I.eΌ8ddlZddlmZddlZddlZddlZddlZ ddl Z ddl m Z ddlmZddlmZmZmZddlmZddlmZmZmZddlmZdd lmZdd lmZm Z m!Z!m"Z"m#Z#m$Z$m%Z%m&Z&m'Z'm(Z(m)Z)m*Z*m+Z+m,Z,m-Z-m.Z.m/Z/m0Z0m1Z1m2Z2m3Z3m4Z4m5Z5m6Z6m7Z7dd l8m9Z9m:Z:dd l;mZ>m?Z?ddl@mAZAmBZBddlCmDZDddlEmFZFddlmGZGmHZHddlImJZJddlKmLZLmMZMmNZNmOZOmPZPmQZQmRZRmSZSmTZTmUZUmVZVmWZWmXZXmYZYmZZZm[Z[m\Z\m]Z]m^Z^ddl_m`Z`ejadZaGddeZbGddZcdS)N)partial) HoverTool) Dimension) DynamicMapHoloMapCallable) NdOverlay)StoreCyclePalette)NdLayout) max_range)CurveScatterAreaBars BoxWhiskerDataset DistributionTableHeatMapImageHexTilesQuadMesh Bivariate HistogramViolinContoursPolygonsPointsPathLabelsRGB ErrorBars VectorField RectanglesSegments) OverlayPlotcolormap_generator) process_cmap) histogram apply_when)BufferPipe)dim)Version) DatetimeIndex MultiIndex)_transfer_opts_cur_backend) filter_opts hv_version is_tabular is_seriesis_dask is_intakeis_cudf is_streamzis_ibis is_xarrayis_xarray_dataarray process_crsprocess_intakeprocess_xarray check_libraryis_geodataframeprocess_derived_datetime_xarrayprocess_derived_datetime_pandas_convert_col_names_to_str)hvplot_extensionbokehcDeZdZdZejZddZdZdZ dS)StreamingCallablezy StreamingCallable is a DynamicMap callback wrapper which keeps a handle to start and stop a dynamic stream. Nc d|jD}t|fi|}||jn|}|j|fi|S)zw Allows making a copy of the Callable optionally overriding the callable and other parameters. c"i|] \}}|dv || S))callablename.0kvs 0lib/python3.11/site-packages/hvplot/converter.py z+StreamingCallable.clone..9s31111///!///)paramget_param_valuesdictrN __class__)selfrN overridesoldparamss rUclonezStreamingCallable.clone4sl 11 ; ; = =111c''Y''$,$44==(t~h11&111rWcn|jjs|jdStd)z- Start the periodic callback z!PeriodicCallback already running.N)periodic_runningstart Exceptionr\s rUrdzStreamingCallable.start?s;}% A M   ! ! ! ! !?@@ @rWcn|jjr|jdStd)z, Stop the periodic callback zPeriodicCallback not running.N)rbrcstoprerfs rUrhzStreamingCallable.stopHs: = ! = M   ;<< e+j,d?d@dAdBZ-dCdCd;dCdDdEd:d:dCidCd;dCdCdCdCdCdCdCdCdCdCdCdCd:dCd:d:dCd:d:dCdCdCdCd:d;dCdCdCd:d:dCdCd:gdCdCd:gdCd:d:d;dFidCdCdCdCdCf=dGZ.dHZ/dIZ0dJZ1dKZ2dLZ3dMZ4dNZ5dOZ6ddQZ7dRZ8dSZ9ddUZ:dVZ;edYZ?dZZ@dd[ZAdd\ZBdd]ZCd^ZDdd_ZEdd`ZFddaZGddbZHddcZIdddZJddeZKdfZLddgZMddhZNddiZOddjZPddkZQddlZRddmZSddnZTddoZUddpZVddqZWddrZXddsZYddtZZdduZ[dvZ\dwZ]ddxZ^ddyZ_ddzZ`dd{Zadd|Zbdd}Zcdd~ZdddZeddZfddZgdCS)HoloViewsConvertera Generic options --------------- autorange (default=None): Literal['x', 'y'] | None Whether to enable auto-ranging along the x- or y-axis when zooming. Requires HoloViews >= 1.16. clim: tuple Lower and upper bound of the color scale cnorm (default='linear'): str Color scaling which must be one of 'linear', 'log' or 'eq_hist' colorbar (default=False): boolean Enables a colorbar fontscale: number Scales the size of all fonts by the same amount, e.g. fontscale=1.5 enlarges all fonts (title, xticks, labels etc.) by 50% fontsize: number or dict Set title, label and legend text to the same fontsize. Finer control by using a dict: {'title': '15pt', 'ylabel': '5px', 'ticks': 20} flip_xaxis/flip_yaxis: boolean Whether to flip the axis left to right or up and down respectively grid (default=False): boolean Whether to show a grid hover : boolean Whether to show hover tooltips, default is True unless datashade is True in which case hover is False by default hover_cols (default=[]): list or str Additional columns to add to the hover tool or 'all' which will includes all columns (including indexes if use_index is True). invert (default=False): boolean Swaps x- and y-axis frame_width/frame_height: int The width and height of the data area of the plot legend (default=True): boolean or str Whether to show a legend, or a legend position ('top', 'bottom', 'left', 'right') logx/logy (default=False): boolean Enables logarithmic x- and y-axis respectively logz (default=False): boolean Enables logarithmic colormapping loglog (default=False): boolean Enables logarithmic x- and y-axis max_width/max_height: int The maximum width and height of the plot for responsive modes min_width/min_height: int The minimum width and height of the plot for responsive modes padding: number or tuple Fraction by which to increase auto-ranged extents to make datapoints more visible around borders. Supports tuples to specify different amount of padding for x- and y-axis and tuples of tuples to specify different amounts of padding for upper and lower bounds. rescale_discrete_levels (default=True): boolean If `cnorm='eq_hist'` and there are only a few discrete values, then `rescale_discrete_levels=True` (the default) decreases the lower limit of the autoranged span so that the values are rendering towards the (more visible) top of the `cmap` range, thus avoiding washout of the lower values. Has no effect if `cnorm!