Skip to main content
Ctrl+K
PySpark In-Progress documentation - Home PySpark In-Progress documentation - Home
  • Overview
  • Getting Started
  • Tutorials
  • User Guide
  • API Reference
  • Development
  • Migration Guides
  • GitHub
  • PyPI
  • Overview
  • Getting Started
  • Tutorials
  • User Guide
  • API Reference
  • Development
  • Migration Guides
  • GitHub
  • PyPI

Section Navigation

  • Spark SQL
    • Core Classes
      • pyspark.sql.SparkSession
      • pyspark.sql.Catalog
      • pyspark.sql.DataFrame
      • pyspark.sql.Column
      • pyspark.sql.Observation
      • pyspark.sql.Row
      • pyspark.sql.GroupedData
      • pyspark.sql.PandasCogroupedOps
      • pyspark.sql.DataFrameNaFunctions
      • pyspark.sql.DataFrameStatFunctions
      • pyspark.sql.Window
      • pyspark.sql.DataFrameReader
      • pyspark.sql.DataFrameWriter
      • pyspark.sql.DataFrameWriterV2
      • pyspark.sql.UDFRegistration
      • pyspark.sql.UDTFRegistration
      • pyspark.sql.udf.UserDefinedFunction
      • pyspark.sql.udtf.UserDefinedTableFunction
      • pyspark.sql.datasource.DataSource
      • pyspark.sql.datasource.DataSourceReader
      • pyspark.sql.datasource.DataSourceStreamReader
      • pyspark.sql.datasource.DataSourceWriter
      • pyspark.sql.datasource.DataSourceRegistration
      • pyspark.sql.datasource.InputPartition
      • pyspark.sql.datasource.WriterCommitMessage
      • pyspark.sql.tvf.TableValuedFunction
      • pyspark.sql.VariantVal
      • pyspark.sql.table_arg.TableArg
    • Spark Session
      • pyspark.sql.SparkSession.active
      • pyspark.sql.SparkSession.builder.appName
      • pyspark.sql.SparkSession.builder.config
      • pyspark.sql.SparkSession.builder.enableHiveSupport
      • pyspark.sql.SparkSession.builder.getOrCreate
      • pyspark.sql.SparkSession.builder.master
      • pyspark.sql.SparkSession.builder.remote
      • pyspark.sql.SparkSession.addArtifact
      • pyspark.sql.SparkSession.addArtifacts
      • pyspark.sql.SparkSession.addTag
      • pyspark.sql.SparkSession.catalog
      • pyspark.sql.SparkSession.clearTags
      • pyspark.sql.SparkSession.conf
      • pyspark.sql.SparkSession.createDataFrame
      • pyspark.sql.SparkSession.dataSource
      • pyspark.sql.SparkSession.emptyDataFrame
      • pyspark.sql.SparkSession.getActiveSession
      • pyspark.sql.SparkSession.getTags
      • pyspark.sql.SparkSession.interruptAll
      • pyspark.sql.SparkSession.interruptOperation
      • pyspark.sql.SparkSession.interruptTag
      • pyspark.sql.SparkSession.newSession
      • pyspark.sql.SparkSession.profile
      • pyspark.sql.SparkSession.removeTag
      • pyspark.sql.SparkSession.range
      • pyspark.sql.SparkSession.read
      • pyspark.sql.SparkSession.readStream
      • pyspark.sql.SparkSession.sparkContext
      • pyspark.sql.SparkSession.sql
      • pyspark.sql.SparkSession.stop
      • pyspark.sql.SparkSession.streams
      • pyspark.sql.SparkSession.table
      • pyspark.sql.SparkSession.tvf
      • pyspark.sql.SparkSession.udf
      • pyspark.sql.SparkSession.udtf
      • pyspark.sql.SparkSession.version
      • pyspark.sql.is_remote
      • pyspark.sql.SparkSession.builder.create
      • pyspark.sql.SparkSession.clearProgressHandlers
      • pyspark.sql.SparkSession.client
      • pyspark.sql.SparkSession.copyFromLocalToFs
      • pyspark.sql.SparkSession.registerProgressHandler
      • pyspark.sql.SparkSession.removeProgressHandler
    • Configuration
      • pyspark.sql.conf.RuntimeConfig
    • Input/Output
      • pyspark.sql.DataFrameReader.changes
      • pyspark.sql.DataFrameReader.csv
      • pyspark.sql.DataFrameReader.format
      • pyspark.sql.DataFrameReader.jdbc
      • pyspark.sql.DataFrameReader.json
      • pyspark.sql.DataFrameReader.load
      • pyspark.sql.DataFrameReader.option
      • pyspark.sql.DataFrameReader.options
      • pyspark.sql.DataFrameReader.orc
      • pyspark.sql.DataFrameReader.parquet
      • pyspark.sql.DataFrameReader.schema
      • pyspark.sql.DataFrameReader.table
      • pyspark.sql.DataFrameReader.text
      • pyspark.sql.DataFrameWriter.bucketBy
      • pyspark.sql.DataFrameWriter.csv
      • pyspark.sql.DataFrameWriter.format
      • pyspark.sql.DataFrameWriter.insertInto
      • pyspark.sql.DataFrameWriter.jdbc
      • pyspark.sql.DataFrameWriter.json
      • pyspark.sql.DataFrameWriter.mode
      • pyspark.sql.DataFrameWriter.option
      • pyspark.sql.DataFrameWriter.options
      • pyspark.sql.DataFrameWriter.orc
      • pyspark.sql.DataFrameWriter.parquet
      • pyspark.sql.DataFrameWriter.partitionBy
      • pyspark.sql.DataFrameWriter.save
      • pyspark.sql.DataFrameWriter.saveAsTable
      • pyspark.sql.DataFrameWriter.sortBy
      • pyspark.sql.DataFrameWriter.text
      • pyspark.sql.DataFrameWriterV2.using
      • pyspark.sql.DataFrameWriterV2.option
      • pyspark.sql.DataFrameWriterV2.options
      • pyspark.sql.DataFrameWriterV2.tableProperty
      • pyspark.sql.DataFrameWriterV2.partitionedBy
      • pyspark.sql.DataFrameWriterV2.create
      • pyspark.sql.DataFrameWriterV2.replace
      • pyspark.sql.DataFrameWriterV2.createOrReplace
      • pyspark.sql.DataFrameWriterV2.append
      • pyspark.sql.DataFrameWriterV2.overwrite
      • pyspark.sql.DataFrameWriterV2.overwritePartitions
      • pyspark.sql.MergeIntoWriter.whenMatched
      • pyspark.sql.MergeIntoWriter.whenNotMatched
      • pyspark.sql.MergeIntoWriter.whenNotMatchedBySource
      • pyspark.sql.MergeIntoWriter.withSchemaEvolution
      • pyspark.sql.MergeIntoWriter.merge
    • DataFrame
      • pyspark.sql.DataFrame.__getattr__
      • pyspark.sql.DataFrame.__getitem__
      • pyspark.sql.DataFrame.agg
      • pyspark.sql.DataFrame.alias
      • pyspark.sql.DataFrame.approxQuantile
      • pyspark.sql.DataFrame.asTable
      • pyspark.sql.DataFrame.cache
      • pyspark.sql.DataFrame.checkpoint
      • pyspark.sql.DataFrame.coalesce
      • pyspark.sql.DataFrame.colRegex
      • pyspark.sql.DataFrame.collect
      • pyspark.sql.DataFrame.columns
      • pyspark.sql.DataFrame.corr
      • pyspark.sql.DataFrame.count
      • pyspark.sql.DataFrame.cov
      • pyspark.sql.DataFrame.createGlobalTempView
      • pyspark.sql.DataFrame.createOrReplaceGlobalTempView
      • pyspark.sql.DataFrame.createOrReplaceTempView
      • pyspark.sql.DataFrame.createTempView
      • pyspark.sql.DataFrame.crossJoin
      • pyspark.sql.DataFrame.crosstab
      • pyspark.sql.DataFrame.cube
      • pyspark.sql.DataFrame.describe
      • pyspark.sql.DataFrame.distinct
      • pyspark.sql.DataFrame.drop
      • pyspark.sql.DataFrame.dropDuplicates
      • pyspark.sql.DataFrame.dropDuplicatesWithinWatermark
      • pyspark.sql.DataFrame.drop_duplicates
      • pyspark.sql.DataFrame.dropna
      • pyspark.sql.DataFrame.dtypes
      • pyspark.sql.DataFrame.exceptAll
      • pyspark.sql.DataFrame.executionInfo
      • pyspark.sql.DataFrame.exists
      • pyspark.sql.DataFrame.explain
      • pyspark.sql.DataFrame.fillna
      • pyspark.sql.DataFrame.filter
      • pyspark.sql.DataFrame.first
      • pyspark.sql.DataFrame.foreach
      • pyspark.sql.DataFrame.foreachPartition
      • pyspark.sql.DataFrame.freqItems
      • pyspark.sql.DataFrame.groupBy
      • pyspark.sql.DataFrame.groupingSets
      • pyspark.sql.DataFrame.head
      • pyspark.sql.DataFrame.hint
      • pyspark.sql.DataFrame.inputFiles
      • pyspark.sql.DataFrame.intersect
      • pyspark.sql.DataFrame.intersectAll
      • pyspark.sql.DataFrame.isEmpty
      • pyspark.sql.DataFrame.isLocal
      • pyspark.sql.DataFrame.isStreaming
      • pyspark.sql.DataFrame.join
      • pyspark.sql.DataFrame.limit
      • pyspark.sql.DataFrame.lateralJoin
      • pyspark.sql.DataFrame.localCheckpoint
      • pyspark.sql.DataFrame.mapInPandas
      • pyspark.sql.DataFrame.mapInArrow
      • pyspark.sql.DataFrame.metadataColumn
      • pyspark.sql.DataFrame.melt
      • pyspark.sql.DataFrame.na
      • pyspark.sql.DataFrame.nearestByJoin
      • pyspark.sql.DataFrame.observe
      • pyspark.sql.DataFrame.offset
      • pyspark.sql.DataFrame.orderBy
      • pyspark.sql.DataFrame.persist
      • pyspark.sql.DataFrame.plot
      • pyspark.sql.DataFrame.printSchema
      • pyspark.sql.DataFrame.randomSplit
      • pyspark.sql.DataFrame.rdd
      • pyspark.sql.DataFrame.registerTempTable
      • pyspark.sql.DataFrame.repartition
      • pyspark.sql.DataFrame.repartitionByRange
      • pyspark.sql.DataFrame.replace
      • pyspark.sql.DataFrame.rollup
      • pyspark.sql.DataFrame.sameSemantics
      • pyspark.sql.DataFrame.sample
      • pyspark.sql.DataFrame.sampleBy
      • pyspark.sql.DataFrame.scalar
      • pyspark.sql.DataFrame.schema
      • pyspark.sql.DataFrame.select
      • pyspark.sql.DataFrame.selectExpr
      • pyspark.sql.DataFrame.semanticHash
      • pyspark.sql.DataFrame.show
      • pyspark.sql.DataFrame.sort
      • pyspark.sql.DataFrame.sortWithinPartitions
      • pyspark.sql.DataFrame.sparkSession
      • pyspark.sql.DataFrame.stat
      • pyspark.sql.DataFrame.storageLevel
      • pyspark.sql.DataFrame.subtract
      • pyspark.sql.DataFrame.summary
      • pyspark.sql.DataFrame.tail
      • pyspark.sql.DataFrame.take
      • pyspark.sql.DataFrame.to
      • pyspark.sql.DataFrame.toArrow
      • pyspark.sql.DataFrame.toDF
      • pyspark.sql.DataFrame.toJSON
      • pyspark.sql.DataFrame.toLocalIterator
      • pyspark.sql.DataFrame.toPandas
      • pyspark.sql.DataFrame.transform
      • pyspark.sql.DataFrame.transpose
      • pyspark.sql.DataFrame.union
      • pyspark.sql.DataFrame.unionAll
      • pyspark.sql.DataFrame.unionByName
      • pyspark.sql.DataFrame.unpersist
      • pyspark.sql.DataFrame.unpivot
      • pyspark.sql.DataFrame.where
      • pyspark.sql.DataFrame.withColumn
      • pyspark.sql.DataFrame.withColumns
      • pyspark.sql.DataFrame.withColumnRenamed
      • pyspark.sql.DataFrame.withColumnsRenamed
      • pyspark.sql.DataFrame.withMetadata
      • pyspark.sql.DataFrame.withWatermark
      • pyspark.sql.DataFrame.write
      • pyspark.sql.DataFrame.writeStream
      • pyspark.sql.DataFrame.writeTo
      • pyspark.sql.DataFrame.mergeInto
      • pyspark.sql.DataFrame.pandas_api
      • pyspark.sql.DataFrame.zip
      • pyspark.sql.DataFrame.zipWithIndex
      • pyspark.sql.DataFrameNaFunctions.drop
      • pyspark.sql.DataFrameNaFunctions.fill
      • pyspark.sql.DataFrameNaFunctions.replace
      • pyspark.sql.DataFrameStatFunctions.approxQuantile
      • pyspark.sql.DataFrameStatFunctions.corr
      • pyspark.sql.DataFrameStatFunctions.cov
      • pyspark.sql.DataFrameStatFunctions.crosstab
      • pyspark.sql.DataFrameStatFunctions.freqItems
      • pyspark.sql.DataFrameStatFunctions.sampleBy
      • pyspark.sql.table_arg.TableArg.partitionBy
      • pyspark.sql.table_arg.TableArg.orderBy
      • pyspark.sql.table_arg.TableArg.withSinglePartition
      • pyspark.sql.plot.core.PySparkPlotAccessor.area
      • pyspark.sql.plot.core.PySparkPlotAccessor.bar
      • pyspark.sql.plot.core.PySparkPlotAccessor.barh
      • pyspark.sql.plot.core.PySparkPlotAccessor.line
      • pyspark.sql.plot.core.PySparkPlotAccessor.pie
      • pyspark.sql.plot.core.PySparkPlotAccessor.scatter
      • pyspark.sql.plot.core.PySparkPlotAccessor.box
      • pyspark.sql.plot.core.PySparkPlotAccessor.kde
      • pyspark.sql.plot.core.PySparkPlotAccessor.hist
    • Column
      • pyspark.sql.Column.__getattr__
      • pyspark.sql.Column.__getitem__
      • pyspark.sql.Column.alias
      • pyspark.sql.Column.asc
      • pyspark.sql.Column.asc_nulls_first
      • pyspark.sql.Column.asc_nulls_last
      • pyspark.sql.Column.astype
      • pyspark.sql.Column.between
      • pyspark.sql.Column.bitwiseAND
      • pyspark.sql.Column.bitwiseOR
      • pyspark.sql.Column.bitwiseXOR
      • pyspark.sql.Column.cast
      • pyspark.sql.Column.contains
      • pyspark.sql.Column.desc
      • pyspark.sql.Column.desc_nulls_first
      • pyspark.sql.Column.desc_nulls_last
      • pyspark.sql.Column.dropFields
      • pyspark.sql.Column.endswith
      • pyspark.sql.Column.eqNullSafe
      • pyspark.sql.Column.getField
      • pyspark.sql.Column.getItem
      • pyspark.sql.Column.ilike
      • pyspark.sql.Column.isNaN
      • pyspark.sql.Column.isNotNull
      • pyspark.sql.Column.isNull
      • pyspark.sql.Column.isin
