD_SET", "upstreams": [ - "urn:li:schemaField:(urn:li:dataset:(urn:li:dataPlatform:tableau,acryl_site1.22b0b4c3-6b85-713d-a161-5a87fdd78f40,PROD),last_name)" + "urn:li:schemaField:(urn:li:dataset:(urn:li:dataPlatform:tableau,acryl_site1.10c6297d-0dbd-44f1-b1ba-458bea446513,PROD),last_name)" ], "downstreamType": "FIELD", "downstreams": [ @@ -33400,6 +33408,133 @@ "runId": "tableau-test" } }, +{ + "proposedSnapshot": { + "com.linkedin.pegasus2avro.metadata.snapshot.DatasetSnapshot": { + "urn": "urn:li:dataset:(urn:li:dataPlatform:tableau,acryl_site1.10c6297d-0dbd-44f1-b1ba-458bea446513,PROD)", + "aspects": [ + { + "com.linkedin.pegasus2avro.common.DataPlatformInstance": { + "platform": "urn:li:dataPlatform:tableau", + "instance": "urn:li:dataPlatformInstance:(urn:li:dataPlatform:tableau,acryl_site1)" + } + }, + { + "com.linkedin.pegasus2avro.schema.SchemaMetadata": { + "schemaName": "test", + "platform": "urn:li:dataPlatform:tableau", + "version": 0, + "created": { + "time": 0, + "actor": "urn:li:corpuser:unknown" + }, + "lastModified": { + "time": 0, + "actor": "urn:li:corpuser:unknown" + }, + "hash": "", + "platformSchema": { + "com.linkedin.pegasus2avro.schema.OtherSchema": { + "rawSchema": "" + } + }, + "fields": [ + { + "fieldPath": "price", + "nullable": false, + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.NumberType": {} + } + }, + "nativeDataType": "R8", + "recursive": false, + "isPartOfKey": false + }, + { + "fieldPath": "seller_city", + "nullable": false, + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.StringType": {} + } + }, + "nativeDataType": "WSTR", + "recursive": false, + "isPartOfKey": false + } + ] + } + }, + { + "com.linkedin.pegasus2avro.common.BrowsePaths": { + "paths": [ + "/prod/tableau/SubProject1/AbcJoinWorkbook" + ] + } + }, + { + "com.linkedin.pegasus2avro.dataset.DatasetProperties": { + "customProperties": {}, + "name": "Custom SQL Query", + "tags": [] + } + }, + { + "com.linkedin.pegasus2avro.dataset.ViewProperties": { + "materialized": false, + "viewLogic": "select seller_city, price from demo-custom-323403.bigquery_demo.sellers sell LEFT JOIN (\nselect * from demo-custom-323403.bigquery_demo.order_items\n) items on items.seller_id=sell.seller_id", + "viewLanguage": "SQL" + } + } + ] + } + }, + "systemMetadata": { + "lastObserved": 1638860400000, + "runId": "tableau-test" + } +}, +{ + "entityType": "dataset", + "entityUrn": "urn:li:dataset:(urn:li:dataPlatform:tableau,acryl_site1.10c6297d-0dbd-44f1-b1ba-458bea446513,PROD)", + "changeType": "UPSERT", + "aspectName": "subTypes", + "aspect": { + "json": { + "typeNames": [ + "View", + "Custom SQL" + ] + } + }, + "systemMetadata": { + "lastObserved": 1638860400000, + "runId": "tableau-test" + } +}, +{ + "entityType": "dataset", + "entityUrn": "urn:li:dataset:(urn:li:dataPlatform:tableau,acryl_site1.10c6297d-0dbd-44f1-b1ba-458bea446513,PROD)", + "changeType": "UPSERT", + "aspectName": "browsePathsV2", + "aspect": { + "json": { + "path": [ + { + "id": "SubProject1" + }, + { + "id": "AbcJoinWorkbook" + } + ] + } + }, + "systemMetadata": { + "lastObserved": 1638860400000, + "runId": "tableau-test" + } +}, { "proposedSnapshot": { "com.linkedin.pegasus2avro.metadata.snapshot.DatasetSnapshot": { @@ -43180,6 +43315,21 @@ "runId": "tableau-test" } }, +{ + "entityType": "dataset", + "entityUrn": "urn:li:dataset:(urn:li:dataPlatform:tableau,acryl_site1.10c6297d-0dbd-44f1-b1ba-458bea446513,PROD)", + "changeType": "UPSERT", + "aspectName": "status", + "aspect": { + "json": { + "removed": false + } + }, + "systemMetadata": { + "lastObserved": 1638860400000, + "runId": "tableau-test" + } +}, { "entityType": "dataset", "entityUrn": "urn:li:dataset:(urn:li:dataPlatform:tableau,acryl_site1.22b0b4c3-6b85-713d-a161-5a87fdd78f40,PROD)", diff --git