=`eq_hist`. responsive: boolean Whether the plot should responsively resize depending on the size of the browser. Responsive mode will only work if at least one dimension of the plot is left undefined, e.g. when width and height or width and aspect are set the plot is set to a fixed size, ignoring any responsive option. rot: number Rotates the axis ticks along the x-axis by the specified number of degrees. shared_axes (default=True): boolean Whether to link axes between plots transforms (default={}): dict A dictionary of HoloViews dim transforms to apply before plotting title (default=''): str Title for the plot tools (default=[]): list List of tool instances or strings (e.g. ['tap', 'box_select']) xaxis/yaxis: str or None Whether to show the x/y-axis and whether to place it at the 'top'/'bottom' and 'left'/'right' respectively. xformatter/yformatter (default=None): str or TickFormatter Formatter for the x-axis and y-axis (accepts printf formatter, e.g. '%.3f', and bokeh TickFormatter) xlabel/ylabel/clabel (default=None): str Axis labels for the x-axis, y-axis, and colorbar xlim/ylim (default=None): tuple or list Plot limits of the x- and y-axis xticks/yticks (default=None): int or list Ticks along x- and y-axis specified as an integer, list of ticks positions, or list of tuples of the tick positions and labels width (default=700)/height (default=300): int The width and height of the plot in pixels attr_labels (default=None): bool Whether to use an xarray object's attributes as labels, defaults to None to allow best effort without throwing a warning. Set to True to see warning if the attrs can't be found, set to False to disable the behavior. sort_date (default=True): bool Whether to sort the x-axis by date before plotting symmetric (default=None): bool Whether the data are symmetric around zero. If left unset, the data will be checked for symmetry as long as the size is less than ``check_symmetric_max``. check_symmetric_max (default=1000000): Size above which to stop checking for symmetry by default on the data. Resampling options ------------------ aggregator (default=None): Aggregator to use when applying rasterize or datashade operation (valid options include 'mean', 'count', 'min', 'max' and more, and datashader reduction objects) dynamic (default=True): Whether to return a dynamic plot which sends updates on widget and zoom/pan events or whether all the data should be embedded (warning: for large groupby operations embedded data can become very large if dynamic=False) datashade (default=False): Whether to apply rasterization and shading (colormapping) using the Datashader library, returning an RGB object instead of individual points downsample (default=False): Whether to apply LTTB (Largest Triangle Three Buckets) downsampling to the element (note this is only well behaved for timeseries data). Requires HoloViews >= 1.16. 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 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 resample_when (default=None): Applies a resampling operation (datashade, rasterize or downsample) if the number of individual data points present in the current zoom range is above this threshold. The raw plot is displayed otherwise. x_sampling/y_sampling (default=None): Specifies the smallest allowed sampling interval along the x/y axis. Geographic options ------------------ coastline (default=False): Whether to display a coastline on top of the plot, setting coastline='10m'/'50m'/'110m' specifies a specific scale. crs (default=None): Coordinate reference system of the data specified as Cartopy CRS object, proj.4 string or EPSG code. features (default=None): dict or list A list of features or a dictionary of features and the scale at which to render it. Available features include 'borders', 'coastline', 'lakes', 'land', 'ocean', 'rivers' and 'states'. Available scales include '10m'/'50m'/'110m'. geo (default=False): Whether the plot should be treated as geographic (and assume PlateCarree, i.e. lat/lon coordinates). global_extent (default=False): Whether to expand the plot extent to span the whole globe. project (default=False): Whether to project the data before plotting (adds initial overhead but avoids projecting data when plot is dynamically updated). projection (default=None): str or Cartopy CRS Coordinate reference system of the plot specified as Cartopy CRS object or class name. tiles (default=False): Whether to overlay the plot on a tile source. Tiles sources can be selected by name or a tiles object or class can be passed, the default is 'Wikipedia'. )imagecontourcontourfquadmeshrgbpointsdatasetpathspolygons)rv vectorfieldlabelshexbin bivariate)histkdeviolinboxdensity) xykindby use_indexuse_daskdynamiccrs value_label group_labelbacklogpersist sort_date)georfeaturesproject coastlinetiles projectionglobal_extents)"widthheight shared_axesgridlegendrotxlimylimxticksytickscolorbarinverttitlelogxlogyloglogxaxisyaxis xformatter yformatterxlabelylabelclabelpadding responsive max_height max_width min_height min_width frame_height frame_widthaspect data_aspect