Module Expr Str ImportFrom alias Import alias identifier Import alias identifier ImportFrom alias ImportFrom alias alias alias alias alias alias alias alias alias alias ImportFrom alias alias alias ClassDef bases NameLoad body Expr Str Assign NameStore Call NameLoad keyword Str Assign NameStore Call NameLoad NameLoad keyword Str Assign NameStore Call NameLoad Call NameLoad NameLoad Call NameLoad NameLoad Call NameLoad NameLoad Call NameLoad NameLoad Call NameLoad NameLoad Call NameLoad NameLoad keyword NameLoad keyword Str Assign NameStore Call NameLoad keyword Str FunctionDef arguments args NameParam defaults kwarg body Assign NameStore Call AttributeLoad NameLoad attr Str NameLoad If CompareIsNot NameLoad NameLoad body If Call NameLoad NameLoad AttributeLoad NameLoad attr body Assign NameStore Call NameLoad NameLoad Assign SubscriptStore NameLoad Index Str NameLoad Expr Call AttributeLoad Call NameLoad NameLoad NameLoad attr NameLoad Expr Call AttributeLoad NameLoad attr decorator_list FunctionDef arguments args NameParam defaults body Expr Str If CompareIsNot Call AttributeLoad NameLoad attr NameLoad body Expr Call AttributeLoad NameLoad attr Expr Call AttributeLoad NameLoad attr decorator_list FunctionDef arguments args NameParam NameParam NameParam defaults NameLoad body Expr Str If Call NameLoad NameLoad AttributeLoad NameLoad attr body Assign NameStore Call NameLoad NameLoad If Call NameLoad NameLoad NameLoad body Assign AttributeStore NameLoad attr NameLoad If CompareIsNot NameLoad NameLoad body Assign AttributeStore NameLoad attr NameLoad orelse Assign AttributeStore NameLoad attr NameLoad Expr Call AttributeLoad NameLoad attr Expr Call AttributeLoad NameLoad attr decorator_list FunctionDef arguments args NameParam NameParam defaults NameLoad body Expr Str If BoolOpAnd CompareIsNot AttributeLoad NameLoad attr NameLoad BoolOpOr CompareIsNot AttributeLoad NameLoad attr NameLoad CompareIsNot NameLoad NameLoad body If CompareIsNot NameLoad NameLoad body Assign NameStore NameLoad orelse Assign NameStore AttributeLoad NameLoad attr Return Call AttributeLoad NameLoad attr SubscriptLoad AttributeLoad AttributeLoad NameLoad attr attr Index NameLoad orelse If BoolOpAnd CompareIs AttributeLoad NameLoad attr NameLoad CompareIsNot AttributeLoad NameLoad attr NameLoad body Return Call AttributeLoad NameLoad attr AttributeLoad Call AttributeLoad AttributeLoad NameLoad attr attr attr orelse If CompareIsNot AttributeLoad NameLoad attr NameLoad body Return AttributeLoad NameLoad attr orelse Return NameLoad decorator_list FunctionDef arguments args NameParam defaults body Expr Str Raise Call NameLoad Str decorator_list FunctionDef arguments args NameParam defaults body Expr Str Pass decorator_list decorator_list ClassDef bases NameLoad body FunctionDef arguments args NameParam defaults body Assign AttributeStore NameLoad attr Call AttributeLoad Call AttributeLoad NameLoad attr attr decorator_list decorator_list ClassDef bases NameLoad body FunctionDef arguments args NameParam defaults body Assign AttributeStore NameLoad attr Call AttributeLoad Call AttributeLoad NameLoad attr attr decorator_list decorator_list ClassDef bases NameLoad body FunctionDef arguments args NameParam defaults body Assign AttributeStore NameLoad attr Call AttributeLoad Call AttributeLoad NameLoad attr attr decorator_list decorator_list ClassDef bases NameLoad body FunctionDef arguments args NameParam defaults body Assign AttributeStore NameLoad attr Call AttributeLoad Call AttributeLoad NameLoad attr attr decorator_list decorator_list ClassDef bases NameLoad body FunctionDef arguments args NameParam defaults body Assign AttributeStore NameLoad attr Call AttributeLoad Call AttributeLoad NameLoad attr