I.e!ddlmZddlZddlZddlZddlmZddl m Z ddl m Z ddl mZmZe dd ZdS))partialN)Version)_transfer_opts_cur_backend)HoloViewsConverter)with_hv_extension_convert_col_names_to_strscatterhist?皙?Fc b tjt|}ttj}||vrt d|d||vrt d|dtj|}tj| s| rP ddl}n#t$rtdwxYwddl m }|td krtj d | r| rt d | s| s|s|rt d | r4ddlmcm}|s|r'|jtd krt#d| s| r'ddlmcm}i}d|vr|d|d<i}|rd|vr|d|d<d|vr|d|d<d|vr|d|d<d|vr|d|d<d|vr|d|d<|rpd|vr|d|d<d|vr|d|d<d|vr|d|d<d|vr|d|d<|pddg}t'd*|||d|}ry|r|rt)dt+t-j|}|p|pd}tjj ||d}||d<tj||}r|d<|fd d!}tj||"}||zfd#tj}| r| s| r| s| r| rt)d$| p| p| pi}rtj ||d%<|!j"||j"|id&'}| s| r| r|j#n|j$}|tK|fi|(}|s|rQ|r|j&n |r|j'nd)}| r tj(n tj)}|tK|fi||(}tU|}|S)+a Scatter matrix of numeric columns. A scatter_matrix shows all the pairwise relationships between the columns. Each non-diagonal plots the corresponding columns against each other, while the diagonal plot shows the distribution of each individual column. This function is closely modelled on :func:`pandas.plotting.scatter_matrix`. Parameters: ----------- data: DataFrame The data to plot. Every column is compared to every other column. c: str, optional Column to color by chart: str, optional Chart type for the off-diagonal plots (one of 'scatter', 'bivariate', 'hexbin') diagonal: str, optional Chart type for the diagonal plots (one of 'hist', 'kde') alpha: float, optional Transparency level for the off-diagonal plots nonselection_alpha: float, optional Transparency level for nonselected object in the off-diagonal plots tools: list of str, optional Interaction tools to include Defaults are 'box_select' and 'lasso_select' cmap/colormap: str or colormap object, optional Colormap to use when ``c`` is set. Default is `Category10 `. diagonal_kwds/hist_kwds/density_kwds: dict, optional Keyword options for the diagonal plots datashade (default=False): Whether to apply rasterization and shading (colormapping) using the Datashader library, returning an RGB object instead of individual points rasterize (default=False): Whether to apply rasterization using the Datashader library, returning an aggregated Image (to be colormapped by the plotting backend) instead of individual points dynspread (default=False): For plots generated with datashade=True or rasterize=True, automatically increase the point size when the data is sparse so that individual points become more visible. kwds supported include ``max_px``, ``threshold``, ``shape``, ``how`` and ``mask``. spread (default=False): Make plots generated with datashade=True or rasterize=True increase the point size to make points more visible, by applying a fixed spreading of a certain number of cells/pixels. kwds supported include: ``px``, ``shape``, ``how`` and ``mask``. kwds: Keyword options for the off-diagonal plots and datashader's spreading , optional Returns: -------- obj : HoloViews object The HoloViews representation of the plot. See Also -------- :func:`pandas.plotting.scatter_matrix` : Equivalent pandas function. zdiagonal type must be one of: z, found zChart type must be one of: rNz;rasterize and datashade require datashader to be installed.r) hv_versionz1.14.6zVersions of holoviews before 1.14.7 did not support dynamic update of rasterized/datashaded scatter matrix. Update holoviews to a newer version.zEChoose to either rasterize or datashade the scatter matrix, not both.zBdynspread or spread need rasterize or datashade to be set to True.z0.12.0z_Any version of datashader less than 0.12.0 does not support rasterize with dynspread or spread. aggregatormax_px thresholdshapehowmaskpx box_select lasso_select)alphatoolsnonselection_alphaz"Only specify `cmap` or `colormap`. Category10T)ncolors categoricalcmap) diagonal_type chart_typecolorcB||jgzS)N)vdims)cloner$)xcs >lib/python3.11/site-packages/hvplot/plotting/scatter_matrix.pyz scatter_matrix..s!'' '"<"<Scatter)r!r ct|dr|dn|dS)Nr) isinstanceget)r&charts r(r)z scatter_matrix..s>AEE!HHe9T9T-bQUU1XXXZ[Z_Z_`aZbZbr*zGSpecify at most one of `diagonal_kwds`, `hist_kwds`, or `density_kwds`. fill_colorbokeh)backend)specsc|S)N)z_s r(r)z scatter_matrix..s_`r*r6)+_hvDatasetr listr _kind_mapping ValueError datashader ImportErrorutilrrwarningswarnholoviews.operation.datashader operation ds_version RuntimeErrorpopdict TypeErrorlen_npuniquedimension_valuesplotting process_cmap gridmatrixmapgroupbyoverlayOverlayCycleoptions__name__ datashade rasterizer dynspreadspreadRGBImager)datar'r0diagonalrrrrcolormap diagonal_kwds hist_kwds density_kwdsrXrYrZr[kwds supportedr>rhdds_kwdssp_kwds chart_optsrgridgroups diagonal_opts aggregatefnspreadfneltypes `` r(scatter_matrixrpsYH ;066 7 7D'566Iy  W)WWXWWXXX IQyQQ%QQRRR!/9H  ,U 3E I  =      = = =<== = = &%%%%% ** * * M7    DYDCDD D >"hhv..GFO / 4<< HHTNNGDM d??#xx00GG  D==!XXe__GEN T>>"hhv..GFO  3lN3EEE);EE?CEEJ"  BH B@AA Acj!6!6q!9!9::;;/x/<| --dGQU-VV! 6 = # #DU # S SD 0 7xx<<<rws%%%%%%;;;;;;******????????;A1437DHMR r*