      • pyspark.sql.Column.like
      • pyspark.sql.Column.name
      • pyspark.sql.Column.otherwise
      • pyspark.sql.Column.outer
      • pyspark.sql.Column.over
      • pyspark.sql.Column.rlike
      • pyspark.sql.Column.startswith
      • pyspark.sql.Column.substr
      • pyspark.sql.Column.transform
      • pyspark.sql.Column.try_cast
      • pyspark.sql.Column.when
      • pyspark.sql.Column.withField
    • Data Types
      • ArrayType
      • BinaryType
      • BooleanType
      • ByteType
      • DataType
      • DateType
      • TimeType
      • DecimalType
      • DoubleType
      • FloatType
      • GeographyType
      • GeometryType
      • IntegerType
      • LongType
      • MapType
      • NullType
      • ShortType
      • StringType
      • CharType
      • VarcharType
      • StructField
      • StructType
      • VariantType
      • TimestampType
      • TimestampNTZType
      • DayTimeIntervalType
      • YearMonthIntervalType
      • CalendarIntervalType
    • Row
      • pyspark.sql.Row.asDict
    • Functions
      • pyspark.sql.functions.broadcast
      • pyspark.sql.functions.call_function
      • pyspark.sql.functions.col
      • pyspark.sql.functions.column
      • pyspark.sql.functions.lit
      • pyspark.sql.functions.expr
      • pyspark.sql.functions.coalesce
      • pyspark.sql.functions.ifnull
      • pyspark.sql.functions.nanvl
      • pyspark.sql.functions.nullif
      • pyspark.sql.functions.nullifzero
      • pyspark.sql.functions.nvl
      • pyspark.sql.functions.nvl2
      • pyspark.sql.functions.when
      • pyspark.sql.functions.zeroifnull
      • pyspark.sql.functions.equal_null
      • pyspark.sql.functions.ilike
      • pyspark.sql.functions.isnan
      • pyspark.sql.functions.isnotnull
      • pyspark.sql.functions.isnull
      • pyspark.sql.functions.like
      • pyspark.sql.functions.regexp
      • pyspark.sql.functions.regexp_like
      • pyspark.sql.functions.rlike
      • pyspark.sql.functions.asc
      • pyspark.sql.functions.asc_nulls_first
      • pyspark.sql.functions.asc_nulls_last
      • pyspark.sql.functions.desc
      • pyspark.sql.functions.desc_nulls_first
      • pyspark.sql.functions.desc_nulls_last
      • pyspark.sql.functions.abs
      • pyspark.sql.functions.acos
      • pyspark.sql.functions.acosh
      • pyspark.sql.functions.asin
      • pyspark.sql.functions.asinh
      • pyspark.sql.functions.atan
      • pyspark.sql.functions.atan2
      • pyspark.sql.functions.atanh
      • pyspark.sql.functions.bin
      • pyspark.sql.functions.bround
      • pyspark.sql.functions.cbrt
      • pyspark.sql.functions.ceil
      • pyspark.sql.functions.ceiling
      • pyspark.sql.functions.conv
      • pyspark.sql.functions.cos
      • pyspark.sql.functions.cosh
      • pyspark.sql.functions.cot
      • pyspark.sql.functions.csc
      • pyspark.sql.functions.degrees
      • pyspark.sql.functions.e
      • pyspark.sql.functions.exp
      • pyspark.sql.functions.expm1
      • pyspark.sql.functions.factorial
      • pyspark.sql.functions.floor
      • pyspark.sql.functions.greatest
      • pyspark.sql.functions.hex
      • pyspark.sql.functions.hypot
      • pyspark.sql.functions.least
      • pyspark.sql.functions.ln
      • pyspark.sql.functions.log
      • pyspark.sql.functions.log10
      • pyspark.sql.functions.log1p
      • pyspark.sql.functions.log2
      • pyspark.sql.functions.negate
      • pyspark.sql.functions.negative
      • pyspark.sql.functions.pi
      • pyspark.sql.functions.pmod
      • pyspark.sql.functions.positive
      • pyspark.sql.functions.pow
      • pyspark.sql.functions.power
      • pyspark.sql.functions.radians
      • pyspark.sql.functions.rand
      • pyspark.sql.functions.randn
      • pyspark.sql.functions.random
      • pyspark.sql.functions.rint
      • pyspark.sql.functions.round
      • pyspark.sql.functions.sec
      • pyspark.sql.functions.sign
      • pyspark.sql.functions.signum
      • pyspark.sql.functions.sin
      • pyspark.sql.functions.sinh
      • pyspark.sql.functions.sqrt
      • pyspark.sql.functions.tan
      • pyspark.sql.functions.tanh
      • pyspark.sql.functions.try_add
      • pyspark.sql.functions.try_divide
      • pyspark.sql.functions.try_mod
      • pyspark.sql.functions.try_multiply
      • pyspark.sql.functions.try_subtract
      • pyspark.sql.functions.unhex
      • pyspark.sql.functions.uniform
      • pyspark.sql.functions.width_bucket
      • pyspark.sql.functions.ascii
      • pyspark.sql.functions.base64
      • pyspark.sql.functions.bit_length
      • pyspark.sql.functions.btrim
      • pyspark.sql.functions.char
      • pyspark.sql.functions.char_length
      • pyspark.sql.functions.character_length
      • pyspark.sql.functions.chr
      • pyspark.sql.functions.collate
      • pyspark.sql.functions.collation
      • pyspark.sql.functions.concat_ws
      • pyspark.sql.functions.contains
      • pyspark.sql.functions.decode
      • pyspark.sql.functions.elt
      • pyspark.sql.functions.encode
      • pyspark.sql.functions.endswith
      • pyspark.sql.functions.find_in_set
      • pyspark.sql.functions.format_number
      • pyspark.sql.functions.format_string
      • pyspark.sql.functions.initcap
      • pyspark.sql.functions.instr
      • pyspark.sql.functions.is_valid_utf8
      • pyspark.sql.functions.jaro_winkler_similarity
      • pyspark.sql.functions.lcase
      • pyspark.sql.functions.left
      • pyspark.sql.functions.length
      • pyspark.sql.functions.levenshtein
      • pyspark.sql.functions.locate
      • pyspark.sql.functions.lower
      • pyspark.sql.functions.lpad
      • pyspark.sql.functions.ltrim
      • pyspark.sql.functions.make_valid_utf8
      • pyspark.sql.functions.mask
      • pyspark.sql.functions.octet_length
      • pyspark.sql.functions.overlay
      • pyspark.sql.functions.position
      • pyspark.sql.functions.printf
      • pyspark.sql.functions.quote
      • pyspark.sql.functions.randstr
      • pyspark.sql.functions.regexp_count
      • pyspark.sql.functions.regexp_extract
      • pyspark.sql.functions.regexp_extract_all
      • pyspark.sql.functions.regexp_instr
      • pyspark.sql.functions.regexp_replace
      • pyspark.sql.functions.regexp_substr
      • pyspark.sql.functions.repeat
      • pyspark.sql.functions.replace
      • pyspark.sql.functions.right
      • pyspark.sql.functions.rpad
      • pyspark.sql.functions.rtrim
      • pyspark.sql.functions.sentences
      • pyspark.sql.functions.soundex
      • pyspark.sql.functions.split
      • pyspark.sql.functions.split_part
      • pyspark.sql.functions.startswith
      • pyspark.sql.functions.substr
      • pyspark.sql.functions.substring
      • pyspark.sql.functions.substring_index
      • pyspark.sql.functions.to_binary
      • pyspark.sql.functions.to_char
      • pyspark.sql.functions.to_number
      • pyspark.sql.functions.to_varchar
      • pyspark.sql.functions.translate
      • pyspark.sql.functions.trim
      • pyspark.sql.functions.try_to_binary
      • pyspark.sql.functions.try_to_number
      • pyspark.sql.functions.try_validate_utf8
      • pyspark.sql.functions.ucase
      • pyspark.sql.functions.unbase64
      • pyspark.sql.functions.upper
      • pyspark.sql.functions.validate_utf8
      • pyspark.sql.functions.bit_count
      • pyspark.sql.functions.bit_get
      • pyspark.sql.functions.bitwise_not
      • pyspark.sql.functions.getbit
      • pyspark.sql.functions.shiftleft
      • pyspark.sql.functions.shiftright
      • pyspark.sql.functions.shiftrightunsigned
      • pyspark.sql.functions.add_months
      • pyspark.sql.functions.convert_timezone
      • pyspark.sql.functions.curdate
      • pyspark.sql.functions.current_date
      • pyspark.sql.functions.current_time
      • pyspark.sql.functions.current_timestamp
      • pyspark.sql.functions.current_timezone
      • pyspark.sql.functions.date_add
      • pyspark.sql.functions.date_diff
      • pyspark.sql.functions.date_format
      • pyspark.sql.functions.date_from_unix_date
      • pyspark.sql.functions.date_part
      • pyspark.sql.functions.date_sub
      • pyspark.sql.functions.date_trunc
      • pyspark.sql.functions.dateadd
      • pyspark.sql.functions.datediff
      • pyspark.sql.functions.datepart
      • pyspark.sql.functions.day
      • pyspark.sql.functions.dayname
      • pyspark.sql.functions.dayofmonth
      • pyspark.sql.functions.dayofweek
      • pyspark.sql.functions.dayofyear
      • pyspark.sql.functions.extract
      • pyspark.sql.functions.from_unixtime
      • pyspark.sql.functions.from_utc_timestamp
      • pyspark.sql.functions.hour
      • pyspark.sql.functions.last_day
      • pyspark.sql.functions.localtimestamp
      • pyspark.sql.functions.make_date
      • pyspark.sql.functions.make_dt_interval
      • pyspark.sql.functions.make_interval
      • pyspark.sql.functions.make_time
      • pyspark.sql.functions.make_timestamp
      • pyspark.sql.functions.make_timestamp_ltz
      • pyspark.sql.functions.make_timestamp_ntz
      • pyspark.sql.functions.make_ym_interval
      • pyspark.sql.functions.minute
      • pyspark.sql.functions.month
      • pyspark.sql.functions.monthname
      • pyspark.sql.functions.months_between
      • pyspark.sql.functions.next_day
      • pyspark.sql.functions.now
      • pyspark.sql.functions.quarter
      • pyspark.sql.functions.second
      • pyspark.sql.functions.session_window
      • pyspark.sql.functions.timestamp_add
      • pyspark.sql.functions.timestamp_diff
      • pyspark.sql.functions.timestamp_micros
      • pyspark.sql.functions.timestamp_millis
      • pyspark.sql.functions.timestamp_nanos
      • pyspark.sql.functions.timestamp_seconds
      • pyspark.sql.functions.time_bucket
      • pyspark.sql.functions.time_diff
      • pyspark.sql.functions.time_from_micros
      • pyspark.sql.functions.time_from_millis
      • pyspark.sql.functions.time_from_seconds
      • pyspark.sql.functions.time_to_micros
      • pyspark.sql.functions.time_to_millis
      • pyspark.sql.functions.time_to_seconds
      • pyspark.sql.functions.time_trunc
      • pyspark.sql.functions.to_date
      • pyspark.sql.functions.to_time
      • pyspark.sql.functions.to_timestamp
      • pyspark.sql.functions.to_timestamp_ltz
      • pyspark.sql.functions.to_timestamp_ntz
      • pyspark.sql.functions.to_unix_timestamp
      • pyspark.sql.functions.to_utc_timestamp
      • pyspark.sql.functions.trunc
      • pyspark.sql.functions.try_make_interval
      • pyspark.sql.functions.try_make_timestamp
      • pyspark.sql.functions.try_make_timestamp_ltz
      • pyspark.sql.functions.try_make_timestamp_ntz
      • pyspark.sql.functions.try_to_time
      • pyspark.sql.functions.try_to_timestamp
      • pyspark.sql.functions.try_to_date
      • pyspark.sql.functions.unix_date
      • pyspark.sql.functions.unix_micros
      • pyspark.sql.functions.unix_millis
      • pyspark.sql.functions.unix_nanos
      • pyspark.sql.functions.unix_seconds
      • pyspark.sql.functions.unix_timestamp
      • pyspark.sql.functions.weekday
      • pyspark.sql.functions.weekofyear
      • pyspark.sql.functions.window
      • pyspark.sql.functions.window_time
      • pyspark.sql.functions.year
      • pyspark.sql.functions.crc32
      • pyspark.sql.functions.hash
      • pyspark.sql.functions.md5
      • pyspark.sql.functions.sha
      • pyspark.sql.functions.sha1
      • pyspark.sql.functions.sha2
      • pyspark.sql.functions.xxhash64
      • pyspark.sql.functions.aggregate
      • pyspark.sql.functions.array_sort
      • pyspark.sql.functions.cardinality
      • pyspark.sql.functions.concat
      • pyspark.sql.functions.element_at
      • pyspark.sql.functions.exists
      • pyspark.sql.functions.filter
      • pyspark.sql.functions.forall
      • pyspark.sql.functions.map_filter
      • pyspark.sql.functions.map_zip_with
      • pyspark.sql.functions.reduce
      • pyspark.sql.functions.reverse
      • pyspark.sql.functions.size
      • pyspark.sql.functions.transform
      • pyspark.sql.functions.transform_keys
      • pyspark.sql.functions.transform_values
      • pyspark.sql.functions.try_element_at
      • pyspark.sql.functions.zip_with
      • pyspark.sql.functions.array
      • pyspark.sql.functions.array_append
      • pyspark.sql.functions.array_compact
      • pyspark.sql.functions.array_contains
