本文由 大侠(AhcaoZhu)原创,转载请声明。
链接: https://blog.csdn.net/Ahcao2008
一图看懂 pandas 模块:提供高性能、易用的数据结构和数据分析工具,资料整理+笔记(大全)
- 🧊摘要
- 🧊模块图
- 🧊类关系图
- 🧊模块全展开
🧊摘要
- 全文介绍python的 pandas 模块(提供高性能、易用的数据结构和数据分析工具)、函数、类及类的方法和属性。
- 它通过代码抓取并经AI智能翻译和人工校对。
- 是一部不可多得的权威字典类工具书。它是系列集的一部分。后续陆续发布、敬请关注。【原创:AhcaoZhu大侠】
🧊模块图
pandas
pandas._typing
pandas._config
pandas._config.config
pandas._config.dates
pandas._config.display
pandas._config.localization
pandas._libs
pandas._libs.properties
pandas._libs.tslibs
pandas._libs.tslibs.dtypes
pandas._libs.tslibs.base
pandas._libs.tslibs.np_datetime
pandas._libs.tslibs.nattype
pandas._libs.tslibs.timezones
pandas._libs.tslibs.ccalendar
pandas._libs.tslibs.tzconversion
pandas._libs.tslibs.strptime
pandas._libs.tslibs.fields
pandas._libs.tslibs.timedeltas
pandas._libs.tslibs.timestamps
pandas._libs.tslibs.offsets
pandas._libs.tslibs.parsing
pandas._libs.tslibs.conversion
pandas._libs.tslibs.period
pandas._libs.tslibs.vectorized
pandas._libs.ops_dispatch
pandas._libs.missing
pandas._libs.algos
pandas._libs.interval
pandas._libs.hashing
pandas._libs.ops
pandas._libs.arrays
pandas._libs.index
pandas._libs.join
pandas._libs.sparse
pandas._libs.reduction
pandas._libs.indexing
pandas._libs.internals
pandas._libs.writers
pandas._libs.window
pandas._libs.window.aggregations
pandas._libs.window.indexers
pandas._libs.reshape
pandas._libs.groupby
pandas._libs.parsers
pandas._libs.json
pandas._libs.testing
◆cmath
pandas.core
pandas.core.util
pandas.core.util.hashing
pandas.core.util.numba_
pandas.core.dtypes
pandas.core.dtypes.generic
pandas.core.dtypes.base
pandas.core.dtypes.inference
pandas.core.dtypes.dtypes
pandas.core.dtypes.common
pandas.core.dtypes.missing
pandas.core.dtypes.cast
pandas.core.dtypes.concat
pandas.core.dtypes.api
pandas.core.config_init
pandas.core.array_algos
pandas.core.array_algos.take
pandas.core.array_algos.masked_reductions
pandas.core.array_algos.transforms
pandas.core.array_algos.putmask
pandas.core.array_algos.quantile
pandas.core.array_algos.replace
pandas.core.common
pandas.core.construction
pandas.core.indexers
pandas.core.algorithms
pandas.core.missing
pandas.core.roperator
pandas.core.computation
pandas.core.computation.check
pandas.core.computation.expressions
pandas.core.computation.common
pandas.core.computation.align
pandas.core.computation.scope
pandas.core.computation.ops
pandas.core.computation.parsing
pandas.core.computation.expr
pandas.core.computation.engines
pandas.core.computation.eval
pandas.core.computation.api
pandas.core.computation.pytables
pandas.core.ops
pandas.core.ops.missing
pandas.core.ops.dispatch
pandas.core.ops.invalid
pandas.core.ops.array_ops
pandas.core.ops.common
pandas.core.ops.docstrings
pandas.core.ops.mask_ops
pandas.core.ops.methods
pandas.core.sorting
pandas.core.nanops
pandas.core.arraylike
pandas.core.accessor
pandas.core.base
pandas.compat.numpy.function
pandas.core.strings
pandas.core.strings.accessor
pandas.core.strings.base
pandas.core.strings.object_array
pandas.core.tools
pandas.core.tools.numeric
pandas.core.tools.timedeltas
pandas.core.tools.times
pandas.core.tools.datetimes
pandas.core.indexes
pandas.core.indexes.frozen
