Google Cloud BigQuery コンテキスト ログを収集する

このドキュメントでは、 Google Cloud BigQuery コンテキスト ログのフィールドが Google Security Operations の統合データモデル（UDM）フィールドにマッピングする方法について説明します。

取り込みラベルによって、未加工のログデータを構造化 UDM 形式に正規化するパーサーが識別されます。このドキュメントの情報は、取り込みラベル GCP_BIGQUERY_CONTEXT が付加されたパーサーに適用されます。

Google SecOps がサポートする他のコンテキスト パーサーについては、Google SecOps コンテキスト パーサーをご覧ください。

サポートされている Google Cloud BigQuery コンテキスト ログ形式

Google Cloud BigQuery コンテキスト パーサーは、JSON 形式のログをサポートしています。

サポートされている Google Cloud BigQuery コンテキストのサンプルログ

  • JSON:

    {
  "name": "dummyname",
  "assetType": "bigquery.googleapis.com/Table",
  "resource": {
    "version": "v2",
    "discoveryDocumentUri": "https://www.googleapis.com/discovery/v1/apis/bigquery/v2/rest",
    "discoveryName": "Table",
    "parent": "//bigquery.googleapis.com/projects/smp-project-prod/datasets/dset_2021_ingest",
    "data": {
      "creationTime": "1624332841842",
      "description": "Output data from dataflow",
      "id": "dummy_id",
      "kind": "bigquery#table",
      "location": "US",
      "schema": {
        "fields": [
          {
            "description": "",
            "name": "ia_time",
            "type": "TYPE_STRING"
          },
          {
            "description": "",
            "name": "year_mth_id",
            "type": "TYPE_STRING"
          },
          {
            "description": "",
            "name": "new_mem_attr_id",
            "type": "TYPE_STRING"
          },
          {
            "description": "",
            "name": "etg_id",
            "type": "TYPE_STRING"
          },
          {
            "description": "",
            "name": "sev_level",
            "type": "TYPE_STRING"
          },
          {
            "description": "",
            "name": "tx_ind",
            "type": "TYPE_STRING"
          },
          {
            "description": "",
            "name": "tos_i_5",
            "type": "TYPE_STRING"
          },
          {
            "description": "",
            "name": "gbo",
            "type": "TYPE_STRING"
          },
          {
            "description": "",
            "name": "channel",
            "type": "TYPE_STRING"
          },
          {
            "description": "",
            "name": "formulary",
            "type": "TYPE_STRING"
          },
          {
            "description": "",
            "name": "outlier",
            "type": "TYPE_STRING"
          },
          {
            "description": "",
            "name": "complete",
            "type": "TYPE_STRING"
          },
          {
            "description": "",
            "name": "network_paid_status_id",
            "type": "TYPE_STRING"
          },
          {
            "description": "",
            "name": "provider_status_id",
            "type": "TYPE_STRING"
          },
          {
            "description": "",
            "name": "amt_req",
            "type": "TYPE_STRING"
          },
          {
            "description": "",
            "name": "amt_eqv",
            "type": "TYPE_STRING"
          },
          {
            "description": "",
            "name": "amt_pay",
            "type": "TYPE_STRING"
          },
          {
            "description": "",
            "name": "amt_np",
            "type": "TYPE_STRING"
          },
          {
            "description": "",
            "name": "scripts",
            "type": "TYPE_STRING"
          },
          {
            "description": "",
            "name": "days_sup",
            "type": "TYPE_STRING"
          },
          {
            "description": "",
            "name": "generic",
            "type": "TYPE_STRING"
          },
          {
            "description": "",
            "name": "script_gen",
            "type": "TYPE_STRING"
          },
          {
            "description": "",
            "name": "meta_file_name",
            "type": "TYPE_STRING"
          },
          {
            "description": "",
            "name": "bq_load_timestamp",
            "type": "TYPE_TIMESTAMP"
          }
        ]
      },
      "tableReference": {
        "datasetId": "dset_2021_ingest",
        "projectId": "smp-project-prod",
        "tableId": "l2_sample_202106_land"
      },
      "timePartitioning": {
        "type": "DAY"
      }
    }
  },
  "ancestors": [
    "projects/111111111180",
    "folders/111111111525",
    "folders/111111111900",
    "folders/111111111330",
    "organizations/111111111402"
  ]
}

フィールド マッピング リファレンス

このセクションでは、Google SecOps パーサーが Google Cloud BigQuery コンテキスト フィールドを Google SecOps Unified Data Model（UDM）フィールドにマッピングする方法について説明します。

フィールド マッピング リファレンス: GCP_BIGQUERY_CONTEXT

次の表に、GCP_BIGQUERY_CONTEXT ログタイプのログ フィールドと、対応する UDM フィールドを示します。

Log field UDM mapping Logic
resource.data.location entity.location.country_or_region
resource.data.creationTime entity.resource.attribute.creation_time
resource.data.lastModifiedTime entity.resource.attribute.last_update_time
name entity.resource.name
resource.data.id entity.resource.product_object_id If the assetType log field value does not match the regular expression pattern Model, then the resource.data.id log field is mapped to the entity.resource.product_object_id UDM field.
resource.data.modelReference.projectId entity.resource.product_object_id If the assetType log field value matches the regular expression pattern Model, then the resource.data.modelReference.projectId:resource.data.modelReference.datasetId.resource.data.modelReference.modelId log field is mapped to the entity.resource.product_object_id UDM field.
resource.data.modelReference.datasetId entity.resource.product_object_id If the assetType log field value matches the regular expression pattern Model, then the resource.data.modelReference.projectId:resource.data.modelReference.datasetId.resource.data.modelReference.modelId log field is mapped to the entity.resource.product_object_id UDM field.
resource.data.modelReference.modelId entity.resource.product_object_id If the assetType log field value matches the regular expression pattern Model, then the resource.data.modelReference.projectId:resource.data.modelReference.datasetId.resource.data.modelReference.modelId log field is mapped to the entity.resource.product_object_id UDM field.
assetType entity.resource.resource_subtype
entity.resource.resource_type If the assetType log field value matches the regular expression pattern Table, then the entity.resource.resource_type UDM field is set to TABLE.

Else, if the assetType log field value matches the regular expression pattern Dataset, then the entity.resource.resource_type UDM field is set to DATASET.

Else, if the assetType log field value matches the regular expression pattern Model, then the entity.resource.resource_type UDM field is set to TASK.
entity.security_result.rule_name If the resource.data.view.privacyPolicy.aggregationThresholdPolicy.threshold log field value is not empty, then the entity.security_result.rule_name UDM field is set to privacy_policy.
resource.data.description metadata.description
metadata.entity_type The metadata.entity_type UDM field is set to RESOURCE.
metadata.product_name The metadata.product_name UDM field is set to GCP BigQuery.
resource.version metadata.product_version
metadata.vendor_name The metadata.vendor_name UDM field is set to Google Cloud Platform.
relations.direction The relations.direction UDM field is set to UNIDIRECTIONAL if one of the following log field value is not empty:
  • resource.data.trainingRuns.dataSplitResult.trainingTable.tableId
  • resource.data.trainingRuns.dataSplitResult.evaluationTable.tableId
  • resource.data.trainingRuns.dataSplitResult.testTable.tableId
  • resource.data.snapshotDefinition.baseTableReference.tableId
  • resource.data.cloneDefinition.baseTableReference.tableId
  • resource.data.linkedDatasetSource.sourceDataset.datasetId
  • resource.data.linkedDatasetSource.sourceDataset.projectId
  • resource.data.remoteModelInfo.connection
  • resource.data.externalDataConfiguration.sourceUris
  • resource.data.externalDataConfiguration.connectionId
  • resource.data.access.role
If the resource.parent log field value does not match the regular expression pattern the ancestors, then the relations.direction UDM field is set to UNIDIRECTIONAL.

If the resource.parent log field value matches the regular expression pattern datasets, then the relations.direction UDM field is set to UNIDIRECTIONAL.

If the resource.data.tableReference.projectId log field value is not empty and the resource.parent log field value matches the regular expression pattern datasets, then the relations.direction UDM field is set to UNIDIRECTIONAL.

Else, if the resource.data.modelReference.projectId log field value is not empty and the resource.parent log field value matches the regular expression pattern datasets, then the relations.direction UDM field is set to UNIDIRECTIONAL.

Else, if the resource.parent log field value matches the regular expression pattern projects, then the relations.direction UDM field is set to UNIDIRECTIONAL.
relations.entity_type The relations.entity_type UDM field is set to RESOURCE if one of the following log field value is not empty:
  • resource.parent
  • resource.data.trainingRuns.dataSplitResult.trainingTable.tableId
  • resource.data.trainingRuns.dataSplitResult.evaluationTable.tableId
  • resource.data.trainingRuns.dataSplitResult.testTable.tableId
  • resource.data.snapshotDefinition.baseTableReference.tableId
  • resource.data.cloneDefinition.baseTableReference.tableId
  • resource.data.linkedDatasetSource.sourceDataset.datasetId
  • resource.data.linkedDatasetSource.sourceDataset.projectId
  • resource.data.remoteModelInfo.connection
  • resource.data.externalDataConfiguration.sourceUris
  • resource.data.externalDataConfiguration.connectionId
  • resource.data.access.role
If the resource.parent log field value does not match the regular expression pattern the ancestors, then the relations.entity_type UDM field is set to RESOURCE.

If the resource.data.tableReference.projectId log field value is not empty and the resource.parent log field value matches the regular expression pattern datasets, then the relations.entity_type UDM field is set to RESOURCE.

If the resource.data.modelReference.projectId log field value is not empty and the resource.parent log field value matches the regular expression pattern datasets, then the relations.entity_type UDM field is set to RESOURCE.
resource.data.access.domain relations.entity.domain.name
resource.data.access.groupByEmail relations.entity.group.email_addresses
resource.data.access.specialGroup relations.entity.group.group_display_name
resource.data.snapshotDefinition.baseTableReference.projectId relations.entity.resource_ancestors.name If the resource.data.snapshotDefinition.baseTableReference.projectId log field value is not empty, then the resource.data.snapshotDefinition.baseTableReference.projectId log field is mapped to the relations.entity.resource_ancestors.name UDM field.
resource.data.snapshotDefinition.baseTableReference.datasetId relations.entity.resource_ancestors.name If the resource.data.snapshotDefinition.baseTableReference.datasetId log field value is not empty, then the resource.data.snapshotDefinition.baseTableReference.datasetId log field is mapped to the relations.entity.resource_ancestors.name UDM field.
resource.data.cloneDefinition.baseTableReference.projectId relations.entity.resource_ancestors.name If the resource.data.cloneDefinition.baseTableReference.projectId log field value is not empty, then the resource.data.cloneDefinition.baseTableReference.projectId log field is mapped to the relations.entity.resource_ancestors.name UDM field.
resource.data.cloneDefinition.baseTableReference.datasetId relations.entity.resource_ancestors.name If the resource.data.cloneDefinition.baseTableReference.datasetId log field value is not empty, then the resource.data.cloneDefinition.baseTableReference.datasetId log field is mapped to the relations.entity.resource_ancestors.name UDM field.
resource.data.trainingRuns.dataSplitResult.trainingTable.projectId relations.entity.resource_ancestors.name If the resource.data.trainingRuns.dataSplitResult.trainingTable.tableId log field value is not empty, then the resource.data.trainingRuns.dataSplitResult.trainingTable.projectId log field is mapped to the relations.entity.resource_ancestors.name UDM field.
resource.data.trainingRuns.dataSplitResult.trainingTable.datasetId relations.entity.resource_ancestors.name If the resource.data.trainingRuns.dataSplitResult.trainingTable.tableId log field value is not empty, then the resource.data.trainingRuns.dataSplitResult.trainingTable.datasetId log field is mapped to the relations.entity.resource_ancestors.name UDM field.
resource.data.trainingRuns.dataSplitResult.evaluationTable.projectId relations.entity.resource_ancestors.name If the resource.data.trainingRuns.dataSplitResult.evaluationTable.tableId log field value is not empty, then the resource.data.trainingRuns.dataSplitResult.evaluationTable.projectId log field is mapped to the relations.entity.resource_ancestors.name UDM field.
resource.data.trainingRuns.dataSplitResult.evaluationTable.datasetId relations.entity.resource_ancestors.name If the resource.data.trainingRuns.dataSplitResult.evaluationTable.tableId log field value is not empty, then the resource.data.trainingRuns.dataSplitResult.evaluationTable.datasetId log field is mapped to the relations.entity.resource_ancestors.name UDM field.
resource.data.trainingRuns.dataSplitResult.testTable.projectId relations.entity.resource_ancestors.name If the resource.data.trainingRuns.dataSplitResult.testTable.tableId log field value is not empty, then the resource.data.trainingRuns.dataSplitResult.testTable.projectId log field is mapped to the relations.entity.resource_ancestors.name UDM field.
resource.data.trainingRuns.dataSplitResult.testTable.datasetId relations.entity.resource_ancestors.name If the resource.data.trainingRuns.dataSplitResult.testTable.tableId log field value is not empty, then the resource.data.trainingRuns.dataSplitResult.testTable.datasetId log field is mapped to the relations.entity.resource_ancestors.name UDM field.
relations.entity.resource_ancestors.resource_subtype The relations.entity.resource_ancestors.resource_subtype UDM field is set to projects if one of the following log field value is not empty:
  • resource.data.snapshotDefinition.baseTableReference.projectId
  • resource.data.cloneDefinition.baseTableReference.projectId
  • resource.data.trainingRuns.dataSplitResult.trainingTable.tableId
  • resource.data.trainingRuns.dataSplitResult.evaluationTable.tableId
  • resource.data.trainingRuns.dataSplitResult.testTable.tableId
The relations.entity.resource_ancestors.resource_subtype UDM field is set to datasets if one of the following log field value is not empty:
  • resource.data.snapshotDefinition.baseTableReference.datasetId
  • resource.data.cloneDefinition.baseTableReference.datasetId
  • resource.data.trainingRuns.dataSplitResult.trainingTable.tableId
  • resource.data.trainingRuns.dataSplitResult.evaluationTable.tableId
  • resource.data.trainingRuns.dataSplitResult.testTable.tableId
relations.entity.resource_ancestors.resource_type The relations.entity.resource_ancestors.resource_type UDM field is set to CLOUD_PROJECT if one of the following log field value is not empty:
  • resource.data.snapshotDefinition.baseTableReference.projectId
  • resource.data.cloneDefinition.baseTableReference.projectId
  • resource.data.trainingRuns.dataSplitResult.trainingTable.tableId
  • resource.data.trainingRuns.dataSplitResult.evaluationTable.tableId
  • resource.data.trainingRuns.dataSplitResult.testTable.tableId
The relations.entity.resource_ancestors.resource_type UDM field is set to DATASET if one of the following log field value is not empty:
  • resource.data.snapshotDefinition.baseTableReference.datasetId
  • resource.data.cloneDefinition.baseTableReference.datasetId
  • resource.data.trainingRuns.dataSplitResult.trainingTable.tableId
  • resource.data.trainingRuns.dataSplitResult.evaluationTable.tableId
  • resource.data.trainingRuns.dataSplitResult.testTable.tableId
resource.data.snapshotDefinition.snapshotTime relations.entity.resource.attribute.creation_time
resource.data.cloneDefinition.cloneTime relations.entity.resource.attribute.creation_time
ancestors relations.entity.resource.name If the resource.parent log field value does not match the regular expression pattern the ancestors, then the ancestors log field is mapped to the relations.entity.resource.name UDM field.
resource.parent relations.entity.resource.name
resource.data.snapshotDefinition.baseTableReference.tableId relations.entity.resource.name If the resource.data.snapshotDefinition.baseTableReference.tableId log field value is not empty, then the resource.data.snapshotDefinition.baseTableReference.tableId log field is mapped to the relations.entity.resource.name UDM field.
resource.data.cloneDefinition.baseTableReference.tableId relations.entity.resource.name If the resource.data.cloneDefinition.baseTableReference.tableId log field value is not empty, then the resource.data.cloneDefinition.baseTableReference.tableId log field is mapped to the relations.entity.resource.name UDM field.
resource.data.datasetReference.projectId relations.entity.resource.name If the resource.parent log field value is not empty, then the resource.data.datasetReference.projectId log field is mapped to the relations.entity.resource.name UDM field.
resource.data.tableReference.datasetId relations.entity.resource.name If the resource.parent log field value is not empty, then the resource.data.tableReference.datasetId log field is mapped to the relations.entity.resource.name UDM field.
resource.data.modelReference.projectId relations.entity.resource.name If the resource.parent log field value is not empty, then the resource.data.modelReference.projectId log field is mapped to the relations.entity.resource.name UDM field.
resource.data.linkedDatasetSource.sourceDataset.datasetId relations.entity.resource.name If the resource.data.linkedDatasetSource.sourceDataset.datasetId log field value is not empty, then the resource.data.linkedDatasetSource.sourceDataset.datasetId log field is mapped to the relations.entity.resource.name UDM field.
resource.data.linkedDatasetSource.sourceDataset.projectId relations.entity.resource.name If the resource.data.linkedDatasetSource.sourceDataset.projectId log field value is not empty, then the resource.data.linkedDatasetSource.sourceDataset.projectId log field is mapped to the relations.entity.resource.name UDM field.
resource.data.remoteModelInfo.connection relations.entity.resource.name If the resource.data.remoteModelInfo.connection log field value is not empty, then the resource.data.remoteModelInfo.connection log field is mapped to the relations.entity.resource.name UDM field.
resource.data.trainingRuns.dataSplitResult.trainingTable.tableId relations.entity.resource.name If the resource.data.trainingRuns.dataSplitResult.trainingTable.tableId log field value is not empty, then the resource.data.trainingRuns.dataSplitResult.trainingTable.tableId log field is mapped to the relations.entity.resource.name UDM field.
resource.data.trainingRuns.dataSplitResult.evaluationTable.tableId relations.entity.resource.name If the resource.data.trainingRuns.dataSplitResult.evaluationTable.tableId log field value is not empty, then the resource.data.trainingRuns.dataSplitResult.evaluationTable.tableId log field is mapped to the relations.entity.resource.name UDM field.
resource.data.trainingRuns.dataSplitResult.testTable.tableId relations.entity.resource.name If the resource.data.trainingRuns.dataSplitResult.testTable.tableId log field value is not empty, then the resource.data.trainingRuns.dataSplitResult.testTable.tableId log field is mapped to the relations.entity.resource.name UDM field.
resource.data.externalDataConfiguration.connectionId relations.entity.resource.product_object_id If the resource.data.externalDataConfiguration.connectionId log field value is not empty, then the resource.data.externalDataConfiguration.connectionId log field is mapped to the relations.entity.resource.product_object_id UDM field.
resource.data.externalDataConfiguration.sourceFormat relations.entity.resource.resource_subtype If the resource.data.externalDataConfiguration.connectionId log field value is not empty, then the resource.data.externalDataConfiguration.sourceFormat log field is mapped to the relations.entity.resource.resource_subtype UDM field.
resource.data.remoteModelInfo.remoteServiceType relations.entity.resource.resource_subtype If the resource.data.remoteModelInfo.connection log field value is not empty, then the resource.data.remoteModelInfo.remoteServiceType log field is mapped to the relations.entity.resource.resource_subtype UDM field.
relations.entity.resource.resource_type The relations.entity.resource.resource_type UDM field is set to TABLE if one of the following log field value is not empty:
  • resource.data.trainingRuns.dataSplitResult.trainingTable.tableId
  • resource.data.trainingRuns.dataSplitResult.evaluationTable.tableId
  • resource.data.trainingRuns.dataSplitResult.testTable.tableId
  • resource.data.snapshotDefinition.baseTableReference.tableId
  • resource.data.cloneDefinition.baseTableReference.tableId
  • resource.data.externalDataConfiguration.connectionId
The subtype and id fields is extracted from ancestors log field using the Grok pattern.