      • pyspark.sql.functions.array_distinct
      • pyspark.sql.functions.array_except
      • pyspark.sql.functions.array_insert
      • pyspark.sql.functions.array_intersect
      • pyspark.sql.functions.array_join
      • pyspark.sql.functions.array_max
      • pyspark.sql.functions.array_min
      • pyspark.sql.functions.array_position
      • pyspark.sql.functions.array_prepend
      • pyspark.sql.functions.array_remove
      • pyspark.sql.functions.array_repeat
      • pyspark.sql.functions.array_size
      • pyspark.sql.functions.array_union
      • pyspark.sql.functions.arrays_overlap
      • pyspark.sql.functions.arrays_zip
      • pyspark.sql.functions.flatten
      • pyspark.sql.functions.get
      • pyspark.sql.functions.sequence
      • pyspark.sql.functions.shuffle
      • pyspark.sql.functions.slice
      • pyspark.sql.functions.sort_array
      • pyspark.sql.functions.named_struct
      • pyspark.sql.functions.struct
      • pyspark.sql.functions.create_map
      • pyspark.sql.functions.map_concat
      • pyspark.sql.functions.map_contains_key
      • pyspark.sql.functions.map_entries
      • pyspark.sql.functions.map_from_arrays
      • pyspark.sql.functions.map_from_entries
      • pyspark.sql.functions.map_keys
      • pyspark.sql.functions.map_values
      • pyspark.sql.functions.str_to_map
      • pyspark.sql.functions.any_value
      • pyspark.sql.functions.approx_count_distinct
      • pyspark.sql.functions.approx_percentile
      • pyspark.sql.functions.array_agg
      • pyspark.sql.functions.avg
      • pyspark.sql.functions.bit_and
      • pyspark.sql.functions.bit_or
      • pyspark.sql.functions.bit_xor
      • pyspark.sql.functions.bitmap_construct_agg
      • pyspark.sql.functions.bitmap_or_agg
      • pyspark.sql.functions.bool_and
      • pyspark.sql.functions.bool_or
      • pyspark.sql.functions.collect_list
      • pyspark.sql.functions.collect_set
      • pyspark.sql.functions.corr
      • pyspark.sql.functions.count
      • pyspark.sql.functions.count_distinct
      • pyspark.sql.functions.count_if
      • pyspark.sql.functions.count_min_sketch
      • pyspark.sql.functions.covar_pop
      • pyspark.sql.functions.covar_samp
      • pyspark.sql.functions.every
      • pyspark.sql.functions.first
      • pyspark.sql.functions.first_value
      • pyspark.sql.functions.grouping
      • pyspark.sql.functions.grouping_id
      • pyspark.sql.functions.histogram_numeric
      • pyspark.sql.functions.hll_sketch_agg
      • pyspark.sql.functions.hll_union_agg
      • pyspark.sql.functions.kll_sketch_agg_bigint
      • pyspark.sql.functions.kll_sketch_agg_double
      • pyspark.sql.functions.kll_sketch_agg_float
      • pyspark.sql.functions.kll_merge_agg_bigint
      • pyspark.sql.functions.kll_merge_agg_float
      • pyspark.sql.functions.kll_merge_agg_double
      • pyspark.sql.functions.kurtosis
      • pyspark.sql.functions.last
      • pyspark.sql.functions.last_value
      • pyspark.sql.functions.listagg
      • pyspark.sql.functions.listagg_distinct
      • pyspark.sql.functions.max
      • pyspark.sql.functions.max_by
      • pyspark.sql.functions.mean
      • pyspark.sql.functions.median
      • pyspark.sql.functions.min
      • pyspark.sql.functions.min_by
      • pyspark.sql.functions.mode
      • pyspark.sql.functions.percentile
      • pyspark.sql.functions.percentile_approx
      • pyspark.sql.functions.product
      • pyspark.sql.functions.regr_avgx
      • pyspark.sql.functions.regr_avgy
      • pyspark.sql.functions.regr_count
      • pyspark.sql.functions.regr_intercept
      • pyspark.sql.functions.regr_r2
      • pyspark.sql.functions.regr_slope
      • pyspark.sql.functions.regr_sxx
      • pyspark.sql.functions.regr_sxy
      • pyspark.sql.functions.regr_syy
      • pyspark.sql.functions.skewness
      • pyspark.sql.functions.some
      • pyspark.sql.functions.std
      • pyspark.sql.functions.stddev
      • pyspark.sql.functions.stddev_pop
      • pyspark.sql.functions.stddev_samp
      • pyspark.sql.functions.string_agg
      • pyspark.sql.functions.string_agg_distinct
      • pyspark.sql.functions.sum
      • pyspark.sql.functions.sum_distinct
      • pyspark.sql.functions.theta_intersection_agg
      • pyspark.sql.functions.theta_sketch_agg
      • pyspark.sql.functions.theta_union_agg
      • pyspark.sql.functions.tuple_intersection_agg_double
      • pyspark.sql.functions.tuple_intersection_agg_integer
      • pyspark.sql.functions.tuple_sketch_agg_double
      • pyspark.sql.functions.tuple_sketch_agg_integer
      • pyspark.sql.functions.tuple_union_agg_double
      • pyspark.sql.functions.tuple_union_agg_integer
      • pyspark.sql.functions.try_avg
      • pyspark.sql.functions.try_sum
      • pyspark.sql.functions.var_pop
      • pyspark.sql.functions.var_samp
      • pyspark.sql.functions.variance
      • pyspark.sql.functions.counter_diff
      • pyspark.sql.functions.cume_dist
      • pyspark.sql.functions.dense_rank
      • pyspark.sql.functions.lag
      • pyspark.sql.functions.lead
      • pyspark.sql.functions.nth_value
      • pyspark.sql.functions.ntile
      • pyspark.sql.functions.percent_rank
      • pyspark.sql.functions.rank
      • pyspark.sql.functions.row_number
      • pyspark.sql.functions.explode
      • pyspark.sql.functions.explode_outer
      • pyspark.sql.functions.inline
      • pyspark.sql.functions.inline_outer
      • pyspark.sql.functions.posexplode
      • pyspark.sql.functions.posexplode_outer
      • pyspark.sql.functions.stack
      • pyspark.sql.functions.partitioning.years
      • pyspark.sql.functions.partitioning.months
      • pyspark.sql.functions.partitioning.days
      • pyspark.sql.functions.partitioning.hours
      • pyspark.sql.functions.partitioning.bucket
      • pyspark.sql.functions.from_csv
      • pyspark.sql.functions.schema_of_csv
      • pyspark.sql.functions.to_csv
      • pyspark.sql.functions.from_json
      • pyspark.sql.functions.get_json_object
      • pyspark.sql.functions.json_array_length
      • pyspark.sql.functions.json_object_keys
      • pyspark.sql.functions.json_tuple
      • pyspark.sql.functions.schema_of_json
      • pyspark.sql.functions.to_json
      • pyspark.sql.functions.is_valid_variant
      • pyspark.sql.functions.is_variant_null
      • pyspark.sql.functions.parse_json
      • pyspark.sql.functions.schema_of_variant
      • pyspark.sql.functions.schema_of_variant_agg
      • pyspark.sql.functions.try_variant_get
      • pyspark.sql.functions.variant_array_append
      • pyspark.sql.functions.variant_delete
      • pyspark.sql.functions.variant_get
      • pyspark.sql.functions.variant_insert
      • pyspark.sql.functions.try_variant_insert
      • pyspark.sql.functions.variant_set
      • pyspark.sql.functions.try_parse_json
      • pyspark.sql.functions.to_variant_object
      • pyspark.sql.functions.from_xml
      • pyspark.sql.functions.schema_of_xml
      • pyspark.sql.functions.to_xml
      • pyspark.sql.functions.xpath
      • pyspark.sql.functions.xpath_boolean
      • pyspark.sql.functions.xpath_double
      • pyspark.sql.functions.xpath_float
      • pyspark.sql.functions.xpath_int
      • pyspark.sql.functions.xpath_long
      • pyspark.sql.functions.xpath_number
      • pyspark.sql.functions.xpath_short
      • pyspark.sql.functions.xpath_string
      • pyspark.sql.functions.parse_url
      • pyspark.sql.functions.try_parse_url
      • pyspark.sql.functions.url_decode
      • pyspark.sql.functions.url_encode
      • pyspark.sql.functions.try_url_decode
      • pyspark.sql.functions.aes_decrypt
      • pyspark.sql.functions.aes_encrypt
      • pyspark.sql.functions.assert_true
      • pyspark.sql.functions.bitmap_bit_position
      • pyspark.sql.functions.bitmap_bucket_number
      • pyspark.sql.functions.bitmap_count
      • pyspark.sql.functions.current_catalog
      • pyspark.sql.functions.current_database
      • pyspark.sql.functions.current_path
      • pyspark.sql.functions.current_schema
      • pyspark.sql.functions.current_user
      • pyspark.sql.functions.input_file_block_length
      • pyspark.sql.functions.input_file_block_start
      • pyspark.sql.functions.input_file_name
      • pyspark.sql.functions.java_method
      • pyspark.sql.functions.monotonically_increasing_id
      • pyspark.sql.functions.raise_error
      • pyspark.sql.functions.reflect
      • pyspark.sql.functions.session_user
      • pyspark.sql.functions.spark_partition_id
      • pyspark.sql.functions.try_aes_decrypt
      • pyspark.sql.functions.try_reflect
      • pyspark.sql.functions.typeof
      • pyspark.sql.functions.user
      • pyspark.sql.functions.uuid
      • pyspark.sql.functions.version
      • pyspark.sql.functions.hll_sketch_estimate
      • pyspark.sql.functions.hll_union
      • pyspark.sql.functions.kll_sketch_get_n_bigint
      • pyspark.sql.functions.kll_sketch_get_n_double
      • pyspark.sql.functions.kll_sketch_get_n_float
      • pyspark.sql.functions.kll_sketch_get_quantile_bigint
      • pyspark.sql.functions.kll_sketch_get_quantile_double
      • pyspark.sql.functions.kll_sketch_get_quantile_float
      • pyspark.sql.functions.kll_sketch_get_rank_bigint
      • pyspark.sql.functions.kll_sketch_get_rank_double
      • pyspark.sql.functions.kll_sketch_get_rank_float
      • pyspark.sql.functions.kll_sketch_merge_bigint
      • pyspark.sql.functions.kll_sketch_merge_double
      • pyspark.sql.functions.kll_sketch_merge_float
      • pyspark.sql.functions.kll_sketch_to_string_bigint
      • pyspark.sql.functions.kll_sketch_to_string_double
      • pyspark.sql.functions.kll_sketch_to_string_float
      • pyspark.sql.functions.theta_difference
      • pyspark.sql.functions.theta_intersection
      • pyspark.sql.functions.theta_sketch_estimate
      • pyspark.sql.functions.theta_union
      • pyspark.sql.functions.tuple_difference_double
      • pyspark.sql.functions.tuple_difference_integer
      • pyspark.sql.functions.tuple_difference_theta_double
      • pyspark.sql.functions.tuple_difference_theta_integer
      • pyspark.sql.functions.tuple_intersection_double
      • pyspark.sql.functions.tuple_intersection_integer
      • pyspark.sql.functions.tuple_intersection_theta_double
      • pyspark.sql.functions.tuple_intersection_theta_integer
      • pyspark.sql.functions.tuple_sketch_estimate_double
      • pyspark.sql.functions.tuple_sketch_estimate_integer
      • pyspark.sql.functions.tuple_sketch_summary_double
      • pyspark.sql.functions.tuple_sketch_summary_integer
      • pyspark.sql.functions.tuple_sketch_theta_double
      • pyspark.sql.functions.tuple_sketch_theta_integer
      • pyspark.sql.functions.tuple_union_double
      • pyspark.sql.functions.tuple_union_integer
      • pyspark.sql.functions.tuple_union_theta_double
      • pyspark.sql.functions.tuple_union_theta_integer
      • pyspark.sql.functions.st_asbinary
      • pyspark.sql.functions.st_geogfromwkb
      • pyspark.sql.functions.st_geomfromwkb
      • pyspark.sql.functions.st_setsrid
      • pyspark.sql.functions.st_srid
      • pyspark.sql.functions.vector_cosine_similarity
      • pyspark.sql.functions.vector_inner_product
      • pyspark.sql.functions.vector_l2_distance
      • pyspark.sql.functions.vector_norm
      • pyspark.sql.functions.vector_normalize
      • pyspark.sql.functions.vector_avg
      • pyspark.sql.functions.vector_sum
      • pyspark.sql.functions.arrow_udf
      • pyspark.sql.functions.arrow_udtf
      • pyspark.sql.functions.call_udf
      • pyspark.sql.functions.pandas_udf
      • pyspark.sql.functions.udf
      • pyspark.sql.functions.udtf
      • pyspark.sql.functions.unwrap_udt
      • pyspark.sql.tvf.TableValuedFunction.collations
      • pyspark.sql.tvf.TableValuedFunction.explode
      • pyspark.sql.tvf.TableValuedFunction.explode_outer
      • pyspark.sql.tvf.TableValuedFunction.inline
      • pyspark.sql.tvf.TableValuedFunction.inline_outer
      • pyspark.sql.tvf.TableValuedFunction.json_tuple
      • pyspark.sql.tvf.TableValuedFunction.posexplode
      • pyspark.sql.tvf.TableValuedFunction.posexplode_outer
      • pyspark.sql.tvf.TableValuedFunction.python_worker_logs
      • pyspark.sql.tvf.TableValuedFunction.range
      • pyspark.sql.tvf.TableValuedFunction.sql_keywords
      • pyspark.sql.tvf.TableValuedFunction.stack
      • pyspark.sql.tvf.TableValuedFunction.variant_explode