pandas.core.indexes.base
pandas.core.indexes.extension
pandas.core.indexes.category
pandas.core.indexes.numeric
pandas.core.indexes.datetimelike
pandas.core.indexes.datetimes
pandas.core.indexes.multi
pandas.core.indexes.timedeltas
pandas.core.indexes.interval
pandas.core.indexes.period
pandas.core.indexes.range
pandas.core.indexes.api
pandas.core.indexes.accessors
pandas.core.arrays
pandas.core.arrays.base
pandas.core.arrays.masked
pandas.core.arrays.boolean
pandas.core.arrays._mixins
pandas.core.arrays.categorical
pandas.core.arrays.datetimelike
pandas.core.arrays._ranges
pandas.core.arrays.numeric
pandas.core.arrays.integer
pandas.core.arrays.datetimes
pandas.core.arrays.floating
pandas.core.arrays.sparse
pandas.core.arrays.sparse.dtype
pandas.core.arrays.sparse.array
pandas.core.arrays.sparse.accessor
pandas.core.arrays.interval
pandas.core.arrays.numpy_
pandas.core.arrays.period
pandas.core.arrays.string_
pandas.core.arrays.string_arrow
pandas.core.arrays.timedeltas
pandas.core.flags
pandas.core.aggregation
pandas.core.apply
pandas.core.indexing
pandas.core.reshape
pandas.core.reshape.concat
pandas.core.reshape.util
pandas.core.reshape.melt
pandas.core.reshape.merge
pandas.core.reshape.pivot
pandas.core.reshape.reshape
pandas.core.reshape.tile
pandas.core.reshape.api
pandas.core.internals
pandas.core.internals.blocks
pandas.core.internals.api
pandas.core.internals.base
pandas.core.internals.array_manager
pandas.core.internals.ops
pandas.core.internals.managers
pandas.core.internals.concat
pandas.core.internals.construction
pandas.core.describe
pandas.core.shared_docs
pandas.core.window
pandas.core.window.common
pandas.core.window.doc
pandas.core.window.indexers
pandas.core.window.numba_
pandas.core.window.online
pandas.core.window.rolling
pandas.core.window.ewm
pandas.core.window.expanding
pandas.core.generic
◆gc
pandas.io.formats.format
pandas.core.series
pandas.core.frame
◆mmap
pandas.io.formats.console
pandas.core.groupby
pandas.core.groupby.base
pandas.core.groupby.numba_
pandas.core.groupby.categorical
pandas.core.groupby.grouper
pandas.core.groupby.ops
pandas.core.groupby.groupby
pandas.core.groupby.generic
pandas.core.api
pandas.errors
pandas.util
pandas.util._decorators
pandas.util.version
pandas.util._exceptions
pandas.util._validators
pandas.util._print_versions
pandas.util._tester
pandas.compat
pandas.compat.numpy
pandas.compat.pyarrow
pandas.compat._optional
pandas.compat.chainmap
pandas.compat.pickle_compat
pandas._libs.hashtable
pandas._libs.lib
pandas._libs.tslib
◆pytz
pandas.io
pandas.io.formats
pandas.io.formats.printing
pandas.io.formats.info
pandas.io.formats._color_data
pandas.io.formats.css
pandas.io.formats.excel
pandas.io.common
◆dataclasses
◆lzma
pandas.io.clipboards
pandas.io.date_converters
pandas.io.parsers
pandas.io.parsers.base_parser
pandas.io.parsers.c_parser_wrapper
pandas.io.parsers.python_parser
pandas.io.parsers.readers
pandas.io.excel
pandas.io.excel._util
pandas.io.excel._odfreader
pandas.io.excel._openpyxl
pandas.io.excel._pyxlsb
pandas.io.excel._xlrd
pandas.io.excel._base
pandas.io.excel._odswriter
pandas.io.excel._xlsxwriter
pandas.io.excel._xlwt