If the subtype log field value is equal to projects and the resource.parent log field value does not match the regular expression pattern the ancestors, then the relations.entity.resource.resource_type UDM field is set to CLOUD_PROJECT.

Else, if the subtype log field value is equal to folders and the resource.parent log field value does not match the regular expression pattern the ancestors, then the relations.entity.resource.resource_type UDM field is set to STORAGE_OBJECT.

Else, if the subtype log field value is equal to organizations and the resource.parent log field value does not match the regular expression pattern the ancestors, then the relations.entity.resource.resource_type UDM field is set to CLOUD_ORGANIZATION.

If the resource.parent log field value matches the regular expression pattern datasets, then the relations.entity.resource.resource_type UDM field is set to DATASET.

If the resource.data.tableReference.projectId log field value is not empty and the resource.parent log field value matches the regular expression pattern datasets, then the relations.entity.resource.resource_type UDM field is set to CLOUD_PROJECT.

Else, if the resource.data.modelReference.projectId log field value is not empty and the resource.parent log field value matches the regular expression pattern datasets, then the relations.entity.resource.resource_type UDM field is set to CLOUD_PROJECT.

Else, if the resource.parent log field value matches the regular expression pattern projects, then the relations.entity.resource.resource_type UDM field is set to CLOUD_PROJECT.

If the resource.data.linkedDatasetSource.sourceDataset.datasetId log field value is not empty, then the relations.entity.resource.resource_type UDM field is set to DATASET.

If the resource.data.linkedDatasetSource.sourceDataset.projectId log field value is not empty, then the relations.entity.resource.resource_type UDM field is set to CLOUD_PROJECT.

If the resource.data.remoteModelInfo.connection log field value is not empty, then the relations.entity.resource.resource_type UDM field is set to TASK.
resource.data.access.role relations.entity.user.attribute.roles.name
resource.data.access.userByEmail relations.entity.user.email_addresses
relations.relationship The relations.relationship UDM field is set to MEMBER if one of the following log field value is not empty:
  • resource.parent
  • resource.data.trainingRuns.dataSplitResult.trainingTable.tableId
  • resource.data.trainingRuns.dataSplitResult.evaluationTable.tableId
  • resource.data.trainingRuns.dataSplitResult.testTable.tableId
  • resource.data.linkedDatasetSource.sourceDataset.datasetId
  • resource.data.linkedDatasetSource.sourceDataset.projectId
  • resource.data.remoteModelInfo.connection
  • resource.data.externalDataConfiguration.sourceUris
  • resource.data.externalDataConfiguration.connectionId
The relations.relationship UDM field is set to DOWNLOADED_FROM if one of the following log field value is not empty:
  • resource.data.snapshotDefinition.baseTableReference.tableId
  • resource.data.cloneDefinition.baseTableReference.tableId
If the resource.parent log field value does not match the regular expression pattern the ancestors, then the relations.relationship UDM field is set to MEMBER.

If the resource.data.tableReference.projectId log field value is not empty and the resource.parent log field value matches the regular expression pattern datasets, then the relations.relationship UDM field is set to MEMBER.

If the resource.data.modelReference.projectId log field value is not empty and the resource.parent log field value matches the regular expression pattern datasets, then the relations.relationship UDM field is set to MEMBER.