      • pyspark.sql.tvf.TableValuedFunction.variant_explode_outer
    • Window
      • pyspark.sql.Window.currentRow
      • pyspark.sql.Window.orderBy
      • pyspark.sql.Window.partitionBy
      • pyspark.sql.Window.rangeBetween
      • pyspark.sql.Window.rowsBetween
      • pyspark.sql.Window.unboundedFollowing
      • pyspark.sql.Window.unboundedPreceding
      • pyspark.sql.WindowSpec.orderBy
      • pyspark.sql.WindowSpec.partitionBy
      • pyspark.sql.WindowSpec.rangeBetween
      • pyspark.sql.WindowSpec.rowsBetween
    • Grouping
      • pyspark.sql.GroupedData.agg
      • pyspark.sql.GroupedData.apply
      • pyspark.sql.GroupedData.applyInArrow
      • pyspark.sql.GroupedData.applyInPandas
      • pyspark.sql.GroupedData.applyInPandasWithState
      • pyspark.sql.GroupedData.avg
      • pyspark.sql.GroupedData.cogroup
      • pyspark.sql.GroupedData.count
      • pyspark.sql.GroupedData.max
      • pyspark.sql.GroupedData.mean
      • pyspark.sql.GroupedData.min
      • pyspark.sql.GroupedData.pivot
      • pyspark.sql.GroupedData.sum
      • pyspark.sql.GroupedData.transformWithStateInPandas
      • pyspark.sql.PandasCogroupedOps.applyInArrow
      • pyspark.sql.PandasCogroupedOps.applyInPandas
    • Catalog
      • pyspark.sql.Catalog.analyzeTable
      • pyspark.sql.Catalog.cacheTable
      • pyspark.sql.Catalog.clearCache
      • pyspark.sql.Catalog.createDatabase
      • pyspark.sql.Catalog.createExternalTable
      • pyspark.sql.Catalog.createTable
      • pyspark.sql.Catalog.currentCatalog
      • pyspark.sql.Catalog.currentDatabase
      • pyspark.sql.Catalog.databaseExists
      • pyspark.sql.Catalog.dropDatabase
      • pyspark.sql.Catalog.dropGlobalTempView
      • pyspark.sql.Catalog.dropTable
      • pyspark.sql.Catalog.dropTempView
      • pyspark.sql.Catalog.dropView
      • pyspark.sql.Catalog.functionExists
      • pyspark.sql.Catalog.getCreateTableString
      • pyspark.sql.Catalog.getDatabase
      • pyspark.sql.Catalog.getFunction
      • pyspark.sql.Catalog.getTable
      • pyspark.sql.Catalog.getTableProperties
      • pyspark.sql.Catalog.isCached
      • pyspark.sql.Catalog.listCatalogs
      • pyspark.sql.Catalog.listColumns
      • pyspark.sql.Catalog.listDatabases
      • pyspark.sql.Catalog.listFunctions
      • pyspark.sql.Catalog.listPartitions
      • pyspark.sql.Catalog.listTables
      • pyspark.sql.Catalog.listViews
      • pyspark.sql.Catalog.recoverPartitions
      • pyspark.sql.Catalog.refreshByPath
      • pyspark.sql.Catalog.refreshTable
      • pyspark.sql.Catalog.registerFunction
      • pyspark.sql.Catalog.setCurrentCatalog
      • pyspark.sql.Catalog.setCurrentDatabase
      • pyspark.sql.Catalog.tableExists
      • pyspark.sql.Catalog.truncateTable
      • pyspark.sql.Catalog.uncacheTable
    • Avro
      • pyspark.sql.avro.functions.from_avro
      • pyspark.sql.avro.functions.to_avro
    • Observation
      • pyspark.sql.Observation.get
    • UDF
      • pyspark.sql.udf.UserDefinedFunction.asNondeterministic
      • pyspark.sql.udf.UserDefinedFunction.returnType
      • pyspark.sql.UDFRegistration.register
      • pyspark.sql.UDFRegistration.registerJavaFunction
      • pyspark.sql.UDFRegistration.registerJavaUDAF
    • UDTF
      • pyspark.sql.udtf.UserDefinedTableFunction.asDeterministic
      • pyspark.sql.udtf.UserDefinedTableFunction.returnType
      • pyspark.sql.UDTFRegistration.register
    • VariantVal
      • pyspark.sql.VariantVal.toPython
      • pyspark.sql.VariantVal.toJson
      • pyspark.sql.VariantVal.parseJson
    • Protobuf
      • pyspark.sql.protobuf.functions.from_protobuf
      • pyspark.sql.protobuf.functions.to_protobuf
    • Python Data Source
      • pyspark.sql.datasource.DataSource.name
      • pyspark.sql.datasource.DataSource.reader
      • pyspark.sql.datasource.DataSource.schema
      • pyspark.sql.datasource.DataSource.streamReader
      • pyspark.sql.datasource.DataSource.writer
      • pyspark.sql.datasource.DataSourceReader.partitions
      • pyspark.sql.datasource.DataSourceReader.pushFilters
      • pyspark.sql.datasource.DataSourceReader.read
      • pyspark.sql.datasource.DataSourceRegistration.register
      • pyspark.sql.datasource.DataSourceStreamReader.commit
      • pyspark.sql.datasource.DataSourceStreamReader.getDefaultReadLimit
      • pyspark.sql.datasource.DataSourceStreamReader.initialOffset
      • pyspark.sql.datasource.DataSourceStreamReader.latestOffset
      • pyspark.sql.datasource.DataSourceStreamReader.partitions
      • pyspark.sql.datasource.DataSourceStreamReader.read
      • pyspark.sql.datasource.DataSourceStreamReader.reportLatestOffset
      • pyspark.sql.datasource.DataSourceStreamReader.stop
      • pyspark.sql.datasource.DataSourceWriter.abort
      • pyspark.sql.datasource.DataSourceWriter.commit
      • pyspark.sql.datasource.DataSourceWriter.write
    • Stateful Processor
      • pyspark.sql.streaming.StatefulProcessor.init
      • pyspark.sql.streaming.StatefulProcessor.handleInputRows
      • pyspark.sql.streaming.StatefulProcessor.close
      • pyspark.sql.streaming.StatefulProcessor.handleInitialState
    • Legacy Entry Points
      • pyspark.sql.SQLContext
      • pyspark.sql.SQLContext.getOrCreate
      • pyspark.sql.SQLContext.newSession
      • pyspark.sql.SQLContext.setConf
      • pyspark.sql.SQLContext.getConf
      • pyspark.sql.SQLContext.udf
      • pyspark.sql.SQLContext.udtf
      • pyspark.sql.SQLContext.range
      • pyspark.sql.SQLContext.registerFunction
      • pyspark.sql.SQLContext.registerJavaFunction
      • pyspark.sql.SQLContext.createDataFrame
      • pyspark.sql.SQLContext.registerDataFrameAsTable
      • pyspark.sql.SQLContext.dropTempTable
      • pyspark.sql.SQLContext.createExternalTable
      • pyspark.sql.SQLContext.sql
      • pyspark.sql.SQLContext.table
      • pyspark.sql.SQLContext.tables
      • pyspark.sql.SQLContext.tableNames
      • pyspark.sql.SQLContext.cacheTable
      • pyspark.sql.SQLContext.uncacheTable
      • pyspark.sql.SQLContext.clearCache
      • pyspark.sql.SQLContext.read
      • pyspark.sql.SQLContext.readStream
      • pyspark.sql.SQLContext.streams
      • pyspark.sql.HiveContext
  • Pandas API on Spark
    • Input/Output
      • pyspark.pandas.range
      • pyspark.pandas.read_table
      • pyspark.pandas.DataFrame.to_table
      • pyspark.pandas.read_delta
      • pyspark.pandas.DataFrame.to_delta
      • pyspark.pandas.read_parquet
      • pyspark.pandas.DataFrame.to_parquet
      • pyspark.pandas.read_orc
      • pyspark.pandas.DataFrame.to_orc
      • pyspark.pandas.read_spark_io
      • pyspark.pandas.DataFrame.spark.to_spark_io
      • pyspark.pandas.read_csv
      • pyspark.pandas.DataFrame.to_csv
      • pyspark.pandas.read_clipboard
      • pyspark.pandas.DataFrame.to_clipboard
      • pyspark.pandas.read_excel
      • pyspark.pandas.DataFrame.to_excel
      • pyspark.pandas.json_normalize
      • pyspark.pandas.read_json
      • pyspark.pandas.DataFrame.to_json
      • pyspark.pandas.read_html
      • pyspark.pandas.DataFrame.to_html
      • pyspark.pandas.read_sql_table
      • pyspark.pandas.read_sql_query
      • pyspark.pandas.read_sql
    • General functions
      • pyspark.pandas.melt
      • pyspark.pandas.merge
      • pyspark.pandas.merge_asof
      • pyspark.pandas.get_dummies
      • pyspark.pandas.concat
      • pyspark.pandas.sql
      • pyspark.pandas.broadcast
      • pyspark.pandas.isna
      • pyspark.pandas.isnull
      • pyspark.pandas.notna
      • pyspark.pandas.notnull
      • pyspark.pandas.to_numeric
      • pyspark.pandas.to_datetime
      • pyspark.pandas.date_range
      • pyspark.pandas.to_timedelta
      • pyspark.pandas.timedelta_range
      • pyspark.pandas.show_versions
    • Series
      • pyspark.pandas.Series
      • pyspark.pandas.Series.index
      • pyspark.pandas.Series.dtype
      • pyspark.pandas.Series.dtypes
      • pyspark.pandas.Series.ndim
      • pyspark.pandas.Series.name
      • pyspark.pandas.Series.shape
      • pyspark.pandas.Series.axes
      • pyspark.pandas.Series.size
      • pyspark.pandas.Series.empty
      • pyspark.pandas.Series.T
      • pyspark.pandas.Series.hasnans
      • pyspark.pandas.Series.values
      • pyspark.pandas.Series.astype
      • pyspark.pandas.Series.copy
      • pyspark.pandas.Series.bool
      • pyspark.pandas.Series.at
      • pyspark.pandas.Series.iat
      • pyspark.pandas.Series.loc
      • pyspark.pandas.Series.iloc
      • pyspark.pandas.Series.keys
      • pyspark.pandas.Series.pop
      • pyspark.pandas.Series.items
      • pyspark.pandas.Series.item
      • pyspark.pandas.Series.xs
      • pyspark.pandas.Series.get
      • pyspark.pandas.Series.add
      • pyspark.pandas.Series.div
      • pyspark.pandas.Series.mul
      • pyspark.pandas.Series.radd
      • pyspark.pandas.Series.rdiv
      • pyspark.pandas.Series.rmul
      • pyspark.pandas.Series.rsub
      • pyspark.pandas.Series.rtruediv
      • pyspark.pandas.Series.sub
      • pyspark.pandas.Series.truediv
      • pyspark.pandas.Series.pow
      • pyspark.pandas.Series.rpow
      • pyspark.pandas.Series.mod
      • pyspark.pandas.Series.rmod
      • pyspark.pandas.Series.floordiv
      • pyspark.pandas.Series.rfloordiv
      • pyspark.pandas.Series.divmod
      • pyspark.pandas.Series.rdivmod
      • pyspark.pandas.Series.combine_first
      • pyspark.pandas.Series.lt
      • pyspark.pandas.Series.gt
      • pyspark.pandas.Series.le
      • pyspark.pandas.Series.ge
      • pyspark.pandas.Series.ne
      • pyspark.pandas.Series.eq
      • pyspark.pandas.Series.product
      • pyspark.pandas.Series.dot
      • pyspark.pandas.Series.apply
      • pyspark.pandas.Series.agg
      • pyspark.pandas.Series.aggregate
      • pyspark.pandas.Series.transform
      • pyspark.pandas.Series.map
      • pyspark.pandas.Series.groupby
      • pyspark.pandas.Series.rolling
      • pyspark.pandas.Series.expanding
      • pyspark.pandas.Series.pipe
      • pyspark.pandas.Series.abs
      • pyspark.pandas.Series.all
      • pyspark.pandas.Series.any
      • pyspark.pandas.Series.autocorr
      • pyspark.pandas.Series.between
      • pyspark.pandas.Series.clip
      • pyspark.pandas.Series.corr
      • pyspark.pandas.Series.count
      • pyspark.pandas.Series.cov
      • pyspark.pandas.Series.cummax
      • pyspark.pandas.Series.cummin
      • pyspark.pandas.Series.cumsum
      • pyspark.pandas.Series.cumprod
      • pyspark.pandas.Series.describe
      • pyspark.pandas.Series.ewm
      • pyspark.pandas.Series.filter
      • pyspark.pandas.Series.kurt
      • pyspark.pandas.Series.max
      • pyspark.pandas.Series.mean
      • pyspark.pandas.Series.min
      • pyspark.pandas.Series.mode
      • pyspark.pandas.Series.nlargest
      • pyspark.pandas.Series.nsmallest
      • pyspark.pandas.Series.pct_change
      • pyspark.pandas.Series.prod
      • pyspark.pandas.Series.nunique
      • pyspark.pandas.Series.is_unique
      • pyspark.pandas.Series.quantile
      • pyspark.pandas.Series.rank
      • pyspark.pandas.Series.sem
      • pyspark.pandas.Series.skew
      • pyspark.pandas.Series.std
      • pyspark.pandas.Series.sum
      • pyspark.pandas.Series.median
      • pyspark.pandas.Series.var
      • pyspark.pandas.Series.kurtosis
      • pyspark.pandas.Series.unique
      • pyspark.pandas.Series.value_counts
      • pyspark.pandas.Series.round
      • pyspark.pandas.Series.diff
      • pyspark.pandas.Series.is_monotonic_increasing
      • pyspark.pandas.Series.is_monotonic_decreasing
      • pyspark.pandas.Series.align
      • pyspark.pandas.Series.drop
      • pyspark.pandas.Series.droplevel
      • pyspark.pandas.Series.drop_duplicates
      • pyspark.pandas.Series.duplicated
      • pyspark.pandas.Series.equals
      • pyspark.pandas.Series.add_prefix
      • pyspark.pandas.Series.add_suffix
      • pyspark.pandas.Series.first
      • pyspark.pandas.Series.head
      • pyspark.pandas.Series.idxmax
      • pyspark.pandas.Series.idxmin
      • pyspark.pandas.Series.isin
      • pyspark.pandas.Series.last
      • pyspark.pandas.Series.rename
      • pyspark.pandas.Series.rename_axis
      • pyspark.pandas.Series.reindex
      • pyspark.pandas.Series.reindex_like
      • pyspark.pandas.Series.reset_index
      • pyspark.pandas.Series.sample
      • pyspark.pandas.Series.searchsorted