pandas.io.feather_format
pandas.io.gbq
pandas.io.html
pandas.io.json
pandas.io.json._normalize
pandas.io.json._table_schema
pandas.io.json._json
pandas.io.orc
pandas.io.parquet
pandas.io.pickle
pandas.io.pytables
pandas.io.sas
pandas.io.sas.sasreader
pandas.io.spss
pandas.io.sql
pandas.io.stata
pandas.io.xml
pandas.io.api
pandas.tseries
pandas.tseries.frequencies
pandas.tseries.api
pandas.arrays
pandas.plotting
pandas.plotting._core
pandas.plotting._misc
pandas.tseries.offsets
pandas.api
pandas.api.extensions
pandas.api.indexers
pandas.api.types
pandas._testing
pandas._testing._random
pandas._testing.contexts
pandas._testing._io
pandas._testing._warnings
pandas._testing.asserters
pandas._testing.compat
pandas.testing
pandas._version
🧊类关系图
图形过大,仅提供原始数据。
◆object
◆BaseException
◆Exception
◆AttributeError
pandas._config.config.OptionError
◆ImportError
pandas.io.sql.SQLAlchemyRequired
◆LookupError
◆IndexError
◆ValueError
◆OSError
pandas.io.sql.DatabaseError
pandas._libs.tslibs.conversion.OutOfBoundsTimedelta
pandas._libs.tslibs.np_datetime.OutOfBoundsDatetime
pandas._libs.tslibs.parsing.DateParseError
pandas._libs.tslibs.period.IncompatibleFrequency
pandas.core.common.SettingWithCopyError
pandas.errors.DuplicateLabelError
pandas.errors.EmptyDataError
pandas.errors.IntCastingNaNError
pandas.errors.MergeError
pandas.errors.NullFrequencyError
pandas.errors.ParserError
pandas.errors.UnsupportedFunctionCall
pandas.util.version.InvalidVersion
◆KeyError
pandas.errors.UnsortedIndexError
◆NameError
pandas.core.computation.engines.NumExprClobberingError
pandas.core.computation.ops.UndefinedVariableError
◆RuntimeError
◆NotImplementedError
pandas.errors.AbstractMethodError
◆TypeError
pandas._libs.tslibs.offsets.ApplyTypeError
◆Warning
◆UserWarning
pandas.io.formats.css.CSSWarning
pandas.core.common.SettingWithCopyWarning
pandas.errors.AccessorRegistrationWarning
pandas.errors.DtypeWarning
pandas.errors.ParserWarning
pandas.errors.PerformanceWarning
pandas.io.pytables.AttributeConflictWarning
pandas.io.pytables.DuplicateWarning
pandas.io.pytables.IncompatibilityWarning
pandas.io.stata.CategoricalConversionWarning
pandas.io.stata.InvalidColumnName
pandas.io.stata.PossiblePrecisionLoss
pandas.io.stata.ValueLabelTypeMismatch
pandas.core.arrays.datetimelike.InvalidComparison
pandas.core.base.DataError
pandas.core.base.SpecificationError
pandas.core.indexing.IndexingError
pandas.errors.InvalidIndexError
pandas.errors.NumbaUtilError
pandas.io.pytables.ClosedFileError
pandas.io.pytables.PossibleDataLossError
◆_io._IOBase
◆_io._BufferedIOBase
◆_io.BytesIO
◆zipfile.ZipFile
pandas.io.common._BytesZipFile
◆abc.ABC
pandas.core.describe.NDFrameDescriberAbstract
pandas.core.describe.DataFrameDescriber
pandas.core.describe.SeriesDescriber
pandas.core.strings.base.BaseStringArrayMethods
pandas.core.strings.object_array.ObjectStringArrayMixin
◆numpy.lib.mixins.NDArrayOperatorsMixin
pandas.core.arrays.base.ExtensionArray
pandas._libs.arrays.NDArrayBacked
pandas.core.arrays._mixins.NDArrayBackedExtensionArray
pandas.core.arraylike.OpsMixin
pandas.core.arrays.datetimelike.DatetimeLikeArrayMixin
pandas.core.arrays.datetimelike.DatelikeOps