a/metadata-ingestion/tests/integration/tableau/test_tableau_ingest.py b/metadata-ingestion/tests/integration/tableau/test_tableau_ingest.py index 4cae5e1324e1c..520e29fa2b07d 100644 --- a/metadata-ingestion/tests/integration/tableau/test_tableau_ingest.py +++ b/metadata-ingestion/tests/integration/tableau/test_tableau_ingest.py @@ -648,8 +648,8 @@ def test_tableau_stateful(pytestconfig, tmp_path, mock_time, mock_datahub_graph) difference_dataset_urns = list( state1.get_urns_not_in(type="dataset", other_checkpoint_state=state2) ) - - assert len(difference_dataset_urns) == 33 + + assert len(difference_dataset_urns) == 34 deleted_dataset_urns = [ "urn:li:dataset:(urn:li:dataPlatform:tableau,dfe2c02a-54b7-f7a2-39fc-c651da2f6ad8,PROD)", "urn:li:dataset:(urn:li:dataPlatform:tableau,d00f4ba6-707e-4684-20af-69eb47587cc2,PROD)", @@ -684,6 +684,7 @@ def test_tableau_stateful(pytestconfig, tmp_path, mock_time, mock_datahub_graph) "urn:li:dataset:(urn:li:dataPlatform:webdata-direct:marketo-marketo,marketo.campaignstable,PROD)", "urn:li:dataset:(urn:li:dataPlatform:external,sample - superstore%2C %28new%29.xls.people,PROD)", "urn:li:dataset:(urn:li:dataPlatform:webdata-direct:servicenowitsm-servicenowitsm,ven01911.sc_cat_item,PROD)", + "urn:li:dataset:(urn:li:dataPlatform:tableau,10c6297d-0dbd-44f1-b1ba-458bea446513,PROD)", ] assert sorted(deleted_dataset_urns) == sorted(difference_dataset_urns) @@ -815,6 +816,9 @@ def test_tableau_unsupported_csql(mock_datahub_graph): }, }, ) + + print(f"MOHD = {lineage}") + mcp = cast(MetadataChangeProposalClass, next(iter(lineage)).metadata) assert mcp.aspect == UpstreamLineage( @@ -823,7 +827,8 @@ def test_tableau_unsupported_csql(mock_datahub_graph): dataset="urn:li:dataset:(urn:li:dataPlatform:bigquery,invent_dw.userdetail,PROD)", type=DatasetLineageType.TRANSFORMED, ) - ] + ], + fineGrainedLineages=[], ) assert ( mcp.entityUrn From 894292112093cf8a8a4f2f352fcc706339e883fc Mon Sep 17 00:00:00 2001 From: MohdSiddiqueBagwan Date: Tue, 25 Jul 2023 11:43:54 +0530 Subject: [PATCH 8/9] lint fix --- metadata-ingestion/src/datahub/ingestion/source/tableau.py | 2 -- .../tests/integration/tableau/test_tableau_ingest.py | 4 +--- 2 files changed, 1 insertion(+), 5 deletions(-) diff --git a/metadata-ingestion/src/datahub/ingestion/source/tableau.py b/metadata-ingestion/src/datahub/ingestion/source/tableau.py index 0e1e7ae776e60..1a00a59dd69a2 100644 --- a/metadata-ingestion/src/datahub/ingestion/source/tableau.py +++ b/metadata-ingestion/src/datahub/ingestion/source/tableau.py @@ -1245,9 +1245,7 @@ def emit_custom_sql_datasources(self) -> Iterable[MetadataWorkUnit]: platform_instance=self.config.platform_instance, env=self.config.env, ) - # import pdb - # pdb.set_trace() dataset_snapshot = DatasetSnapshot( urn=csql_urn, aspects=[self.get_data_platform_instance()], diff --git a/metadata-ingestion/tests/integration/tableau/test_tableau_ingest.py b/metadata-ingestion/tests/integration/tableau/test_tableau_ingest.py index 520e29fa2b07d..581496855c48a 100644 --- a/metadata-ingestion/tests/integration/tableau/test_tableau_ingest.py +++ b/metadata-ingestion/tests/integration/tableau/test_tableau_ingest.py @@ -648,7 +648,7 @@ def test_tableau_stateful(pytestconfig, tmp_path, mock_time, mock_datahub_graph) difference_dataset_urns = list( state1.get_urns_not_in(type="dataset", other_checkpoint_state=state2) ) - + assert len(difference_dataset_urns) == 34 deleted_dataset_urns = [ "urn:li:dataset:(urn:li:dataPlatform:tableau,dfe2c02a-54b7-f7a2-39fc-c651da2f6ad8,PROD)", @@ -816,8 +816,6 @@ def test_tableau_unsupported_csql(mock_datahub_graph): }, }, ) - - print(f"MOHD = {lineage}") mcp = cast(MetadataChangeProposalClass, next(iter(lineage)).metadata) From fd561aa2e10db2e58b3cdeb6a8b379644ecdb885 Mon Sep 17 00:00:00 