attr decorator_list decorator_list ClassDef bases NameLoad body FunctionDef arguments args NameParam defaults body Assign AttributeStore NameLoad attr Call AttributeLoad Call AttributeLoad NameLoad attr attr decorator_list decorator_list ClassDef bases NameLoad body FunctionDef arguments args NameParam defaults body Assign AttributeStore NameLoad attr Call AttributeLoad Call AttributeLoad NameLoad attr attr decorator_list decorator_list ClassDef bases NameLoad body FunctionDef arguments args NameParam defaults body Assign AttributeStore NameLoad attr Call AttributeLoad Call AttributeLoad NameLoad attr attr decorator_list decorator_list ClassDef bases NameLoad body Expr Str Assign NameStore Call NameLoad keyword Num FunctionDef arguments args NameParam defaults body Assign AttributeStore NameLoad attr Call AttributeLoad Call AttributeLoad NameLoad attr attr AttributeLoad NameLoad attr decorator_list decorator_list ClassDef bases NameLoad body Expr Str Assign NameStore Call NameLoad NameLoad Call NameLoad NameLoad Assign NameStore Call NameLoad NameLoad Call NameLoad NameLoad Assign NameStore Call NameLoad NameLoad Call NameLoad NameLoad Assign NameStore Call NameLoad Assign NameStore Call NameLoad Assign NameStore Call NameLoad NameLoad Call NameLoad NameLoad Assign NameStore Call NameLoad NameLoad keyword Call NameLoad FunctionDef arguments args NameParam NameParam NameParam NameParam defaults NameLoad NameLoad kwarg body If Call NameLoad NameLoad NameLoad body Assign NameStore Call NameLoad NameLoad orelse Assign NameStore ListLoad NameLoad Assign SubscriptStore NameLoad Index Str NameLoad Assign NameStore Call AttributeLoad NameLoad attr NameLoad Assign TupleStore NameStore NameStore Call NameLoad NameLoad Assign NameStore ListComp BinOpDiv BinOpAdd NameLoad NameLoad Num comprehension TupleStore NameStore NameStore Call NameLoad NameLoad NameLoad If CompareEq Call NameLoad NameLoad Num body Assign NameStore SubscriptLoad NameLoad Index Num Assign NameStore SubscriptLoad NameLoad Index Num Assign NameStore SubscriptLoad NameLoad Index Num orelse Assign NameStore Call NameLoad NameLoad Assign NameStore Call NameLoad NameLoad Assign NameStore Call NameLoad NameLoad Assign SubscriptStore NameLoad Index Str NameLoad Assign SubscriptStore NameLoad Index Str NameLoad Assign SubscriptStore NameLoad Index Str NameLoad Assign SubscriptStore NameLoad Index Str NameLoad Expr Call AttributeLoad Call NameLoad NameLoad NameLoad attr NameLoad decorator_list FunctionDef arguments args NameParam defaults body Expr Str Assign NameStore Call AttributeLoad NameLoad attr Str Assign NameStore ListComp Call AttributeLoad Call AttributeLoad Call AttributeLoad Call AttributeLoad NameLoad attr Str Str attr Str Str attr Str Str attr Str Str comprehension NameStore NameLoad Assign NameStore ListComp Call NameLoad NameLoad comprehension NameStore NameLoad Return TupleLoad SubscriptLoad NameLoad Index Num SubscriptLoad NameLoad Index Num decorator_list NameLoad FunctionDef arguments args NameParam NameParam defaults body If Call NameLoad NameLoad NameLoad body Return ListComp Call AttributeLoad NameLoad attr NameLoad comprehension NameStore NameLoad orelse Return ListLoad Call AttributeLoad NameLoad attr NameLoad decorator_list FunctionDef arguments args NameParam defaults body Expr Call AttributeLoad AttributeLoad NameLoad attr attr AttributeLoad NameLoad attr decorator_list FunctionDef arguments args NameParam defaults body Assign AttributeStore NameLoad attr AttributeLoad AttributeLoad NameLoad attr attr decorator_list decorator_list ClassDef bases NameLoad body Expr Str Assign NameStore Call NameLoad NameLoad NameLoad Assign NameStore Call NameLoad keyword NameLoad keyword Str Assign