fontscale) coloralphacolormapfontsizeccmap color_keycnormrescale_discrete_levels) datashade rasterize x_sampling y_sampling downsample aggregator resample_whenareay2 errorbarsyerr1yerr2r}) bandwidthcutfilledlevelsrr)zrlogzrsrwcolumnsheatmap)Creduce_functionrr|)rrgridsizer min_countr~)bins bin_rangenormed cumulativerqrrr) bw_methodindrrrr{)textrxoffsetyoffset text_fonttext_font_sizeohlc) bar_width pos_color neg_color line_colorrv)smarkerrscalerrrubandsscatter)rrrrrwhereanglemag)steptablertrzbarbarhrrline) r|rrxrvryrtrurrrzr)r}rrrsrrqr|rtry) top_righttop_left bottom_left bottom_rightrightlefttopbottomFTr)rr show_legendlegend_position show_gridrrkbc_rglasbey_category10 colorwheelcoolwarm)linear categoricalcyclic divergingNvalueii@BcA ST| |_||_||_||_||||||||%|&| | | ||||1|6|;|<|A||_t |,| |+|*|4|7|>g|_|jr||| nd|_ |j |_ |4|_ |7|_ |>|_ |8|_|9|_|js |jdkr# ddl}Bn#t$$rt%dwxYw|jrg|j|jvr4t*jjd|jd|jddlm Sddlm}Ct7|*t8rgSfdt;SD}D|*|Dvr|*d krt=S|*}*n)|*d krt=S|*}*nt?d |D|*p|8rSj n|j |_ |8r|j Sj krt?d |j |*krZ|s|rVSj j!j"\}E}F}G}H|p|E|Gf\}I}J|p|F|Hf\}K}L|I|K|J|Lf}M|C|M|j |j \}I}K}J}L|r|I|Jf}|r|K|Lf}|$!t |"|!|#gst?d |$|_#|!|_$|"|_%|#|_&|0|_'|)|_(|-|_)|2|_*|3|_+||_,|rtZnt\|_/t`j1|_2tfj4 |j2|_5ntfj4|_5||_6to|j8fi|9T|tu|Td <|tu|Td<|@Btvtydkr%t*jjdn|@Td<||_=||p|}|p|}||Td<||Td<||Td<|t}|Td<||j?vr|Td<n(|dvr$t?dt|j?zgd}N|ND]}O|O|Avr|AA|OT|O<|B|AT\|_CT}AdD]I}P|P|AvrC|AA|P}Q|QsdT|P<#|Qdkr|QT|P</|PTvrTA|PdJ|.rdTd<|/rdTd<|jrTDdsdTd<gd }Rt Tfd!|RDs2TDd"d#Td"<TDd$d%Td$<t7| t|r| Td&<n4|j|jEvrdTd&<n |j%rTDd&dTd&<d'|Avr:d'|jFD|jivr|AAd'Td'<|r|jd(kTd)<|r |rd*nd+}Q|T|Q<t|5p"tTDd,g}5|d-krd.}n ||j$ }|rHt d/|5Ds/|d0vr|5G|n|5Gd1|5Td,<|j r|+r|+Td2<|*r |j Td3<||nt=|d4d}||Td5<|j|jEvs|j%s|j$s|jHr# | s|I|||:}|jCDd6|j$s|j%r|j(d7t9|j(vr|jJr|j,r[t7|jKtsA|jKPtt|jNt|jOz dkr|jPd8|jCd6<n-|r|jPd9|jCd6<n|jPd:|jCd6<||Td;<n#t$rYnwxYw|=|=Td<<|?tvtyd=kr|?Td><T|_Rd?|jRSD|_T|(TDd@ dA|_U|A|_V||_|rdB|ini|_WdC|pdDi|_X|Y|A|'rdto|jZ|jK|jJ|j|j[|j\E}At*jjdFj]dGi|AdSdS)HN geopandasrzIn order to use geo-related features the geoviews library must be available. It can be installed with: conda install geoviewsz$geo option cannot be used with kind=zJ plot type. Geographic plots are only supported for following plot types: )r)project_extentscg|]E}tt|r|dvr|ds|dkC|FS))ABCMetaCRSrGOOGLE_MERCATOR)rNgetattrisupper)rRprojccrss rU z/HoloViewsConverter.__init__..sl666D#GD$$7$7886'9997??,,:#444  544rWrzOProjection must be defined as cartopy CRS or one of the following CRS string: zTiles can only be used with output projection of `cartopy.crs.GOOGLE_MERCATOR`. To get rid of this error remove `projection=` or `tiles=`zpAt least one resampling operation (rasterize, datashader, downsample) must be enabled when resample_when is set.rrz1.16.0z+autorange option requires HoloViews >= 1.16 autorangerrrrr)TFNzRThe legend option should be a boolean or a valid legend position (i.e. one of %s).)rrrrrrrrrrrrrrrrrrrrrr)rrT invert_xaxis invert_yaxisrr3)rrrrrc3BK|]}|VdSri)get)rRopt plot_optss rU z.HoloViewsConverter.__init__..5s/==#9==%%======rWriri,rrr invert_axes yrotation xrotationtoolsrFc3LK|]}t|ts|dv|V dS))hovervlinehlineN) isinstancerrRts rUrz.HoloViewsConverter.__init__..MsOBB1Ay1I1IB !%@ @ @ @ @ @ @BBrW)r%r&r$ global_extentr_titlerr count_catrr r symmetricrz1.15.0rcZi|](\}}|tjv%||)SrP)r(rXobjectsrQs rUrVz/HoloViewsConverter.__init__..usDCCCtq!!"k&7&?&?&A&A!A!A !A!A!ArWr) framewiseaxiswiselabelrNN)rrrrgroupbyrzbPlotting {kind} plot with parameters x: {x}, y: {y}, by: {by}, groupby: {groupby}, row/col: {grid}rP)^_redimrrr2 _process_dataranyr _process_crsroutput_projectionrrrrrdatatypegeoviews ImportErrorr _geo_typesrXmainwarningcartopy geoviews.utilr r'strdirr ValueErrorrboundaryboundsrrrr dynspreadr precomputerrsubplotsr r _by_typer current_backend_backendrH compatibility_backend_compatstackedrZ_default_plot_opts _process_plottupler6r0rbool_legend_positionslistpop_process_style _style_optsr_colorbar_types _kind_optionsappend _color_dim_process_symmetricrrlenset variablesindexes_default_cmaps TypeError _plot_optsitems _overlay_opts _norm_optskwds_relabel _dim_ranges_validate_kwdsrr4rformat)Ur\datarrrrrrrrrrrfieldsr4rrrrrrrclimr-rrrr$rIr2rrOrrrrrrowcoldebugr0rrr*rrH flip_xaxis flip_yaxisrG hover_colsrrrr" attr_labelsrrrcheck_symmetric_max transformsstreamrrrrrhr;r all_crspx0py0px1py1x0x1y0y1extentsplotwdsplotwd axis_nameaxis ignore_optsrrsU @@rU__init__zHoloViewsConverter.__init__|s * "&   $1b'3X We[+  Z    S-WiQYZ[[378E4$$T3///!% "   " 8 6t} 33 6 6 6 6!#5666 6 8( $y//  ((A49AA-1_AABBB , + + + + + 5 5 5 5 5 5*c** I6666CII666 ((Z;L-L-L!:z!:!:!EHHIII&0%`E4_D4H4HW[W_D " /43GGG 7 x:%%4%4%%)%9%B%I"S#s+#sB+#sBr2r*!0$(DDZ![![BB$8D$8D  $S)Y 1S-T-T $I +""$"$$$$! $,;) -  ) 1#'=D #3#AD  011--//11   %d If    %d If   GH----  (()VWWWW)2 +&  >6D>6D   $If    $If   %)Ik "  '+F||Im $ T+ + ++1I' ( ( . . .I#D$:;;<== =,,,  5 5F~~$(HHV$4$4 &!,0,?,?i,P,P))T+ 3 3ID  xx **3+/Ii((T\\+/Ii(()++MM)T222  -(,In %  -(,In % 8 )IMM-88 )'(Im $\\\ ========= ?!*w!">Ih  h % % D$,Ij ! ! 