If the resource.data.access.role log field value is not empty, then the relations.relationship UDM field is set to OWNS.
resource.data.hparamTrials.errorMessage entity.security_result.outcomes[hparam_trials_error_message]
resource.data.hparamTrials.evaluationMetrics.regressionMetrics.meanAbsoluteError entity.security_result.outcomes[hparam_trials_evaluation_regression_metrics_mean_absolute_error]
resource.data.hparamTrials.evaluationMetrics.regressionMetrics.meanSquaredError entity.security_result.outcomes[hparam_trials_evaluation_regression_metrics_mean_squared_error]
resource.data.hparamTrials.evaluationMetrics.regressionMetrics.meanSquaredLogError entity.security_result.outcomes[hparam_trials_evaluation_regression_metrics_mean_squared_log_error]
resource.data.hparamTrials.evaluationMetrics.regressionMetrics.medianAbsoluteError entity.security_result.outcomes[hparam_trials_evaluation_regression_metrics_median_absolute_error]
resource.data.hparamTrials.evaluationMetrics.regressionMetrics.rSquared entity.security_result.outcomes[hparam_trials_evaluation_regression_metrics_r_squared]
resource.data.hparamTrials.hparamTuningEvaluationMetrics.regressionMetrics.meanAbsoluteError entity.security_result.outcomes[hparam_trials_tuning_evaluation_regression_metrics_mean_absolute_error]
resource.data.hparamTrials.hparamTuningEvaluationMetrics.regressionMetrics.meanSquaredError entity.security_result.outcomes[hparam_trials_tuning_evaluation_regression_metrics_mean_squared_error]
resource.data.hparamTrials.hparamTuningEvaluationMetrics.regressionMetrics.meanSquaredLogError entity.security_result.outcomes[hparam_trials_tuning_evaluation_regression_metrics_mean_squared_log_error]
resource.data.hparamTrials.hparamTuningEvaluationMetrics.regressionMetrics.medianAbsoluteError entity.security_result.outcomes[hparam_trials_tuning_evaluation_regression_metrics_median_absolute_error]
resource.data.hparamTrials.hparamTuningEvaluationMetrics.regressionMetrics.rSquared entity.security_result.outcomes[hparam_trials_tuning_evaluation_regression_metrics_r_squared]
resource.data.trainingRuns.evaluationMetrics.regressionMetrics.meanAbsoluteError entity.security_result.outcomes[trainingruns_evaluation_regression_metrics_mean_absolute_error]
resource.data.trainingRuns.evaluationMetrics.regressionMetrics.meanSquaredError entity.security_result.outcomes[trainingruns_evaluation_regression_metrics_mean_squared_error]
resource.data.trainingRuns.evaluationMetrics.regressionMetrics.meanSquaredLogError entity.security_result.outcomes[trainingruns_evaluation_regression_metrics_mean_squared_log_error]
resource.data.trainingRuns.evaluationMetrics.regressionMetrics.medianAbsoluteError entity.security_result.outcomes[trainingruns_evaluation_regression_metrics_median_absolute_error]
resource.data.trainingRuns.evaluationMetrics.regressionMetrics.rSquared entity.security_result.outcomes[trainingruns_evaluation_regression_metrics_r_squared]
resource.data.trainingRuns.trainingOptions.lossType entity.security_result.outcomes[trainingruns_training_options_loss_type]
resource.data.trainingRuns.trainingOptions.minSplitLoss entity.security_result.outcomes[trainingruns_training_options_min_split_loss]
resource.data.view.privacyPolicy.aggregationThresholdPolicy.privacyUnitColumns entity.security_result.rule_labels[view_privacy_policy_aggregation_threshold_policy_privacy_unit_columns]
resource.data.view.privacyPolicy.aggregationThresholdPolicy.threshold entity.security_result.rule_labels[view_privacy_policy_aggregation_threshold_policy_threshold]
resource.data.hparamTrials.hparams.labelClassWeights entity.resource.attribute.labels[%{resource.data.hparamTrials.hparams.labelClassWeights.key}]
resource.data.labels.key/value entity.resource.attribute.labels[%{resource.data.labels.key}]
resource.data.trainingRuns.trainingOptions.labelClassWeights entity.resource.attribute.labels[%{resource.data.trainingRuns.trainingOptions.labelClassWeights.key}]
resource.data.clustering.fields entity.resource.attribute.labels[clustering_fields]
resource.data.datasetReference.datasetId entity.resource.attribute.labels[dataset_reference_datasetid]
resource.data.defaultCollation entity.resource.attribute.labels[default_collation]
resource.data.defaultEncryptionConfiguration.kmsKeyName entity.resource.attribute.labels[default_encryption_configuration_kms_key_name]
resource.data.defaultPartitionExpirationMs entity.resource.attribute.labels[default_partition_expiration_ms]
resource.data.defaultRoundingMode entity.resource.attribute.labels[default_rounding_mode]
resource.data.defaultTableExpirationMs entity.resource.attribute.labels[default_table_expiration_ms]
resource.data.defaultTrialId entity.resource.attribute.labels[default_trialid]
resource.discoveryDocumentUri entity.resource.attribute.labels[discovery_document_uri]
resource.discoveryName entity.resource.attribute.labels[discovery_name]
resource.data.encryptionConfiguration.kmsKeyName entity.resource.attribute.labels[encryption_configuration_kms_key_name]
resource.data.etag entity.resource.attribute.labels[etag]
resource.data.expirationTime entity.resource.attribute.labels[expiration_time]
resource.data.externalDatasetReference.connection entity.resource.attribute.labels[external_dataset_reference_connection]
resource.data.externalDatasetReference.externalSource entity.resource.attribute.labels[external_dataset_reference_external_source]
resource.data.featureColumns.name entity.resource.attribute.labels[feature_columns_name]
resource.data.featureColumns.type.typeKind entity.resource.attribute.labels[feature_columns_type_type_kind]
resource.data.friendlyName entity.resource.attribute.labels[friendly_name]
resource.data.hparamSearchSpaces.activationFn.candidates entity.resource.attribute.labels[hparam_search_spaces_activation_fn_candidates]
resource.data.hparamSearchSpaces.batchSize.candidates.candidates entity.resource.attribute.labels[hparam_search_spaces_batch_size_candidates_candidates]
resource.data.hparamSearchSpaces.batchSize.range.max entity.resource.attribute.labels[hparam_search_spaces_batch_size_range_max]
resource.data.hparamSearchSpaces.batchSize.range.min entity.resource.attribute.labels[hparam_search_spaces_batch_size_range_min]
resource.data.hparamSearchSpaces.boosterType.candidates entity.resource.attribute.labels[hparam_search_spaces_booster_type_candidates]
resource.data.hparamSearchSpaces.colsampleBylevel.candidates.candidates entity.resource.attribute.labels[hparam_search_spaces_colsample_bylevel_candidates_candidates]
resource.data.hparamSearchSpaces.colsampleBylevel.range.max entity.resource.attribute.labels[hparam_search_spaces_colsample_bylevel_range_max]
resource.data.hparamSearchSpaces.colsampleBylevel.range.min entity.resource.attribute.labels[hparam_search_spaces_colsample_bylevel_range_min]
resource.data.hparamSearchSpaces.colsampleBynode.candidates.candidates entity.resource.attribute.labels[hparam_search_spaces_colsample_bynode_candidates_candidates]
resource.data.hparamSearchSpaces.colsampleBynode.range.max entity.resource.attribute.labels[hparam_search_spaces_colsample_bynode_range_max]
resource.data.hparamSearchSpaces.colsampleBynode.range.min entity.resource.attribute.labels[hparam_search_spaces_colsample_bynode_range_min]
resource.data.hparamSearchSpaces.colsampleBytree.candidates.candidates entity.resource.attribute.labels[hparam_search_spaces_colsample_bytree_candidates_candidates]
resource.data.hparamSearchSpaces.colsampleBytree.range.max entity.resource.attribute.labels[hparam_search_spaces_colsample_bytree_range_max]
resource.data.hparamSearchSpaces.colsampleBytree.range.min entity.resource.attribute.labels[hparam_search_spaces_colsample_bytree_range_min]
resource.data.hparamSearchSpaces.dartNormalizeType.candidates entity.resource.attribute.labels[hparam_search_spaces_dart_normalize_type_candidates]
resource.data.hparamSearchSpaces.dropout.candidates.candidates entity.resource.attribute.labels[hparam_search_spaces_dropout_candidates_candidates]
resource.data.hparamSearchSpaces.dropout.range.max entity.resource.attribute.labels[hparam_search_spaces_dropout_range_max]
resource.data.hparamSearchSpaces.dropout.range.min entity.resource.attribute.labels[hparam_search_spaces_dropout_range_min]
resource.data.hparamSearchSpaces.hiddenUnits.candidates.elements entity.resource.attribute.labels[hparam_search_spaces_hidden_units_candidates_elements]
resource.data.hparamSearchSpaces.l1Reg.candidates.candidates entity.resource.attribute.labels[hparam_search_spaces_l_1_reg_candidates_candidates]
resource.data.hparamSearchSpaces.l1Reg.range.max entity.resource.attribute.labels[hparam_search_spaces_l_1_reg_range_max]
resource.data.hparamSearchSpaces.l1Reg.range.min entity.resource.attribute.labels[hparam_search_spaces_l_1_reg_range_min]
resource.data.hparamSearchSpaces.l2Reg.candidates.candidates entity.resource.attribute.labels[hparam_search_spaces_l_2_reg_candidates_candidates]
resource.data.hparamSearchSpaces.l2Reg.range.max entity.resource.attribute.labels[hparam_search_spaces_l_2_reg_range_max]
resource.data.hparamSearchSpaces.l2Reg.range.min entity.resource.attribute.labels[hparam_search_spaces_l_2_reg_range_min]
resource.data.hparamSearchSpaces.learnRate.candidates.candidates entity.resource.attribute.labels[hparam_search_spaces_learn_rate_candidates_candidates]
resource.data.hparamSearchSpaces.learnRate.range.max entity.resource.attribute.labels[hparam_search_spaces_learn_rate_range_max]
resource.data.hparamSearchSpaces.learnRate.range.min entity.resource.attribute.labels[hparam_search_spaces_learn_rate_range_min]
resource.data.hparamSearchSpaces.maxTreeDepth.candidates.candidates entity.resource.attribute.labels[hparam_search_spaces_max_tree_depth_candidates_candidates]
resource.data.hparamSearchSpaces.maxTreeDepth.range.max entity.resource.attribute.labels[hparam_search_spaces_max_tree_depth_range_max]
resource.data.hparamSearchSpaces.maxTreeDepth.range.min entity.resource.attribute.labels[hparam_search_spaces_max_tree_depth_range_min]
resource.data.hparamSearchSpaces.minSplitLoss.candidates.candidates entity.resource.attribute.labels[hparam_search_spaces_min_split_loss_candidates_candidates]
resource.data.hparamSearchSpaces.minSplitLoss.range.max entity.resource.attribute.labels[hparam_search_spaces_min_split_loss_range_max]
resource.data.hparamSearchSpaces.minSplitLoss.range.min entity.resource.attribute.labels[hparam_search_spaces_min_split_loss_range_min]
resource.data.hparamSearchSpaces.minTreeChildWeight.candidates.candidates entity.resource.attribute.labels[hparam_search_spaces_min_tree_child_weight_candidates_candidates]
resource.data.hparamSearchSpaces.minTreeChildWeight.range.max entity.resource.attribute.labels[hparam_search_spaces_min_tree_child_weight_range_max]
resource.data.hparamSearchSpaces.minTreeChildWeight.range.min entity.resource.attribute.labels[hparam_search_spaces_min_tree_child_weight_range_min]
resource.data.hparamSearchSpaces.numClusters.candidates.candidates entity.resource.attribute.labels[hparam_search_spaces_num_clusters_candidates_candidates]
resource.data.hparamSearchSpaces.numClusters.range.max entity.resource.attribute.labels[hparam_search_spaces_num_clusters_range_max]
resource.data.hparamSearchSpaces.numClusters.range.min entity.resource.attribute.labels[hparam_search_spaces_num_clusters_range_min]
resource.data.hparamSearchSpaces.numFactors.candidates.candidates entity.resource.attribute.labels[hparam_search_spaces_num_factors_candidates_candidates]
resource.data.hparamSearchSpaces.numFactors.range.max entity.resource.attribute.labels[hparam_search_spaces_num_factors_range_max]
resource.data.hparamSearchSpaces.numFactors.range.min entity.resource.attribute.labels[hparam_search_spaces_num_factors_range_min]
resource.data.hparamSearchSpaces.numParallelTree.candidates.candidates entity.resource.attribute.labels[hparam_search_spaces_num_parallel_tree_candidates_candidates]
resource.data.hparamSearchSpaces.numParallelTree.range.max entity.resource.attribute.labels[hparam_search_spaces_num_parallel_tree_range_max]
resource.data.hparamSearchSpaces.numParallelTree.range.min entity.resource.attribute.labels[hparam_search_spaces_num_parallel_tree_range_min]
resource.data.hparamSearchSpaces.optimizer.candidates entity.resource.attribute.labels[hparam_search_spaces_optimizer_candidates]
resource.data.hparamSearchSpaces.subsample.candidates.candidates entity.resource.attribute.labels[hparam_search_spaces_subsample_candidates_candidates]
resource.data.hparamSearchSpaces.subsample.range.max entity.resource.attribute.labels[hparam_search_spaces_subsample_range_max]
resource.data.hparamSearchSpaces.subsample.range.min entity.resource.attribute.labels[hparam_search_spaces_subsample_range_min]
resource.data.hparamSearchSpaces.treeMethod.candidates entity.resource.attribute.labels[hparam_search_spaces_tree_method_candidates]
resource.data.hparamSearchSpaces.walsAlpha.candidates.candidates entity.resource.attribute.labels[hparam_search_spaces_wals_alpha_candidates_candidates]
resource.data.hparamSearchSpaces.walsAlpha.range.max entity.resource.attribute.labels[hparam_search_spaces_wals_alpha_range_max]
resource.data.hparamSearchSpaces.walsAlpha.range.min entity.resource.attribute.labels[hparam_search_spaces_wals_alpha_range_min]
resource.data.hparamTrials.endTimeMs entity.resource.attribute.labels[hparam_trials_end_time_ms]
resource.data.hparamTrials.evalLoss entity.resource.attribute.labels[hparam_trials_eval_loss]
resource.data.hparamTrials.evaluationMetrics.arimaForecastingMetrics.arimaSingleModelForecastingMetrics.arimaFittingMetrics.aic entity.resource.attribute.labels[hparam_trials_evaluation_arima_forecasting_single_model_fitting_metrics_aic]
resource.data.hparamTrials.evaluationMetrics.arimaForecastingMetrics.arimaSingleModelForecastingMetrics.hasDrift entity.resource.attribute.labels[hparam_trials_evaluation_arima_forecasting_single_model_has_drift]
resource.data.hparamTrials.evaluationMetrics.arimaForecastingMetrics.arimaSingleModelForecastingMetrics.hasHolidayEffect entity.resource.attribute.labels[hparam_trials_evaluation_arima_forecasting_single_model_has_holiday_effect]
resource.data.hparamTrials.evaluationMetrics.arimaForecastingMetrics.arimaSingleModelForecastingMetrics.hasSpikesAndDips entity.resource.attribute.labels[hparam_trials_evaluation_arima_forecasting_single_model_has_spikes_and_dips]
resource.data.hparamTrials.evaluationMetrics.arimaForecastingMetrics.arimaSingleModelForecastingMetrics.hasStepChanges entity.resource.attribute.labels[hparam_trials_evaluation_arima_forecasting_single_model_has_step_changes]
resource.data.hparamTrials.evaluationMetrics.arimaForecastingMetrics.arimaSingleModelForecastingMetrics.arimaFittingMetrics.logLikelihood entity.resource.attribute.labels[hparam_trials_evaluation_arima_forecasting_single_model_fitting_metrics_log_likelihood]
resource.data.hparamTrials.evaluationMetrics.arimaForecastingMetrics.arimaSingleModelForecastingMetrics.seasonalPeriods entity.resource.attribute.labels[hparam_trials_evaluation_arima_forecasting_single_model_seasonal_periods]
resource.data.hparamTrials.evaluationMetrics.arimaForecastingMetrics.arimaSingleModelForecastingMetrics.timeSeriesId entity.resource.attribute.labels[hparam_trials_evaluation_arima_forecasting_single_model_time_series_id]
resource.data.hparamTrials.evaluationMetrics.arimaForecastingMetrics.arimaSingleModelForecastingMetrics.timeSeriesIds entity.resource.attribute.labels[hparam_trials_evaluation_arima_forecasting_single_model_time_series_ids]
resource.data.hparamTrials.evaluationMetrics.arimaForecastingMetrics.arimaSingleModelForecastingMetrics.arimaFittingMetrics.variance entity.resource.attribute.labels[hparam_trials_evaluation_arima_forecasting_single_model_fitting_metrics_variance]
resource.data.hparamTrials.evaluationMetrics.arimaForecastingMetrics.arimaSingleModelForecastingMetrics.nonSeasonalOrder.d entity.resource.attribute.labels[hparam_trials_evaluation_arima_forecasting_single_model_non_seasonal_order_d]
resource.data.hparamTrials.evaluationMetrics.arimaForecastingMetrics.arimaSingleModelForecastingMetrics.nonSeasonalOrder.p entity.resource.attribute.labels[hparam_trials_evaluation_arima_forecasting_single_model_non_seasonal_order_p]