NameStore Call NameLoad keyword Num Assign NameStore Call NameLoad keyword Num Assign NameStore Call NameLoad NameLoad FunctionDef arguments args NameParam NameParam NameParam defaults NameLoad NameLoad kwarg body Assign SubscriptStore NameLoad Index Str NameLoad Assign SubscriptStore NameLoad Index Str BoolOpOr NameLoad Str Expr Call AttributeLoad Call NameLoad NameLoad NameLoad attr NameLoad decorator_list FunctionDef arguments args NameParam defaults body Assign NameStore Call AttributeLoad NameLoad attr Expr Call AttributeLoad AttributeLoad NameLoad attr attr NameLoad Expr Call AttributeLoad AttributeLoad NameLoad attr attr NameLoad If CompareIs AttributeLoad NameLoad attr NameLoad body Expr Call AttributeLoad NameLoad attr NameLoad decorator_list FunctionDef arguments args NameParam NameParam defaults body Expr Str Assign NameStore BinOpSub AttributeLoad AttributeLoad NameLoad attr attr AttributeLoad AttributeLoad NameLoad attr attr If CompareEq NameLoad Num body Assign AttributeStore NameLoad attr Call AttributeLoad NameLoad attr AttributeLoad NameLoad attr orelse Assign AttributeStore NameLoad attr BinOpMult BinOpMult Num NameLoad BinOpPow Call NameLoad NameLoad UnaryOpUSub BinOpDiv Num Num Assign AttributeStore NameLoad attr Call NameLoad Call AttributeLoad NameLoad attr BinOpDiv BinOpSub Call AttributeLoad NameLoad attr Call AttributeLoad NameLoad attr AttributeLoad NameLoad attr If CompareLtE AttributeLoad NameLoad attr Num body Assign AttributeStore NameLoad attr Num decorator_list FunctionDef arguments args NameParam defaults body Pass decorator_list decorator_list ClassDef bases NameLoad body Expr Str Assign NameStore Call NameLoad NameLoad keyword Str Assign NameStore Call NameLoad Call NameLoad NameLoad keyword Str Assign NameStore Call NameLoad NameLoad keyword Call NameLoad keyword Str Assign NameStore Call NameLoad keyword Str Assign NameStore Call NameLoad Assign NameStore Call NameLoad Assign NameStore Call NameLoad keyword NameLoad Assign NameStore Call NameLoad keyword NameLoad Assign NameStore Call NameLoad FunctionDef arguments args NameParam NameParam NameParam NameParam NameParam NameParam defaults NameLoad NameLoad NameLoad Str NameLoad kwarg body If Call NameLoad NameLoad NameLoad body Assign NameStore Call SubscriptLoad NameLoad Index NameLoad Assign SubscriptStore NameLoad Index Str BoolOpOr NameLoad Str Assign SubscriptStore NameLoad Index Str NameLoad Assign SubscriptStore NameLoad Index Str NameLoad Assign SubscriptStore NameLoad Index Str NameLoad Assign SubscriptStore NameLoad Index Str NameLoad Expr Call AttributeLoad Call NameLoad NameLoad NameLoad attr NameLoad decorator_list FunctionDef arguments args NameParam defaults body Assign NameStore Dict If CompareIsNot AttributeLoad NameLoad attr NameLoad body Assign SubscriptStore NameLoad Index Str AttributeLoad NameLoad attr Assign SubscriptStore NameLoad Index Str AttributeLoad NameLoad attr orelse If CompareIsNot AttributeLoad NameLoad attr NameLoad body Assign SubscriptStore NameLoad Index Str AttributeLoad NameLoad attr Assign SubscriptStore NameLoad Index Str AttributeLoad NameLoad attr Return Call NameLoad NameLoad decorator_list FunctionDef arguments args NameParam defaults body Assign AttributeStore NameLoad attr Call AttributeLoad NameLoad attr Expr Call AttributeLoad AttributeLoad NameLoad attr attr decorator_list FunctionDef arguments args NameParam defaults body Assign NameStore Str Assign AttributeStore NameLoad attr BinOpAdd AttributeLoad NameLoad attr NameLoad Assign NameStore ListLoad Assign NameStore Call AttributeLoad AttributeLoad NameLoad attr attr Assign NameStore AttributeLoad AttributeLoad NameLoad attr attr If CompareLt AttributeLoad NameLoad attr Num body