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T>>f(:(>(>ty"(M(MMM $ 0 0If   ;'+yF':Im $  ""(9;;kD!IdOU ?tIMM'2$>$>?? ;  EE ]&E  &BBBBBBB &*** U#### W%%%" ' 8 7  7)6Io &  =&*& -UYUd - ^ $ 7 7 4I\ ] ]I#''//7Q4>Q@W[fjmnrn}j~j~[~[~'\*.-\$TVT22\7;v~#cRVR`NaNadghlhtduduNuJvJvyzJzJz373F}3U(00"Q373F{3S(00373Fx3P(0(-6Ik*      !&Ig  " .:ARAR3R3R3JI/ 0#CCt/D/D/F/FCCC)29==Q^C_C_?_``  ,19%((r !56 D!!!  g$&DFtwTY $ 49>>>D J  $ $&^&WW]&f&f`d&f&f g g g g g g gsCC- D_ _('_(c|||St|jrK|j|j}t|ddr|jrdSt |r|j|krdSndS|jr|j|j}ndS|jdkrdStj |d}tj |d}t|dko|dkS)N _in_memoryTFrg?gffffff?) r>rmrrchunksr?sizer\np nanquantilerS)r\r-rorwrmcmincmaxs rUr]z%HoloViewsConverter._process_symmetrics  D$4  TY   9TV$D4t44   u"4(( 9222 53u _ 9T_-DD F 9>>5~dD))~dD))D1H)***rWcDt|dr+|jj|jj}n't |di|pd|} t |S#t$r"}|rtd|d|Yd}~dSd}~wwxYw)zPGiven crs as proj4 string, data.attr, or cartopy.crs return cartopy.crs rioNattrsr'zV' must be either a valid crs or an reference to a `data.attr` containing a valid crs: )hasattrrrto_wktrrr@rD)r\rmr_crses rUr8zHoloViewsConverter._process_crss 4   EDHL$<8<&&((DD4"--11#,DDD Bt$$ $ B B B B AAA=>AABBB B B B B B B Bs$A33 B=BBc$,-./01|jv}d}d,_t_jrt rt | p| t _ttsg|t|ts|g}g/|/ ||/ |d}trtdrdnd}_ ||dkrdjD}nGtjjjddddg}t)|d krt+d t|d }|d krd }n|dkrd}n|dvrd}|1|/|d|d||d<d}n.tt.jr d}_ n t3r!d}| rn_ nt7r d}_ nt9r d}_ nt;rd}j_ tj t.jrj jdd _ j _!d}_"j dkrtGj _$ntKj | d_$j$&'j$j(ntSrd dl*}|+d}t|j,r't)j-d krt+d|;t|j,rtj-d }n j.p| p|}|r2t|j,rt|ts||_/pg|pgz/z00fdj0D}0fd j1D.||s|rtefd!||fDrrtj0gd"krd#}d}nSt)|d krd$}n=t)|d%ks#|r|st).fd&|Dd%krd'}d}nd(}| rdnd}|rd)}d}|d#kr(d*|vr |d*g}nfd+j0Dd }ng},tg|||| | || |||, \}}}}|j4vr||}|r/fd-Dsm/skt,|j5r,6_7nr)| r't+d4| d5tj0n|r0|d6vr,t+|d7tj jd8td9r0tj?d:rj?j.r| s j?j.} n| sd;} tj?t.j@rN|d_ | }d?}tj t.jrJj jDjEdgkrj jDj.pd?g1nwtj jDjE1nXtj d@r+fdAj Bj?D1nfdBj j?D1t)1d%kr|s|s|s|dCkr1\}}n |dDvr1\}}1tj j?z_>1fdED}$|$rj B|$_ t|tjGt.jHfrg}%nt|tr|n|g}%1fdF|%zD} tj | 1\} _ r.| r,t+d4| d5tj j?|r*tYj 1jJdUi|j _ |_K|_L|pd$_M|_N|_O|_P| _Q1_:| pd;_Rt|tjGt.jHfrCj S|G_ dHg_Tj> dHn)|sg_Tnt|tr|n|g_T_U/_V|_W|sg_Xnt|tr|_Xnc|dIkrjYr j>_XnI|dIkr jYsfdJj>D_Xn#|dIkrt|tr|g_XjNdKvrdLjXD_X,|dus|D ,fdM,j0D}&t,|j,r'|&[,fdN,j-Dn!|& ,j.,j\fi}'i}(|&D]K\})}*|)dO})t|*+dPtr |*dP|'|)<dQ|*vr |*dQ|(|)<L]|'dR_^]|(dS_^dS#t$r<}+|dur-tjaj`bdT|+Yd}+~+dSYd}+~+dSd}+~+wwxYwdS)VNF geom_typer  spatialpandasc.h|]}d|vr |ddn|S)MultiNrP)rRgts rU z3HoloViewsConverter._process_data..s,![![![bGrMM"QRR&&r![![![rWrDtyper3zRThe GeopandasInterface can only read dataframes which share a common geometry typerPointrvPolygonry) LineStringLineRingLinerxrrpandasdaskcudfibisstreamzTupdatingrm)rmlengthindexrz+Cannot plot an empty xarray.Dataset object.c>g|]}|jdkr|v|SrPshaperRrrmignores rUrz4HoloViewsConverter._process_data..s9+++AQ 0C0C6//)//rWc>g|]}|jdkr|v|Srrrs rUrz4HoloViewsConverter._process_data..s9)))!DGMR,?,?'rWc3*K|] }|jvVdSricoords)rRrrms rUrz3HoloViewsConverter._process_data..s*4V4V!Q$+5E4V4V4V4V4V4VrW)bandrrrurcg|]}|v| SrPrP)rRrdimss rUrz4HoloViewsConverter._process_data..!s%:Z:Z:ZPQUYPYPY1PYPYPYrWrqr~xarrayrc g|] }|pgv| SrPrP)rRdr4s rUrz4HoloViewsConverter._process_data../s(!U!U!UAgmQS.<s???$1rWz$Supplied data type %s not understoodz4Cannot supply streamz.DataFrame and stream argument. streamingz!Stream of type %s not recognized.c&g|] }|jv |SrPr)rRrrms rUrz4HoloViewsConverter._process_data..\s%DDDqq /C/C/C/C/CrWc36K|]}|jvVdSri)r)rRrrmdata_dims rUrz3HoloViewsConverter._process_data..fs.EE8tAw|3EEEEEErWz"The supplied groupby dimension(s) z. could not be found, expected one or more of: )rvrwzN plot type requires gridded data, e.g. a NumPy array or xarray Dataset, found z typerrOVariable)Nrlevel_1)rr reset_indexc0g|]}|jjv|SrPrmrrRrr\s rUrz4HoloViewsConverter._process_data..2:::ty'888888rWc0g|]}|jjv|SrPrrs rUrz4HoloViewsConverter._process_data..rrWr)rrcg|]}|v| SrPrP)rRrras rUrz4HoloViewsConverter._process_data..s@@@11<.s6```qqTYEV@W@WX_@_7_7_7_7_7_rW)_byrallc&g|] }|jv |SrPrarRrTr\s rUrz4HoloViewsConverter._process_data..s%RRRQAT\.sLLLQQ^^q^^^rWc.g|]}||jfSrPrrRvardas rUrz4HoloViewsConverter._process_data..s$HHHssBsGM2HHHrWc.g|]}||jfSrPrrs rUrz4HoloViewsConverter._process_data..s$&T&T&TRW]';&T&T&TrWr  long_nameunitsr2unitz0Unable to auto label using xarray attrs because rP)c_gridded_types data_sourcer8to_framer:rArG source_datar'rUr[rDrrmrtyperdtyperjreplacer^rDrVpd DataFramer9rr;r=r<exampleiloc _stream_type stream_typecbr.ryr-gathersinksendr>rrr data_varsrOrrrrrB _stats_types DataArray_title_for_slicer+rrErar7r_ set_indexr`rr2stackrrenamernamesrndarraySeriesrF transformrrrr:gridded gridded_datarrassignrr4rrrurrBextendr _merge_redimr5rerXr>r?)2r\rrmrrrr4rprqrrrr2rrrurvrxryrhrrrr: geom_typesrxrrr other_dimsby_new groupby_new not_found_rcoord groupby_indexby_cols var_tuplesr{rvar_name var_attrsrrrrrrras2` ` ` @@@@@@rUr6z HoloViewsConverter._process_datas$--  "4 > #==??D T?? =!