resource.data.hparamTrials.evaluationMetrics.arimaForecastingMetrics.arimaSingleModelForecastingMetrics.nonSeasonalOrder.q entity.resource.attribute.labels[hparam_trials_evaluation_arima_forecasting_single_model_non_seasonal_order_q]
resource.data.hparamTrials.evaluationMetrics.binaryClassificationMetrics.aggregateClassificationMetrics.accuracy entity.resource.attribute.labels[hparam_trials_evaluation_binary_classification_aggregate_classification_metrics_accuracy]
resource.data.hparamTrials.evaluationMetrics.binaryClassificationMetrics.aggregateClassificationMetrics.f1Score entity.resource.attribute.labels[hparam_trials_evaluation_binary_classification_aggregate_classification_metrics_f_1_score]
resource.data.hparamTrials.evaluationMetrics.binaryClassificationMetrics.aggregateClassificationMetrics.logLoss entity.resource.attribute.labels[hparam_trials_evaluation_binary_classification_aggregate_classification_metrics_log_loss]
resource.data.hparamTrials.evaluationMetrics.binaryClassificationMetrics.aggregateClassificationMetrics.precision entity.resource.attribute.labels[hparam_trials_evaluation_binary_classification_aggregate_classification_metrics_precision]
resource.data.hparamTrials.evaluationMetrics.binaryClassificationMetrics.aggregateClassificationMetrics.recall entity.resource.attribute.labels[hparam_trials_evaluation_binary_classification_aggregate_classification_metrics_recall]
resource.data.hparamTrials.evaluationMetrics.binaryClassificationMetrics.aggregateClassificationMetrics.rocAuc entity.resource.attribute.labels[hparam_trials_evaluation_binary_classification_aggregate_classification_metrics_roc_auc]
resource.data.hparamTrials.evaluationMetrics.binaryClassificationMetrics.aggregateClassificationMetrics.threshold entity.resource.attribute.labels[hparam_trials_evaluation_binary_classification_aggregate_classification_metrics_threshold]
resource.data.hparamTrials.evaluationMetrics.binaryClassificationMetrics.binaryConfusionMatrixList.accuracy entity.resource.attribute.labels[hparam_trials_evaluation_binary_classification_confusion_matrix_list_accuracy]
resource.data.hparamTrials.evaluationMetrics.binaryClassificationMetrics.binaryConfusionMatrixList.f1Score entity.resource.attribute.labels[hparam_trials_evaluation_binary_classification_confusion_matrix_list_f_1_score]
resource.data.hparamTrials.evaluationMetrics.binaryClassificationMetrics.binaryConfusionMatrixList.falseNegatives entity.resource.attribute.labels[hparam_trials_evaluation_binary_classification_confusion_matrix_list_false_negatives]
resource.data.hparamTrials.evaluationMetrics.binaryClassificationMetrics.binaryConfusionMatrixList.falsePositives entity.resource.attribute.labels[hparam_trials_evaluation_binary_classification_confusion_matrix_list_false_positives]
resource.data.hparamTrials.evaluationMetrics.binaryClassificationMetrics.binaryConfusionMatrixList.positiveClassThreshold entity.resource.attribute.labels[hparam_trials_evaluation_binary_classification_confusion_matrix_list_positive_class_threshold]
resource.data.hparamTrials.evaluationMetrics.binaryClassificationMetrics.binaryConfusionMatrixList.precision entity.resource.attribute.labels[hparam_trials_evaluation_binary_classification_confusion_matrix_list_precision]
resource.data.hparamTrials.evaluationMetrics.binaryClassificationMetrics.binaryConfusionMatrixList.recall entity.resource.attribute.labels[hparam_trials_evaluation_binary_classification_confusion_matrix_list_recall]
resource.data.hparamTrials.evaluationMetrics.binaryClassificationMetrics.binaryConfusionMatrixList.trueNegatives entity.resource.attribute.labels[hparam_trials_evaluation_binary_classification_confusion_matrix_list_true_negatives]
resource.data.hparamTrials.evaluationMetrics.binaryClassificationMetrics.binaryConfusionMatrixList.truePositives entity.resource.attribute.labels[hparam_trials_evaluation_binary_classification_confusion_matrix_list_true_positives]
resource.data.hparamTrials.evaluationMetrics.binaryClassificationMetrics.negativeLabel entity.resource.attribute.labels[hparam_trials_evaluation_binary_classification_negative_label]
resource.data.hparamTrials.evaluationMetrics.binaryClassificationMetrics.positiveLabel entity.resource.attribute.labels[hparam_trials_evaluation_binary_classification_positive_label]
resource.data.hparamTrials.evaluationMetrics.clusteringMetrics.clusters.centroidId entity.resource.attribute.labels[hparam_trials_evaluation_clustering_metrics_clusters_centroid_id]
resource.data.hparamTrials.evaluationMetrics.clusteringMetrics.clusters.count entity.resource.attribute.labels[hparam_trials_evaluation_clustering_metrics_clusters_count]
resource.data.hparamTrials.evaluationMetrics.clusteringMetrics.clusters.featureValues.categoricalValue.categoryCounts.category entity.resource.attribute.labels[hparam_trials_evaluation_clustering_metrics_feature_values_categorical_value_counts_category]
resource.data.hparamTrials.evaluationMetrics.clusteringMetrics.clusters.featureValues.categoricalValue.categoryCounts.count entity.resource.attribute.labels[hparam_trials_evaluation_clustering_metrics_feature_values_categorical_value_counts_count]
resource.data.hparamTrials.evaluationMetrics.clusteringMetrics.clusters.featureValues.featureColumn entity.resource.attribute.labels[hparam_trials_evaluation_clustering_metrics_feature_values_feature_column]
resource.data.hparamTrials.evaluationMetrics.clusteringMetrics.clusters.featureValues.numericalValue entity.resource.attribute.labels[hparam_trials_evaluation_clustering_metrics_feature_values_numerical_value]
resource.data.hparamTrials.evaluationMetrics.clusteringMetrics.daviesBouldinIndex entity.resource.attribute.labels[hparam_trials_evaluation_clustering_metrics_davies_bouldin_index]
resource.data.hparamTrials.evaluationMetrics.clusteringMetrics.meanSquaredDistance entity.resource.attribute.labels[hparam_trials_evaluation_clustering_metrics_mean_squared_distance]
resource.data.hparamTrials.evaluationMetrics.dimensionalityReductionMetrics.totalExplainedVarianceRatio entity.resource.attribute.labels[hparam_trials_evaluation_dimensionality_reduction_metrics_total_explained_variance_ratio]
resource.data.hparamTrials.evaluationMetrics.multiClassClassificationMetrics.aggregateClassificationMetrics.accuracy entity.resource.attribute.labels[hparam_trials_evaluation_multiclass_classification_aggregate_classification_metrics_accuracy]
resource.data.hparamTrials.evaluationMetrics.multiClassClassificationMetrics.aggregateClassificationMetrics.f1Score entity.resource.attribute.labels[hparam_trials_evaluation_multiclass_classification_aggregate_classification_metrics_f_1_score]
resource.data.hparamTrials.evaluationMetrics.multiClassClassificationMetrics.aggregateClassificationMetrics.logLoss entity.resource.attribute.labels[hparam_trials_evaluation_multiclass_classification_aggregate_classification_metrics_log_loss]
resource.data.hparamTrials.evaluationMetrics.multiClassClassificationMetrics.aggregateClassificationMetrics.precision entity.resource.attribute.labels[hparam_trials_evaluation_multiclass_classification_aggregate_classification_metrics_precision]
resource.data.hparamTrials.evaluationMetrics.multiClassClassificationMetrics.aggregateClassificationMetrics.recall entity.resource.attribute.labels[hparam_trials_evaluation_multiclass_classification_aggregate_classification_metrics_recall]
resource.data.hparamTrials.evaluationMetrics.multiClassClassificationMetrics.aggregateClassificationMetrics.rocAuc entity.resource.attribute.labels[hparam_trials_evaluation_multiclass_classification_aggregate_classification_metrics_roc_auc]
resource.data.hparamTrials.evaluationMetrics.multiClassClassificationMetrics.aggregateClassificationMetrics.threshold entity.resource.attribute.labels[hparam_trials_evaluation_multiclass_classification_aggregate_classification_metrics_threshold]
resource.data.hparamTrials.evaluationMetrics.multiClassClassificationMetrics.confusionMatrixList.confidenceThreshold entity.resource.attribute.labels[hparam_trials_evaluation_multiclass_classification_confusion_matrix_list_confidence_threshold]
resource.data.hparamTrials.evaluationMetrics.multiClassClassificationMetrics.confusionMatrixList.rows.actualLabel entity.resource.attribute.labels[hparam_trials_evaluation_multiclass_classification_confusion_matrix_list_rows_actual_label]
resource.data.hparamTrials.evaluationMetrics.multiClassClassificationMetrics.confusionMatrixList.rows.entries.itemCount entity.resource.attribute.labels[hparam_trials_evaluation_multiclass_classification_confusion_matrix_list_rows_entries_item_count]
resource.data.hparamTrials.evaluationMetrics.multiClassClassificationMetrics.confusionMatrixList.rows.entries.predictedLabel entity.resource.attribute.labels[hparam_trials_evaluation_multiclass_classification_confusion_matrix_list_rows_entries_predicted_label]
resource.data.hparamTrials.evaluationMetrics.rankingMetrics.averageRank entity.resource.attribute.labels[hparam_trials_evaluation_ranking_metrics_average_rank]
resource.data.hparamTrials.evaluationMetrics.rankingMetrics.meanAveragePrecision entity.resource.attribute.labels[hparam_trials_evaluation_ranking_metrics_mean_average_precision]
resource.data.hparamTrials.evaluationMetrics.rankingMetrics.meanSquaredError entity.resource.attribute.labels[hparam_trials_evaluation_ranking_metrics_mean_squared_error]
resource.data.hparamTrials.evaluationMetrics.rankingMetrics.normalizedDiscountedCumulativeGain entity.resource.attribute.labels[hparam_trials_evaluation_ranking_metrics_normalized_discounted_cumulative_gain]
resource.data.hparamTrials.hparamTuningEvaluationMetrics.arimaForecastingMetrics.arimaSingleModelForecastingMetrics.arimaFittingMetrics.aic entity.resource.attribute.labels[hparam_trials_tuning_evaluation_arima_forecasting_single_model_fitting_metrics_aic]
resource.data.hparamTrials.hparamTuningEvaluationMetrics.arimaForecastingMetrics.arimaSingleModelForecastingMetrics.hasDrift entity.resource.attribute.labels[hparam_trials_tuning_evaluation_arima_forecasting_single_model_has_drift]
resource.data.hparamTrials.hparamTuningEvaluationMetrics.arimaForecastingMetrics.arimaSingleModelForecastingMetrics.hasHolidayEffect entity.resource.attribute.labels[hparam_trials_tuning_evaluation_arima_forecasting_single_model_has_holiday_effect]
resource.data.hparamTrials.hparamTuningEvaluationMetrics.arimaForecastingMetrics.arimaSingleModelForecastingMetrics.hasSpikesAndDips entity.resource.attribute.labels[hparam_trials_tuning_evaluation_arima_forecasting_single_model_has_spikes_and_dips]
resource.data.hparamTrials.hparamTuningEvaluationMetrics.arimaForecastingMetrics.arimaSingleModelForecastingMetrics.hasStepChanges entity.resource.attribute.labels[hparam_trials_tuning_evaluation_arima_forecasting_single_model_has_step_changes]
resource.data.hparamTrials.hparamTuningEvaluationMetrics.arimaForecastingMetrics.arimaSingleModelForecastingMetrics.arimaFittingMetrics.logLikelihood entity.resource.attribute.labels[hparam_trials_tuning_evaluation_arima_forecasting_single_model_fitting_metrics_log_likelihood]
resource.data.hparamTrials.hparamTuningEvaluationMetrics.arimaForecastingMetrics.arimaSingleModelForecastingMetrics.seasonalPeriods entity.resource.attribute.labels[hparam_trials_tuning_evaluation_arima_forecasting_single_model_seasonal_periods]
resource.data.hparamTrials.hparamTuningEvaluationMetrics.arimaForecastingMetrics.arimaSingleModelForecastingMetrics.timeSeriesId entity.resource.attribute.labels[hparam_trials_tuning_evaluation_arima_forecasting_single_model_time_series_id]
resource.data.hparamTrials.hparamTuningEvaluationMetrics.arimaForecastingMetrics.arimaSingleModelForecastingMetrics.timeSeriesIds entity.resource.attribute.labels[hparam_trials_tuning_evaluation_arima_forecasting_single_model_time_series_ids]
resource.data.hparamTrials.hparamTuningEvaluationMetrics.arimaForecastingMetrics.arimaSingleModelForecastingMetrics.arimaFittingMetrics.variance entity.resource.attribute.labels[hparam_trials_tuning_evaluation_arima_forecasting_single_model_fitting_metrics_variance]
resource.data.hparamTrials.hparamTuningEvaluationMetrics.arimaForecastingMetrics.arimaSingleModelForecastingMetrics.nonSeasonalOrder.d entity.resource.attribute.labels[hparam_trials_tuning_evaluation_arima_forecasting_single_model_non_seasonal_order_d]
resource.data.hparamTrials.hparamTuningEvaluationMetrics.arimaForecastingMetrics.arimaSingleModelForecastingMetrics.nonSeasonalOrder.p entity.resource.attribute.labels[hparam_trials_tuning_evaluation_arima_forecasting_single_model_non_seasonal_order_p]
resource.data.hparamTrials.hparamTuningEvaluationMetrics.arimaForecastingMetrics.arimaSingleModelForecastingMetrics.nonSeasonalOrder.q entity.resource.attribute.labels[hparam_trials_tuning_evaluation_arima_forecasting_single_model_non_seasonal_order_q]
resource.data.hparamTrials.hparamTuningEvaluationMetrics.binaryClassificationMetrics.aggregateClassificationMetrics.accuracy entity.resource.attribute.labels[hparam_trials_tuning_evaluation_binary_classification_aggregate_classification_metrics_accuracy]
resource.data.hparamTrials.hparamTuningEvaluationMetrics.binaryClassificationMetrics.aggregateClassificationMetrics.f1Score entity.resource.attribute.labels[hparam_trials_tuning_evaluation_binary_classification_aggregate_classification_metrics_f_1_score]
resource.data.hparamTrials.hparamTuningEvaluationMetrics.binaryClassificationMetrics.aggregateClassificationMetrics.logLoss entity.resource.attribute.labels[hparam_trials_tuning_evaluation_binary_classification_aggregate_classification_metrics_log_loss]
resource.data.hparamTrials.hparamTuningEvaluationMetrics.binaryClassificationMetrics.aggregateClassificationMetrics.precision entity.resource.attribute.labels[hparam_trials_tuning_evaluation_binary_classification_aggregate_classification_metrics_precision]
resource.data.hparamTrials.hparamTuningEvaluationMetrics.binaryClassificationMetrics.aggregateClassificationMetrics.recall entity.resource.attribute.labels[hparam_trials_tuning_evaluation_binary_classification_aggregate_classification_metrics_recall]
resource.data.hparamTrials.hparamTuningEvaluationMetrics.binaryClassificationMetrics.aggregateClassificationMetrics.rocAuc entity.resource.attribute.labels[hparam_trials_tuning_evaluation_binary_classification_aggregate_classification_metrics_roc_auc]
resource.data.hparamTrials.hparamTuningEvaluationMetrics.binaryClassificationMetrics.aggregateClassificationMetrics.threshold entity.resource.attribute.labels[hparam_trials_tuning_evaluation_binary_classification_aggregate_classification_metrics_threshold]
resource.data.hparamTrials.hparamTuningEvaluationMetrics.binaryClassificationMetrics.binaryConfusionMatrixList.accuracy entity.resource.attribute.labels[hparam_trials_tuning_evaluation_binary_classification_confusion_matrix_list_accuracy]
resource.data.hparamTrials.hparamTuningEvaluationMetrics.binaryClassificationMetrics.binaryConfusionMatrixList.f1Score entity.resource.attribute.labels[hparam_trials_tuning_evaluation_binary_classification_confusion_matrix_list_f_1_score]
resource.data.hparamTrials.hparamTuningEvaluationMetrics.binaryClassificationMetrics.binaryConfusionMatrixList.falseNegatives entity.resource.attribute.labels[hparam_trials_tuning_evaluation_binary_classification_confusion_matrix_list_false_negatives]
resource.data.hparamTrials.hparamTuningEvaluationMetrics.binaryClassificationMetrics.binaryConfusionMatrixList.falsePositives entity.resource.attribute.labels[hparam_trials_tuning_evaluation_binary_classification_confusion_matrix_list_false_positives]
resource.data.hparamTrials.hparamTuningEvaluationMetrics.binaryClassificationMetrics.binaryConfusionMatrixList.positiveClassThreshold entity.resource.attribute.labels[hparam_trials_tuning_evaluation_binary_classification_confusion_matrix_list_positive_class_threshold]
resource.data.hparamTrials.hparamTuningEvaluationMetrics.binaryClassificationMetrics.binaryConfusionMatrixList.precision entity.resource.attribute.labels[hparam_trials_tuning_evaluation_binary_classification_confusion_matrix_list_precision]
resource.data.hparamTrials.hparamTuningEvaluationMetrics.binaryClassificationMetrics.binaryConfusionMatrixList.recall entity.resource.attribute.labels[hparam_trials_tuning_evaluation_binary_classification_confusion_matrix_list_recall]