Raise Call NameLoad Str If BoolOpAnd CompareEq AttributeLoad NameLoad attr Num CompareEq Call AttributeLoad NameLoad attr Num body Assign NameStore BoolOpOr BinOpMult Num Call NameLoad Call NameLoad SubscriptLoad NameLoad Index Num Num Assign NameStore Call AttributeLoad NameLoad attr BinOpSub SubscriptLoad NameLoad Index Num NameLoad BinOpAdd SubscriptLoad NameLoad Index Num NameLoad BinOpAdd NameLoad Num Assign TupleStore NameStore NameStore Call AttributeLoad NameLoad attr NameLoad NameLoad keyword NameLoad keyword NameLoad keyword Num Assign AttributeStore NameLoad attr Call AttributeLoad NameLoad attr BinOpSub SubscriptLoad NameLoad Index Num SubscriptLoad NameLoad Index Num Num If CompareIsNot AttributeLoad NameLoad attr NameLoad body Expr Call AttributeLoad AttributeLoad NameLoad attr attr Call AttributeLoad NameLoad attr keyword AttributeLoad NameLoad attr Assign NameStore Call AttributeLoad AttributeLoad NameLoad attr attr orelse Assign NameStore Call AttributeLoad NameLoad attr Dict AttributeLoad NameLoad attr AttributeLoad NameLoad attr AttributeLoad NameLoad attr NameLoad For TupleStore NameStore NameStore Call AttributeLoad NameLoad attr AttributeLoad NameLoad attr body Expr Call AttributeLoad NameLoad attr Call NameLoad keyword NameLoad keyword SubscriptLoad NameLoad Index AttributeLoad NameLoad attr keyword AttributeLoad NameLoad attr Assign AttributeStore NameLoad attr NameLoad Assign NameStore Call AttributeLoad NameLoad attr Assign NameStore Call AttributeLoad NameLoad attr NameLoad For NameStore AttributeLoad NameLoad attr body Assign SubscriptStore NameLoad Index CompareEq NameLoad AttributeLoad NameLoad attr AttributeLoad NameLoad attr Assign AttributeStore NameLoad attr BinOpAdd AttributeLoad NameLoad attr Str If CompareIsNot AttributeLoad NameLoad attr NameLoad body Expr Call AttributeLoad AttributeLoad NameLoad attr attr Call AttributeLoad NameLoad attr keyword AttributeLoad NameLoad attr orelse Assign SubscriptStore NameLoad Index AttributeLoad NameLoad attr NameLoad decorator_list FunctionDef arguments args NameParam NameParam defaults body Return SubscriptLoad AttributeLoad NameLoad attr Index NameLoad decorator_list FunctionDef arguments args NameParam NameParam defaults body Expr Call AttributeLoad NameLoad attr AttributeLoad NameLoad attr Return Call AttributeLoad AttributeLoad NameLoad attr attr decorator_list FunctionDef arguments args NameParam NameParam defaults NameLoad body If CompareIsNot AttributeLoad NameLoad attr NameLoad body Assign AttributeStore NameLoad attr Call NameLoad Call NameLoad AttributeLoad NameLoad attr keyword Lambda arguments args NameParam defaults AttributeLoad NameLoad attr keyword UnaryOpInvert NameLoad decorator_list decorator_list FunctionDef arguments args NameParam NameParam NameParam NameParam NameParam defaults NameLoad NameLoad NameLoad NameLoad kwarg body Expr Str If Call NameLoad NameLoad NameLoad body Assign NameStore NameLoad Assign NameStore NameLoad orelse Assign NameStore NameLoad Return Call NameLoad keyword NameLoad keyword NameLoad keyword NameLoad NameLoad decorator_list Assign NameStore Dict Str Str Str Str Str Str Str Str Str NameLoad NameLoad NameLoad NameLoad NameLoad NameLoad NameLoad NameLoad NameLoad
N/A N/A  Statistical methods used to define or modify position of glyphs.

References:
    Wilkinson L. The Grammer of Graphics, sections 7, 7.1

Method Types:
    - Bin: Partitions a space before statistical calculation
    - Summary: Produces a single value comprising a statistical summary
    - Region: Produces two values bounding an interval.
    - Smooth: Produces values representing smoothed versions of the input data.
    - Link: Produces edges from pairs of nodes in a graph.