      • pyspark.pandas.Series.swaplevel
      • pyspark.pandas.Series.swapaxes
      • pyspark.pandas.Series.take
      • pyspark.pandas.Series.tail
      • pyspark.pandas.Series.where
      • pyspark.pandas.Series.mask
      • pyspark.pandas.Series.truncate
      • pyspark.pandas.Series.backfill
      • pyspark.pandas.Series.bfill
      • pyspark.pandas.Series.ffill
      • pyspark.pandas.Series.isna
      • pyspark.pandas.Series.isnull
      • pyspark.pandas.Series.notna
      • pyspark.pandas.Series.notnull
      • pyspark.pandas.Series.pad
      • pyspark.pandas.Series.dropna
      • pyspark.pandas.Series.fillna
      • pyspark.pandas.Series.interpolate
      • pyspark.pandas.Series.argsort
      • pyspark.pandas.Series.argmin
      • pyspark.pandas.Series.argmax
      • pyspark.pandas.Series.sort_index
      • pyspark.pandas.Series.sort_values
      • pyspark.pandas.Series.unstack
      • pyspark.pandas.Series.explode
      • pyspark.pandas.Series.repeat
      • pyspark.pandas.Series.squeeze
      • pyspark.pandas.Series.factorize
      • pyspark.pandas.Series.compare
      • pyspark.pandas.Series.replace
      • pyspark.pandas.Series.update
      • pyspark.pandas.Series.asof
      • pyspark.pandas.Series.resample
      • pyspark.pandas.Series.shift
      • pyspark.pandas.Series.first_valid_index
      • pyspark.pandas.Series.last_valid_index
      • pyspark.pandas.Series.at_time
      • pyspark.pandas.Series.between_time
      • pyspark.pandas.Series.spark.column
      • pyspark.pandas.Series.spark.transform
      • pyspark.pandas.Series.spark.apply
      • pyspark.pandas.Series.dt.date
      • pyspark.pandas.Series.dt.year
      • pyspark.pandas.Series.dt.month
      • pyspark.pandas.Series.dt.day
      • pyspark.pandas.Series.dt.hour
      • pyspark.pandas.Series.dt.minute
      • pyspark.pandas.Series.dt.second
      • pyspark.pandas.Series.dt.microsecond
      • pyspark.pandas.Series.dt.isocalendar
      • pyspark.pandas.Series.dt.dayofweek
      • pyspark.pandas.Series.dt.weekday
      • pyspark.pandas.Series.dt.dayofyear
      • pyspark.pandas.Series.dt.quarter
      • pyspark.pandas.Series.dt.is_month_start
      • pyspark.pandas.Series.dt.is_month_end
      • pyspark.pandas.Series.dt.is_quarter_start
      • pyspark.pandas.Series.dt.is_quarter_end
      • pyspark.pandas.Series.dt.is_year_start
      • pyspark.pandas.Series.dt.is_year_end
      • pyspark.pandas.Series.dt.is_leap_year
      • pyspark.pandas.Series.dt.daysinmonth
      • pyspark.pandas.Series.dt.days_in_month
      • pyspark.pandas.Series.dt.normalize
      • pyspark.pandas.Series.dt.strftime
      • pyspark.pandas.Series.dt.round
      • pyspark.pandas.Series.dt.floor
      • pyspark.pandas.Series.dt.ceil
      • pyspark.pandas.Series.dt.month_name
      • pyspark.pandas.Series.dt.day_name
      • pyspark.pandas.Series.str.capitalize
      • pyspark.pandas.Series.str.cat
      • pyspark.pandas.Series.str.center
      • pyspark.pandas.Series.str.contains
      • pyspark.pandas.Series.str.count
      • pyspark.pandas.Series.str.decode
      • pyspark.pandas.Series.str.encode
      • pyspark.pandas.Series.str.endswith
      • pyspark.pandas.Series.str.extract
      • pyspark.pandas.Series.str.extractall
      • pyspark.pandas.Series.str.find
      • pyspark.pandas.Series.str.findall
      • pyspark.pandas.Series.str.get
      • pyspark.pandas.Series.str.get_dummies
      • pyspark.pandas.Series.str.index
      • pyspark.pandas.Series.str.isalnum
      • pyspark.pandas.Series.str.isalpha
      • pyspark.pandas.Series.str.isdigit
      • pyspark.pandas.Series.str.isspace
      • pyspark.pandas.Series.str.islower
      • pyspark.pandas.Series.str.isupper
      • pyspark.pandas.Series.str.istitle
      • pyspark.pandas.Series.str.isnumeric
      • pyspark.pandas.Series.str.isdecimal
      • pyspark.pandas.Series.str.join
      • pyspark.pandas.Series.str.len
      • pyspark.pandas.Series.str.ljust
      • pyspark.pandas.Series.str.lower
      • pyspark.pandas.Series.str.lstrip
      • pyspark.pandas.Series.str.match
      • pyspark.pandas.Series.str.normalize
      • pyspark.pandas.Series.str.pad
      • pyspark.pandas.Series.str.partition
      • pyspark.pandas.Series.str.repeat
      • pyspark.pandas.Series.str.replace
      • pyspark.pandas.Series.str.rfind
      • pyspark.pandas.Series.str.rindex
      • pyspark.pandas.Series.str.rjust
      • pyspark.pandas.Series.str.rpartition
      • pyspark.pandas.Series.str.rsplit
      • pyspark.pandas.Series.str.rstrip
      • pyspark.pandas.Series.str.slice
      • pyspark.pandas.Series.str.slice_replace
      • pyspark.pandas.Series.str.split
      • pyspark.pandas.Series.str.startswith
      • pyspark.pandas.Series.str.strip
      • pyspark.pandas.Series.str.swapcase
      • pyspark.pandas.Series.str.title
      • pyspark.pandas.Series.str.translate
      • pyspark.pandas.Series.str.upper
      • pyspark.pandas.Series.str.wrap
      • pyspark.pandas.Series.str.zfill
      • pyspark.pandas.Series.cat.categories
      • pyspark.pandas.Series.cat.ordered
      • pyspark.pandas.Series.cat.codes
      • pyspark.pandas.Series.cat.rename_categories
      • pyspark.pandas.Series.cat.reorder_categories
      • pyspark.pandas.Series.cat.add_categories
      • pyspark.pandas.Series.cat.remove_categories
      • pyspark.pandas.Series.cat.remove_unused_categories
      • pyspark.pandas.Series.cat.set_categories
      • pyspark.pandas.Series.cat.as_ordered
      • pyspark.pandas.Series.cat.as_unordered
      • pyspark.pandas.Series.plot.area
      • pyspark.pandas.Series.plot.bar
      • pyspark.pandas.Series.plot.barh
      • pyspark.pandas.Series.plot.box
      • pyspark.pandas.Series.plot.density
      • pyspark.pandas.Series.plot.hist
      • pyspark.pandas.Series.plot.kde
      • pyspark.pandas.Series.plot.line
      • pyspark.pandas.Series.plot.pie
      • pyspark.pandas.Series.hist
      • pyspark.pandas.Series.to_pandas
      • pyspark.pandas.Series.to_numpy
      • pyspark.pandas.Series.to_list
      • pyspark.pandas.Series.to_string
      • pyspark.pandas.Series.to_dict
      • pyspark.pandas.Series.to_clipboard
      • pyspark.pandas.Series.to_latex
      • pyspark.pandas.Series.to_markdown
      • pyspark.pandas.Series.to_json
      • pyspark.pandas.Series.to_csv
      • pyspark.pandas.Series.to_excel
      • pyspark.pandas.Series.to_hdf
      • pyspark.pandas.Series.to_frame
      • pyspark.pandas.Series.pandas_on_spark.transform_batch
    • DataFrame
      • pyspark.pandas.DataFrame
      • pyspark.pandas.DataFrame.index
      • pyspark.pandas.DataFrame.info
      • pyspark.pandas.DataFrame.columns
      • pyspark.pandas.DataFrame.empty
      • pyspark.pandas.DataFrame.dtypes
      • pyspark.pandas.DataFrame.shape
      • pyspark.pandas.DataFrame.axes
      • pyspark.pandas.DataFrame.ndim
      • pyspark.pandas.DataFrame.size
      • pyspark.pandas.DataFrame.select_dtypes
      • pyspark.pandas.DataFrame.values
      • pyspark.pandas.DataFrame.copy
      • pyspark.pandas.DataFrame.isna
      • pyspark.pandas.DataFrame.astype
      • pyspark.pandas.DataFrame.isnull
      • pyspark.pandas.DataFrame.notna
      • pyspark.pandas.DataFrame.notnull
      • pyspark.pandas.DataFrame.bool
      • pyspark.pandas.DataFrame.at
      • pyspark.pandas.DataFrame.iat
      • pyspark.pandas.DataFrame.head
      • pyspark.pandas.DataFrame.idxmax
      • pyspark.pandas.DataFrame.idxmin
      • pyspark.pandas.DataFrame.loc
      • pyspark.pandas.DataFrame.iloc
      • pyspark.pandas.DataFrame.insert
      • pyspark.pandas.DataFrame.items
      • pyspark.pandas.DataFrame.iterrows
      • pyspark.pandas.DataFrame.itertuples
      • pyspark.pandas.DataFrame.keys
      • pyspark.pandas.DataFrame.pop
      • pyspark.pandas.DataFrame.tail
      • pyspark.pandas.DataFrame.xs
      • pyspark.pandas.DataFrame.get
      • pyspark.pandas.DataFrame.where
      • pyspark.pandas.DataFrame.mask
      • pyspark.pandas.DataFrame.query
      • pyspark.pandas.DataFrame.add
      • pyspark.pandas.DataFrame.radd
      • pyspark.pandas.DataFrame.div
      • pyspark.pandas.DataFrame.rdiv
      • pyspark.pandas.DataFrame.truediv
      • pyspark.pandas.DataFrame.rtruediv
      • pyspark.pandas.DataFrame.mul
      • pyspark.pandas.DataFrame.rmul
      • pyspark.pandas.DataFrame.sub
      • pyspark.pandas.DataFrame.rsub
      • pyspark.pandas.DataFrame.pow
      • pyspark.pandas.DataFrame.rpow
      • pyspark.pandas.DataFrame.mod
      • pyspark.pandas.DataFrame.rmod
      • pyspark.pandas.DataFrame.floordiv
      • pyspark.pandas.DataFrame.rfloordiv
      • pyspark.pandas.DataFrame.lt
      • pyspark.pandas.DataFrame.gt
      • pyspark.pandas.DataFrame.le
      • pyspark.pandas.DataFrame.ge
      • pyspark.pandas.DataFrame.ne
      • pyspark.pandas.DataFrame.eq
      • pyspark.pandas.DataFrame.dot
      • pyspark.pandas.DataFrame.combine_first
      • pyspark.pandas.DataFrame.apply
      • pyspark.pandas.DataFrame.applymap
      • pyspark.pandas.DataFrame.map
      • pyspark.pandas.DataFrame.pipe
      • pyspark.pandas.DataFrame.agg
      • pyspark.pandas.DataFrame.aggregate
      • pyspark.pandas.DataFrame.groupby
      • pyspark.pandas.DataFrame.rolling
      • pyspark.pandas.DataFrame.expanding
      • pyspark.pandas.DataFrame.transform
      • pyspark.pandas.DataFrame.abs
      • pyspark.pandas.DataFrame.all
      • pyspark.pandas.DataFrame.any
      • pyspark.pandas.DataFrame.clip
      • pyspark.pandas.DataFrame.corr
      • pyspark.pandas.DataFrame.corrwith
      • pyspark.pandas.DataFrame.count
      • pyspark.pandas.DataFrame.cov
      • pyspark.pandas.DataFrame.describe
      • pyspark.pandas.DataFrame.ewm
      • pyspark.pandas.DataFrame.kurt
      • pyspark.pandas.DataFrame.kurtosis
      • pyspark.pandas.DataFrame.max
      • pyspark.pandas.DataFrame.mean
      • pyspark.pandas.DataFrame.min
      • pyspark.pandas.DataFrame.median
      • pyspark.pandas.DataFrame.mode
      • pyspark.pandas.DataFrame.pct_change
      • pyspark.pandas.DataFrame.prod
      • pyspark.pandas.DataFrame.product
      • pyspark.pandas.DataFrame.quantile
      • pyspark.pandas.DataFrame.rank
      • pyspark.pandas.DataFrame.nunique
      • pyspark.pandas.DataFrame.sem
      • pyspark.pandas.DataFrame.skew
      • pyspark.pandas.DataFrame.sum
      • pyspark.pandas.DataFrame.std
      • pyspark.pandas.DataFrame.var
      • pyspark.pandas.DataFrame.cummin
      • pyspark.pandas.DataFrame.cummax
      • pyspark.pandas.DataFrame.cumsum
      • pyspark.pandas.DataFrame.cumprod
      • pyspark.pandas.DataFrame.round
      • pyspark.pandas.DataFrame.diff
      • pyspark.pandas.DataFrame.eval
      • pyspark.pandas.DataFrame.add_prefix
      • pyspark.pandas.DataFrame.add_suffix
      • pyspark.pandas.DataFrame.align
      • pyspark.pandas.DataFrame.at_time
      • pyspark.pandas.DataFrame.between_time
      • pyspark.pandas.DataFrame.drop
      • pyspark.pandas.DataFrame.droplevel
      • pyspark.pandas.DataFrame.drop_duplicates
      • pyspark.pandas.DataFrame.duplicated
      • pyspark.pandas.DataFrame.equals
      • pyspark.pandas.DataFrame.filter
      • pyspark.pandas.DataFrame.first
      • pyspark.pandas.DataFrame.head
      • pyspark.pandas.DataFrame.last
      • pyspark.pandas.DataFrame.reindex
      • pyspark.pandas.DataFrame.reindex_like
      • pyspark.pandas.DataFrame.rename
      • pyspark.pandas.DataFrame.rename_axis
      • pyspark.pandas.DataFrame.reset_index
      • pyspark.pandas.DataFrame.set_index
      • pyspark.pandas.DataFrame.swapaxes
      • pyspark.pandas.DataFrame.swaplevel
      • pyspark.pandas.DataFrame.take
      • pyspark.pandas.DataFrame.isin
      • pyspark.pandas.DataFrame.sample
      • pyspark.pandas.DataFrame.truncate
      • pyspark.pandas.DataFrame.backfill
      • pyspark.pandas.DataFrame.dropna
      • pyspark.pandas.DataFrame.fillna
      • pyspark.pandas.DataFrame.replace
      • pyspark.pandas.DataFrame.bfill
      • pyspark.pandas.DataFrame.ffill
      • pyspark.pandas.DataFrame.interpolate
      • pyspark.pandas.DataFrame.pad
      • pyspark.pandas.DataFrame.pivot_table
      • pyspark.pandas.DataFrame.pivot
      • pyspark.pandas.DataFrame.sort_index
      • pyspark.pandas.DataFrame.sort_values
      • pyspark.pandas.DataFrame.nlargest
      • pyspark.pandas.DataFrame.nsmallest
      • pyspark.pandas.DataFrame.stack