resource.data.hparamTrials.hparamTuningEvaluationMetrics.binaryClassificationMetrics.binaryConfusionMatrixList.trueNegatives entity.resource.attribute.labels[hparam_trials_tuning_evaluation_binary_classification_confusion_matrix_list_true_negatives]
resource.data.hparamTrials.hparamTuningEvaluationMetrics.binaryClassificationMetrics.binaryConfusionMatrixList.truePositives entity.resource.attribute.labels[hparam_trials_tuning_evaluation_binary_classification_confusion_matrix_list_true_positives]
resource.data.hparamTrials.hparamTuningEvaluationMetrics.binaryClassificationMetrics.negativeLabel entity.resource.attribute.labels[hparam_trials_tuning_evaluation_binary_classification_negative_label]
resource.data.hparamTrials.hparamTuningEvaluationMetrics.binaryClassificationMetrics.positiveLabel entity.resource.attribute.labels[hparam_trials_tuning_evaluation_binary_classification_positive_label]
resource.data.hparamTrials.hparamTuningEvaluationMetrics.clusteringMetrics.clusters.centroidId entity.resource.attribute.labels[hparam_trials_tuning_evaluation_clustering_metrics_clusters_centroid_id]
resource.data.hparamTrials.hparamTuningEvaluationMetrics.clusteringMetrics.clusters.count entity.resource.attribute.labels[hparam_trials_tuning_evaluation_clustering_metrics_clusters_count]
resource.data.hparamTrials.hparamTuningEvaluationMetrics.clusteringMetrics.clusters.featureValues.categoricalValue.categoryCounts.category entity.resource.attribute.labels[hparam_trials_tuning_evaluation_clustering_metrics_feature_values_categorical_value_counts_category]
resource.data.hparamTrials.hparamTuningEvaluationMetrics.clusteringMetrics.clusters.featureValues.categoricalValue.categoryCounts.count entity.resource.attribute.labels[hparam_trials_tuning_evaluation_clustering_metrics_feature_values_categorical_value_counts_count]
resource.data.hparamTrials.hparamTuningEvaluationMetrics.clusteringMetrics.clusters.featureValues.featureColumn entity.resource.attribute.labels[hparam_trials_tuning_evaluation_clustering_metrics_feature_values_feature_column]
resource.data.hparamTrials.hparamTuningEvaluationMetrics.clusteringMetrics.clusters.featureValues.numericalValue entity.resource.attribute.labels[hparam_trials_tuning_evaluation_clustering_metrics_feature_values_numerical_value]
resource.data.hparamTrials.hparamTuningEvaluationMetrics.clusteringMetrics.daviesBouldinIndex entity.resource.attribute.labels[hparam_trials_tuning_evaluation_clustering_metrics_davies_bouldin_index]
resource.data.hparamTrials.hparamTuningEvaluationMetrics.clusteringMetrics.meanSquaredDistance entity.resource.attribute.labels[hparam_trials_tuning_evaluation_clustering_metrics_mean_squared_distance]
resource.data.hparamTrials.hparamTuningEvaluationMetrics.dimensionalityReductionMetrics.totalExplainedVarianceRatio entity.resource.attribute.labels[hparam_trials_tuning_evaluation_dimensionality_reduction_metrics_total_explained_variance_ratio]
resource.data.hparamTrials.hparamTuningEvaluationMetrics.multiClassClassificationMetrics.aggregateClassificationMetrics.accuracy entity.resource.attribute.labels[hparam_trials_tuning_evaluation_multiclass_classification_aggregate_classification_metrics_accuracy]
resource.data.hparamTrials.hparamTuningEvaluationMetrics.multiClassClassificationMetrics.aggregateClassificationMetrics.f1Score entity.resource.attribute.labels[hparam_trials_tuning_evaluation_multiclass_classification_aggregate_classification_metrics_f_1_score]
resource.data.hparamTrials.hparamTuningEvaluationMetrics.multiClassClassificationMetrics.aggregateClassificationMetrics.logLoss entity.resource.attribute.labels[hparam_trials_tuning_evaluation_multiclass_classification_aggregate_classification_metrics_log_loss]
resource.data.hparamTrials.hparamTuningEvaluationMetrics.multiClassClassificationMetrics.aggregateClassificationMetrics.precision entity.resource.attribute.labels[hparam_trials_tuning_evaluation_multiclass_classification_aggregate_classification_metrics_precision]
resource.data.hparamTrials.hparamTuningEvaluationMetrics.multiClassClassificationMetrics.aggregateClassificationMetrics.recall entity.resource.attribute.labels[hparam_trials_tuning_evaluation_multiclass_classification_aggregate_classification_metrics_recall]
resource.data.hparamTrials.hparamTuningEvaluationMetrics.multiClassClassificationMetrics.aggregateClassificationMetrics.rocAuc entity.resource.attribute.labels[hparam_trials_tuning_evaluation_multiclass_classification_aggregate_classification_metrics_roc_auc]
resource.data.hparamTrials.hparamTuningEvaluationMetrics.multiClassClassificationMetrics.aggregateClassificationMetrics.threshold entity.resource.attribute.labels[hparam_trials_tuning_evaluation_multiclass_classification_aggregate_classification_metrics_threshold]
resource.data.hparamTrials.hparamTuningEvaluationMetrics.multiClassClassificationMetrics.confusionMatrixList.confidenceThreshold entity.resource.attribute.labels[hparam_trials_tuning_evaluation_multiclass_classification_confusion_matrix_list_confidence_threshold]
resource.data.hparamTrials.hparamTuningEvaluationMetrics.multiClassClassificationMetrics.confusionMatrixList.rows.actualLabel entity.resource.attribute.labels[hparam_trials_tuning_evaluation_multiclass_classification_confusion_matrix_list_rows_actual_label]
resource.data.hparamTrials.hparamTuningEvaluationMetrics.multiClassClassificationMetrics.confusionMatrixList.rows.entries.itemCount entity.resource.attribute.labels[hparam_trials_tuning_evaluation_multiclass_classification_confusion_matrix_list_rows_entries_item_count]
resource.data.hparamTrials.hparamTuningEvaluationMetrics.multiClassClassificationMetrics.confusionMatrixList.rows.entries.predictedLabel entity.resource.attribute.labels[hparam_trials_tuning_evaluation_multiclass_classification_confusion_matrix_list_rows_entries_predicted_label]
resource.data.hparamTrials.hparamTuningEvaluationMetrics.rankingMetrics.averageRank entity.resource.attribute.labels[hparam_trials_tuning_evaluation_ranking_metrics_average_rank]
resource.data.hparamTrials.hparamTuningEvaluationMetrics.rankingMetrics.meanAveragePrecision entity.resource.attribute.labels[hparam_trials_tuning_evaluation_ranking_metrics_mean_average_precision]
resource.data.hparamTrials.hparamTuningEvaluationMetrics.rankingMetrics.meanSquaredError entity.resource.attribute.labels[hparam_trials_tuning_evaluation_ranking_metrics_mean_squared_error]
resource.data.hparamTrials.hparamTuningEvaluationMetrics.rankingMetrics.normalizedDiscountedCumulativeGain entity.resource.attribute.labels[hparam_trials_tuning_evaluation_ranking_metrics_normalized_discounted_cumulative_gain]
resource.data.hparamTrials.hparams.activationFn entity.resource.attribute.labels[hparam_trials_hparams_activation_fn]
resource.data.hparamTrials.hparams.adjustStepChanges entity.resource.attribute.labels[hparam_trials_hparams_adjust_step_changes]
resource.data.hparamTrials.hparams.approxGlobalFeatureContrib entity.resource.attribute.labels[hparam_trials_hparams_approx_global_feature_contrib]
resource.data.hparamTrials.hparams.autoArimaMaxOrder entity.resource.attribute.labels[hparam_trials_hparams_auto_arima_max_order]
resource.data.hparamTrials.hparams.autoArimaMinOrder entity.resource.attribute.labels[hparam_trials_hparams_auto_arima_min_order]
resource.data.hparamTrials.hparams.autoArima entity.resource.attribute.labels[hparam_trials_hparams_auto_arima]
resource.data.hparamTrials.hparams.autoClassWeights entity.resource.attribute.labels[hparam_trials_hparams_auto_class_weights]
resource.data.hparamTrials.hparams.batchSize entity.resource.attribute.labels[hparam_trials_hparams_batch_size]
resource.data.hparamTrials.hparams.boosterType entity.resource.attribute.labels[hparam_trials_hparams_booster_type]
resource.data.hparamTrials.hparams.budgetHours entity.resource.attribute.labels[hparam_trials_hparams_budget_hours]
resource.data.hparamTrials.hparams.calculatePValues entity.resource.attribute.labels[hparam_trials_hparams_calculate_p_values]
resource.data.hparamTrials.hparams.categoryEncodingMethod entity.resource.attribute.labels[hparam_trials_hparams_category_encoding_method]
resource.data.hparamTrials.hparams.cleanSpikesAndDips entity.resource.attribute.labels[hparam_trials_hparams_clean_spikes_and_dips]
resource.data.hparamTrials.hparams.colsampleBylevel entity.resource.attribute.labels[hparam_trials_hparams_colsample_bylevel]
resource.data.hparamTrials.hparams.colsampleBynode entity.resource.attribute.labels[hparam_trials_hparams_colsample_bynode]
resource.data.hparamTrials.hparams.colsampleBytree entity.resource.attribute.labels[hparam_trials_hparams_colsample_bytree]
resource.data.hparamTrials.hparams.dartNormalizeType entity.resource.attribute.labels[hparam_trials_hparams_dart_normalize_type]
resource.data.hparamTrials.hparams.dataFrequency entity.resource.attribute.labels[hparam_trials_hparams_data_frequency]
resource.data.hparamTrials.hparams.dataSplitColumn entity.resource.attribute.labels[hparam_trials_hparams_data_split_column]
resource.data.hparamTrials.hparams.dataSplitEvalFraction entity.resource.attribute.labels[hparam_trials_hparams_data_split_eval_fraction]
resource.data.hparamTrials.hparams.dataSplitMethod entity.resource.attribute.labels[hparam_trials_hparams_data_split_method]
resource.data.hparamTrials.hparams.decomposeTimeSeries entity.resource.attribute.labels[hparam_trials_hparams_decompose_time_series]
resource.data.hparamTrials.hparams.distanceType entity.resource.attribute.labels[hparam_trials_hparams_distance_type]
resource.data.hparamTrials.hparams.dropout entity.resource.attribute.labels[hparam_trials_hparams_dropout]
resource.data.hparamTrials.hparams.earlyStop entity.resource.attribute.labels[hparam_trials_hparams_early_stop]
resource.data.hparamTrials.hparams.enableGlobalExplain entity.resource.attribute.labels[hparam_trials_hparams_enable_global_explain]
resource.data.hparamTrials.hparams.feedbackType entity.resource.attribute.labels[hparam_trials_hparams_feedback_type]
resource.data.hparamTrials.hparams.fitIntercept entity.resource.attribute.labels[hparam_trials_hparams_fit_intercept]
resource.data.hparamTrials.hparams.hiddenUnits entity.resource.attribute.labels[hparam_trials_hparams_hidden_units]
resource.data.hparamTrials.hparams.holidayRegion entity.resource.attribute.labels[hparam_trials_hparams_holiday_region]
resource.data.hparamTrials.hparams.holidayRegions entity.resource.attribute.labels[hparam_trials_hparams_holiday_regions]
resource.data.hparamTrials.hparams.horizon entity.resource.attribute.labels[hparam_trials_hparams_horizon]
resource.data.hparamTrials.hparams.hparamTuningObjectives entity.resource.attribute.labels[hparam_trials_hparams_hparam_tuning_objectives]
resource.data.hparamTrials.hparams.includeDrift entity.resource.attribute.labels[hparam_trials_hparams_include_drift]
resource.data.hparamTrials.hparams.initialLearnRate entity.resource.attribute.labels[hparam_trials_hparams_initial_learn_rate]
resource.data.hparamTrials.hparams.inputLabelColumns entity.resource.attribute.labels[hparam_trials_hparams_input_label_columns]
resource.data.hparamTrials.hparams.instanceWeightColumn entity.resource.attribute.labels[hparam_trials_hparams_instance_weight_column]
resource.data.hparamTrials.hparams.integratedGradientsNumSteps entity.resource.attribute.labels[hparam_trials_hparams_integrated_gradients_num_steps]
resource.data.hparamTrials.hparams.itemColumn entity.resource.attribute.labels[hparam_trials_hparams_item_column]
resource.data.hparamTrials.hparams.kmeansInitializationColumn entity.resource.attribute.labels[hparam_trials_hparams_kmeans_initialization_column]
resource.data.hparamTrials.hparams.kmeansInitializationMethod entity.resource.attribute.labels[hparam_trials_hparams_kmeans_initialization_method]
resource.data.hparamTrials.hparams.l1RegActivation entity.resource.attribute.labels[hparam_trials_hparams_l_1_reg_activation]
resource.data.hparamTrials.hparams.l1Regularization entity.resource.attribute.labels[hparam_trials_hparams_l_1_regularization]
resource.data.hparamTrials.hparams.l2Regularization entity.resource.attribute.labels[hparam_trials_hparams_l_2_regularization]
resource.data.hparamTrials.hparams.learnRateStrategy entity.resource.attribute.labels[hparam_trials_hparams_learn_rate_strategy]
resource.data.hparamTrials.hparams.learnRate entity.resource.attribute.labels[hparam_trials_hparams_learn_rate]
resource.data.hparamTrials.hparams.lossType entity.resource.attribute.labels[hparam_trials_hparams_loss_type]
resource.data.hparamTrials.hparams.maxIterations entity.resource.attribute.labels[hparam_trials_hparams_max_iterations]
resource.data.hparamTrials.hparams.maxParallelTrials entity.resource.attribute.labels[hparam_trials_hparams_max_parallel_trials]
resource.data.hparamTrials.hparams.maxTimeSeriesLength entity.resource.attribute.labels[hparam_trials_hparams_max_time_series_length]
resource.data.hparamTrials.hparams.maxTreeDepth entity.resource.attribute.labels[hparam_trials_hparams_max_tree_depth]
resource.data.hparamTrials.hparams.minRelativeProgress entity.resource.attribute.labels[hparam_trials_hparams_min_relative_progress]
resource.data.hparamTrials.hparams.minSplitLoss entity.resource.attribute.labels[hparam_trials_hparams_min_split_loss]
resource.data.hparamTrials.hparams.minTimeSeriesLength entity.resource.attribute.labels[hparam_trials_hparams_min_time_series_length]
resource.data.hparamTrials.hparams.minTreeChildWeight entity.resource.attribute.labels[hparam_trials_hparams_min_tree_child_weight]
resource.data.hparamTrials.hparams.modelRegistry entity.resource.attribute.labels[hparam_trials_hparams_model_registry]
resource.data.hparamTrials.hparams.modelUri entity.resource.attribute.labels[hparam_trials_hparams_model_uri]
resource.data.hparamTrials.hparams.nonSeasonalOrder.d entity.resource.attribute.labels[hparam_trials_hparams_non_seasonal_order_d]
resource.data.hparamTrials.hparams.nonSeasonalOrder.p entity.resource.attribute.labels[hparam_trials_hparams_non_seasonal_order_p]
resource.data.hparamTrials.hparams.nonSeasonalOrder.q entity.resource.attribute.labels[hparam_trials_hparams_non_seasonal_order_q]
resource.data.hparamTrials.hparams.numClusters entity.resource.attribute.labels[hparam_trials_hparams_num_clusters]
resource.data.hparamTrials.hparams.numFactors entity.resource.attribute.labels[hparam_trials_hparams_num_factors]
resource.data.hparamTrials.hparams.numParallelTree entity.resource.attribute.labels[hparam_trials_hparams_num_parallel_tree]
resource.data.hparamTrials.hparams.numPrincipalComponents entity.resource.attribute.labels[hparam_trials_hparams_num_principal_components]
resource.data.hparamTrials.hparams.numTrials entity.resource.attribute.labels[hparam_trials_hparams_num_trials]
resource.data.hparamTrials.hparams.optimizationStrategy entity.resource.attribute.labels[hparam_trials_hparams_optimization_strategy]
resource.data.hparamTrials.hparams.optimizer entity.resource.attribute.labels[hparam_trials_hparams_optimizer]
resource.data.hparamTrials.hparams.pcaExplainedVarianceRatio entity.resource.attribute.labels[hparam_trials_hparams_pca_explained_variance_ratio]
resource.data.hparamTrials.hparams.pcaSolver entity.resource.attribute.labels[hparam_trials_hparams_pca_solver]
resource.data.hparamTrials.hparams.sampledShapleyNumPaths entity.resource.attribute.labels[hparam_trials_hparams_sampled_shapley_num_paths]
resource.data.hparamTrials.hparams.scaleFeatures entity.resource.attribute.labels[hparam_trials_hparams_scale_features]
resource.data.hparamTrials.hparams.standardizeFeatures entity.resource.attribute.labels[hparam_trials_hparams_standardize_features]
resource.data.hparamTrials.hparams.subsample entity.resource.attribute.labels[hparam_trials_hparams_subsample]
resource.data.hparamTrials.hparams.tfVersion entity.resource.attribute.labels[hparam_trials_hparams_tf_version]
resource.data.hparamTrials.hparams.timeSeriesDataColumn entity.resource.attribute.labels[hparam_trials_hparams_time_series_data_column]
resource.data.hparamTrials.hparams.timeSeriesIdColumn entity.resource.attribute.labels[hparam_trials_hparams_time_series_id_column]
resource.data.hparamTrials.hparams.timeSeriesIdColumns entity.resource.attribute.labels[hparam_trials_hparams_time_series_id_columns]