$(;G<*R"6"6>B ?DKK,,, ?DKK,,, 4 q [&-dK&@&@U{{oHDI|{**![![DN![![![JJ"&t}':";";"D"L"LWVX"Y"Y"a"abikm"n"n!oJz??Q&&$&DEEE ,,Q/ ''#DD)++%DD"DDD"D} $$((32B2B C CW  bl + +[ [HDII T]]X [H*1; tDII T]]U [HDII T]]R [HDII   O [ H DI$)R\22 / IN2A2. #0D IDG J.." 222 $$)G5QQQ K   % %dk&6 7 7 7 7 t__B [     A$ ++ Tt~&&!++$%RSSSydBJ//:T^,,Q/AA 9U9kA :dBJ77  1d@S@S AwDFmb1D8F++++++++F)))))ty)))D|a|1|4V4V4V4VPQSTv4V4V4V1V1V| $$(:(:(::: D"GG[[A%%!DD[[A%%!%%c:Z:Z:Z:Zf:Z:Z:Z6[6[_`6`6`"D"GG!D!)7vvxH $## u}}d??"&w-JJ!U!U!U!UT[!U!U!UVW!XJJ B.<aB7G{JT/;/;/; +D!Q 4,,,:Fr?kG @????g??? O4 Ob",//O"$"5"5"7"7DKKBJ//O"L'",*G"L"L"N"NDKDIICd4jjFYYZZ Z   Y !WXXX DKDG&$'' U#-  FF++ U#.   !DtF||!STTTI :Br ?bG J HDDDDGDDDI=dINNOIq!0:40L0L]T^,,,SWS\R]I4;.//G}'!1!1q!!!}'!1!1q!!! I 9 9EEEEEWEEEEE9!%99 //XJ#d5kFVBWBW4W4W#NN8444(, (;(;Xu->"A"ABBB K4'<<< D"J"J*.ty//*B"J"J"JKKKtY'' )GDL&,I,I )dlN_ )hs )"l/   )( $, 66 1;O;OTUT]fhT] JJLL44Q77>> S^G_>``  $)R\22 :9?(TF22#y3>w?GG"49?#899GGM22 :::::di&;&;&=&=&E:::::::di&7:::7||q  ! q B 9$$"DAqq_,,#EAr$tDI,='>'>>DNA@@@@@@M A I11-@@ "rz29566 ? *2t 4 4>""2$`````GGO```I#B49iY`#a#a Ity H9 H "Gi"G"G-1$)2C-D-D"G"GHHH  Q= 733=KK KKPDINF    (   &4* b2:ry1 2 2 ; ((R(00DIgDG N ! !% ( ( ( ( ;DGG&r400:bbrdDG  " + DOO  D ) ) +(DOO 5 T^ "nDOO 5  RRRR$.RRRDOO %  Jz#$>$> )lDO =: : :LL$/LLLDO >kT11[5H 7HHHHbiHHH b"*--;%%&T&T&T&Tr|&T&T&TUUUU%%rw&9:::+5=='Hi'#*!)-- "<">  7 7 7$&&J$,,.623.6.6777777777'&&&&& 7%6I5Hs C8w x +xx c>|j}tjd}|j|j}||vr||jdjni}|dr |j|d<|dkr+|jr$tj j d|S)NrIbackendplotrrOr~zcStacking for histograms is not yet implemented in holoviews. Use bar plots if stacking is required.) rr options _kind_mappingrjgroups startswithrOrXr>r?)r\rrelnamers rUrQz HoloViewsConverter._process_plotsy-000#D)2>D>O>OGFO*62::UW ??5 ! ! 0#'>| X  ((*WXXXrWc |j}|j|}tj|j}||vr||jngdgd}D]>}||vst ||tr|vr&t||||<?tj |j}|j } | |vr|| j dj ni} fd| D} | jdifd| Dt|} t#| dkrt%d| r'|| nd|d |d d} | U|js|jr]| |j|jfvrM|j|j|  |_d x| d <} |jd nmt | t8jt<jfrB|j| |_d x| d <} |jd n| | d <t | tsh| |jvr_d |j !|gvrB|j| j"jd vrp |j#dn|!dd|d<t tHr|j#vr |j#| d<d | vr | d } nit tJs?r:tMfd|DrtOp |j#dd} n} n| !d } | D]\}}t |trt |tHr| kr| tPj)vr5| *tPj)vr| *} n)tWtO| tPj)| <tQ| | |<t | trt| | |<| | |<|d|dd}|2|!dd}|js|jr$tXj-j,.dt |t8jt<jfrWt9j/||z}|j||_d| d<|jdnt |tHr(t9j/ta||z| d<nKt |t`st9j/||z| d<ndvrt9j/d| d<d|vr,d|j |jvr|d| d<| ||fS)N)rrr) accentcategorydark colorblindpastelset1set2set3pairedglasbeyrstylecNi|]!\}}t|t|v||"SrP)r'r )rRrSrT cmap_optss rUrVz5HoloViewsConverter._process_style.. s:hhhtq!Jq%. s$NNNdaa:ooQooorWr3z:Specify at most one of `cmap`, `colormap`, or `color_key`.rr)_colorr.OSUrrTrc3 K|]}|vV dSrirP)rRrrs rUrz4HoloViewsConverter._process_style..4s'::!AI::::::rWrvaluesrrrzThere is no reasonable way to use size (or s) with rasterize or datashade. To aggregate along a third dimension, set color (or c) to the desired dimension.)_sizer4rrP)1rrr registryrN style_optsr'rUr rrjrkwargsreupdater_ intersectionr^rcrVrrrrrmrr`r[rrrrrZrrrbrBrZr7r*r colormapsrr)rXr>r?sqrtr/)r\rhrreltyper6 categoriesrrrr)r7 cmap_kwdsrrSrTrrrr+r-s @@@rUrWz!HoloViewsConverter._process_stylesuy#D)N4#78 X  !&)4JJJ5 CCC  ) )C4z$s)T'B'By  d3i((DII-(<===:@G:K:K&w/66QShhhhu{{}}hhh  OONNNNdjjllNNNOOO NN//55 y>>A  +,, ,-6?txx (((4$((3"5"566   ,$. ,e?O6O6O I,,DIe4D,EE .66 7#e%%h////EBJ #:;; , I,,E,:: .66 7#e%%h////&+ 7#eT** Lu/F/Ft)--dB77779U#).%77E4#6}#EDD,5MM*d,K,KIj) dC  -TT-@%@%@&t,D  !%Jv  j w'EED$'' , ::::z::::: $T%OT-@-O]abbbNN7++EKKMM * *DAq!U## * 1c(:(: *D==G$555%++--7K\:\:\ % 3ElSXFYFY3Z3Z)%0$+ENNJqMMt,,*$)$7$7$7JqMM$)JqMxxd 3 344  HHWa((E M$. M  ((LMMM$RY 788 ;wt}}u, I,,4,88 %, 6"%%g....D#&& ;%'WSYY%7%7%%? 6""c** ;%'WT]]U%: 6" z ! !!#Jv  t  D,>ty,I I I#'88H#5#5Jx 9d**rWc  |j|jg |j}|j|}|tj|jvr#tj|j|j ng ddgt fd|D}|sdSd|vrL| | dtj j dd|vrL| | dtj j d|j|jz|jz|jz z z}|jdkr ||jz}|D]P}t'j||}tj j |d |jd |jd |QdS) Nmax_px thresholdc30K|]}|zzv |VdSrirP)rRrSds_opts kind_optsr-s rUrz4HoloViewsConverter._validate_kwds..ls7UU!q '8I*8T/T/TA/T/T/T/TUUrWaxzhvPlot does not have the concept of axes, and the ax keyword will be ignored. Compose plots with the * operator to overlay plots or the + operator to lay out plots beside each other instead.figsizezhvPlot does not have the concept of a figure, and the figsize keyword will be ignored. The size of each subplot in a layout is set individually using the width and height options.rIz option not found for z plot with z; similar options include: )rZrrrr r6rNr7sortedrVrrXr>r? _data_options _axis_options _op_options _geo_options_style_optionsdifflibget_close_matches) r\rhrr= mismatches combined_optsmismatch suggestionsrDrEr-s @@@rUrkz!HoloViewsConverter._validate_kwdscs(&**49b99 y#D) U^D$89 9 9(<=fEPJJJ[)UUUUUUtUUUUU   F :   NN:++D11 2 2 2 J  $ $&* + + +  " " NN:++I66 7 7 7 J  $ $&R S S S +d.@@)**+-679CD   7 * *)D,??M"  H!3HmLLK J  $ $RR49RR'RRDORR      rWc#$%&'jp|}t|&j}jdg't 't s'g'|jz }jr|dks |j z }|st'dkrdj rtdj #js/tfd|Dr##jdvr5d#jD}jrdd gnd d g}t'#||z $nӉjd krddl}t #|jrt|dkrXt+#j}t+j|z } #fd| D} #jdIi| #t'#j$n;#jp jpj} t'#j| $nt'#$$jdIij$|r$|j%t'dkrtAj!'g%j"z} jr8%fd} tG| | }$&fd}|$|dd}ntK$&'fd%j &D| }n$&fd}%$|dd}n}t'dkrWtAj!'g} jrtG$&fd| }n4tK$&fd'D| }n&$j }jrHj rA|dks;j'r|(j n|)j }jr0|j*ddd}nWj rJtW&}j,|}nt[|j,}tG|j.g }nj/#jdvr5d!