      • pyspark.pandas.DataFrame.unstack
      • pyspark.pandas.DataFrame.melt
      • pyspark.pandas.DataFrame.explode
      • pyspark.pandas.DataFrame.squeeze
      • pyspark.pandas.DataFrame.T
      • pyspark.pandas.DataFrame.transpose
      • pyspark.pandas.DataFrame.assign
      • pyspark.pandas.DataFrame.merge
      • pyspark.pandas.DataFrame.join
      • pyspark.pandas.DataFrame.update
      • pyspark.pandas.DataFrame.resample
      • pyspark.pandas.DataFrame.shift
      • pyspark.pandas.DataFrame.first_valid_index
      • pyspark.pandas.DataFrame.last_valid_index
      • pyspark.pandas.DataFrame.from_dict
      • pyspark.pandas.DataFrame.from_records
      • pyspark.pandas.DataFrame.to_table
      • pyspark.pandas.DataFrame.to_delta
      • pyspark.pandas.DataFrame.to_parquet
      • pyspark.pandas.DataFrame.to_csv
      • pyspark.pandas.DataFrame.to_orc
      • pyspark.pandas.DataFrame.to_pandas
      • pyspark.pandas.DataFrame.to_html
      • pyspark.pandas.DataFrame.to_numpy
      • pyspark.pandas.DataFrame.to_spark
      • pyspark.pandas.DataFrame.to_string
      • pyspark.pandas.DataFrame.to_feather
      • pyspark.pandas.DataFrame.to_stata
      • pyspark.pandas.DataFrame.to_json
      • pyspark.pandas.DataFrame.to_dict
      • pyspark.pandas.DataFrame.to_excel
      • pyspark.pandas.DataFrame.to_hdf
      • pyspark.pandas.DataFrame.to_clipboard
      • pyspark.pandas.DataFrame.to_markdown
      • pyspark.pandas.DataFrame.to_records
      • pyspark.pandas.DataFrame.to_latex
      • pyspark.pandas.DataFrame.style
      • pyspark.pandas.DataFrame.spark.frame
      • pyspark.pandas.DataFrame.spark.cache
      • pyspark.pandas.DataFrame.spark.persist
      • pyspark.pandas.DataFrame.spark.hint
      • pyspark.pandas.DataFrame.spark.to_table
      • pyspark.pandas.DataFrame.spark.to_spark_io
      • pyspark.pandas.DataFrame.spark.apply
      • pyspark.pandas.DataFrame.spark.repartition
      • pyspark.pandas.DataFrame.spark.coalesce
      • pyspark.pandas.DataFrame.plot.area
      • pyspark.pandas.DataFrame.plot.bar
      • pyspark.pandas.DataFrame.plot.barh
      • pyspark.pandas.DataFrame.plot.box
      • pyspark.pandas.DataFrame.plot.density
      • pyspark.pandas.DataFrame.plot.hist
      • pyspark.pandas.DataFrame.plot.kde
      • pyspark.pandas.DataFrame.plot.line
      • pyspark.pandas.DataFrame.plot.pie
      • pyspark.pandas.DataFrame.plot.scatter
      • pyspark.pandas.DataFrame.hist
      • pyspark.pandas.DataFrame.boxplot
      • pyspark.pandas.DataFrame.kde
      • pyspark.pandas.DataFrame.pandas_on_spark.apply_batch
      • pyspark.pandas.DataFrame.pandas_on_spark.transform_batch
    • Index objects
      • pyspark.pandas.Index
      • pyspark.pandas.Index.is_monotonic_increasing
      • pyspark.pandas.Index.is_monotonic_decreasing
      • pyspark.pandas.Index.is_unique
      • pyspark.pandas.Index.has_duplicates
      • pyspark.pandas.Index.hasnans
      • pyspark.pandas.Index.dtype
      • pyspark.pandas.Index.inferred_type
      • pyspark.pandas.Index.shape
      • pyspark.pandas.Index.name
      • pyspark.pandas.Index.names
      • pyspark.pandas.Index.ndim
      • pyspark.pandas.Index.size
      • pyspark.pandas.Index.nlevels
      • pyspark.pandas.Index.empty
      • pyspark.pandas.Index.T
      • pyspark.pandas.Index.values
      • pyspark.pandas.Index.all
      • pyspark.pandas.Index.any
      • pyspark.pandas.Index.argmin
      • pyspark.pandas.Index.argmax
      • pyspark.pandas.Index.copy
      • pyspark.pandas.Index.delete
      • pyspark.pandas.Index.equals
      • pyspark.pandas.Index.factorize
      • pyspark.pandas.Index.identical
      • pyspark.pandas.Index.insert
      • pyspark.pandas.Index.is_boolean
      • pyspark.pandas.Index.is_categorical
      • pyspark.pandas.Index.is_floating
      • pyspark.pandas.Index.is_integer
      • pyspark.pandas.Index.is_interval
      • pyspark.pandas.Index.is_numeric
      • pyspark.pandas.Index.is_object
      • pyspark.pandas.Index.drop
      • pyspark.pandas.Index.drop_duplicates
      • pyspark.pandas.Index.min
      • pyspark.pandas.Index.max
      • pyspark.pandas.Index.map
      • pyspark.pandas.Index.rename
      • pyspark.pandas.Index.repeat
      • pyspark.pandas.Index.take
      • pyspark.pandas.Index.unique
      • pyspark.pandas.Index.nunique
      • pyspark.pandas.Index.value_counts
      • pyspark.pandas.Index.set_names
      • pyspark.pandas.Index.droplevel
      • pyspark.pandas.Index.fillna
      • pyspark.pandas.Index.dropna
      • pyspark.pandas.Index.isna
      • pyspark.pandas.Index.isnull
      • pyspark.pandas.Index.notna
      • pyspark.pandas.Index.notnull
      • pyspark.pandas.Index.astype
      • pyspark.pandas.Index.item
      • pyspark.pandas.Index.to_list
      • pyspark.pandas.Index.to_series
      • pyspark.pandas.Index.to_frame
      • pyspark.pandas.Index.view
      • pyspark.pandas.Index.to_numpy
      • pyspark.pandas.Index.spark.column
      • pyspark.pandas.Index.spark.transform
      • pyspark.pandas.Index.sort_values
      • pyspark.pandas.Index.shift
      • pyspark.pandas.Index.append
      • pyspark.pandas.Index.intersection
      • pyspark.pandas.Index.union
      • pyspark.pandas.Index.difference
      • pyspark.pandas.Index.symmetric_difference
      • pyspark.pandas.Index.asof
      • pyspark.pandas.Index.isin
      • pyspark.pandas.CategoricalIndex
      • pyspark.pandas.CategoricalIndex.codes
      • pyspark.pandas.CategoricalIndex.categories
      • pyspark.pandas.CategoricalIndex.ordered
      • pyspark.pandas.CategoricalIndex.rename_categories
      • pyspark.pandas.CategoricalIndex.reorder_categories
      • pyspark.pandas.CategoricalIndex.add_categories
      • pyspark.pandas.CategoricalIndex.remove_categories
      • pyspark.pandas.CategoricalIndex.remove_unused_categories
      • pyspark.pandas.CategoricalIndex.set_categories
      • pyspark.pandas.CategoricalIndex.as_ordered
      • pyspark.pandas.CategoricalIndex.as_unordered
      • pyspark.pandas.CategoricalIndex.map
      • pyspark.pandas.CategoricalIndex.equals
      • pyspark.pandas.CategoricalIndex.max
      • pyspark.pandas.CategoricalIndex.min
      • pyspark.pandas.CategoricalIndex.tolist
      • pyspark.pandas.MultiIndex
      • pyspark.pandas.MultiIndex.from_arrays
      • pyspark.pandas.MultiIndex.from_tuples
      • pyspark.pandas.MultiIndex.from_product
      • pyspark.pandas.MultiIndex.from_frame
      • pyspark.pandas.MultiIndex.has_duplicates
      • pyspark.pandas.MultiIndex.hasnans
      • pyspark.pandas.MultiIndex.inferred_type
      • pyspark.pandas.MultiIndex.shape
      • pyspark.pandas.MultiIndex.names
      • pyspark.pandas.MultiIndex.ndim
      • pyspark.pandas.MultiIndex.empty
      • pyspark.pandas.MultiIndex.T
      • pyspark.pandas.MultiIndex.size
      • pyspark.pandas.MultiIndex.nlevels
      • pyspark.pandas.MultiIndex.levshape
      • pyspark.pandas.MultiIndex.values
      • pyspark.pandas.MultiIndex.dtypes
      • pyspark.pandas.MultiIndex.swaplevel
      • pyspark.pandas.MultiIndex.droplevel
      • pyspark.pandas.MultiIndex.fillna
      • pyspark.pandas.MultiIndex.dropna
      • pyspark.pandas.MultiIndex.equals
      • pyspark.pandas.MultiIndex.equal_levels
      • pyspark.pandas.MultiIndex.identical
      • pyspark.pandas.MultiIndex.insert
      • pyspark.pandas.MultiIndex.drop
      • pyspark.pandas.MultiIndex.copy
      • pyspark.pandas.MultiIndex.delete
      • pyspark.pandas.MultiIndex.rename
      • pyspark.pandas.MultiIndex.repeat
      • pyspark.pandas.MultiIndex.take
      • pyspark.pandas.MultiIndex.unique
      • pyspark.pandas.MultiIndex.min
      • pyspark.pandas.MultiIndex.max
      • pyspark.pandas.MultiIndex.value_counts
      • pyspark.pandas.MultiIndex.append
      • pyspark.pandas.MultiIndex.intersection
      • pyspark.pandas.MultiIndex.union
      • pyspark.pandas.MultiIndex.difference
      • pyspark.pandas.MultiIndex.symmetric_difference
      • pyspark.pandas.MultiIndex.astype
      • pyspark.pandas.MultiIndex.item
      • pyspark.pandas.MultiIndex.to_list
      • pyspark.pandas.MultiIndex.to_series
      • pyspark.pandas.MultiIndex.to_frame
      • pyspark.pandas.MultiIndex.view
      • pyspark.pandas.MultiIndex.to_numpy
      • pyspark.pandas.MultiIndex.spark.data_type
      • pyspark.pandas.MultiIndex.spark.column
      • pyspark.pandas.MultiIndex.spark.transform
      • pyspark.pandas.MultiIndex.sort_values
      • pyspark.pandas.DatetimeIndex
      • pyspark.pandas.DatetimeIndex.year
      • pyspark.pandas.DatetimeIndex.month
      • pyspark.pandas.DatetimeIndex.day
      • pyspark.pandas.DatetimeIndex.hour
      • pyspark.pandas.DatetimeIndex.minute
      • pyspark.pandas.DatetimeIndex.second
      • pyspark.pandas.DatetimeIndex.microsecond
      • pyspark.pandas.DatetimeIndex.isocalendar
      • pyspark.pandas.DatetimeIndex.dayofweek
      • pyspark.pandas.DatetimeIndex.day_of_week
      • pyspark.pandas.DatetimeIndex.weekday
      • pyspark.pandas.DatetimeIndex.dayofyear
      • pyspark.pandas.DatetimeIndex.day_of_year
      • pyspark.pandas.DatetimeIndex.quarter
      • pyspark.pandas.DatetimeIndex.is_month_start
      • pyspark.pandas.DatetimeIndex.is_month_end
      • pyspark.pandas.DatetimeIndex.is_quarter_start
      • pyspark.pandas.DatetimeIndex.is_quarter_end
      • pyspark.pandas.DatetimeIndex.is_year_start
      • pyspark.pandas.DatetimeIndex.is_year_end
      • pyspark.pandas.DatetimeIndex.is_leap_year
      • pyspark.pandas.DatetimeIndex.daysinmonth
      • pyspark.pandas.DatetimeIndex.days_in_month
      • pyspark.pandas.DatetimeIndex.indexer_between_time
      • pyspark.pandas.DatetimeIndex.indexer_at_time
      • pyspark.pandas.DatetimeIndex.normalize
      • pyspark.pandas.DatetimeIndex.strftime
      • pyspark.pandas.DatetimeIndex.round
      • pyspark.pandas.DatetimeIndex.floor
      • pyspark.pandas.DatetimeIndex.ceil
      • pyspark.pandas.DatetimeIndex.month_name
      • pyspark.pandas.DatetimeIndex.day_name
      • pyspark.pandas.TimedeltaIndex
      • pyspark.pandas.TimedeltaIndex.days
      • pyspark.pandas.TimedeltaIndex.seconds
      • pyspark.pandas.TimedeltaIndex.microseconds
    • Window
      • pyspark.pandas.window.Rolling.count
      • pyspark.pandas.window.Rolling.sum
      • pyspark.pandas.window.Rolling.min
      • pyspark.pandas.window.Rolling.max
      • pyspark.pandas.window.Rolling.mean
      • pyspark.pandas.window.Rolling.quantile
      • pyspark.pandas.window.Rolling.median
      • pyspark.pandas.window.Expanding.count
      • pyspark.pandas.window.Expanding.sum
      • pyspark.pandas.window.Expanding.min
      • pyspark.pandas.window.Expanding.max
      • pyspark.pandas.window.Expanding.mean
      • pyspark.pandas.window.Expanding.quantile
      • pyspark.pandas.window.Expanding.median
      • pyspark.pandas.window.ExponentialMoving.mean
    • GroupBy
      • pyspark.pandas.groupby.GroupBy.get_group
      • pyspark.pandas.groupby.GroupBy.apply
      • pyspark.pandas.groupby.GroupBy.transform
      • pyspark.pandas.groupby.DataFrameGroupBy.agg
      • pyspark.pandas.groupby.DataFrameGroupBy.aggregate
      • pyspark.pandas.groupby.GroupBy.all
      • pyspark.pandas.groupby.GroupBy.any
      • pyspark.pandas.groupby.GroupBy.count
      • pyspark.pandas.groupby.GroupBy.cumcount
      • pyspark.pandas.groupby.GroupBy.cummax
      • pyspark.pandas.groupby.GroupBy.cummin
      • pyspark.pandas.groupby.GroupBy.cumprod
      • pyspark.pandas.groupby.GroupBy.cumsum
      • pyspark.pandas.groupby.GroupBy.ewm
      • pyspark.pandas.groupby.GroupBy.filter
      • pyspark.pandas.groupby.GroupBy.first
      • pyspark.pandas.groupby.GroupBy.last
      • pyspark.pandas.groupby.GroupBy.max
      • pyspark.pandas.groupby.GroupBy.mean
      • pyspark.pandas.groupby.GroupBy.median
      • pyspark.pandas.groupby.GroupBy.min
      • pyspark.pandas.groupby.GroupBy.nth
      • pyspark.pandas.groupby.GroupBy.prod
      • pyspark.pandas.groupby.GroupBy.rank
      • pyspark.pandas.groupby.GroupBy.sem
      • pyspark.pandas.groupby.GroupBy.std
      • pyspark.pandas.groupby.GroupBy.sum
      • pyspark.pandas.groupby.GroupBy.var
      • pyspark.pandas.groupby.GroupBy.nunique
      • pyspark.pandas.groupby.GroupBy.quantile
      • pyspark.pandas.groupby.GroupBy.size
      • pyspark.pandas.groupby.GroupBy.diff
      • pyspark.pandas.groupby.GroupBy.idxmax