 __future__ absolute_import N/A numpy np N/A pandas pd bokeh.models.sources ColumnDataSource bokeh.core.properties HasProps Float Either String Date Datetime Int Bool List Instance properties Column EitherColumn ColumnLabel Stat N/A HasProps N/A N/A Represents a statistical operation to summarize a column of data.

    Can be computed from either a ColumnLabel with a ColumnDataSource, *or*, a
    discrete column of data.
     N/A column N/A ColumnLabel help A column to use for the stat calculation. Required
        when providing a ColumnDataSource as input. N/A source N/A Instance ColumnDataSource help One option for providing the data
        source for stat calculation. N/A values N/A EitherColumn N/A Column Float N/A Column Int N/A Column String N/A Column Date N/A Column Datetime N/A Column Bool default None help 
                  Second option for providing values for stat calculation is by
                  passing the actual column of data. N/A value N/A Float help The value calculated for the stat. Some stats could use
        multiple properties to provide the calculation if required. __init__ N/A N/A self N/A properties N/A N/A source N/A N/A properties pop source None N/A N/A source None N/A N/A N/A isinstance source N/A pd DataFrame N/A N/A source N/A ColumnDataSource source N/A N/A properties N/A source source N/A N/A N/A N/A super Stat self __init__ properties N/A N/A N/A self _refresh N/A _refresh N/A N/A self N/A N/A N/A Lazy update of properties, used for initial transform init. N/A N/A N/A N/A self get_data None N/A N/A N/A N/A self update N/A N/A N/A self calculate N/A set_data N/A N/A self data column N/A None N/A N/A Set data properties and update all dependent properties. N/A N/A isinstance data N/A pd DataFrame N/A N/A data N/A ColumnDataSource data N/A N/A isinstance data ColumnDataSource N/A N/A N/A self source data N/A N/A column None N/A N/A N/A self column column N/A N/A N/A self values data N/A N/A N/A self update N/A N/A N/A self calculate N/A get_data N/A N/A self column N/A None N/A N/A Returns the available columnlabel/source values or column values. N/A N/A N/A N/A self source None N/A N/A N/A self column None N/A column None N/A N/A N/A column None N/A N/A col column N/A N/A col N/A self column N/A N/A N/A pd Series N/A N/A N/A self source data N/A col N/A N/A N/A N/A N/A self values None N/A N/A self source None N/A N/A N/A N/A pd Series N/A N/A N/A N/A self source to_df index N/A N/A N/A N/A self values None N/A N/A N/A self values N/A N/A None N/A calculate N/A N/A self N/A N/A N/A Return transformed value from column label/source or column-like data. N/A N/A NotImplementedError You must implement the calculate method for each stat type. N/A update N/A N/A self N/A N/A N/A Perform any initial work before the actual calculation is performed. N/A N/A N/A Sum N/A Stat N/A calculate N/A N/A self N/A N/A N/A N/A self value N/A N/A N/A N/A self get_data sum N/A N/A Mean N/A Stat N/A calculate N/A N/A self N/A N/A N/A N/A self value N/A N/A N/A N/A self get_data mean N/A N/A Count N/A Stat N/A calculate N/A N/A self N/A N/A N/A N/A self value N/A N/A N/A N/A self get_data count N/A N/A CountDistinct N/A Stat N/A calculate N/A N/A self N/A N/A N/A N/A self value N/A N/A N/A N/A self get_data nunique N/A N/A Median N/A Stat N/A calculate N/A N/A self N/A N/A N/A N/A self value N/A N/A N/A N/A self get_data median N/A N/A StdDeviation N/A Stat N/A calculate N/A N/A self N/A N/A N/A N/A self value N/A N/A N/A N/A self get_data std N/A N/A Min N/A Stat N/A calculate N/A N/A self N/A N/A N/A N/A self value N/A N/A N/A N/A self get_data min N/A N/A Max N/A Stat N/A calculate N/A N/A self N/A N/A N/A N/A self value N/A N/A N/A N/A self get_data max N/A N/A Quantile N/A Stat N/A N/A Produces the cutpoint that divides the input data by the interval.