pandas.core.arrays.datetimelike.TimelikeOps
pandas.core.arrays.datetimes.DatetimeArray
pandas.core.arrays.timedeltas.TimedeltaArray
pandas.core.arrays.period.PeriodArray
pandas.core.arrays.datetimelike.TimelikeOps
pandas.core.arrays.masked.BaseMaskedArray
pandas.core.arrays.boolean.BooleanArray
pandas.core.arrays.numeric.NumericArray
pandas.core.arrays.floating.FloatingArray
pandas.core.arrays.integer.IntegerArray
pandas.core.arrays.numpy_.PandasArray
pandas.core.arrays.string_.BaseStringArray
pandas.core.arraylike.OpsMixin
pandas.core.arrays.string_.StringArray
pandas.core.arrays.sparse.array.SparseArray
pandas.core.arrays.string_arrow.ArrowStringArray
pandas.core.base.IndexOpsMixin
pandas.core.indexes.base.Index
pandas.core.indexes.extension.ExtensionIndex
pandas.core.indexes.extension.NDArrayBackedExtensionIndex
pandas.core.indexes.category.CategoricalIndex
pandas.core.indexes.datetimelike.DatetimeIndexOpsMixin
pandas.core.indexes.datetimelike.DatetimeTimedeltaMixin
pandas.core.indexes.datetimes.DatetimeIndex
pandas.core.indexes.timedeltas.TimedeltaIndex
pandas.core.indexes.period.PeriodIndex
pandas.core.indexes.interval.IntervalIndex
pandas.core.indexes.multi.MultiIndex
pandas.core.indexes.numeric.NumericIndex
pandas.core.indexes.numeric.Float64Index
pandas.core.indexes.numeric.IntegerIndex
pandas.core.indexes.numeric.Int64Index
pandas.core.indexes.numeric.UInt64Index
pandas.core.indexes.range.RangeIndex
pandas.core.series.Series
pandas._testing.SubclassedSeries
pandas.core.indexing.IndexingMixin
pandas.core.accessor.DirNamesMixin
pandas.core.base.PandasObject
pandas.core.accessor.PandasDelegate
pandas.core.accessor.DirNamesMixin
pandas.core.arrays.categorical.CategoricalAccessor
pandas.core.arrays.sparse.accessor.BaseAccessor
pandas.core.arrays.sparse.accessor.SparseAccessor
pandas.core.arrays.sparse.accessor.SparseFrameAccessor
pandas.core.indexes.accessors.Properties
pandas.core.indexes.accessors.DatetimeProperties
pandas.core.indexes.accessors.CombinedDatetimelikeProperties
pandas.core.indexes.accessors.PeriodProperties
pandas.core.indexes.accessors.TimedeltaProperties
pandas.core.indexes.accessors.DatetimeProperties
pandas.core.indexes.accessors.TimedeltaProperties
pandas.core.arraylike.OpsMixin
pandas.core.arrays.base.ExtensionArray
pandas.core.generic.NDFrame
pandas.core.arraylike.OpsMixin
pandas.core.frame.DataFrame
pandas._testing.SubclassedDataFrame
pandas.core.groupby.groupby.BaseGroupBy
pandas.core.groupby.groupby.GroupBy
pandas.core.groupby.generic.DataFrameGroupBy
pandas.core.groupby.generic.SeriesGroupBy
pandas.core.groupby.groupby.GroupByPlot
pandas.core.indexes.frozen.FrozenList
pandas.core.internals.base.DataManager
pandas.core.internals.array_manager.BaseArrayManager
pandas.core.internals.array_manager.ArrayManager
pandas.core.internals.array_manager.SingleArrayManager
pandas.core.internals.base.SingleDataManager
pandas.core.internals.array_manager.BaseArrayManager
pandas.core.internals.managers.BaseBlockManager
pandas._libs.internals.BlockManager
pandas.core.internals.managers.BlockManager
pandas.core.internals.managers.SingleBlockManager
pandas.core.internals.managers.BaseBlockManager
