Index

A

addEntry() (Datasets.NavigatorNode method) adjustForColumnDatatype() (DataRange method) (DateRange method) (NRange method) ALLOWED_OPTIONS (BasicGeometriesProvider attribute) (BasicProcessHistorianProvider attribute) (BasicTelematicsProvider attribute) (BenchmarkGroupByProvider attribute)

allowed_options() (DatasetProvider static method) alpha (Beta property) associatedDatasets (DatasetProvider.DatasetDefinition attribute) autoComputePartitions() (DatasetProvider method)

B

baseColumn (ColumnGenerationSpec property) baseColumns (ColumnGenerationSpec property) BasicGeometriesProvider (class in dbldatagen.datasets.basic_geometries) BasicProcessHistorianProvider (class in dbldatagen.datasets.basic_process_historian) BasicTelematicsProvider (class in dbldatagen.datasets.basic_telematics) BasicUserProvider (class in dbldatagen.datasets.basic_user)

begin (ColumnGenerationSpec property) BenchmarkGroupByProvider (class in dbldatagen.datasets.benchmark_groupby) beta (Beta property) Beta (class in dbldatagen.distributions.beta) beta_func() (Beta static method) build() (DataGenerator method) build_order (DataGenerator property)

C

ChainedRelation (class in dbldatagen.constraints.chained_relation) checkBoolOption() (ColumnSpecOptions method) checkExclusiveOptions() (ColumnSpecOptions method) checkOptions() (DatasetProvider method) checkOptionValues() (ColumnSpecOptions method) checkValidColumnProperties() (ColumnSpecOptions method) classicGenerateText() (ILText method) (TemplateGenerator method) clone() (DataGenerator method) coalesce_values() (in module dbldatagen.utils) COLUMN_COUNT (BasicGeometriesProvider attribute) (BasicProcessHistorianProvider attribute) (BasicTelematicsProvider attribute) (BasicUserProvider attribute) (BenchmarkGroupByProvider attribute)

ColumnGenerationSpec (class in dbldatagen.column_generation_spec) ColumnGeneratorBuilder (class in dbldatagen.function_builder) ColumnSpecOptions (class in dbldatagen.column_spec_options) columnsReferencesFromSQLString() (SchemaParser class method) columnTypeFromString() (SchemaParser class method) compactNumpyTypeForValues() (TextGenerator static method) computeBuildPlan() (DataGenerator method) computeDateRange() (DateRange class method) computeTimestampIntervals() (DateRange method) computeTimestampRange() (DateRange class method) Constraint (class in dbldatagen.constraints.constraint) CUSTOMER_MIN_VALUE (MultiTableTelephonyProvider attribute)

D

DataAnalyzer (class in dbldatagen.data_analyzer) DataDistribution (class in dbldatagen.distributions.data_distribution) DataGenerator (class in dbldatagen.data_generator) DataGenError DataRange (class in dbldatagen.datarange) dataset_definition() (in module dbldatagen.datasets.dataset_provider) DatasetProvider (class in dbldatagen.datasets.dataset_provider) DatasetProvider.DatasetDecoratorUtils (class in dbldatagen.datasets.dataset_provider) DatasetProvider.DatasetDefinition (class in dbldatagen.datasets.dataset_provider) DatasetProvider.NoAssociatedDatasetsMixin (class in dbldatagen.datasets.dataset_provider) Datasets (class in dbldatagen.datasets_object) Datasets.NavigatorNode (class in dbldatagen.datasets_object) datatype (ColumnGenerationSpec property) DateRange (class in dbldatagen.daterange) dbldatagen module dbldatagen.column_generation_spec module dbldatagen.column_spec_options module dbldatagen.constraints module dbldatagen.constraints.chained_relation module dbldatagen.constraints.constraint module dbldatagen.constraints.literal_range_constraint module dbldatagen.constraints.literal_relation_constraint module dbldatagen.constraints.negative_values module dbldatagen.constraints.positive_values module dbldatagen.constraints.ranged_values_constraint module dbldatagen.constraints.sql_expr module dbldatagen.constraints.unique_combinations module dbldatagen.data_analyzer module dbldatagen.data_generator module dbldatagen.datagen_constants module dbldatagen.datarange module dbldatagen.datasets module dbldatagen.datasets.basic_geometries module dbldatagen.datasets.basic_process_historian module dbldatagen.datasets.basic_telematics module dbldatagen.datasets.basic_user module dbldatagen.datasets.benchmark_groupby module dbldatagen.datasets.dataset_provider module dbldatagen.datasets.multi_table_telephony_provider module dbldatagen.datasets_object module