    Quartiles are a special case of quartiles that divide a dataset into four
    equal-size groups. (https://en.wikipedia.org/wiki/Quantile)
     N/A interval N/A Float default 0.5 calculate N/A N/A self N/A N/A N/A N/A self value N/A N/A N/A N/A self get_data quantile N/A self interval N/A N/A Bin N/A Stat N/A N/A Represents a single bin of data values and attributes of the bin. N/A label N/A Either String N/A List String N/A start N/A Either Float N/A List Float N/A stop N/A Either Float N/A List Float N/A start_label N/A String N/A stop_label N/A String N/A center N/A Either Float N/A List Float N/A stat N/A Instance Stat default N/A Count __init__ N/A N/A self bin_label values source N/A None None properties N/A N/A N/A isinstance bin_label tuple N/A N/A bin_label N/A list bin_label N/A N/A bin_label N/A bin_label N/A N/A properties N/A label bin_label N/A bounds N/A N/A self process_bounds bin_label N/A N/A starts stops N/A zip bounds N/A centers N/A N/A N/A start stop 2.0 N/A N/A start stop N/A zip starts stops N/A N/A N/A len starts 1 N/A N/A starts N/A starts N/A 0 N/A stops N/A stops N/A 0 N/A centers N/A centers N/A 0 N/A N/A starts N/A list starts N/A stops N/A list stops N/A centers N/A list centers N/A N/A properties N/A start starts N/A N/A properties N/A stop stops N/A N/A properties N/A center centers N/A N/A properties N/A values values N/A N/A N/A N/A super Bin self __init__ properties N/A binstr_to_list N/A N/A bins N/A N/A N/A Produce a consistent display of a bin of data. N/A value_chunks N/A N/A bins split , N/A value_chunks N/A N/A N/A N/A N/A N/A N/A N/A N/A val replace [ replace ] replace ( replace ) N/A val value_chunks N/A bin_values N/A N/A float value N/A value value_chunks N/A N/A N/A bin_values N/A 0 N/A bin_values N/A 1 N/A staticmethod process_bounds N/A N/A self bin_label N/A N/A N/A N/A isinstance bin_label list N/A N/A N/A N/A N/A self binstr_to_list dim N/A dim bin_label N/A N/A N/A N/A N/A self binstr_to_list bin_label N/A update N/A N/A self N/A N/A N/A N/A N/A N/A self stat set_data N/A self values N/A calculate N/A N/A self N/A N/A N/A N/A self value N/A N/A self stat value N/A N/A BinStats N/A Stat N/A N/A A set of statistical calculations for binning values.

    Bin counts using: https://en.wikipedia.org/wiki/Freedman%E2%80%93Diaconis_rule
     N/A bin_count N/A Either Int Float N/A bin_width N/A Float default None help Use Freedman-Diaconis rule if None. N/A q1 N/A Quantile interval 0.25 N/A q3 N/A Quantile interval 0.75 N/A labels N/A List String __init__ N/A N/A self values column N/A None None properties N/A N/A N/A properties N/A values values N/A N/A properties N/A column N/A column values N/A N/A N/A N/A super BinStats self __init__ properties N/A update N/A N/A self N/A N/A N/A values N/A N/A self get_data N/A N/A N/A N/A self q1 set_data values N/A N/A N/A N/A self q3 set_data values N/A N/A N/A self bin_count None N/A N/A N/A N/A self calc_num_bins values N/A calc_num_bins N/A N/A self values N/A N/A N/A Calculate optimal number of bins using IQR.

        From: http://stats.stackexchange.com/questions/114490/optimal-bin-width-for-two-dimensional-histogram

         N/A iqr N/A N/A N/A self q3 value N/A N/A self q1 value N/A N/A iqr 0 N/A N/A N/A self bin_width N/A N/A np sqrt N/A values size N/A N/A N/A self bin_width N/A N/A 2 iqr N/A N/A len values N/A N/A 1.0 3.0 N/A N/A self bin_count N/A int N/A N/A np ceil N/A N/A N/A N/A values max N/A N/A values min N/A self bin_width N/A N/A N/A self bin_count 1 N/A N/A N/A self bin_count 3 N/A calculate N/A N/A self N/A N/A N/A N/A N/A Bins N/A Stat N/A N/A Bins and aggregates dimensions for plotting.

    Takes the inputs and produces a list of bins that can be iterated over and
    inspected for their metadata. The bins provide easy access to consistent labeling,
    bounds, and values.
     N/A bin_stat N/A Instance BinStats help 
        A mapping between each dimension and associated binning calculations.
         N/A bins N/A List N/A Instance Bin help 
        A list of the `Bin` instances that were produced as result of the inputs.