pandas.core.internals.blocks.Block
pandas._libs.internals.SharedBlock
pandas._libs.internals.Block
pandas.core.internals.blocks.ExtensionBlock
pandas.core.internals.blocks.CategoricalBlock
pandas._libs.internals.NDArrayBackedBlock
pandas.core.internals.blocks.NDArrayBackedExtensionBlock
pandas.core.internals.blocks.DatetimeLikeBlock
pandas.core.internals.blocks.DatetimeTZBlock
pandas._libs.internals.NumpyBlock
pandas.core.internals.blocks.NumpyBlock
pandas.core.internals.blocks.NumericBlock
pandas.core.internals.blocks.ObjectBlock
pandas.core.internals.blocks.EABackedBlock
pandas._libs.internals.SharedBlock
pandas.io.sql.PandasSQL
pandas.io.sql.SQLDatabase
pandas.io.sql.SQLiteDatabase
pandas.io.sql.SQLTable
pandas.io.sql.SQLiteTable
pandas.plotting._core.PlotAccessor
pandas.core.arrays.categorical.Categorical
pandas._testing.SubclassedCategorical
pandas._libs.interval.IntervalMixin
pandas._libs.interval.Interval
pandas._libs.interval.IntervalTree
pandas.core.arrays.interval.IntervalArray
pandas.core.accessor.DirNamesMixin
pandas.core.arraylike.OpsMixin
pandas.core.arrays.string_.BaseStringArray
pandas.core.accessor.DirNamesMixin
pandas.core.arrays.base.ExtensionArray
pandas.io.formats.info.BaseInfo
pandas.io.formats.info.DataFrameInfo
pandas.io.formats.info.TableBuilderAbstract
pandas.io.formats.info.DataFrameTableBuilder
pandas.io.formats.info.DataFrameTableBuilderNonVerbose
pandas.io.formats.info.DataFrameTableBuilderVerbose
pandas.io.formats.info.TableBuilderVerboseMixin
pandas.io.formats.info.DataFrameTableBuilder
pandas.io.json._json.Writer
pandas.io.json._json.FrameWriter
pandas.io.json._json.JSONTableWriter
pandas.io.json._json.SeriesWriter
◆ast.NodeVisitor
pandas.core.computation.expr.BaseExprVisitor
pandas.core.computation.expr.PandasExprVisitor
pandas.core.computation.expr.PythonExprVisitor
pandas.core.computation.pytables.PyTablesExprVisitor
◆collections.abc.Container
◆collections.abc.Iterable
◆collections.abc.Iterator
pandas.io.common._MMapWrapper
pandas.io.json._json.JsonReader
pandas.io.parsers.python_parser.FixedWidthReader
pandas.io.parsers.readers.TextFileReader
pandas.io.stata.StataParser
pandas.io.stata.StataReader
pandas.io.stata.StataWriter
pandas.io.stata.StataWriter117
pandas.io.stata.StataWriterUTF8
◆collections.abc.Sized
◆collections.abc.Collection
◆collections.abc.Mapping
◆collections.abc.MutableMapping
◆collections.ChainMap
pandas.compat.chainmap.DeepChainMap
◆contextlib.ContextDecorator
pandas._config.config.option_context
◆datetime.date
◆datetime.datetime
pandas._libs.tslibs.base.ABCTimestamp
pandas._libs.tslibs.timestamps._Timestamp
pandas._libs.tslibs.timestamps.Timestamp
pandas._libs.tslibs.nattype._NaT
pandas._libs.tslibs.nattype.NaTType
◆datetime.timedelta
pandas._libs.tslibs.timedeltas._Timedelta
pandas._libs.tslibs.timedeltas.Timedelta
◆dict
pandas._libs.tslibs.strptime.TimeRE
pandas.io.formats.printing.PrettyDict
pandas.plotting._misc._Options
◆list
pandas.core.accessor.DirNamesMixin
pandas._config.config.CallableDynamicDoc
pandas._config.config.DictWrapper
pandas._libs.algos.Infinity
pandas._libs.algos.NegInfinity
pandas._libs.arrays.NDArrayBacked