2001 From: MohdSiddiqueBagwan Date: Wed, 26 Jul 2023 13:27:36 +0530 Subject: [PATCH 9/9] review comments --- .../src/datahub/ingestion/source/tableau.py | 4 ++++ .../tableau_with_platform_instance_mces_golden.json | 8 ++++++-- .../tests/integration/tableau/test_tableau_ingest.py | 6 +++--- 3 files changed, 13 insertions(+), 5 deletions(-) diff --git a/metadata-ingestion/src/datahub/ingestion/source/tableau.py b/metadata-ingestion/src/datahub/ingestion/source/tableau.py index 1a00a59dd69a2..d75e7bab5894b 100644 --- a/metadata-ingestion/src/datahub/ingestion/source/tableau.py +++ b/metadata-ingestion/src/datahub/ingestion/source/tableau.py @@ -1578,6 +1578,10 @@ def parse_custom_sql( self.config.lineage_overrides, ) + logger.debug( + f"Overridden info upstream_db={upstream_db}, platform_instance={platform_instance}, platform={platform}" + ) + parsed_result: Optional["SqlParsingResult"] = None try: schema_resolver = ( diff --git a/metadata-ingestion/tests/integration/tableau/tableau_with_platform_instance_mces_golden.json b/metadata-ingestion/tests/integration/tableau/tableau_with_platform_instance_mces_golden.json index 195a2b099fb64..db6a8b1551569 100644 --- a/metadata-ingestion/tests/integration/tableau/tableau_with_platform_instance_mces_golden.json +++ b/metadata-ingestion/tests/integration/tableau/tableau_with_platform_instance_mces_golden.json @@ -12701,7 +12701,7 @@ "time": 0, "actor": "urn:li:corpuser:unknown" }, - "dataset": "urn:li:dataset:(urn:li:dataPlatform:tableau,acryl_site1.10c6297d-0dbd-44f1-b1ba-458bea446513,PROD)", + "dataset": "urn:li:dataset:(urn:li:dataPlatform:tableau,acryl_site1.22b0b4c3-6b85-713d-a161-5a87fdd78f40,PROD)", "type": "TRANSFORMED" }, { @@ -12709,7 +12709,7 @@ "time": 0, "actor": "urn:li:corpuser:unknown" }, - "dataset": "urn:li:dataset:(urn:li:dataPlatform:tableau,acryl_site1.22b0b4c3-6b85-713d-a161-5a87fdd78f40,PROD)", + "dataset": "urn:li:dataset:(urn:li:dataPlatform:tableau,acryl_site1.10c6297d-0dbd-44f1-b1ba-458bea446513,PROD)", "type": "TRANSFORMED" } ], @@ -33707,6 +33707,10 @@ "aspect": { "json": { "path": [ + { + "id": "urn:li:dataPlatformInstance:(urn:li:dataPlatform:tableau,acryl_site1)", + "urn": "urn:li:dataPlatformInstance:(urn:li:dataPlatform:tableau,acryl_site1)" + }, { "id": "SubProject1" }, diff --git a/metadata-ingestion/tests/integration/tableau/test_tableau_ingest.py b/metadata-ingestion/tests/integration/tableau/test_tableau_ingest.py index 581496855c48a..d04c8d905b439 100644 --- a/metadata-ingestion/tests/integration/tableau/test_tableau_ingest.py +++ b/metadata-ingestion/tests/integration/tableau/test_tableau_ingest.py @@ -797,7 +797,7 @@ def test_tableau_unsupported_csql(mock_datahub_graph): sqlglot_lineage.return_value = SqlParsingResult( # type:ignore in_tables=[ - "urn:li:dataset:(urn:li:dataPlatform:bigquery,invent_dw.userdetail,PROD)" + "urn:li:dataset:(urn:li:dataPlatform:bigquery,my_bigquery_project.invent_dw.userdetail,PROD)" ], out_tables=[], column_lineage=None, @@ -811,7 +811,7 @@ def test_tableau_unsupported_csql(mock_datahub_graph): "query": "SELECT user_id, source, user_source FROM (SELECT *, ROW_NUMBER() OVER (partition BY user_id ORDER BY __partition_day DESC) AS rank_ FROM invent_dw.UserDetail ) source_user WHERE rank_ = 1", "isUnsupportedCustomSql": "true", "database": { - "name": "production database", + "name": "my-bigquery-project", "connectionType": "bigquery", }, }, @@ -822,7 +822,7 @@ def test_tableau_unsupported_csql(mock_datahub_graph): assert mcp.aspect == UpstreamLineage( upstreams=[ UpstreamClass( - dataset="urn:li:dataset:(urn:li:dataPlatform:bigquery,invent_dw.userdetail,PROD)", + dataset="urn:li:dataset:(urn:li:dataPlatform:bigquery,my_bigquery_project.invent_dw.userdetail,PROD)", type=DatasetLineageType.TRANSFORMED, ) ],