#jD}jrdd gnd d g}t'#||z $njd kr[ddl}t #|jrt'#j$nt#jp jpj} t'#j| $nH t'#j$n#t`$rt'#$YnwxYw$jdIij$&}$|_1j2r'j3r ddl4}|3|j5"}j6s4j7s-j8s&9|}tu|}|Stwj}j<d#j<d#|d#<j<d$j<d$|d$<j8r dd%l=m>}n#t~$rtd&wxYwj@r j@|d'<j<d(j<d(|d)<A|||}tu|}|S dd*lBm6}m7}mC}dd+lDmE}n#t~$rtd,wxYwd}j r-j's&|Fj d|d-<d}nt jGt rtjGdksAjGbtt+jHt+jz dkr(jd.vr|Fj!|d-<d}jIrnddlD}jI}t |tr,jKr%|d/k}t||jK}nt ||jF|j f}||d-<n$jKr|LjK|d-<jMr jM|d0<j@r j@|d'<jNr jN|d1<j<d(j<d(|d)<j<d2j<d2|d3<d4jOvr^j6rWj<d5}jOd4}t |tvr||d6<nt|||7|d4<d8jOvrjOd8|d8<i}j6rJ|} d4|vrd6|vr |d4|d6<d9}!d:j<vrj<d:|d:<d;j<vrj<d;|d;<nj7r|} ttjStd<krd=}!n j rd>nd=}!d4jOvrjOd4|d4<jTd?d@d@krjTd?|dA<A| ||}"jCr@||"jdBdCjdDdEF}"t|!twj<fi|dG}9|"j*|!fi|dHdi}tu|}|S)JNrrvr3z)Streaming and groupby not yet implementedc3*K|] }|jvVdSrir)rRrr\s rUrz.HoloViewsConverter.__call__..s*'J'JaT\(9'J'J'J'J'J'JrWrcg|] }|dk| SrrPrs rUrz/HoloViewsConverter.__call__..sFFFa:oo1ooorW LongitudeLatituderrkdimsrrrqc\i|](}|tj|jd)S)r)raranger)rRrrms rUrVz/HoloViewsConverter.__call__..sG&C&C&C*/',RYtE{7H7K-L-L&C&C&CrW)rr2c|j}jdi|}|||gS)N)vdimsrP)rVrselectreindex get_dimension)r8rdsdatasetsr\s rU z_wrapperz.HoloViewsConverter.__call__..z_wrappersS & 4+; < .method_wrappersA " 0A!'1abg!>!>!>B-4-@BN*,BK#%IrWTF)rr per_element link_inputsc Ri|]#\}}D]}|f|z||$SrPrP) rRrSrTrrwrirrzss rUrVz/HoloViewsConverter.__call__..sg'V'V'V+/1aRT'V'VMN)*tAvvvaAwqz/J/J'V'V'V'VrWcT|||j}j|_||_|SNr)rmrfrg)rbrrrhrwris rUrjz3HoloViewsConverter.__call__..method_wrappers1#VAqrw777)0)<&( ! rWc,|jSrpr)rrwrirrs rUz-HoloViewsConverter.__call__..svvaAGL/Q/Q/QrWc :i|]}||jS)rr)rRrrwrirrs rUrVz/HoloViewsConverter.__call__..s0"U"U"UQ1ffQ17<&H&H&H"U"U"UrWrrI) shared_xaxis shared_yaxisr)rb)streamscg|] }|dk| SrrPrs rUrz/HoloViewsConverter.__call__..sJJJQ!z//q///rWrrr) downsample1dz&Downsampling requires HoloViews >=1.16rrx_range)rrrG) reductionszIn order to use datashading features the Datashader library must be available. It can be installed with: conda install datashaderr)rrrr,rHrry_ranger color_levelsrr1 line_widthr#rrz1.18.0a1r ImageStackrr3rorArB?)rArBrrrP)Vrrr4rhrr'rUrrrr^rNotImplementedErrorrmr7rr:rrrrr_rkeysra assign_coordsrOr2rredimr5rrrrZrapplyrrerIlayoutoverlayoptsrrrKryrrergrrr;r9rrr _apply_layersr4rZrdholoviews.operation.downsampleryr<r _resample_objholoviews.operation.datashaderrG datashaderr{r,rr`rrBr\meanrHrrXr*r0hv __version__rjr5)(r\rrrrr shape_dimsr dims_with_coordsmissing_coords new_coordsrO dimensionsrdobjrjr cbcallablegvlayersrryrrrGr{rrbaggrrr) operationr= processedrmrwrcrirns(` `` @@@@@rU__call__zHoloViewsConverter.__call__s y Dt$$ Y]]3 # #"d##.2$R$) <  0 0 dg F d 'SWWq[[~ W)*UVVV9D< *C'J'J'J'J6'J'J'J$J$J *''))} >>>FFdlFFF:>(Rk:66c !$j.@AAA(**####dBJ// @w+.t{/?/?/A/A+B+B(*-dl*;*;>N*N&C&C&C&C3A&C&C&C 1t1??J??%dDL99GG9F Fd6FD%dDL$??GG!$--#gm22dk22G% 6"??64Bh!V+z!:!:SRUJJ%d*W2DEEEGG]h..''''!$ 33D")$ "="=#yJDJJ$:J")$ d"C"C0")$ "="=$000")$--0+gm::dk::GfQll& 8 E  E ! ! ! !**ST-C*DDC $. 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[$t7I2J2JTXThiii S d??ty}}T22? 49T?# #B i  DIMM'$:$: ty}}W?U?U  49W%ty'9: :BB  ! !dimmG&<&< ! 49W%& &B++QC44 u 7 I$t}5555"55555.++--D!a'7ssR&@"EE 22#'=22..!%..h88k43GHH J 8GD$'%-77::tw0007II:>-IIE&*mRELLNNNE9R9REE7GGD%//7HH$-HHE **dk**h00k4+?@@ BrWc|durdS|pjkrjnd}|Kjrj}nt|j}fd|D}t |r|dnd}|s|st d|S)z*This should happen before _process_chart_yFNcNg|]!}|jjzjzgzv|"SrPrr4r)rRrr\rs rUrz7HoloViewsConverter._process_chart_x..[s:OOO1DGDL,@,JA3,N#N#N!#N#N#NrWrz2Could not determine what to plot. Set x explicitly)rrrarUrr^rD)r\rmrrsingle_yr>xss` ` rU_process_chart_xz#HoloViewsConverter._process_chart_xPs ::4 2DFaKK$&&T 9~ (\$,''OOOOOROOOBR*1dA S SQRR RrWc|pj}|pfdjD}t|dkr*ddlmfd|D}t|dkr|}t|dks|r|dn|}|S)z)This should happen after _process_chart_xNcNg|]!}|gjzjzjzv|"SrPr)rRrr\rs rUrz7HoloViewsConverter._process_chart_y..fs9YYYQqc$'k$,6Nty6X-X-X!-X-X-XrWr3r)is_numeric_dtypec6g|]}||SrPrP)rRr/rmisnums rUrz7HoloViewsConverter._process_chart_y..js,@@@#uuT#Y/?/?@#@@@rW)rrr^pandas.api.typesr)r\rmrrrrnum_ysrs``` @rU_process_chart_yz#HoloViewsConverter._process_chart_ybs K 9YYYYYT\YYYB2ww{{FFFFFF@@@@@@@@v;;!##BRA1rArWcdjnjst||||}|||}|jrjdkrddlm}|j vr_j |}|j |r. j |n/|j vr&||r|jr5t!fdjDrg}||jjfD]1} | -|t+| t,r| n| g2fd|D} t/| j \} ||fS)Nr>rr)is_datetime64_any_dtyperc3@K|]}|jvr |jv|VdSrirarrRrrmr\s rUrz9HoloViewsConverter._process_chart_args..sH"9"9"#t|"3"3"#4<"7"7#$"7"7"7"7"9"9rWc&g|] }|jv |SrPr`rRr/r\s rUrz:HoloViewsConverter._process_chart_args..s%LLLS#T^2K2KS2K2K2KrW)rmrrGrrrr:rrraraxes sort_indexr sort_valuesrr7rurrrr'rUrF) r\rmrrrr> is_datetimerrrqr rs `` rU_process_chart_argsz&HoloViewsConverter._process_chart_argsps <9DD" 3,T22D  ! !$1h: ! N N  ! !