      • pyspark.pandas.groupby.GroupBy.idxmin
      • pyspark.pandas.groupby.GroupBy.fillna
      • pyspark.pandas.groupby.GroupBy.bfill
      • pyspark.pandas.groupby.GroupBy.ffill
      • pyspark.pandas.groupby.GroupBy.head
      • pyspark.pandas.groupby.GroupBy.shift
      • pyspark.pandas.groupby.GroupBy.tail
      • pyspark.pandas.groupby.DataFrameGroupBy.cov
      • pyspark.pandas.groupby.DataFrameGroupBy.describe
      • pyspark.pandas.groupby.SeriesGroupBy.describe
      • pyspark.pandas.groupby.SeriesGroupBy.nsmallest
      • pyspark.pandas.groupby.SeriesGroupBy.nlargest
      • pyspark.pandas.groupby.SeriesGroupBy.value_counts
      • pyspark.pandas.groupby.SeriesGroupBy.unique
    • Resampling
      • pyspark.pandas.resample.Resampler.max
      • pyspark.pandas.resample.Resampler.mean
      • pyspark.pandas.resample.Resampler.min
      • pyspark.pandas.resample.Resampler.std
      • pyspark.pandas.resample.Resampler.sum
      • pyspark.pandas.resample.Resampler.var
    • Options and settings
      • pyspark.pandas.reset_option
      • pyspark.pandas.get_option
      • pyspark.pandas.set_option
      • pyspark.pandas.option_context
    • Machine Learning utilities
      • pyspark.pandas.mlflow.PythonModelWrapper
      • pyspark.pandas.mlflow.load_model
    • Extensions
      • pyspark.pandas.extensions.register_dataframe_accessor
      • pyspark.pandas.extensions.register_series_accessor
      • pyspark.pandas.extensions.register_index_accessor
    • Testing
      • pyspark.pandas.testing.assert_frame_equal
      • pyspark.pandas.testing.assert_series_equal
      • pyspark.pandas.testing.assert_index_equal
  • Structured Streaming
    • Core Classes
      • pyspark.sql.streaming.DataStreamReader
      • pyspark.sql.streaming.DataStreamWriter
      • pyspark.sql.streaming.StreamingQuery
      • pyspark.sql.streaming.StreamingQueryManager
      • pyspark.sql.streaming.StreamingQueryListener
    • Input/Output
      • pyspark.sql.streaming.DataStreamReader.changes
      • pyspark.sql.streaming.DataStreamReader.csv
      • pyspark.sql.streaming.DataStreamReader.format
      • pyspark.sql.streaming.DataStreamReader.json
      • pyspark.sql.streaming.DataStreamReader.load
      • pyspark.sql.streaming.DataStreamReader.name
      • pyspark.sql.streaming.DataStreamReader.option
      • pyspark.sql.streaming.DataStreamReader.options
      • pyspark.sql.streaming.DataStreamReader.orc
      • pyspark.sql.streaming.DataStreamReader.parquet
      • pyspark.sql.streaming.DataStreamReader.schema
      • pyspark.sql.streaming.DataStreamReader.table
      • pyspark.sql.streaming.DataStreamReader.text
      • pyspark.sql.streaming.DataStreamWriter.foreach
      • pyspark.sql.streaming.DataStreamWriter.foreachBatch
      • pyspark.sql.streaming.DataStreamWriter.format
      • pyspark.sql.streaming.DataStreamWriter.option
      • pyspark.sql.streaming.DataStreamWriter.options
      • pyspark.sql.streaming.DataStreamWriter.outputMode
      • pyspark.sql.streaming.DataStreamWriter.partitionBy
      • pyspark.sql.streaming.DataStreamWriter.queryName
      • pyspark.sql.streaming.DataStreamWriter.start
      • pyspark.sql.streaming.DataStreamWriter.toTable
      • pyspark.sql.streaming.DataStreamWriter.trigger
    • Query Management
      • pyspark.sql.streaming.StreamingQuery.awaitTermination
      • pyspark.sql.streaming.StreamingQuery.exception
      • pyspark.sql.streaming.StreamingQuery.explain
      • pyspark.sql.streaming.StreamingQuery.id
      • pyspark.sql.streaming.StreamingQuery.isActive
      • pyspark.sql.streaming.StreamingQuery.lastProgress
      • pyspark.sql.streaming.StreamingQuery.name
      • pyspark.sql.streaming.StreamingQuery.processAllAvailable
      • pyspark.sql.streaming.StreamingQuery.recentProgress
      • pyspark.sql.streaming.StreamingQuery.runId
      • pyspark.sql.streaming.StreamingQuery.status
      • pyspark.sql.streaming.StreamingQuery.stop
      • pyspark.sql.streaming.StreamingQueryManager.active
      • pyspark.sql.streaming.StreamingQueryManager.addListener
      • pyspark.sql.streaming.StreamingQueryManager.awaitAnyTermination
      • pyspark.sql.streaming.StreamingQueryManager.get
      • pyspark.sql.streaming.StreamingQueryManager.removeListener
      • pyspark.sql.streaming.StreamingQueryManager.resetTerminated
  • MLlib (DataFrame-based)
    • Transformer
    • UnaryTransformer
    • Estimator
    • Model
    • Predictor
    • PredictionModel
    • Pipeline
    • PipelineModel
    • Param
    • Params
    • TypeConverters
    • Binarizer
    • BucketedRandomProjectionLSH
    • BucketedRandomProjectionLSHModel
    • Bucketizer
    • ChiSqSelector
    • ChiSqSelectorModel
    • CountVectorizer
    • CountVectorizerModel
    • DCT
    • ElementwiseProduct
    • FeatureHasher
    • HashingTF
    • IDF
    • IDFModel
    • Imputer
    • ImputerModel
    • IndexToString
    • Interaction
    • MaxAbsScaler
    • MaxAbsScalerModel
    • MinHashLSH
    • MinHashLSHModel
    • MinMaxScaler
    • MinMaxScalerModel
    • NGram
    • Normalizer
    • OneHotEncoder
    • OneHotEncoderModel
    • PCA
    • PCAModel
    • PolynomialExpansion
    • QuantileDiscretizer
    • RobustScaler
    • RobustScalerModel
    • RegexTokenizer
    • RFormula
    • RFormulaModel
    • SQLTransformer
    • StandardScaler
    • StandardScalerModel
    • StopWordsRemover
    • StringIndexer
    • StringIndexerModel
    • TargetEncoder
    • TargetEncoderModel
    • Tokenizer
    • UnivariateFeatureSelector
    • UnivariateFeatureSelectorModel
    • VarianceThresholdSelector
    • VarianceThresholdSelectorModel
    • VectorAssembler
    • VectorIndexer
    • VectorIndexerModel
    • VectorSizeHint
    • VectorSlicer
    • Word2Vec
    • Word2VecModel
    • LinearSVC
    • LinearSVCModel
    • LinearSVCSummary
    • LinearSVCTrainingSummary
    • LogisticRegression
    • LogisticRegressionModel
    • LogisticRegressionSummary
    • LogisticRegressionTrainingSummary
    • BinaryLogisticRegressionSummary
    • BinaryLogisticRegressionTrainingSummary
    • DecisionTreeClassifier
    • DecisionTreeClassificationModel
    • GBTClassifier
    • GBTClassificationModel
    • RandomForestClassifier
    • RandomForestClassificationModel
    • RandomForestClassificationSummary
    • RandomForestClassificationTrainingSummary
    • BinaryRandomForestClassificationSummary
    • BinaryRandomForestClassificationTrainingSummary
    • NaiveBayes
    • NaiveBayesModel
    • MultilayerPerceptronClassifier
    • MultilayerPerceptronClassificationModel
    • MultilayerPerceptronClassificationSummary
    • MultilayerPerceptronClassificationTrainingSummary
    • OneVsRest
    • OneVsRestModel
    • FMClassifier
    • FMClassificationModel
    • FMClassificationSummary
    • FMClassificationTrainingSummary
    • BisectingKMeans
    • BisectingKMeansModel
    • BisectingKMeansSummary
    • KMeans
    • KMeansModel
    • KMeansSummary
    • GaussianMixture
    • GaussianMixtureModel
    • GaussianMixtureSummary
    • LDA
    • LDAModel
    • LocalLDAModel
    • DistributedLDAModel
    • PowerIterationClustering
    • pyspark.ml.functions.array_to_vector
    • pyspark.ml.functions.vector_to_array
    • pyspark.ml.functions.predict_batch_udf
    • Vector
    • DenseVector
    • SparseVector
    • Vectors
    • Matrix
    • DenseMatrix
    • SparseMatrix
    • Matrices
    • ALS
    • ALSModel
    • AFTSurvivalRegression
    • AFTSurvivalRegressionModel
    • DecisionTreeRegressor
    • DecisionTreeRegressionModel
    • GBTRegressor
    • GBTRegressionModel
    • GeneralizedLinearRegression
    • GeneralizedLinearRegressionModel
    • GeneralizedLinearRegressionSummary
    • GeneralizedLinearRegressionTrainingSummary
    • IsotonicRegression
    • IsotonicRegressionModel
    • LinearRegression
    • LinearRegressionModel
    • LinearRegressionSummary
    • LinearRegressionTrainingSummary
    • RandomForestRegressor
    • RandomForestRegressionModel
    • FMRegressor
    • FMRegressionModel
    • ChiSquareTest
    • Correlation
    • KolmogorovSmirnovTest
    • MultivariateGaussian
    • Summarizer
    • SummaryBuilder
    • ParamGridBuilder
    • CrossValidator
    • CrossValidatorModel
    • TrainValidationSplit
    • TrainValidationSplitModel
    • Evaluator
    • BinaryClassificationEvaluator
    • RegressionEvaluator
    • MulticlassClassificationEvaluator
    • MultilabelClassificationEvaluator
    • ClusteringEvaluator
    • RankingEvaluator
    • FPGrowth
    • FPGrowthModel
    • PrefixSpan
    • ImageSchema
    • _ImageSchema
    • TorchDistributor
    • DeepspeedTorchDistributor
    • BaseReadWrite
    • DefaultParamsReadable
    • DefaultParamsReader
    • DefaultParamsWritable
    • DefaultParamsWriter
    • GeneralMLWriter
    • HasTrainingSummary
    • Identifiable
    • MLReadable
    • MLReader
    • MLWritable
    • MLWriter
  • Spark Streaming (Legacy)
    • pyspark.streaming.StreamingContext
    • pyspark.streaming.DStream
    • pyspark.streaming.StreamingContext.addStreamingListener
    • pyspark.streaming.StreamingContext.awaitTermination
    • pyspark.streaming.StreamingContext.awaitTerminationOrTimeout
    • pyspark.streaming.StreamingContext.checkpoint
    • pyspark.streaming.StreamingContext.getActive
    • pyspark.streaming.StreamingContext.getActiveOrCreate
    • pyspark.streaming.StreamingContext.getOrCreate
    • pyspark.streaming.StreamingContext.remember
    • pyspark.streaming.StreamingContext.sparkContext
    • pyspark.streaming.StreamingContext.start
    • pyspark.streaming.StreamingContext.stop
    • pyspark.streaming.StreamingContext.transform
    • pyspark.streaming.StreamingContext.union
    • pyspark.streaming.StreamingContext.binaryRecordsStream
    • pyspark.streaming.StreamingContext.queueStream
    • pyspark.streaming.StreamingContext.socketTextStream
    • pyspark.streaming.StreamingContext.textFileStream
    • pyspark.streaming.DStream.pprint
    • pyspark.streaming.DStream.saveAsTextFiles
    • pyspark.streaming.DStream.cache
    • pyspark.streaming.DStream.checkpoint
    • pyspark.streaming.DStream.cogroup
    • pyspark.streaming.DStream.combineByKey
    • pyspark.streaming.DStream.context
    • pyspark.streaming.DStream.count
    • pyspark.streaming.DStream.countByValue
    • pyspark.streaming.DStream.countByValueAndWindow
    • pyspark.streaming.DStream.countByWindow
    • pyspark.streaming.DStream.filter
    • pyspark.streaming.DStream.flatMap
    • pyspark.streaming.DStream.flatMapValues
    • pyspark.streaming.DStream.foreachRDD
    • pyspark.streaming.DStream.fullOuterJoin
    • pyspark.streaming.DStream.glom
    • pyspark.streaming.DStream.groupByKey
    • pyspark.streaming.DStream.groupByKeyAndWindow
    • pyspark.streaming.DStream.join
    • pyspark.streaming.DStream.leftOuterJoin
    • pyspark.streaming.DStream.map
    • pyspark.streaming.DStream.mapPartitions
    • pyspark.streaming.DStream.mapPartitionsWithIndex
    • pyspark.streaming.DStream.mapValues
    • pyspark.streaming.DStream.partitionBy
    • pyspark.streaming.DStream.persist
    • pyspark.streaming.DStream.reduce
    • pyspark.streaming.DStream.reduceByKey
    • pyspark.streaming.DStream.reduceByKeyAndWindow
    • pyspark.streaming.DStream.reduceByWindow
    • pyspark.streaming.DStream.repartition
    • pyspark.streaming.DStream.rightOuterJoin
    • pyspark.streaming.DStream.slice
    • pyspark.streaming.DStream.transform
    • pyspark.streaming.DStream.transformWith
    • pyspark.streaming.DStream.union
    • pyspark.streaming.DStream.updateStateByKey
    • pyspark.streaming.DStream.window
    • pyspark.streaming.kinesis.KinesisUtils.createStream
    • pyspark.streaming.kinesis.InitialPositionInStream.LATEST
    • pyspark.streaming.kinesis.InitialPositionInStream.TRIM_HORIZON
  • MLlib (RDD-based)
    • LogisticRegressionModel
    • LogisticRegressionWithSGD
    • LogisticRegressionWithLBFGS
    • SVMModel
    • SVMWithSGD
    • NaiveBayesModel
    • NaiveBayes
    • StreamingLogisticRegressionWithSGD
    • BisectingKMeansModel
    • BisectingKMeans
    • KMeansModel
    • KMeans
    • GaussianMixtureModel
    • GaussianMixture
    • PowerIterationClusteringModel
    • PowerIterationClustering
    • StreamingKMeans
    • StreamingKMeansModel
    • LDA
    • LDAModel
    • BinaryClassificationMetrics
    • RegressionMetrics
    • MulticlassMetrics