dbldatagen.daterange module dbldatagen.distributions module dbldatagen.distributions.beta module dbldatagen.distributions.data_distribution module dbldatagen.distributions.exponential_distribution module dbldatagen.distributions.gamma module dbldatagen.distributions.normal_distribution module dbldatagen.function_builder module dbldatagen.html_utils module dbldatagen.nrange module dbldatagen.schema_parser module dbldatagen.spark_singleton module dbldatagen.text_generator_plugins module dbldatagen.text_generators module dbldatagen.utils module DEFAULT_AVG_EVENTS_PER_CUSTOMER (MultiTableTelephonyProvider attribute) DEFAULT_DATE_FORMAT (DateRange attribute) DEFAULT_END_DATE (DateRange attribute) DEFAULT_END_DATE_TIMESTAMP (DateRange attribute) DEFAULT_END_TIMESTAMP (BasicProcessHistorianProvider attribute) (BasicTelematicsProvider attribute) (DateRange attribute) DEFAULT_MAX_LAT (BasicTelematicsProvider attribute) DEFAULT_MAX_LON (BasicTelematicsProvider attribute) DEFAULT_MIN_LAT (BasicTelematicsProvider attribute) DEFAULT_MIN_LON (BasicTelematicsProvider attribute) DEFAULT_NUM_CUSTOMERS (MultiTableTelephonyProvider attribute) DEFAULT_NUM_DAYS (MultiTableTelephonyProvider attribute) DEFAULT_NUM_DEVICES (BasicProcessHistorianProvider attribute) (BasicTelematicsProvider attribute) DEFAULT_NUM_GROUPS (BenchmarkGroupByProvider attribute) DEFAULT_NUM_PLANS (MultiTableTelephonyProvider attribute) DEFAULT_NUM_PLANTS (BasicProcessHistorianProvider attribute) DEFAULT_NUM_TAGS (BasicProcessHistorianProvider attribute) DEFAULT_PARTITIONS (DatasetProvider attribute) DEFAULT_PCT_NULLS (BenchmarkGroupByProvider attribute) DEFAULT_ROWS (DatasetProvider attribute) DEFAULT_START_DATE (DateRange attribute) DEFAULT_START_DATE_TIMESTAMP (DateRange attribute) DEFAULT_START_TIMESTAMP (BasicProcessHistorianProvider attribute) (BasicTelematicsProvider attribute) (DateRange attribute) DEFAULT_TABLE_NAME (DatasetProvider attribute) DEFAULT_UTC_TS_FORMAT (DateRange attribute) deprecated() (in module dbldatagen.utils) describe() (DataGenerator method) (Datasets class method) description (DatasetProvider.DatasetDefinition attribute) DEVICE_MIN_VALUE (MultiTableTelephonyProvider attribute)

E

end (ColumnGenerationSpec property) ensure() (in module dbldatagen.utils) explain() (DataGenerator method)

Exponential (class in dbldatagen.distributions.exponential_distribution) exponential_func() (Exponential static method) expr (ColumnGenerationSpec property) exprs (ColumnGenerationSpec property)

F

fakerText() (in module dbldatagen.text_generator_plugins) FakerTextFactory (class in dbldatagen.text_generator_plugins) filterExpression (Constraint property)

find() (Datasets.NavigatorNode method) flatten() (DataGenerator static method) formatCodeAsHtml() (HtmlUtils class method) formatTextAsHtml() (HtmlUtils class method)

G

Gamma (class in dbldatagen.distributions.gamma) gamma_func() (Gamma static method) generateName() (DataGenerator class method) generateNormalizedDistributionSample() (Beta method) (DataDistribution method) (Exponential method) (Gamma method) (Normal method) generateText() (ILText method) get() (Datasets method) get_np_random_generator() (DataDistribution static method) getAssociatedDataset() (DatasetProvider method) (DatasetProvider.NoAssociatedDatasetsMixin method) (Datasets method) (MultiTableTelephonyProvider method) getAsTupleOrElse() (TextGenerator static method) getColumnSpec() (DataGenerator method) getColumnType() (DataGenerator method) getCombinedDataset() (Datasets method) getContinuousRange() (DataRange method) (DateRange method) (NRange method) getCustomers() (MultiTableTelephonyProvider method) getDatasetDefinition() (DatasetProvider class method) getDatasetTables() (DatasetProvider class method) getDeviceEvents() (MultiTableTelephonyProvider method) getDiscreteRange() (DataRange method) (DateRange method) (NRange method)