        Iterating over `Bins` will iterate over this list. Each `Bin` can be inspected
        for metadata about the bin and the values associated with it.
         N/A stat N/A Instance Stat default N/A Count help 
        The statistical operation to be used on the values in each bin.
         N/A bin_count N/A Int help 
        An optional list of the number of bins to use for each dimension. If a single
        value is provided, then the same number of bins will be used for each.
         N/A bin_column N/A String N/A centers_column N/A String N/A aggregate N/A Bool default True N/A bin_values N/A Bool default False N/A bin_width N/A Float __init__ N/A N/A self values column bins stat source N/A None None None count None properties N/A N/A N/A isinstance stat str N/A N/A stat N/A N/A stats N/A stat N/A N/A properties N/A column N/A column vals N/A N/A properties N/A bins bins N/A N/A properties N/A stat stat N/A N/A properties N/A values values N/A N/A properties N/A source source N/A N/A N/A N/A super Bins self __init__ properties N/A _get_stat N/A N/A self N/A N/A N/A stat_kwargs N/A N/A N/A N/A self source None N/A N/A N/A stat_kwargs N/A source N/A self source N/A N/A stat_kwargs N/A column N/A self column N/A N/A N/A N/A self values None N/A N/A N/A stat_kwargs N/A values N/A self values N/A N/A stat_kwargs N/A bin_count N/A self bin_count N/A N/A BinStats stat_kwargs N/A update N/A N/A self N/A N/A N/A N/A self bin_stat N/A N/A self _get_stat N/A N/A N/A N/A self bin_stat update N/A calculate N/A N/A self N/A N/A N/A bin_str _bin N/A N/A self bin_column N/A N/A self column bin_str N/A bin_models N/A N/A data N/A N/A N/A self bin_stat get_data N/A bins N/A N/A self bin_stat bin_count N/A N/A N/A data size 2 N/A N/A N/A ValueError Histogram data must have at least two elements. N/A N/A N/A N/A data ndim 1 N/A N/A N/A data std 0 N/A N/A margin N/A N/A 0.01 N/A abs N/A float N/A data N/A 0 0.01 N/A bins N/A N/A np linspace N/A N/A data N/A 0 margin N/A N/A data N/A 0 margin N/A bins 1 N/A N/A binned bin_bounds N/A N/A pd cut data bins retbins True include_lowest True precision 0 N/A N/A self bin_width N/A N/A np round N/A N/A bin_bounds N/A 2 N/A bin_bounds N/A 1 1 N/A N/A N/A self source None N/A N/A N/A N/A N/A self source add N/A N/A binned tolist name N/A self bin_column N/A df N/A N/A N/A self source to_df N/A N/A df N/A N/A pd DataFrame N/A N/A self column N/A self bin_column N/A self values binned N/A N/A name group N/A N/A df groupby N/A self bin_column N/A N/A N/A N/A bin_models append N/A Bin bin_label name values N/A group N/A N/A self column stat N/A self stat N/A N/A self bins bin_models N/A centers N/A N/A binned copy N/A centers N/A N/A centers astype str N/A bin N/A self bins N/A N/A N/A centers N/A N/A binned N/A bin label N/A bin center N/A N/A self centers_column N/A N/A self column _center N/A N/A N/A self source None N/A N/A N/A N/A N/A self source add N/A N/A centers tolist name N/A self centers_column N/A N/A N/A df N/A N/A self centers_column centers N/A __getitem__ N/A N/A self item N/A N/A N/A N/A N/A self bins N/A item N/A apply N/A N/A self data N/A N/A N/A N/A N/A self set_data N/A data source N/A N/A N/A N/A self source to_df N/A sort N/A N/A self ascending N/A True N/A N/A N/A N/A self bins None N/A N/A N/A self bins N/A list N/A sorted N/A self bins key N/A N/A N/A x N/A N/A x center reverse N/A ascending N/A N/A bins N/A N/A data values column bin_count labels N/A None None None None kwargs N/A N/A Specify binning or bins to be used for column or values. N/A N/A isinstance data str N/A N/A column data N/A values None N/A N/A column None N/A N/A Bins values values column column bin_count bin_count kwargs N/A N/A stats N/A sum mean count nunique median stddev min max quantile Sum Mean Count CountDistinct Median StdDeviation Min Max Quantile