    • RankingMetrics
    • Normalizer
    • StandardScalerModel
    • StandardScaler
    • HashingTF
    • IDFModel
    • IDF
    • Word2Vec
    • Word2VecModel
    • ChiSqSelector
    • ChiSqSelectorModel
    • ElementwiseProduct
    • FPGrowth
    • FPGrowthModel
    • PrefixSpan
    • PrefixSpanModel
    • Vector
    • DenseVector
    • SparseVector
    • Vectors
    • Matrix
    • DenseMatrix
    • SparseMatrix
    • Matrices
    • QRDecomposition
    • BlockMatrix
    • CoordinateMatrix
    • DistributedMatrix
    • IndexedRow
    • IndexedRowMatrix
    • MatrixEntry
    • RowMatrix
    • SingularValueDecomposition
    • RandomRDDs
    • MatrixFactorizationModel
    • ALS
    • Rating
    • LabeledPoint
    • LinearModel
    • LinearRegressionModel
    • LinearRegressionWithSGD
    • RidgeRegressionModel
    • RidgeRegressionWithSGD
    • LassoModel
    • LassoWithSGD
    • IsotonicRegressionModel
    • IsotonicRegression
    • StreamingLinearAlgorithm
    • StreamingLinearRegressionWithSGD
    • Statistics
    • MultivariateStatisticalSummary
    • ChiSqTestResult
    • MultivariateGaussian
    • KernelDensity
    • ChiSqTestResult
    • KolmogorovSmirnovTestResult
    • DecisionTreeModel
    • DecisionTree
    • RandomForestModel
    • RandomForest
    • GradientBoostedTreesModel
    • GradientBoostedTrees
    • JavaLoader
    • JavaSaveable
    • LinearDataGenerator
    • Loader
    • MLUtils
    • Saveable
  • Spark Core
    • pyspark.SparkContext
    • pyspark.RDD
    • pyspark.Broadcast
    • pyspark.Accumulator
    • pyspark.AccumulatorParam
    • pyspark.SparkConf
    • pyspark.SparkFiles
    • pyspark.StorageLevel
    • pyspark.TaskContext
    • pyspark.RDDBarrier
    • pyspark.BarrierTaskContext
    • pyspark.BarrierTaskInfo
    • pyspark.InheritableThread
    • pyspark.util.VersionUtils
    • pyspark.SparkContext.PACKAGE_EXTENSIONS
    • pyspark.SparkContext.accumulator
    • pyspark.SparkContext.addArchive
    • pyspark.SparkContext.addFile
    • pyspark.SparkContext.addJobTag
    • pyspark.SparkContext.addPyFile
    • pyspark.SparkContext.applicationId
    • pyspark.SparkContext.binaryFiles
    • pyspark.SparkContext.binaryRecords
    • pyspark.SparkContext.broadcast
    • pyspark.SparkContext.cancelAllJobs
    • pyspark.SparkContext.cancelJobGroup
    • pyspark.SparkContext.cancelJobsWithTag
    • pyspark.SparkContext.clearJobTags
    • pyspark.SparkContext.defaultMinPartitions
    • pyspark.SparkContext.defaultParallelism
    • pyspark.SparkContext.dump_profiles
    • pyspark.SparkContext.emptyRDD
    • pyspark.SparkContext.getCheckpointDir
    • pyspark.SparkContext.getConf
    • pyspark.SparkContext.getJobTags
    • pyspark.SparkContext.getLocalProperty
    • pyspark.SparkContext.getOrCreate
    • pyspark.SparkContext.getSystemProperty
    • pyspark.SparkContext.hadoopFile
    • pyspark.SparkContext.hadoopRDD
    • pyspark.SparkContext.listArchives
    • pyspark.SparkContext.listFiles
    • pyspark.SparkContext.newAPIHadoopFile
    • pyspark.SparkContext.newAPIHadoopRDD
    • pyspark.SparkContext.parallelize
    • pyspark.SparkContext.pickleFile
    • pyspark.SparkContext.range
    • pyspark.SparkContext.resources
    • pyspark.SparkContext.removeJobTag
    • pyspark.SparkContext.runJob
    • pyspark.SparkContext.sequenceFile
    • pyspark.SparkContext.setCheckpointDir
    • pyspark.SparkContext.setInterruptOnCancel
    • pyspark.SparkContext.setJobDescription
    • pyspark.SparkContext.setJobGroup
    • pyspark.SparkContext.setLocalProperty
    • pyspark.SparkContext.setLogLevel
    • pyspark.SparkContext.setSystemProperty
    • pyspark.SparkContext.show_profiles
    • pyspark.SparkContext.sparkUser
    • pyspark.SparkContext.startTime
    • pyspark.SparkContext.statusTracker
    • pyspark.SparkContext.stop
    • pyspark.SparkContext.textFile
    • pyspark.SparkContext.uiWebUrl
    • pyspark.SparkContext.union
    • pyspark.SparkContext.version
    • pyspark.SparkContext.wholeTextFiles
    • pyspark.RDD.aggregate
    • pyspark.RDD.aggregateByKey
    • pyspark.RDD.barrier
    • pyspark.RDD.cache
    • pyspark.RDD.cartesian
    • pyspark.RDD.checkpoint
    • pyspark.RDD.cleanShuffleDependencies
    • pyspark.RDD.coalesce
    • pyspark.RDD.cogroup
    • pyspark.RDD.collect
    • pyspark.RDD.collectAsMap
    • pyspark.RDD.collectWithJobGroup
    • pyspark.RDD.combineByKey
    • pyspark.RDD.context
    • pyspark.RDD.count
    • pyspark.RDD.countApprox
    • pyspark.RDD.countApproxDistinct
    • pyspark.RDD.countByKey
    • pyspark.RDD.countByValue
    • pyspark.RDD.distinct
    • pyspark.RDD.filter
    • pyspark.RDD.first
    • pyspark.RDD.flatMap
    • pyspark.RDD.flatMapValues
    • pyspark.RDD.fold
    • pyspark.RDD.foldByKey
    • pyspark.RDD.foreach
    • pyspark.RDD.foreachPartition
    • pyspark.RDD.fullOuterJoin
    • pyspark.RDD.getCheckpointFile
    • pyspark.RDD.getNumPartitions
    • pyspark.RDD.getResourceProfile
    • pyspark.RDD.getStorageLevel
    • pyspark.RDD.glom
    • pyspark.RDD.groupBy
    • pyspark.RDD.groupByKey
    • pyspark.RDD.groupWith
    • pyspark.RDD.histogram
    • pyspark.RDD.id
    • pyspark.RDD.intersection
    • pyspark.RDD.isCheckpointed
    • pyspark.RDD.isEmpty
    • pyspark.RDD.isLocallyCheckpointed
    • pyspark.RDD.join
    • pyspark.RDD.keyBy
    • pyspark.RDD.keys
    • pyspark.RDD.leftOuterJoin
    • pyspark.RDD.localCheckpoint
    • pyspark.RDD.lookup
    • pyspark.RDD.map
    • pyspark.RDD.mapPartitions
    • pyspark.RDD.mapPartitionsWithIndex
    • pyspark.RDD.mapPartitionsWithSplit
    • pyspark.RDD.mapValues
    • pyspark.RDD.max
    • pyspark.RDD.mean
    • pyspark.RDD.meanApprox
    • pyspark.RDD.min
    • pyspark.RDD.name
    • pyspark.RDD.partitionBy
    • pyspark.RDD.persist
    • pyspark.RDD.pipe
    • pyspark.RDD.randomSplit
    • pyspark.RDD.reduce
    • pyspark.RDD.reduceByKey
    • pyspark.RDD.reduceByKeyLocally
    • pyspark.RDD.repartition
    • pyspark.RDD.repartitionAndSortWithinPartitions
    • pyspark.RDD.rightOuterJoin
    • pyspark.RDD.sample
    • pyspark.RDD.sampleByKey
    • pyspark.RDD.sampleStdev
    • pyspark.RDD.sampleVariance
    • pyspark.RDD.saveAsHadoopDataset
    • pyspark.RDD.saveAsHadoopFile
    • pyspark.RDD.saveAsNewAPIHadoopDataset
    • pyspark.RDD.saveAsNewAPIHadoopFile
    • pyspark.RDD.saveAsPickleFile
    • pyspark.RDD.saveAsSequenceFile
    • pyspark.RDD.saveAsTextFile
    • pyspark.RDD.setName
    • pyspark.RDD.sortBy
    • pyspark.RDD.sortByKey
    • pyspark.RDD.stats
    • pyspark.RDD.stdev
    • pyspark.RDD.subtract
    • pyspark.RDD.subtractByKey
    • pyspark.RDD.sum
    • pyspark.RDD.sumApprox
    • pyspark.RDD.take
    • pyspark.RDD.takeOrdered
    • pyspark.RDD.takeSample
    • pyspark.RDD.toDebugString
    • pyspark.RDD.toLocalIterator
    • pyspark.RDD.top
    • pyspark.RDD.treeAggregate
    • pyspark.RDD.treeReduce
    • pyspark.RDD.union
    • pyspark.RDD.unpersist
    • pyspark.RDD.values
    • pyspark.RDD.variance
    • pyspark.RDD.withResources
    • pyspark.RDD.zip
    • pyspark.RDD.zipWithIndex
    • pyspark.RDD.zipWithUniqueId
    • pyspark.Broadcast.destroy
    • pyspark.Broadcast.dump
    • pyspark.Broadcast.load
    • pyspark.Broadcast.load_from_path
    • pyspark.Broadcast.unpersist
    • pyspark.Broadcast.value
    • pyspark.Accumulator.add
    • pyspark.Accumulator.value
    • pyspark.AccumulatorParam.addInPlace
    • pyspark.AccumulatorParam.zero
    • pyspark.inheritable_thread_target
    • pyspark.SparkConf.contains
    • pyspark.SparkConf.get
    • pyspark.SparkConf.getAll
    • pyspark.SparkConf.set
    • pyspark.SparkConf.setAll
    • pyspark.SparkConf.setAppName
    • pyspark.SparkConf.setExecutorEnv
    • pyspark.SparkConf.setIfMissing
    • pyspark.SparkConf.setMaster
    • pyspark.SparkConf.setSparkHome
    • pyspark.SparkConf.toDebugString
    • pyspark.SparkFiles.get
    • pyspark.SparkFiles.getRootDirectory
    • pyspark.StorageLevel.DISK_ONLY
    • pyspark.StorageLevel.DISK_ONLY_2
    • pyspark.StorageLevel.DISK_ONLY_3
    • pyspark.StorageLevel.MEMORY_AND_DISK
    • pyspark.StorageLevel.MEMORY_AND_DISK_2
    • pyspark.StorageLevel.MEMORY_AND_DISK_DESER
    • pyspark.StorageLevel.MEMORY_ONLY
    • pyspark.StorageLevel.MEMORY_ONLY_2
    • pyspark.StorageLevel.OFF_HEAP
    • pyspark.TaskContext.attemptNumber
    • pyspark.TaskContext.cpus
    • pyspark.TaskContext.get
    • pyspark.TaskContext.getLocalProperty
    • pyspark.TaskContext.partitionId
    • pyspark.TaskContext.resources
    • pyspark.TaskContext.stageId
    • pyspark.TaskContext.taskAttemptId
    • pyspark.RDDBarrier.mapPartitions
    • pyspark.RDDBarrier.mapPartitionsWithIndex
    • pyspark.BarrierTaskContext.allGather
    • pyspark.BarrierTaskContext.attemptNumber
    • pyspark.BarrierTaskContext.barrier
    • pyspark.BarrierTaskContext.cpus
    • pyspark.BarrierTaskContext.get
    • pyspark.BarrierTaskContext.getLocalProperty
    • pyspark.BarrierTaskContext.getTaskInfos
    • pyspark.BarrierTaskContext.partitionId
    • pyspark.BarrierTaskContext.resources
    • pyspark.BarrierTaskContext.stageId
    • pyspark.BarrierTaskContext.taskAttemptId
    • pyspark.util.VersionUtils.majorMinorVersion
  • PySpark Pipelines
    • pyspark.pipelines.materialized_view
    • pyspark.pipelines.table
    • pyspark.pipelines.temporary_view
    • pyspark.pipelines.create_streaming_table
    • pyspark.pipelines.append_flow
    • pyspark.pipelines.create_sink
  • Resource Management
    • pyspark.resource.ResourceInformation
    • pyspark.resource.ResourceProfile
    • pyspark.resource.ResourceProfileBuilder
    • pyspark.resource.ExecutorResourceRequest
    • pyspark.resource.ExecutorResourceRequests
    • pyspark.resource.TaskResourceRequest
    • pyspark.resource.TaskResourceRequests
  • Errors
    • pyspark.errors.AnalysisException
    • pyspark.errors.ArithmeticException
    • pyspark.errors.ArrayIndexOutOfBoundsException
    • pyspark.errors.DateTimeException
    • pyspark.errors.IllegalArgumentException
    • pyspark.errors.NumberFormatException
    • pyspark.errors.ParseException
    • pyspark.errors.PySparkAssertionError
    • pyspark.errors.PySparkAttributeError
    • pyspark.errors.PySparkException
    • pyspark.errors.PySparkKeyError
    • pyspark.errors.PySparkNotImplementedError
    • pyspark.errors.PySparkPicklingError
    • pyspark.errors.PySparkRuntimeError
    • pyspark.errors.PySparkTypeError
    • pyspark.errors.PySparkValueError
    • pyspark.errors.PySparkImportError
    • pyspark.errors.PySparkIndexError
    • pyspark.errors.PythonException
    • pyspark.errors.QueryContext
    • pyspark.errors.QueryContextType
    • pyspark.errors.QueryExecutionException
    • pyspark.errors.SessionNotSameException
    • pyspark.errors.SparkRuntimeException
    • pyspark.errors.SparkUpgradeException
    • pyspark.errors.SparkNoSuchElementException
    • pyspark.errors.StreamingQueryException
    • pyspark.errors.StreamingPythonRunnerInitializationException
    • pyspark.errors.TempTableAlreadyExistsException
    • pyspark.errors.UnknownException
    • pyspark.errors.UnsupportedOperationException
    • pyspark.errors.PickleException
    • pyspark.errors.PySparkException.getCondition
    • pyspark.errors.PySparkException.getErrorClass
    • pyspark.errors.PySparkException.getMessage
    • pyspark.errors.PySparkException.getMessageParameters
    • pyspark.errors.PySparkException.getQueryContext
    • pyspark.errors.PySparkException.getSqlState
  • Logger
    • pyspark.logger.PySparkLogger
    • pyspark.logger.PySparkLogger.getLogger
    • pyspark.logger.PySparkLogger.addHandler
    • pyspark.logger.PySparkLogger.info
    • pyspark.logger.PySparkLogger.warning
    • pyspark.logger.PySparkLogger.error
    • pyspark.logger.PySparkLogger.exception
  • Testing
    • pyspark.testing.assertDataFrameEqual
    • pyspark.testing.assertSchemaEqual
  • API Reference
  • Spark SQL
  • Legacy Entry Points
  • pyspark.sql.SQLContext.udtf

pyspark.sql.SQLContext.udtf#

property SQLContext.udtf#

Returns a UDTFRegistration for UDTF registration.

Added in version 3.5.0.

Returns:
UDTFRegistration

previous

pyspark.sql.SQLContext.udf

next

pyspark.sql.SQLContext.range
On this page
  • SQLContext.udtf
Show Source

Copyright @ 2026 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.

Created using Sphinx 8.2.3.

Built with the PyData Sphinx Theme 0.19.0.