getEnrichedDataset() (Datasets method) getInferredColumnNames() (DataGenerator method) getInstance() (SparkSingleton class method) getLocalInstance() (SparkSingleton class method) getNames() (ColumnGenerationSpec method) getNamesAndTypes() (ColumnGenerationSpec method) getNPRandomGenerator() (TextGenerator method) getOrElse() (ColumnGenerationSpec method) (ColumnSpecOptions method) getOutputColumnNames() (DataGenerator method) getOutputColumnNamesAndTypes() (DataGenerator method) getPlanEntry() (ColumnGenerationSpec method) getPlans() (MultiTableTelephonyProvider method) getProviderDefinitions() (Datasets class method) getRegisteredDatasets() (DatasetProvider class method) getRegisteredDatasetsVersion() (DatasetProvider class method) getScale() (DataRange method) (DateRange method) (NRange method) getSummaryDataset() (Datasets method) getSupportingDataset() (Datasets method) getTableGenerator() (BasicGeometriesProvider method) (BasicProcessHistorianProvider method) (BasicTelematicsProvider method) (BasicUserProvider method) (BenchmarkGroupByProvider method) (DatasetProvider method) (MultiTableTelephonyProvider method) getTypeDefinitionParser() (SchemaParser class method)

H

hasColumnSpec() (DataGenerator method)

HtmlUtils (class in dbldatagen.html_utils)

I

ILText (class in dbldatagen.text_generators) inferDatatype (ColumnGenerationSpec property) inferredSchema (DataGenerator property) interval (ColumnGenerationSpec property) isEmpty() (DataRange method) (DateRange method) (NRange method) isFieldExplicitlyDefined() (DataGenerator method)

isFieldOmitted (ColumnGenerationSpec property) isFinal() (Datasets.NavigatorNode method) isFullyPopulated() (DataRange method) (DateRange method) (NRange method) isRandom (ColumnGenerationSpec property) isValidDataProviderType() (DatasetProvider class method) isWeightedValuesColumn (ColumnGenerationSpec property)

J

json_value_from_path() (in module dbldatagen.utils)

K

keys() (ColumnGenerationSpec method)

L

list() (Datasets class method)

LiteralRange (class in dbldatagen.constraints.literal_range_constraint) LiteralRelation (class in dbldatagen.constraints.literal_relation_constraint)

M

makeGenerationExpressions() (ColumnGenerationSpec method) max (ColumnGenerationSpec property) (DataRange property) MAX_DEVICE_ID (BasicProcessHistorianProvider attribute) (BasicTelematicsProvider attribute) MAX_LOCATION_ID (BasicGeometriesProvider attribute) MAX_LONG (BasicUserProvider attribute) (BenchmarkGroupByProvider attribute) (MultiTableTelephonyProvider attribute) MAX_PROPERTY_VALUE (BasicProcessHistorianProvider attribute) min (ColumnGenerationSpec property) (DataRange property) MIN_DEVICE_ID (BasicProcessHistorianProvider attribute) (BasicTelematicsProvider attribute) MIN_LOCATION_ID (BasicGeometriesProvider attribute) MIN_PROPERTY_VALUE (BasicProcessHistorianProvider attribute) mkBoundsList() (in module dbldatagen.utils) mkClass() (DatasetProvider.DatasetDecoratorUtils method) mkCombinedConstraintExpression() (Constraint static method) mkExprChoicesFn() (ColumnGeneratorBuilder class method) module dbldatagen dbldatagen.column_generation_spec dbldatagen.column_spec_options dbldatagen.constraints dbldatagen.constraints.chained_relation dbldatagen.constraints.constraint dbldatagen.constraints.literal_range_constraint dbldatagen.constraints.literal_relation_constraint dbldatagen.constraints.negative_values dbldatagen.constraints.positive_values dbldatagen.constraints.ranged_values_constraint dbldatagen.constraints.sql_expr dbldatagen.constraints.unique_combinations dbldatagen.data_analyzer dbldatagen.data_generator dbldatagen.datagen_constants dbldatagen.datarange dbldatagen.datasets dbldatagen.datasets.basic_geometries dbldatagen.datasets.basic_process_historian dbldatagen.datasets.basic_telematics dbldatagen.datasets.basic_user dbldatagen.datasets.benchmark_groupby dbldatagen.datasets.dataset_provider dbldatagen.datasets.multi_table_telephony_provider dbldatagen.datasets_object dbldatagen.daterange dbldatagen.distributions dbldatagen.distributions.beta dbldatagen.distributions.data_distribution dbldatagen.distributions.exponential_distribution dbldatagen.distributions.gamma dbldatagen.distributions.normal_distribution dbldatagen.function_builder dbldatagen.html_utils dbldatagen.nrange dbldatagen.schema_parser dbldatagen.spark_singleton dbldatagen.text_generator_plugins dbldatagen.text_generators dbldatagen.utils