$1h 7 7 =T^= 0I0I O O O O O ODL   **1--;ty/00G?? 0B0B10E0E?FFDdl"";tAw''/++A..D > &c"9"9"9"9"9T_"9"9"999 &##%%D q$'4?3 K KC!!C)>)>"I##SEJJJLLLLJLLL 1$ 4<PP4QzrWc ||||\}}}|r6|r4t|ttfs|||||S|r3|r1t |dkr||||d|S|dkr |jrdndgng}|jdkr||jrdndd|j vrd|vr|dd|j vrd|vr|d|j | |j |d d td t|jd d i}|j | |j ||j d td t|j|ji}g}|D]s} ||g| g\} } ||| | jdi| |ji} || | jdi|jjdi|jft|||jd |d ||jS)z'Helper method for simple x vs. y chartsr3rrrrr rrrIrr FrrrrP)rr'rUrRrr^rrr[rdrOrr5rZrfrNrrrrir5rJrr) r\rrrrmrrrchartsrrZr^rs rUrzHoloViewsConverter.charts--dAq99 a  = =:a$77 =$$WaD99 9  =1 =Q1$$Wa1t<< <45LL4;/CCC00b  w & & OO4;7CCC 8 8 8 t & &3h+>+> OOC t & &3h+>+> OOC  L$..RY.ZZ [$t7ISX2Y2Y2Ycjkkk  L$..RVRf.gg [$t7I2J2JTXThiii  T TA//aS99LE55GGD%//5NND.s*22QqDL 222222rWrrmelt)id_varsr value_namerrrP)rrr[rdrrOr7rrCdask.dataframerrrrurIrrrrr5rrirr)r\rrrrmrrrrrdfrZr^rs` rU_category_plotz!HoloViewsConverter._category_plots56LL4;/CCC00b  w & & OO4;7CCC 8 8 8 t & &3h+>+> OOC t & &3h+>+> OOC $ 5 5glX 5 V V+# 2222'222 2 2 &##%%DAqcE{ v & &  + + + + + + +7D T$d.>4K[ \ \ \D$%!"4?2 = ,"eU++..w::AACCCC'"eU++C0  ((DK((0AA4=AAt.{[[ ]rWc|d|||||j\}}}|s|jr{|ry|js/t|tt fpt |dksCt|tt fr|dn|}|t|||S| t|t ||S)Nrrr3r) rrrr'rUrRr^rrrrs rUrzHoloViewsConverter.bars ""5)))--dAqTW-MM a  7 7a 7TW 7Jq4-B^SVWXSYSY]^S^4_4_ 7"1tUm44;!!A$$T1a66 6""4DGGT:::rWcZ||||ddS)NrT)r)rrrs rUrzHoloViewsConverter.barhs+xx1d##((T(BBBrWcJ||d|\}}}i}d|jvr,t|trdnd}|jd||dz<|j|jfi|\}}|jdd} t|ttfsQ|| i} |||j |j j di| jdi|j|j||S|jd kr |jrd nd gng} |jd kr| |jrd nd d |jvrd | vr| d d|jvrd | vr| d | |d<|jg} |t|}t-|drddlm} n t2j} | ||j|j}t|r^||jj||djur9||j||dj||j<||j| i}||| |jj di|jdi|j|j||S)rFrrr _fill_colorrr3rGrouprrr rrrrrrrrrP)rrX issubclassrrrOrdrr'rUrRrrrrrirrrrrr[rCrrrrastyper)r\rrrmrrprefixrrrrrrZrrrs rU _stats_plotzHoloViewsConverter._stats_plots--dE1== a d& & &!+GV!+> OOC t & &3h+>+> OOC (!"DGG} v & &  + + + + + + +7D T$!1d>N O O O 77 Qr$*+1ad9III#%d&6#7#>#>tAaDz?O#P#PBt !!4#3T":;;K:E4#344:CCUCCK\\dm\\t.{[[ ]rWc|d|t||jdi|jS)NrrP)rr"rrr5rs rUrzHoloViewsConverter.box1sC ""5))):t At44:IIT[IIIrWc|d ddlm}n#t$rtdwxYw||||jdi|jS)Nrr)rz-Violin plot requires HoloViews version >=1.10rP)rholoviews.elementrr<r"rr5)r\rrrmrs rUrzHoloViewsConverter.violin5s ""8,,, O 0 0 0 0 0 0 0 O O OMNN N O6t4006EEEEEs8c  |d||d|\}}}|jrdgndg}d|jvrd|vr|dd|jvrd|vr|d|d|d t d |jd d }|d|j t d |j|j d }|j d d|j dd|j ddd}d|j vr-|j d}t|tr||d<n||d<t|ttfs}d |j vr||} | | } } t#| r)| | } } n7t'| r(| | } } | | f|d <t+||j} |jrbt/| |jfd|i|x} }|j} |jr|n|d}nt/| fd|i|}|jdi|j|d ||j Sg}|D]}d |j vr||} | | } } t#| r)| | } } n7t'| r(| | } } || | f|rtA||d <t+|} g}|D]8}t/| fd|i|} ||| j!di|j"f9|#|djdi|j|d ||j S)Nr~FrrrrrrIrr r)rr rrr)rrrrnum_binsrrrP)$rrrrdr[rr5rfrNrhrr'intrUrRminmaxr9computer=executerrr+r4lastrIrrrr5rrrrirJ)r\rrrmrrr hist_optsrryminymaxrbr~histsrrqs rUr~zHoloViewsConverter.hist=s ""6***--dE1== a K2C55cU t & &3h+>+> OOC t & &3h+>+> OOC  hPWXX$[$2DgVVV    T=QRR$[$2DdNbccc  #')-- T"B"B#y}}Xu==#'9==u#E#EGG  TY  9V$D$$$ )(, *%%$( &!!dE]++ F$)++!W ffhhd2;;@!%$DDR[[@!%$D)-t +&tw''Bw @(JJtw''  34 8A  uz*.-V U]]PU]=V=V!"???Y??EK..$+..T(GT44T+t/CTDD F , ,C$)++#Y ffhhd2;;@!%$DDR[[@!%$D tTl+++  7%.v%6%6Ik " T]] ? ?CR<<3<)< > > > e% 00&&&&h00k4+?@@ BrWc (|d|jdd}|jdd}||tdt |j}||||\}}}|jdddi||ddtd t |jd dd }|jdd|j i||d|j td |j|j d }|j d d} t|ttfs~|| i} |jrat!|t$|g|j} |jr| n| d} nt%||g} n|j| i} ||}||j|j} t!| } t3| rR| t$|j} |jr| n| d} n6|jdz}t5d t7g|j|i|jg} || }| jdi|jdi|j |d ||j S)Nrrrz)hvplot does not support bw_method and indrrrIrr r) legend_limit)rrr rr3Frrz Density)rrP)!rrhrVrDrZrrr5rfrNrdrr'rUrRrrrrrIrrrrrr^r rrrrrir)r\rrrmrr dist_optsrrrrdistsrrbvdimrs rUrzHoloViewsConverter.kdes ""5)))IMM+t44 immE4((  COHII IOO --dAq99 a*DNXX7XiXXNN>7NCC$[$t7IXY2Z2Z2Zdklll   +DNee4CWe[deeNN>4;ONPP$[$2DdNbccc  ""6<88!dE]++ 6YFw 2 ((q"dgFF*.-V U]]PU]=V=V$T1b11&-F7DD$4AQRRBB2ww 6lD,<==*.-V U]]PU]=V=V'*4!1d2t/?&F&F"G#'#3"466!!&))    **=**h00k4+?@@  BrWc0||||Sri)rrs rUrzHoloViewsConverter.densitysxx1d###rWc(||jn|}|jrIt|jdkr|j|jgnd}t ||jdi|jSt ||j djdi|jS)NrrYrrP) rmrr^rarrrrr5rhr)r\rrrmrZs rUrwzHoloViewsConverter.datasets Ltyyd < P(+DL(9(9Q(>(>TVTV$$DE374u---3BBdkBB B@74y!9!9::@OO4;OO OrWc|d||jn|}|d\}}srdkr2d|jjfvr"g|d<d\|j|j|jf}dg}nb|jdfd |jDd }|g|j z}d |_ | |d \}| |d |j di}t|g|fi|j}d|jvr!||jd}|jdi||j||S)Nrrrrr)rrr rc g|] }|fv| SrPrPrRrrrs rUrz.HoloViewsConverter.heatmap..s"#O#O#O!qAArWrFTrrr)functionrrP)rrmrrrOrr3rhrrurrrrjrri aggregaterrr) r\rrrmrrrrhmaps `` rUrzHoloViewsConverter.heatmaps ""9--- Ltyyd $ 5 5i @ @+ MQ MANNqWdjo4N/N/N#%HZ %DAqL$*dk:D AA c#O#O#O#O#Ot|#O#O#OPQ#RSSAdo%A"DN11$1t1LLJD!Q!!1Q4)9#)>"?@@taVQ88$-88  ) )>>495F+G>HHD ##U##t.{[[ ]rWc|dd|_||||d\}}}|jdr|jdgng}||jz }|d\}}d|jvr|jd|d<d |jvr|jd |d <d |jvr|jd |d <||r|d nd |jd i}| d}t|j } |j r |j | d<||||g|pgfi| jdi||j||S)Nr|FTr<rrrrrrrCountrrrrP)rrrrhrrurrrj _get_elementrZrirrrrr) r\rrrmrrrrrr_s rUr|zHoloViewsConverter.hexbins ""8,,,--dAq4-HH a $ c 2 2 :TYs^   T_ $ 5 5j A A+  ) )%)Y/@%AH\ "  " "#'9Z#8HZ $) # #$(Ik$:H[ !!!A$:AaDD7T=Mc=R"STT##H--dm$$ 8-TXVE]>q!fag28888>GGGGt.{[[ ]rWc:|dd|_||||d\}}}|jdi|j\}}|d}||||gjdi|j|j ||S) Nr}FTr<rr)rrP) rrrrrhrBrr5rrr\rrrmrrrs rUr}zHoloViewsConverter.bivariates "";///--dAq4-HH a 5 5 O OTY O O+##K00+q!f%%+::dk::t.