resource.data.hparamTrials.hparams.timeSeriesLengthFraction entity.resource.attribute.labels[hparam_trials_hparams_time_series_length_fraction]
resource.data.hparamTrials.hparams.timeSeriesTimestampColumn entity.resource.attribute.labels[hparam_trials_hparams_time_series_timestamp_column]
resource.data.hparamTrials.hparams.treeMethod entity.resource.attribute.labels[hparam_trials_hparams_tree_method]
resource.data.hparamTrials.hparams.trendSmoothingWindowSize entity.resource.attribute.labels[hparam_trials_hparams_trend_smoothing_window_size]
resource.data.hparamTrials.hparams.userColumn entity.resource.attribute.labels[hparam_trials_hparams_user_column]
resource.data.hparamTrials.hparams.vertexAiModelVersionAliases entity.resource.attribute.labels[hparam_trials_hparams_vertex_ai_model_version_aliases]
resource.data.hparamTrials.hparams.walsAlpha entity.resource.attribute.labels[hparam_trials_hparams_wals_alpha]
resource.data.hparamTrials.hparams.warmStart entity.resource.attribute.labels[hparam_trials_hparams_warm_start]
resource.data.hparamTrials.hparams.xgboostVersion entity.resource.attribute.labels[hparam_trials_hparams_xgboost_version]
resource.data.hparamTrials.startTimeMs entity.resource.attribute.labels[hparam_trials_start_time_ms]
resource.data.hparamTrials.status entity.resource.attribute.labels[hparam_trials_status]
resource.data.hparamTrials.trainingLoss entity.resource.attribute.labels[hparam_trials_training_loss]
resource.data.hparamTrials.trialId entity.resource.attribute.labels[hparam_trials_trial_id]
resource.data.isCaseInsensitive entity.resource.attribute.labels[is_case_insensitive]
resource.data.kind entity.resource.attribute.labels[kind]
resource.data.labelColumns.name entity.resource.attribute.labels[label_columns_name]
resource.data.labelColumns.type.typeKind entity.resource.attribute.labels[label_columns_type_type_kind]
resource.data.materializedView.enableRefresh entity.resource.attribute.labels[materialized_view_enable_refresh]
resource.data.materializedView.lastRefreshTime entity.resource.attribute.labels[materialized_view_last_refresh_time]
resource.data.materializedView.query entity.resource.attribute.labels[materialized_view_query]
resource.data.materializedView.refreshIntervalMs entity.resource.attribute.labels[materialized_view_refresh_interval_ms]
resource.data.materializedViewStatus.lastRefreshStatus.debugInfo entity.resource.attribute.labels[materialized_view_status_last_refresh_status_debug_info]
resource.data.materializedViewStatus.lastRefreshStatus.location entity.resource.attribute.labels[materialized_view_status_last_refresh_status_location]
resource.data.materializedViewStatus.lastRefreshStatus.message entity.resource.attribute.labels[materialized_view_status_last_refresh_status_message]
resource.data.materializedViewStatus.lastRefreshStatus.reason entity.resource.attribute.labels[materialized_view_status_last_refresh_status_reason]
resource.data.materializedViewStatus.refreshWatermark entity.resource.attribute.labels[materialized_view_status_refresh_watermark]
resource.data.maxStaleness entity.resource.attribute.labels[max_staleness]
resource.data.maxTimeTravelHours entity.resource.attribute.labels[max_time_travel_hours]
resource.data.modelReference.modelId entity.resource.attribute.labels[model_reference_modelid]
resource.data.modelType entity.resource.attribute.labels[model_type]
resource.data.numBytes entity.resource.attribute.labels[num_Bytes]
resource.data.numLongTermBytes entity.resource.attribute.labels[num_long_term_bytes]
resource.data.numRows entity.resource.attribute.labels[num_rows]
resource.data.optimalTrialIds entity.resource.attribute.labels[optimal_trial_id]
resource.data.requirePartitionFilter entity.resource.attribute.labels[require_partition_filter]
resource.data.satisfiesPzs entity.resource.attribute.labels[satisfies_pzs]
resource.data.selfLink entity.resource.attribute.labels[self_link]
resource.data.storageBillingModel entity.resource.attribute.labels[storage_billing_model]
resource.data.streamingBuffer.estimatedBytes entity.resource.attribute.labels[streaming_buffer_estimated_bytes]
resource.data.streamingBuffer.estimatedRows entity.resource.attribute.labels[streaming_buffer_estimated_rows]
resource.data.streamingBuffer.oldestEntryTime entity.resource.attribute.labels[streaming_buffer_oldest_entry_time]
resource.data.tableConstraints.foreignKeys.columnReferences.referencedColumn entity.resource.attribute.labels[table_constraints_foreign_keys_column_references_referenced_column]
resource.data.tableConstraints.foreignKeys.columnReferences.referencingColumn entity.resource.attribute.labels[table_constraints_foreign_keys_column_references_referencing_column]
resource.data.tableConstraints.foreignKeys.name entity.resource.attribute.labels[table_constraints_foreign_keys_name]
resource.data.tableConstraints.foreignKeys.referencedTable.datasetId entity.resource.attribute.labels[table_constraints_foreign_keys_referenced_table_dataset_id]
resource.data.tableConstraints.foreignKeys.referencedTable.projectId entity.resource.attribute.labels[table_constraints_foreign_keys_referenced_table_project_id]
resource.data.tableConstraints.foreignKeys.referencedTable.tableId entity.resource.attribute.labels[table_constraints_foreign_keys_referenced_table_table_id]
resource.data.tableConstraints.primaryKey.columns entity.resource.attribute.labels[table_constraints_primary_key_columns]
resource.data.schema.fields.collation entity.resource.attribute.labels[table_field_collation]
resource.data.schema.fields.defaultValueExpression entity.resource.attribute.labels[table_field_default_value_expression]
resource.data.schema.fields.description entity.resource.attribute.labels[table_field_description]
resource.data.schema.fields.maxLength entity.resource.attribute.labels[table_field_max_length]
resource.data.schema.fields.mode entity.resource.attribute.labels[table_field_mode]
resource.data.schema.fields.name entity.resource.attribute.labels[table_field_name]
resource.data.schema.fields.policyTags.names[] entity.resource.attribute.labels[table_field_policy_tags_names]
resource.data.schema.fields.precision entity.resource.attribute.labels[table_field_precision]
resource.data.schema.fields.roundingMode entity.resource.attribute.labels[table_field_rounding_mode]
resource.data.schema.fields.scale entity.resource.attribute.labels[table_field_scale]
resource.data.schema.fields.type entity.resource.attribute.labels[table_field_type]
resource.data.rangePartitioning.field entity.resource.attribute.labels[table_range_partitioning_field]
resource.data.rangePartitioning.range.end entity.resource.attribute.labels[table_range_partitioning_range_end]
resource.data.rangePartitioning.range.interval entity.resource.attribute.labels[table_range_partitioning_range_interval]
resource.data.rangePartitioning.range.start entity.resource.attribute.labels[table_range_partitioning_range_start]
resource.data.tableReference.tableId entity.resource.attribute.labels[table_reference_table_id]
resource.data.timePartitioning.expirationMs entity.resource.attribute.labels[table_time_partitioning_expiration_ms]
resource.data.timePartitioning.field entity.resource.attribute.labels[table_time_partitioning_field]
resource.data.timePartitioning.requirePartitionFilter entity.resource.attribute.labels[table_time_partitioning_require_partition_filter]
resource.data.timePartitioning.type entity.resource.attribute.labels[table_time_partitioning_type]
resource.data.tags entity.resource.attribute.labels[tags]
resource.data.trainingRuns.classLevelGlobalExplanations.classLabel entity.resource.attribute.labels[trainingruns_class_level_global_explanations_class_label]
resource.data.trainingRuns.classLevelGlobalExplanations.explanations.attribution entity.resource.attribute.labels[trainingruns_class_level_global_explanations_explanations_attribution]
resource.data.trainingRuns.classLevelGlobalExplanations.explanations.featureName entity.resource.attribute.labels[trainingruns_class_level_global_explanations_explanations_feature_name]
resource.data.trainingRuns.evaluationMetrics.arimaForecastingMetrics.arimaSingleModelForecastingMetrics.arimaFittingMetrics.aic entity.resource.attribute.labels[trainingruns_evaluation_arima_forecasting_single_model_fitting_metrics_aic]
resource.data.trainingRuns.evaluationMetrics.arimaForecastingMetrics.arimaSingleModelForecastingMetrics.hasDrift entity.resource.attribute.labels[trainingruns_evaluation_arima_forecasting_single_model_has_drift]
resource.data.trainingRuns.evaluationMetrics.arimaForecastingMetrics.arimaSingleModelForecastingMetrics.hasHolidayEffect entity.resource.attribute.labels[trainingruns_evaluation_arima_forecasting_single_model_has_holiday_effect]
resource.data.trainingRuns.evaluationMetrics.arimaForecastingMetrics.arimaSingleModelForecastingMetrics.hasSpikesAndDips entity.resource.attribute.labels[trainingruns_evaluation_arima_forecasting_single_model_has_spikes_and_dips]
resource.data.trainingRuns.evaluationMetrics.arimaForecastingMetrics.arimaSingleModelForecastingMetrics.hasStepChanges entity.resource.attribute.labels[trainingruns_evaluation_arima_forecasting_single_model_has_step_changes]
resource.data.trainingRuns.evaluationMetrics.arimaForecastingMetrics.arimaSingleModelForecastingMetrics.arimaFittingMetrics.logLikelihood entity.resource.attribute.labels[trainingruns_evaluation_arima_forecasting_single_model_fitting_metrics_log_likelihood]
resource.data.trainingRuns.evaluationMetrics.arimaForecastingMetrics.arimaSingleModelForecastingMetrics.seasonalPeriods entity.resource.attribute.labels[trainingruns_evaluation_arima_forecasting_single_model_fitting_metrics_seasonal_periods]
resource.data.trainingRuns.evaluationMetrics.arimaForecastingMetrics.arimaSingleModelForecastingMetrics.timeSeriesId entity.resource.attribute.labels[trainingruns_evaluation_arima_forecasting_single_model_time_series_id]
resource.data.trainingRuns.evaluationMetrics.arimaForecastingMetrics.arimaSingleModelForecastingMetrics.timeSeriesIds entity.resource.attribute.labels[trainingruns_evaluation_arima_forecasting_single_model_time_series_ids]
resource.data.trainingRuns.evaluationMetrics.arimaForecastingMetrics.arimaSingleModelForecastingMetrics.arimaFittingMetrics.variance entity.resource.attribute.labels[trainingruns_evaluation_arima_forecasting_single_model_fitting_metrics_variance]
resource.data.trainingRuns.evaluationMetrics.arimaForecastingMetrics.arimaSingleModelForecastingMetrics.nonSeasonalOrder.d entity.resource.attribute.labels[trainingruns_evaluation_arima_forecasting_single_model_non_seasonal_order_d]
resource.data.trainingRuns.evaluationMetrics.arimaForecastingMetrics.arimaSingleModelForecastingMetrics.nonSeasonalOrder.p entity.resource.attribute.labels[trainingruns_evaluation_arima_forecasting_single_model_non_seasonal_order_p]
resource.data.trainingRuns.evaluationMetrics.arimaForecastingMetrics.arimaSingleModelForecastingMetrics.nonSeasonalOrder.q entity.resource.attribute.labels[trainingruns_evaluation_arima_forecasting_single_model_non_seasonal_order_q]
resource.data.trainingRuns.evaluationMetrics.binaryClassificationMetrics.aggregateClassificationMetrics.accuracy entity.resource.attribute.labels[trainingruns_evaluation_binary_classification_aggregate_classification_metrics_accuracy]
resource.data.trainingRuns.evaluationMetrics.binaryClassificationMetrics.aggregateClassificationMetrics.f1Score entity.resource.attribute.labels[trainingruns_evaluation_binary_classification_aggregate_classification_metrics_f_1_score]
resource.data.trainingRuns.evaluationMetrics.binaryClassificationMetrics.aggregateClassificationMetrics.logLoss entity.resource.attribute.labels[trainingruns_evaluation_binary_classification_aggregate_classification_metrics_log_loss]
resource.data.trainingRuns.evaluationMetrics.binaryClassificationMetrics.aggregateClassificationMetrics.precision entity.resource.attribute.labels[trainingruns_evaluation_binary_classification_aggregate_classification_metrics_precision]
resource.data.trainingRuns.evaluationMetrics.binaryClassificationMetrics.aggregateClassificationMetrics.recall entity.resource.attribute.labels[trainingruns_evaluation_binary_classification_aggregate_classification_metrics_recall]
resource.data.trainingRuns.evaluationMetrics.binaryClassificationMetrics.aggregateClassificationMetrics.rocAuc entity.resource.attribute.labels[trainingruns_evaluation_binary_classification_aggregate_classification_metrics_roc_auc]
resource.data.trainingRuns.evaluationMetrics.binaryClassificationMetrics.aggregateClassificationMetrics.threshold entity.resource.attribute.labels[trainingruns_evaluation_binary_classification_aggregate_classification_metrics_threshold]
resource.data.trainingRuns.evaluationMetrics.binaryClassificationMetrics.binaryConfusionMatrixList.accuracy entity.resource.attribute.labels[trainingruns_evaluation_binary_classification_confusion_matrix_list_accuracy]
resource.data.trainingRuns.evaluationMetrics.binaryClassificationMetrics.binaryConfusionMatrixList.f1Score entity.resource.attribute.labels[trainingruns_evaluation_binary_classification_confusion_matrix_list_f_1_score]
resource.data.trainingRuns.evaluationMetrics.binaryClassificationMetrics.binaryConfusionMatrixList.falseNegatives entity.resource.attribute.labels[trainingruns_evaluation_binary_classification_confusion_matrix_list_false_negatives]
resource.data.trainingRuns.evaluationMetrics.binaryClassificationMetrics.binaryConfusionMatrixList.falsePositives entity.resource.attribute.labels[trainingruns_evaluation_binary_classification_confusion_matrix_list_false_positives]
resource.data.trainingRuns.evaluationMetrics.binaryClassificationMetrics.binaryConfusionMatrixList.positiveClassThreshold entity.resource.attribute.labels[trainingruns_evaluation_binary_classification_confusion_matrix_list_positive_class_threshold]
resource.data.trainingRuns.evaluationMetrics.binaryClassificationMetrics.binaryConfusionMatrixList.precision entity.resource.attribute.labels[trainingruns_evaluation_binary_classification_confusion_matrix_list_precision]
resource.data.trainingRuns.evaluationMetrics.binaryClassificationMetrics.binaryConfusionMatrixList.recall entity.resource.attribute.labels[trainingruns_evaluation_binary_classification_confusion_matrix_list_recall]
resource.data.trainingRuns.evaluationMetrics.binaryClassificationMetrics.binaryConfusionMatrixList.trueNegatives entity.resource.attribute.labels[trainingruns_evaluation_binary_classification_confusion_matrix_list_true_negatives]
resource.data.trainingRuns.evaluationMetrics.binaryClassificationMetrics.binaryConfusionMatrixList.truePositives entity.resource.attribute.labels[trainingruns_evaluation_binary_classification_confusion_matrix_list_true_positives]
resource.data.trainingRuns.evaluationMetrics.binaryClassificationMetrics.negativeLabel entity.resource.attribute.labels[trainingruns_evaluation_binary_classification_negative_label]
resource.data.trainingRuns.evaluationMetrics.binaryClassificationMetrics.positiveLabel entity.resource.attribute.labels[trainingruns_evaluation_binary_classification_positive_label]
resource.data.trainingRuns.evaluationMetrics.clusteringMetrics.clusters.centroidId entity.resource.attribute.labels[trainingruns_evaluation_clustering_metrics_clusters_centroid_id]
resource.data.trainingRuns.evaluationMetrics.clusteringMetrics.clusters.count entity.resource.attribute.labels[trainingruns_evaluation_clustering_metrics_clusters_count]
resource.data.trainingRuns.evaluationMetrics.clusteringMetrics.clusters.featureValues.categoricalValue.categoryCounts.category entity.resource.attribute.labels[trainingruns_evaluation_clustering_metrics_feature_values_categorical_value_counts_category]
resource.data.trainingRuns.evaluationMetrics.clusteringMetrics.clusters.featureValues.categoricalValue.categoryCounts.count entity.resource.attribute.labels[trainingruns_evaluation_clustering_metrics_feature_values_categorical_value_counts_count]
resource.data.trainingRuns.evaluationMetrics.clusteringMetrics.clusters.featureValues.featureColumn entity.resource.attribute.labels[trainingruns_evaluation_clustering_metrics_feature_values_feature_column]