pandas._libs.hashtable.Factorizer
pandas._libs.hashtable.Int64Factorizer
pandas._libs.hashtable.ObjectFactorizer
pandas._libs.hashtable.HashTable
pandas._libs.hashtable.Complex128HashTable
pandas._libs.hashtable.Complex64HashTable
pandas._libs.hashtable.Float32HashTable
pandas._libs.hashtable.Float64HashTable
pandas._libs.hashtable.Int16HashTable
pandas._libs.hashtable.Int32HashTable
pandas._libs.hashtable.Int64HashTable
pandas._libs.hashtable.Int8HashTable
pandas._libs.hashtable.PyObjectHashTable
pandas._libs.hashtable.StringHashTable
pandas._libs.hashtable.UInt16HashTable
pandas._libs.hashtable.UInt32HashTable
pandas._libs.hashtable.UInt64HashTable
pandas._libs.hashtable.UInt8HashTable
pandas._libs.hashtable.Vector
pandas._libs.hashtable.Complex128Vector
pandas._libs.hashtable.Complex64Vector
pandas._libs.hashtable.Float32Vector
pandas._libs.hashtable.Float64Vector
pandas._libs.hashtable.Int16Vector
pandas._libs.hashtable.Int32Vector
pandas._libs.hashtable.Int64Vector
pandas._libs.hashtable.Int8Vector
pandas._libs.hashtable.ObjectVector
pandas._libs.hashtable.StringVector
pandas._libs.hashtable.UInt16Vector
pandas._libs.hashtable.UInt32Vector
pandas._libs.hashtable.UInt64Vector
pandas._libs.hashtable.UInt8Vector
pandas._libs.index.BaseMultiIndexCodesEngine
pandas.core.indexes.multi.MultiIndexPyIntEngine
pandas.core.indexes.multi.MultiIndexUIntEngine
pandas._libs.index.IndexEngine
pandas._libs.index.Float32Engine
pandas._libs.index.Float64Engine
pandas._libs.index.Int16Engine
pandas._libs.index.Int32Engine
pandas._libs.index.Int64Engine
pandas._libs.index.DatetimeEngine
pandas._libs.index.TimedeltaEngine
pandas._libs.index.PeriodEngine
pandas._libs.index.Int8Engine
pandas._libs.index.ObjectEngine
pandas._libs.index.BaseMultiIndexCodesEngine
pandas._libs.index.UInt16Engine
pandas._libs.index.UInt32Engine
pandas._libs.index.UInt64Engine
pandas._libs.index.BaseMultiIndexCodesEngine
pandas._libs.index.UInt8Engine
pandas._libs.indexing.NDFrameIndexerBase
pandas.core.indexing._LocationIndexer
pandas.core.indexing._LocIndexer
pandas.core.indexing._iLocIndexer
pandas.core.indexing._ScalarAccessIndexer
pandas.core.indexing._AtIndexer
pandas.core.indexing._iAtIndexer
pandas._libs.internals.BlockManager
pandas._libs.internals.BlockPlacement
pandas._libs.internals.SharedBlock
pandas._libs.interval.IntervalMixin
pandas._libs.missing.C_NAType
pandas._libs.missing.NAType
pandas._libs.parsers.TextReader
pandas._libs.properties.AxisProperty
pandas._libs.properties.CachedProperty
pandas._libs.reduction.BlockSlider
pandas._libs.reduction.Slider
pandas._libs.reduction._BaseGrouper
pandas._libs.reduction.SeriesBinGrouper
pandas._libs.reduction.SeriesGrouper
pandas._libs.sparse.SparseIndex
pandas._libs.sparse.BlockIndex
pandas._libs.sparse.IntIndex
pandas._libs.tslibs.conversion._TSObject
pandas._libs.tslibs.dtypes.PeriodDtypeBase
pandas.core.dtypes.dtypes.PeriodDtype
pandas._libs.tslibs.fields.RoundTo
pandas._libs.tslibs.offsets.BaseOffset
pandas._libs.tslibs.offsets.RelativeDeltaOffset
pandas._libs.tslibs.offsets.DateOffset
pandas._libs.tslibs.offsets.SingleConstructorOffset
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