{[[ ]rWc ,dtdt|jn|}EfdjD}||djjdkr |dn jdj dd}|!fd|j Ddd\}}}} n|\}}}} j d d j d d } } t|t| k | | d } t|g|||| g} | jjjdvrt| || g}nt| rjtjtj| |zdz }| t|z t|z} n1| tt} t| d|d| g}t| ||g}d\}}|d| |d<d\}}|dg}d|vrDt+dzfdd|zfdd|zfdd|zfdd| zfg||d<||d<j dd|d<d |vr d!krd"n|d <d#|vrd"|d#<|jd%ijj||$}|jd%ijj||$}||zS)&Nrc&g|] }|jv |SrPr)rRrr\s rUrz+HoloViewsConverter.ohlc..s%RRR#T\:Q:Q:Q:Q:QrWrMrrc g|] }|k| SrPrP)rRrqrs rUrz+HoloViewsConverter.ohlc.. sBBB##rWrredrgreen)TFSUOg@)lbounduboundrMrNr&r"rr'r$z@{%s}OpenHighLowClose)tooltipsrblackrrrrrrP)rr&r'rmr`rrrarhrrr/ categorizerr^rr)diffrrrVrrrr5rr)r\rrrmr`rohlrnegpos color_exprbrectssamplingsegments rect_cur_optsrect_compat_opts seg_cur_optsseg_compat_optsr"s`` rUrzHoloViewsConverter.ohlcs ""6:666 ""68444 Ltyyd 9RRRRRRRIIaL!',33aLLO k3// 9BBBBBBB2A2FJAq!QQJAq!Q9==e44dimmKQX6Y6YSVVCFF]..c#/F/FGG TA3Aq! - - 71:  E ) )rAq!Q<00EE2ww @6"'"Q%..11E9"<\\QQ\QQ\\QA\??rHa1#=>>EBAq! --*.*?*? *M*M' ''"""!* g(,(=(=j(I(I% o  "-- e  *3GaK 67Q;"7&'A+9N! $w! &<>+++E%++g&& '!& W!%|W!E!E g < ' '+,< > &##%%D $ 5 5g > >+##G,,AdimmI66;;APPDKPPt.{[[ ]rWc> |dd|_||d\}|jd}|sfd|jDd}n*||jvr!| | fdd |d <d }|g|g\}}|d \}}| d} | |||j di|j |j || S)Nr{FTr<rc g|] }|fv| SrPrPr;s rUrz-HoloViewsConverter.labels..Hs"???!qAArWrcjdi|S)NrP)rl)rp template_strs rUrrz+HoloViewsConverter.labels..Ks3F<3F3M3M3M3MrWr3rr2r"rrP) rrrrhrrrrrrBrr5r) r\rrrmrrZr^rrrrhs `` @rUr{zHoloViewsConverter.labelsAsI ""8,,,--dAq4-HH ay}}V$$ ?????t|???BDD  % %L JJ'M'M'M'MTUJVVDMD++QFTF;; u $ 5 5h ? ?+##H--1eU++1@@DK@@t.{[[ ]rWczjn|pj}|pj}|pjd}t r6ddl}t|jr j pdtrj r5tfdjDrg}||jjfD]1}|-|t|t$r|n|g2fd|D}t'|j\} |||fS)Nrrr )rOc3@K|]}|jvr |jv|VdSrirrs rUrz;HoloViewsConverter._process_gridded_args..csH&=&=A&'4<&7&7&'t|&;&;'(&;&;&;&;&=&=rWc&g|] }|jv |SrPrrs rUrz.ms%PPPc6O6O6O6O6OrW)rmrrrhrr>rr'r to_datasetrOr7rr7rurrrrUrFra) r\rmrrrr rrr rs `` rU_process_gridded_argsz(HoloViewsConverter._process_gridded_argsXs Ltyyd K K #s## T?? 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* * & & & & & & -A!TX&& Mz!T_/M/M M "LMMM!% 5 5j A A+ aAt,, 8 : & & & & & & ( ( ( ( ( (,,\4;OPPJGEj999E  '%&H\ " J  ,&+H] #x++ fc " " .'-H^ $vf===t.{[[ ]rWc|d|||||d}|jddkr"|jdj}||jdi}ni}|jjdi|S)NrsT)rrr3rrP)rrrrjr^rOrr)r\rrrrmrsz_namers rUrszHoloViewsConverter.contourfs "":...<<1ad<;;  C L 0 0^A&+FT-c23EEE#x~#,,e,,,rWc|d||||d\}}}}|r|s3td|jD\}}|jd}|jd}||g|jz}||d|j di}t|j } | d} | d\} } |jr |j| d <| |||g|fi| jd i||j| | S) Nrzrc36K|]\}}|jdk|VdSr|r}rQs rUrz1HoloViewsConverter.vectorfield..r~rWrrr3rr%rrrP)rrmrUrrerhrrurrjrZrirBrrrrrr) r\rrrrrmrrrr_rrrs rUrzzHoloViewsConverter.vectorfieldsk ""=111224A2FF aA Ia IHHdk&7&7&9&9HHHHHDAq g&&immE"" CL4? *!!1Q4)9#)>"?@@dm$$##M22 $ 5 5m D D+ 8-TXVE]8q!fa226228AA5AAt.{[[ ]rWct||||d\}}}}t|j}|r|sKt|r|jrdnd\}}n-|jr|jddd\}}n|jdd\}}||j r|j |j dini}| ||gg\}} |jrt|j } ||} || j\} } | | fD]L} d| vr'| d| vrt#j| d| d<d| vr|d vr| sd | dD| d<M|jr |j|d <|jrbt||j|z| j| || |jfi|}|jr|d }n"|d }n | ||| fi|}|jdi|| j| id| j| i|jS)Nr)rWrX)rrrrprrr")ryrxcg|] }|dk| S)r$rPr(s rUrz1HoloViewsConverter._geom_plot.. s!L!L!LqG||!|||rWrFrrIrrP)rmrZrirDrrr`rrr\rjrrr^rBrrOrr/rrrrIrrrrrN)r\rrrmrrr_rrZr^rrrrrs rU _geom_plotzHoloViewsConverter._geom_plot s224A2FF aAdm$$ (a (t$$ (48HL00*11" (~eqe,11|BQB'1!!do"e4?D4DS4I"J"Jceff++QFB77 u   (DMM'E##D)) $ 5 5gl C C+ , M ME%E'Ne$;$;!#g!7!7g%D,A$A$A%$A!L!LU7^!L!L!Lg 8-TXVE] 7 88'$ u558%PTPWbb[abbC} .jjej,,kkuk--'$u7777C ""E""w|X.@@w|[14;OPP RrWc^|d||||dS)Nryrrrrs rUryzHoloViewsConverter.polygons+ s0 "":...q!T ;;;rWc^|d||||dS)Nrxrrrs rUrxzHoloViewsConverter.paths/ s0 ""7+++q!T888rWc^|d||||dS)Nrvrrrs rUrvzHoloViewsConverter.points3 s0 ""8,,,q!T999rW)rI)rri)FN)NNN)NNNN)NNNNF)NNNNN)NNNry)hrjrkrlrmr _geom_typesrHr=rrIrLrJrMrKrZrrrrrrrrr$rrr"rrrrr&r!r rr#rr%rrrYrTrPccpaletterbrr]r8r6rQrWrkrrrrrrrpropertyr\rrrrrrrrrrrrrrrrrr"rrr~rrrwrr|r}rrr{rmrBrqrurtrrrsrzrryrxrvrPrWrUrprpRsggRN J'K48B8B8BBCCJ?>>LM L MN K dVgw' === ,,,  ,,,  i[  555 NNN BBB c6] GGG WWW JJJ ::: fc] c7^!" :::#$Y[6]'+M2 t  Y  z  8  H 7 < Y    | &  7!" 7#$"9M@O  "z"67 N $gt4ddDtt T5%$5T$ttTdB4bdu#4T4%JgJgJgJgX+++8BBB&l7l7l7\  l+l+l+\)))V]]]~   :::: 555n"" AAXA* % % %    3B3B3B3Bj$   ####J!B!B!B!BH----TTTT////1111!]!]!]F;;;;CCCC(](](](]VJJJJFFFFJBJBJBJBX-B-B-B-B^$$$$PPPP]]]].]]]],]]]]6 6 6 6 p ] ] ] ]]]]].4]]]]$ ] ] ] ]D]]]]&]]]]@ - - - -]]]].$R$R$R$RL<<<<9999::::::rWrp)drN functoolsrrX holoviewsrrrnumpyrcolorcetr bokeh.modelsrholoviews.core.dimensionrholoviews.core.spacesrrrholoviews.core.overlayr holoviews.core.optionsr r r holoviews.core.layoutr holoviews.core.utilrr%rrrrrrrrrrrrrrrrrr r!r"r#r$r%r&r'holoviews.plotting.bokehr(r)holoviews.plotting.utilr*rr+r,holoviews.streamsr-r.holoviews.util.transformr/packaging.versionr0r1r2backend_transformsr4utilr5r6r7r8r9r:r;r<r=r>r?r@rArBrCrDrErFrG utilitiesrHrendererrKrprPrWrUrs """"""......??????????,,,,,,8888888888******)))))) EDDDDDDD00000055555555********((((((%%%%%%,,,,,,,,::::::(''''' 2;w  #=#=#=#=#=#=#=#=Lc#:c#:c#:c#:c#:c#:c#:c#:c#:c#:rW