resource.data.trainingRuns.evaluationMetrics.clusteringMetrics.clusters.featureValues.numericalValue entity.resource.attribute.labels[trainingruns_evaluation_clustering_metrics_feature_values_numerical_value]
resource.data.trainingRuns.evaluationMetrics.clusteringMetrics.daviesBouldinIndex entity.resource.attribute.labels[trainingruns_evaluation_clustering_metrics_davies_bouldin_index]
resource.data.trainingRuns.evaluationMetrics.clusteringMetrics.meanSquaredDistance entity.resource.attribute.labels[trainingruns_evaluation_clustering_metrics_mean_squared_distance]
resource.data.trainingRuns.evaluationMetrics.dimensionalityReductionMetrics.totalExplainedVarianceRatio entity.resource.attribute.labels[trainingruns_evaluation_dimensionality_reduction_metrics_total_explained_variance_ratio]
resource.data.trainingRuns.evaluationMetrics.multiClassClassificationMetrics.aggregateClassificationMetrics.accuracy entity.resource.attribute.labels[trainingruns_evaluation_multiclass_classification_aggregate_classification_metrics_accuracy]
resource.data.trainingRuns.evaluationMetrics.multiClassClassificationMetrics.aggregateClassificationMetrics.f1Score entity.resource.attribute.labels[trainingruns_evaluation_multiclass_classification_aggregate_classification_metrics_f_1_score]
resource.data.trainingRuns.evaluationMetrics.multiClassClassificationMetrics.aggregateClassificationMetrics.logLoss entity.resource.attribute.labels[trainingruns_evaluation_multiclass_classification_aggregate_classification_metrics_log_loss]
resource.data.trainingRuns.evaluationMetrics.multiClassClassificationMetrics.aggregateClassificationMetrics.precision entity.resource.attribute.labels[trainingruns_evaluation_multiclass_classification_aggregate_classification_metrics_precision]
resource.data.trainingRuns.evaluationMetrics.multiClassClassificationMetrics.aggregateClassificationMetrics.recall entity.resource.attribute.labels[trainingruns_evaluation_multiclass_classification_aggregate_classification_metrics_recall]
resource.data.trainingRuns.evaluationMetrics.multiClassClassificationMetrics.aggregateClassificationMetrics.rocAuc entity.resource.attribute.labels[trainingruns_evaluation_multiclass_classification_aggregate_classification_metrics_roc_auc]
resource.data.trainingRuns.evaluationMetrics.multiClassClassificationMetrics.aggregateClassificationMetrics.threshold entity.resource.attribute.labels[trainingruns_evaluation_multiclass_classification_aggregate_classification_metrics_threshold]
resource.data.trainingRuns.evaluationMetrics.multiClassClassificationMetrics.confusionMatrixList.confidenceThreshold entity.resource.attribute.labels[trainingruns_evaluation_multiclass_classification_confusion_matrix_list_confidence_threshold]
resource.data.trainingRuns.evaluationMetrics.multiClassClassificationMetrics.confusionMatrixList.rows.actualLabel entity.resource.attribute.labels[trainingruns_evaluation_multiclass_classification_confusion_matrix_list_rows_actual_label]
resource.data.trainingRuns.evaluationMetrics.multiClassClassificationMetrics.confusionMatrixList.rows.entries.itemCount entity.resource.attribute.labels[trainingruns_evaluation_multiclass_classification_confusion_matrix_list_rows_entries_item_count]
resource.data.trainingRuns.evaluationMetrics.multiClassClassificationMetrics.confusionMatrixList.rows.entries.predictedLabel entity.resource.attribute.labels[trainingruns_evaluation_multiclass_classification_confusion_matrix_list_rows_entries_predicted_label]
resource.data.trainingRuns.evaluationMetrics.rankingMetrics.averageRank entity.resource.attribute.labels[trainingruns_evaluation_ranking_metrics_average_rank]
resource.data.trainingRuns.evaluationMetrics.rankingMetrics.meanAveragePrecision entity.resource.attribute.labels[trainingruns_evaluation_ranking_metrics_mean_average_precision]
resource.data.trainingRuns.evaluationMetrics.rankingMetrics.meanSquaredError entity.resource.attribute.labels[trainingruns_evaluation_ranking_metrics_mean_squared_error]
resource.data.trainingRuns.evaluationMetrics.rankingMetrics.normalizedDiscountedCumulativeGain entity.resource.attribute.labels[trainingruns_evaluation_ranking_metrics_normalized_discounted_cumulative_gain]
resource.data.trainingRuns.modelLevelGlobalExplanation.classLabel entity.resource.attribute.labels[trainingruns_model_level_global_explanation_class_label]
resource.data.trainingRuns.modelLevelGlobalExplanation.explanations.attribution entity.resource.attribute.labels[trainingruns_model_level_global_explanation_explanations_attribution]
resource.data.trainingRuns.modelLevelGlobalExplanation.explanations.featureName entity.resource.attribute.labels[trainingruns_model_level_global_explanation_explanations_feature_name]
resource.data.trainingRuns.results.arimaResult.arimaModelInfo.arimaCoefficients.autoRegressiveCoefficients entity.resource.attribute.labels[trainingruns_results_arima_model_info_auto_regressive]
resource.data.trainingRuns.results.arimaResult.arimaModelInfo.arimaCoefficients.interceptCoefficient entity.resource.attribute.labels[trainingruns_results_arima_model_info_intercept_coefficient]
resource.data.trainingRuns.results.arimaResult.arimaModelInfo.arimaCoefficients.movingAverageCoefficients entity.resource.attribute.labels[trainingruns_results_arima_model_info_moving_average]
resource.data.trainingRuns.results.arimaResult.arimaModelInfo.arimaFittingMetrics.aic entity.resource.attribute.labels[trainingruns_results_arima_model_info_fitting_metrics_aic]
resource.data.trainingRuns.results.arimaResult.arimaModelInfo.arimaFittingMetrics.logLikelihood entity.resource.attribute.labels[trainingruns_results_arima_model_info_fitting_metrics_log_likelihood]
resource.data.trainingRuns.results.arimaResult.arimaModelInfo.arimaFittingMetrics.variance entity.resource.attribute.labels[trainingruns_results_arima_model_info_fitting_metrics_variance]
resource.data.trainingRuns.results.arimaResult.arimaModelInfo.hasDrift entity.resource.attribute.labels[trainingruns_results_arima_model_info_has_drift]
resource.data.trainingRuns.results.arimaResult.arimaModelInfo.hasHolidayEffect entity.resource.attribute.labels[trainingruns_results_arima_model_info_has_holiday_effect]
resource.data.trainingRuns.results.arimaResult.arimaModelInfo.hasSpikesAndDips entity.resource.attribute.labels[trainingruns_results_arima_model_info_has_spikes_and_dips]
resource.data.trainingRuns.results.arimaResult.arimaModelInfo.hasStepChanges entity.resource.attribute.labels[trainingruns_results_arima_model_info_has_step_changes]
resource.data.trainingRuns.results.arimaResult.arimaModelInfo.nonSeasonalOrder.d entity.resource.attribute.labels[trainingruns_results_arima_model_info_non_seasonal_order_d]
resource.data.trainingRuns.results.arimaResult.arimaModelInfo.nonSeasonalOrder.p entity.resource.attribute.labels[trainingruns_results_arima_model_info_non_seasonal_order_p]
resource.data.trainingRuns.results.arimaResult.arimaModelInfo.nonSeasonalOrder.q entity.resource.attribute.labels[trainingruns_results_arima_model_info_non_seasonal_order_q]
resource.data.trainingRuns.results.arimaResult.arimaModelInfo.seasonalPeriods entity.resource.attribute.labels[trainingruns_results_arima_model_info_seasonal_periods]
resource.data.trainingRuns.results.arimaResult.arimaModelInfo.timeSeriesId entity.resource.attribute.labels[trainingruns_results_arima_model_info_time_series_id]
resource.data.trainingRuns.results.arimaResult.arimaModelInfo.timeSeriesIds entity.resource.attribute.labels[trainingruns_results_arima_model_info_time_series_ids]
resource.data.trainingRuns.results.arimaResult.seasonalPeriods entity.resource.attribute.labels[trainingruns_results_arima_result_seasonal_periods]
resource.data.trainingRuns.results.clusterInfos.centroidId entity.resource.attribute.labels[trainingruns_results_cluster_infos_centroid_id]
resource.data.trainingRuns.results.clusterInfos.clusterRadius entity.resource.attribute.labels[trainingruns_results_cluster_infos_cluster_radius]
resource.data.trainingRuns.results.clusterInfos.clusterSize entity.resource.attribute.labels[trainingruns_results_cluster_infos_cluster_size]
resource.data.trainingRuns.results.durationMs entity.resource.attribute.labels[trainingruns_results_duration_ms]
resource.data.trainingRuns.results.evalLoss entity.resource.attribute.labels[trainingruns_results_eval_loss]
resource.data.trainingRuns.results.index entity.resource.attribute.labels[trainingruns_results_index]
resource.data.trainingRuns.results.learnRate entity.resource.attribute.labels[trainingruns_results_learn_rate]
resource.data.trainingRuns.results.principalComponentInfos.cumulativeExplainedVarianceRatio entity.resource.attribute.labels[trainingruns_results_principal_component_infos_cumulative_explained_variance_ratio]
resource.data.trainingRuns.results.principalComponentInfos.explainedVarianceRatio entity.resource.attribute.labels[trainingruns_results_principal_component_infos_explained_variance_ratio]
resource.data.trainingRuns.results.principalComponentInfos.explainedVariance entity.resource.attribute.labels[trainingruns_results_principal_component_infos_explained_variance]
resource.data.trainingRuns.results.principalComponentInfos.principalComponentId entity.resource.attribute.labels[trainingruns_results_principal_component_infos_principal_component_id]
resource.data.trainingRuns.results.trainingLoss entity.resource.attribute.labels[trainingruns_results_training_loss]
resource.data.trainingRuns.startTime entity.resource.attribute.labels[trainingruns_start_time]
resource.data.trainingRuns.trainingOptions.activationFn entity.resource.attribute.labels[trainingruns_training_options_activation_fn]
resource.data.trainingRuns.trainingOptions.adjustStepChanges entity.resource.attribute.labels[trainingruns_training_options_adjust_step_changes]
resource.data.trainingRuns.trainingOptions.approxGlobalFeatureContrib entity.resource.attribute.labels[trainingruns_training_options_approx_global_feature_contrib]
resource.data.trainingRuns.trainingOptions.autoArimaMaxOrder entity.resource.attribute.labels[trainingruns_training_options_auto_arima_max_order]
resource.data.trainingRuns.trainingOptions.autoArimaMinOrder entity.resource.attribute.labels[trainingruns_training_options_auto_arima_min_order]
resource.data.trainingRuns.trainingOptions.autoArima entity.resource.attribute.labels[trainingruns_training_options_auto_arima]
resource.data.trainingRuns.trainingOptions.autoClassWeights entity.resource.attribute.labels[trainingruns_training_options_auto_class_weights]
resource.data.trainingRuns.trainingOptions.batchSize entity.resource.attribute.labels[trainingruns_training_options_batch_size]
resource.data.trainingRuns.trainingOptions.boosterType entity.resource.attribute.labels[trainingruns_training_options_booster_type]
resource.data.trainingRuns.trainingOptions.budgetHours entity.resource.attribute.labels[trainingruns_training_options_budget_hours]
resource.data.trainingRuns.trainingOptions.calculatePValues entity.resource.attribute.labels[trainingruns_training_options_calculate_p_values]
resource.data.trainingRuns.trainingOptions.categoryEncodingMethod entity.resource.attribute.labels[trainingruns_training_options_category_encoding_method]
resource.data.trainingRuns.trainingOptions.cleanSpikesAndDips entity.resource.attribute.labels[trainingruns_training_options_clean_spikes_and_dips]
resource.data.trainingRuns.trainingOptions.colsampleBylevel entity.resource.attribute.labels[trainingruns_training_options_colsample_bylevel]
resource.data.trainingRuns.trainingOptions.colsampleBynode entity.resource.attribute.labels[trainingruns_training_options_colsample_bynode]
resource.data.trainingRuns.trainingOptions.colsampleBytree entity.resource.attribute.labels[trainingruns_training_options_colsample_bytree]
resource.data.trainingRuns.trainingOptions.dartNormalizeType entity.resource.attribute.labels[trainingruns_training_options_dart_normalize_type]
resource.data.trainingRuns.trainingOptions.dataFrequency entity.resource.attribute.labels[trainingruns_training_options_data_frequency]
resource.data.trainingRuns.trainingOptions.dataSplitColumn entity.resource.attribute.labels[trainingruns_training_options_data_split_column]
resource.data.trainingRuns.trainingOptions.dataSplitEvalFraction entity.resource.attribute.labels[trainingruns_training_options_data_split_eval_fraction]
resource.data.trainingRuns.trainingOptions.dataSplitMethod entity.resource.attribute.labels[trainingruns_training_options_data_split_method]
resource.data.trainingRuns.trainingOptions.decomposeTimeSeries entity.resource.attribute.labels[trainingruns_training_options_decompose_time_series]
resource.data.trainingRuns.trainingOptions.distanceType entity.resource.attribute.labels[trainingruns_training_options_distance_type]
resource.data.trainingRuns.trainingOptions.dropout entity.resource.attribute.labels[trainingruns_training_options_dropout]
resource.data.trainingRuns.trainingOptions.earlyStop entity.resource.attribute.labels[trainingruns_training_options_early_stop]
resource.data.trainingRuns.trainingOptions.enableGlobalExplain entity.resource.attribute.labels[trainingruns_training_options_enable_global_explain]
resource.data.trainingRuns.trainingOptions.feedbackType entity.resource.attribute.labels[trainingruns_training_options_feedback_type]
resource.data.trainingRuns.trainingOptions.fitIntercept entity.resource.attribute.labels[trainingruns_training_options_fit_intercept]
resource.data.trainingRuns.trainingOptions.hiddenUnits entity.resource.attribute.labels[trainingruns_training_options_hidden_units]
resource.data.trainingRuns.trainingOptions.holidayRegion entity.resource.attribute.labels[trainingruns_training_options_holiday_region]
resource.data.trainingRuns.trainingOptions.holidayRegions entity.resource.attribute.labels[trainingruns_training_options_holiday_regions]
resource.data.trainingRuns.trainingOptions.horizon entity.resource.attribute.labels[trainingruns_training_options_horizon]
resource.data.trainingRuns.trainingOptions.hparamTuningObjectives entity.resource.attribute.labels[trainingruns_training_options_hparam_tuning_objectives]
resource.data.trainingRuns.trainingOptions.includeDrift entity.resource.attribute.labels[trainingruns_training_options_include_drift]
resource.data.trainingRuns.trainingOptions.initialLearnRate entity.resource.attribute.labels[trainingruns_training_options_initial_learn_rate]
resource.data.trainingRuns.trainingOptions.inputLabelColumns entity.resource.attribute.labels[trainingruns_training_options_input_label_columns]
resource.data.trainingRuns.trainingOptions.instanceWeightColumn entity.resource.attribute.labels[trainingruns_training_options_instance_weight_column]
resource.data.trainingRuns.trainingOptions.integratedGradientsNumSteps entity.resource.attribute.labels[trainingruns_training_options_integrated_gradients_num_steps]
resource.data.trainingRuns.trainingOptions.itemColumn entity.resource.attribute.labels[trainingruns_training_options_item_column]
resource.data.trainingRuns.trainingOptions.kmeansInitializationColumn entity.resource.attribute.labels[trainingruns_training_options_kmeans_initialization_column]
resource.data.trainingRuns.trainingOptions.kmeansInitializationMethod entity.resource.attribute.labels[trainingruns_training_options_kmeans_initialization_method]
resource.data.trainingRuns.trainingOptions.l1RegActivation entity.resource.attribute.labels[trainingruns_training_options_l_1_reg_activation]
resource.data.trainingRuns.trainingOptions.l1Regularization entity.resource.attribute.labels[trainingruns_training_options_l_1_regularization]
resource.data.trainingRuns.trainingOptions.l2Regularization entity.resource.attribute.labels[trainingruns_training_options_l_2_regularization]
resource.data.trainingRuns.trainingOptions.learnRateStrategy entity.resource.attribute.labels[trainingruns_training_options_learn_rate_strategy]
resource.data.trainingRuns.trainingOptions.learnRate entity.resource.attribute.labels[trainingruns_training_options_learn_rate]
resource.data.trainingRuns.trainingOptions.maxIterations entity.resource.attribute.labels[trainingruns_training_options_max_iterations]
resource.data.trainingRuns.trainingOptions.maxParallelTrials entity.resource.attribute.labels[trainingruns_training_options_max_parallel_trials]