MultiTableTelephonyProvider (class in dbldatagen.datasets.multi_table_telephony_provider)

N

name (DatasetProvider.DatasetDefinition attribute) NegativeValues (class in dbldatagen.constraints.negative_values) NoFilterMixin (class in dbldatagen.constraints.constraint) NoPrepareTransformMixin (class in dbldatagen.constraints.constraint)

Normal (class in dbldatagen.distributions.normal_distribution) normal_func() (Normal static method) NRange (class in dbldatagen.nrange) numColumns (ColumnGenerationSpec property) numFeatures (ColumnGenerationSpec property)

O

option() (DataGenerator method)

options (ColumnSpecOptions property) options() (DataGenerator method)

P

pandasGenerateText() (ILText method) (PyfuncText method) (TemplateGenerator method) parse_time_interval() (in module dbldatagen.utils) parseCreateTable() (SchemaParser class method) parseInterval() (DateRange class method) PLAN_MIN_VALUE (MultiTableTelephonyProvider attribute) PositiveValues (class in dbldatagen.constraints.positive_values)

prefix (ColumnGenerationSpec property) prepareDataGenerator() (Constraint method) (NoPrepareTransformMixin method) (UniqueCombinations method) primaryTable (DatasetProvider.DatasetDefinition attribute) providerClass (DatasetProvider.DatasetDefinition attribute) PyfuncText (class in dbldatagen.text_generator_plugins) PyfuncTextFactory (class in dbldatagen.text_generator_plugins)

R

random (DataGenerator property) randomSeed (ColumnGenerationSpec property) (DataDistribution property) (DataGenerator property) (TextGenerator property)

RangedValues (class in dbldatagen.constraints.ranged_values_constraint) rate (Exponential property) registerDataset() (DatasetProvider class method) reset() (DataGenerator class method) rounding (DataDistribution property) rowCount (DataGenerator property)

S

scale (Exponential property) (Gamma property) schema (DataGenerator property) schemaFields (DataGenerator property) SchemaParser (class in dbldatagen.schema_parser) scriptDataGeneratorFromData() (DataAnalyzer method) scriptDataGeneratorFromSchema() (DataAnalyzer class method) scriptMerge() (DataGenerator method) scriptTable() (DataGenerator method) seedColumnName (DataGenerator property) setBaseColumnDatatypes() (ColumnGenerationSpec method) setRowCount() (DataGenerator method) shape (Gamma property) SparkSingleton (class in dbldatagen.spark_singleton) specOptions (ColumnGenerationSpec property)

split_list_matching_condition() (in module dbldatagen.utils) SqlExpr (class in dbldatagen.constraints.sql_expr) standardNormal() (Normal class method) step (ColumnGenerationSpec property) strip_margins() (in module dbldatagen.utils) structType() (ColumnGenerationSpec method) SUBSCRIBER_NUM_MIN_VALUE (MultiTableTelephonyProvider attribute) suffix (ColumnGenerationSpec property) summarize() (DataAnalyzer method) summarizeToDF() (DataAnalyzer method) summary (DatasetProvider.DatasetDefinition attribute) SUPPORTED_OPERATORS (Constraint attribute) supportsStreaming (Constraint property) (DatasetProvider.DatasetDefinition attribute) system_time_millis() (in module dbldatagen.utils)

T

tables (DatasetProvider.DatasetDefinition attribute) TemplateGenerator (class in dbldatagen.text_generators) templates (TemplateGenerator property) text_separator (ColumnGenerationSpec property) TextGenerator (class in dbldatagen.text_generators)

textGenerator (ColumnGenerationSpec property) topologicalSort() (in module dbldatagen.utils) transformDataframe() (Constraint method) (NoPrepareTransformMixin method) (UniqueCombinations method)

U

UniqueCombinations (class in dbldatagen.constraints.unique_combinations) unregisterDataset() (DatasetProvider class method)

use_seed() (DataGenerator method) useSeed() (DataGenerator class method)

W

withColumn() (DataGenerator method) withColumnSpec() (DataGenerator method) withColumnSpecs() (DataGenerator method) withConstraint() (DataGenerator method) withConstraints() (DataGenerator method) withIdOutput() (DataGenerator method) withInit() (PyfuncTextFactory method) withInitPerBatch() (PyfuncTextFactory method)

withRandomSeed() (DataDistribution method) (TextGenerator method) withRootProperty() (PyfuncTextFactory method) withRounding() (DataDistribution method) withRowCount() (DataGenerator method) withSchema() (DataGenerator method) withSqlConstraint() (DataGenerator method) withStructColumn() (DataGenerator method)