resource.data.trainingRuns.trainingOptions.maxTimeSeriesLength entity.resource.attribute.labels[trainingruns_training_options_max_time_series_length]
resource.data.trainingRuns.trainingOptions.maxTreeDepth entity.resource.attribute.labels[trainingruns_training_options_max_tree_depth]
resource.data.trainingRuns.trainingOptions.minRelativeProgress entity.resource.attribute.labels[trainingruns_training_options_min_relative_progress]
resource.data.trainingRuns.trainingOptions.minTimeSeriesLength entity.resource.attribute.labels[trainingruns_training_options_min_time_series_length]
resource.data.trainingRuns.trainingOptions.minTreeChildWeight entity.resource.attribute.labels[trainingruns_training_options_min_tree_child_weight]
resource.data.trainingRuns.trainingOptions.modelRegistry entity.resource.attribute.labels[trainingruns_training_options_model_registry]
resource.data.trainingRuns.trainingOptions.modelUri entity.resource.attribute.labels[trainingruns_training_options_model_uri]
resource.data.trainingRuns.trainingOptions.nonSeasonalOrder.d entity.resource.attribute.labels[trainingruns_training_options_non_seasonal_order_d]
resource.data.trainingRuns.trainingOptions.nonSeasonalOrder.p entity.resource.attribute.labels[trainingruns_training_options_non_seasonal_order_p]
resource.data.trainingRuns.trainingOptions.nonSeasonalOrder.q entity.resource.attribute.labels[trainingruns_training_options_non_seasonal_order_q]
resource.data.trainingRuns.trainingOptions.numClusters entity.resource.attribute.labels[trainingruns_training_options_num_clusters]
resource.data.trainingRuns.trainingOptions.numFactors entity.resource.attribute.labels[trainingruns_training_options_num_factors]
resource.data.trainingRuns.trainingOptions.numParallelTree entity.resource.attribute.labels[trainingruns_training_options_num_parallel_tree]
resource.data.trainingRuns.trainingOptions.numPrincipalComponents entity.resource.attribute.labels[trainingruns_training_options_num_principal_components]
resource.data.trainingRuns.trainingOptions.numTrials entity.resource.attribute.labels[trainingruns_training_options_num_trials]
resource.data.trainingRuns.trainingOptions.optimizationStrategy entity.resource.attribute.labels[trainingruns_training_options_optimization_strategy]
resource.data.trainingRuns.trainingOptions.optimizer entity.resource.attribute.labels[trainingruns_training_options_optimizer]
resource.data.trainingRuns.trainingOptions.pcaExplainedVarianceRatio entity.resource.attribute.labels[trainingruns_training_options_pca_explained_variance_ratio]
resource.data.trainingRuns.trainingOptions.pcaSolver entity.resource.attribute.labels[trainingruns_training_options_pca_solver]
resource.data.trainingRuns.trainingOptions.sampledShapleyNumPaths entity.resource.attribute.labels[trainingruns_training_options_sampled_shapley_num_paths]
resource.data.trainingRuns.trainingOptions.scaleFeatures entity.resource.attribute.labels[trainingruns_training_options_scale_features]
resource.data.trainingRuns.trainingOptions.standardizeFeatures entity.resource.attribute.labels[trainingruns_training_options_standardize_features]
resource.data.trainingRuns.trainingOptions.subsample entity.resource.attribute.labels[trainingruns_training_options_subsample]
resource.data.trainingRuns.trainingOptions.tfVersion entity.resource.attribute.labels[trainingruns_training_options_tf_version]
resource.data.trainingRuns.trainingOptions.timeSeriesDataColumn entity.resource.attribute.labels[trainingruns_training_options_time_series_data_column]
resource.data.trainingRuns.trainingOptions.timeSeriesIdColumn entity.resource.attribute.labels[trainingruns_training_options_time_series_id_column]
resource.data.trainingRuns.trainingOptions.timeSeriesIdColumns entity.resource.attribute.labels[trainingruns_training_options_time_series_id_columns]
resource.data.trainingRuns.trainingOptions.timeSeriesLengthFraction entity.resource.attribute.labels[trainingruns_training_options_time_series_length_fraction]
resource.data.trainingRuns.trainingOptions.timeSeriesTimestampColumn entity.resource.attribute.labels[trainingruns_training_options_time_series_timestamp_column]
resource.data.trainingRuns.trainingOptions.treeMethod entity.resource.attribute.labels[trainingruns_training_options_tree_method]
resource.data.trainingRuns.trainingOptions.trendSmoothingWindowSize entity.resource.attribute.labels[trainingruns_training_options_trend_smoothing_window_size]
resource.data.trainingRuns.trainingOptions.userColumn entity.resource.attribute.labels[trainingruns_training_options_user_column]
resource.data.trainingRuns.trainingOptions.vertexAiModelVersionAliases entity.resource.attribute.labels[trainingruns_training_options_vertex_ai_model_version_aliases]
resource.data.trainingRuns.trainingOptions.walsAlpha entity.resource.attribute.labels[trainingruns_training_options_wals_alpha]
resource.data.trainingRuns.trainingOptions.warmStart entity.resource.attribute.labels[trainingruns_training_options_warm_start]
resource.data.trainingRuns.trainingOptions.xgboostVersion entity.resource.attribute.labels[trainingruns_training_options_xgboost_version]
resource.data.trainingRuns.trainingStartTime entity.resource.attribute.labels[trainingruns_training_start_time]
resource.data.trainingRuns.vertexAiModelId entity.resource.attribute.labels[trainingruns_vertex_ai_model_id]
resource.data.trainingRuns.vertexAiModelVersion entity.resource.attribute.labels[trainingruns_vertex_ai_model_version]
resource.data.transformColumns.name entity.resource.attribute.labels[transform_columns_name]
resource.data.transformColumns.transformSql entity.resource.attribute.labels[transform_columns_transform_sql]
resource.data.transformColumns.type.typeKind entity.resource.attribute.labels[transform_columns_type_type_kind]
resource.data.type entity.resource.attribute.labels[type]
resource.data.view.query entity.resource.attribute.labels[view_query]
resource.data.view.useLegacySql entity.resource.attribute.labels[view_use_legacy_sql]
resource.data.view.userDefinedFunctionResources.inlineCode entity.resource.attribute.labels[view_user_defined_function_resources_inline_code]
resource.data.view.userDefinedFunctionResources.resourceUri entity.resource.attribute.labels[view_user_defined_function_resources_resource_uri]
resource.data.externalDataConfiguration.autodetect relations.entity.resource.attribute.labels[external_data_configuration_autodetect]
resource.data.externalDataConfiguration.avroOptions.useAvroLogicalTypes relations.entity.resource.attribute.labels[external_data_configuration_avro_options_use_avro_logical_types]
resource.data.externalDataConfiguration.bigtableOptions.columnFamilies.columns.encoding relations.entity.resource.attribute.labels[external_data_configuration_bigtable_options_column_families_columns_encoding]
resource.data.externalDataConfiguration.bigtableOptions.columnFamilies.columns.fieldName relations.entity.resource.attribute.labels[external_data_configuration_bigtable_options_column_families_columns_field_name]
resource.data.externalDataConfiguration.bigtableOptions.columnFamilies.columns.onlyReadLatest relations.entity.resource.attribute.labels[external_data_configuration_bigtable_options_column_families_columns_only_read_latest]
resource.data.externalDataConfiguration.bigtableOptions.columnFamilies.columns.qualifierEncoded relations.entity.resource.attribute.labels[external_data_configuration_bigtable_options_column_families_columns_qualifier_encoded]
resource.data.externalDataConfiguration.bigtableOptions.columnFamilies.columns.qualifierString relations.entity.resource.attribute.labels[external_data_configuration_bigtable_options_column_families_columns_qualifier_string]
resource.data.externalDataConfiguration.bigtableOptions.columnFamilies.columns.type relations.entity.resource.attribute.labels[external_data_configuration_bigtable_options_column_families_columns_type]
resource.data.externalDataConfiguration.bigtableOptions.columnFamilies.encoding relations.entity.resource.attribute.labels[external_data_configuration_bigtable_options_column_families_encoding]
resource.data.externalDataConfiguration.bigtableOptions.columnFamilies.familyId relations.entity.resource.attribute.labels[external_data_configuration_bigtable_options_column_families_family_id]
resource.data.externalDataConfiguration.bigtableOptions.columnFamilies.onlyReadLatest relations.entity.resource.attribute.labels[external_data_configuration_bigtable_options_column_families_only_read_latest]
resource.data.externalDataConfiguration.bigtableOptions.columnFamilies.type relations.entity.resource.attribute.labels[external_data_configuration_bigtable_options_column_families_type]
resource.data.externalDataConfiguration.bigtableOptions.ignoreUnspecifiedColumnFamilies relations.entity.resource.attribute.labels[external_data_configuration_bigtable_options_ignore_unspecified_column_families]
resource.data.externalDataConfiguration.bigtableOptions.readRowkeyAsString relations.entity.resource.attribute.labels[external_data_configuration_bigtable_options_read_rowkey_as_string]
resource.data.externalDataConfiguration.compression relations.entity.resource.attribute.labels[external_data_configuration_compression]
resource.data.externalDataConfiguration.csvOptions.allowJaggedRows relations.entity.resource.attribute.labels[external_data_configuration_csv_options_allow_jagged_rows]
resource.data.externalDataConfiguration.csvOptions.allowQuotedNewlines relations.entity.resource.attribute.labels[external_data_configuration_csv_options_allow_quoted_newlines]
resource.data.externalDataConfiguration.csvOptions.encoding relations.entity.resource.attribute.labels[external_data_configuration_csv_options_encoding]
resource.data.externalDataConfiguration.csvOptions.fieldDelimiter relations.entity.resource.attribute.labels[external_data_configuration_csv_options_field_delimiter]
resource.data.externalDataConfiguration.csvOptions.preserveAsciiControlCharacters relations.entity.resource.attribute.labels[external_data_configuration_csv_options_preserve_ascii_control_characters]
resource.data.externalDataConfiguration.csvOptions.quote relations.entity.resource.attribute.labels[external_data_configuration_csv_options_quote]
resource.data.externalDataConfiguration.csvOptions.skipLeadingRows relations.entity.resource.attribute.labels[external_data_configuration_csv_options_skip_leading_rows]
resource.data.externalDataConfiguration.decimalTargetTypes relations.entity.resource.attribute.labels[external_data_configuration_decimal_target_types]
resource.data.externalDataConfiguration.fileSetSpecType relations.entity.resource.attribute.labels[external_data_configuration_file_set_spec_type]
resource.data.externalDataConfiguration.googleSheetsOptions.range relations.entity.resource.attribute.labels[external_data_configuration_google_sheets_options_range]
resource.data.externalDataConfiguration.googleSheetsOptions.skipLeadingRows relations.entity.resource.attribute.labels[external_data_configuration_google_sheets_options_skip_leading_rows]
resource.data.externalDataConfiguration.hivePartitioningOptions.fields relations.entity.resource.attribute.labels[external_data_configuration_hive_partitioning_options_fields]
resource.data.externalDataConfiguration.hivePartitioningOptions.mode relations.entity.resource.attribute.labels[external_data_configuration_hive_partitioning_options_mode]
resource.data.externalDataConfiguration.hivePartitioningOptions.requirePartitionFilter relations.entity.resource.attribute.labels[external_data_configuration_hive_partitioning_options_require_partition_filter]
resource.data.externalDataConfiguration.hivePartitioningOptions.sourceUriPrefix relations.entity.resource.attribute.labels[external_data_configuration_hive_partitioning_options_source_uri_prefix]
resource.data.externalDataConfiguration.ignoreUnknownValues relations.entity.resource.attribute.labels[external_data_configuration_ignore_unknown_values]
resource.data.externalDataConfiguration.jsonOptions.encoding relations.entity.resource.attribute.labels[external_data_configuration_json_options_encoding]
resource.data.externalDataConfiguration.maxBadRecords relations.entity.resource.attribute.labels[external_data_configuration_max_bad_records]
resource.data.externalDataConfiguration.metadataCacheMode relations.entity.resource.attribute.labels[external_data_configuration_metadata_cache_mode]
resource.data.externalDataConfiguration.objectMetadata relations.entity.resource.attribute.labels[external_data_configuration_object_metadata]
resource.data.externalDataConfiguration.parquetOptions.enableListInference relations.entity.resource.attribute.labels[external_data_configuration_parquet_options_enable_list_inference]
resource.data.externalDataConfiguration.parquetOptions.enumAsString relations.entity.resource.attribute.labels[external_data_configuration_parquet_options_enum_as_string]
resource.data.externalDataConfiguration.referenceFileSchemaUri relations.entity.resource.attribute.labels[external_data_configuration_reference_file_schema_uri]
resource.data.externalDataConfiguration.schema.fields.collation relations.entity.resource.attribute.labels[external_data_configuration_schema_fields_collation]
resource.data.externalDataConfiguration.schema.fields.defaultValueExpression relations.entity.resource.attribute.labels[external_data_configuration_schema_fields_default_value_expression]
resource.data.externalDataConfiguration.schema.fields.description relations.entity.resource.attribute.labels[external_data_configuration_schema_fields_description]
resource.data.externalDataConfiguration.schema.fields.maxLength relations.entity.resource.attribute.labels[external_data_configuration_schema_fields_max_length]
resource.data.externalDataConfiguration.schema.fields.mode relations.entity.resource.attribute.labels[external_data_configuration_schema_fields_mode]
resource.data.externalDataConfiguration.schema.fields.name relations.entity.resource.attribute.labels[external_data_configuration_schema_fields_name]
resource.data.externalDataConfiguration.schema.fields.policyTags.names relations.entity.resource.attribute.labels[external_data_configuration_schema_fields_policy_tags_names]
resource.data.externalDataConfiguration.schema.fields.precision relations.entity.resource.attribute.labels[external_data_configuration_schema_fields_precision]
resource.data.externalDataConfiguration.schema.fields.roundingMode relations.entity.resource.attribute.labels[external_data_configuration_schema_fields_rounding_mode]
resource.data.externalDataConfiguration.schema.fields.scale relations.entity.resource.attribute.labels[external_data_configuration_schema_fields_scale]
resource.data.externalDataConfiguration.schema.fields.type relations.entity.resource.attribute.labels[external_data_configuration_schema_fields_type]
resource.data.externalDataConfiguration.sourceUris relations.entity.resource.attribute.labels[external_data_configuration_source_uris]
resource.data.remoteModelInfo.endpoint relations.entity.resource.attribute.labels[remote_model_endpoint]
resource.data.remoteModelInfo.maxBatchingRows relations.entity.resource.attribute.labels[remote_model_max_batching_rows]
resource.data.remoteModelInfo.remoteModelVersion relations.entity.resource.attribute.labels[remote_model_version]
resource.data.access.dataset.dataset.datasetId relations.entity.user.attribute.labels[access_dataset_dataset_datasetid]
resource.data.access.dataset.dataset.projectId relations.entity.user.attribute.labels[access_dataset_dataset_projectid]
resource.data.access.dataset.targetTypes relations.entity.user.attribute.labels[access_dataset_dataset_target_types]
resource.data.access.routine.datasetId relations.entity.user.attribute.labels[access_routine_datasetid]
resource.data.access.routine.projectId relations.entity.user.attribute.labels[access_routine_projectid]
resource.data.access.routine.routineId relations.entity.user.attribute.labels[access_routine_routineid]
resource.data.access.view.datasetId relations.entity.user.attribute.labels[access_view_datasetid]
resource.data.access.view.projectId relations.entity.user.attribute.labels[access_view_projectid]
resource.data.access.view.tableId relations.entity.user.attribute.labels[access_view_tableid]
resource.data.access.iamMember relations.entity.user.attribute.labels[iam_member]