From cadfbe8971c274e3f9d48b327d4edbb773b374a8 Mon Sep 17 00:00:00 2001
From: William Thompson <will.thompson@outlook.com>
Date: Sun, 25 Dec 2022 12:55:48 -0800
Subject: [PATCH 01/15] WIP Makie backend

---
 Project.toml     |   4 +-
 src/PairPlots.jl | 499 ++++++++++++++++++++++++++++-------------------
 2 files changed, 302 insertions(+), 201 deletions(-)

diff --git a/Project.toml b/Project.toml
index 47a5d65..2eded83 100644
--- a/Project.toml
+++ b/Project.toml
@@ -6,8 +6,10 @@ version = "0.6.0"
 [deps]
 Contour = "d38c429a-6771-53c6-b99e-75d170b6e991"
 Latexify = "23fbe1c1-3f47-55db-b15f-69d7ec21a316"
+Makie = "ee78f7c6-11fb-53f2-987a-cfe4a2b5a57a"
 Measures = "442fdcdd-2543-5da2-b0f3-8c86c306513e"
 NamedTupleTools = "d9ec5142-1e00-5aa0-9d6a-321866360f50"
+OrderedCollections = "bac558e1-5e72-5ebc-8fee-abe8a469f55d"
 PolygonOps = "647866c9-e3ac-4575-94e7-e3d426903924"
 Printf = "de0858da-6303-5e67-8744-51eddeeeb8d7"
 RecipesBase = "3cdcf5f2-1ef4-517c-9805-6587b60abb01"
@@ -19,9 +21,9 @@ Tables = "bd369af6-aec1-5ad0-b16a-f7cc5008161c"
 
 [compat]
 Contour = "0.5.7"
+Latexify = "0.15"
 Measures = "0.3.1"
 NamedTupleTools = "0.13.7"
-Latexify = "0.15"
 PolygonOps = "0.1.1"
 RecipesBase = "1"
 Requires = "1"
diff --git a/src/PairPlots.jl b/src/PairPlots.jl
index a716ff1..76ba991 100644
--- a/src/PairPlots.jl
+++ b/src/PairPlots.jl
@@ -1,208 +1,329 @@
 module PairPlots
+Base.Experimental.@optlevel 0
+
+export pairplot, TableSeries, ConfidenceLimits
 
-using RecipesBase
-using Measures
-using NamedTupleTools
 using Tables
+using Printf
+using Latexify: latexify
+using Statistics: quantile
+using OrderedCollections: OrderedDict
+
+#=
+Goals:
+* Revise interface
+* Supoprt multiple chains
+* Simpler styling...
+* truth values, markers
+* Support plotting distributions directly 
+* -> MultinomialGaussian fitting for clean ellipses
+
+
+We have two axes of customization, a bit like grammer of graphics.
+We have:
+    * data kinds, e.g. mix of Distribution and Table series
+    * visualization kinds, e.g. hexbin vs. contour vs...
+        * This may in theory vary at each position.
+
+
+want to kep basic pairplot(chain)
+also want 
+pairplot(
+    PairPlots.Series(chain, color=...),
+    PairPlots.Series(chain, color=...),
+    PairPlots.Lines((a=1, b=2,)),
+    PairPlots.Marker(chain, color=...),
+    
+)
 
-using Statistics
-using StatsBase
+pairplot(
+    Series(chains, color=red, scatter=true, )
+)
 
-using Printf
-using Requires
-using StaticArrays
-using PolygonOps
-using Contour
-using Latexify
-
-function corner end
-# We pull in Plots only using Requires instead of as a diret dependency, so 
-# that upstream packages can add us as a dependency e.g. for visualizing 
-# a custom datastructure without needing all of Plots.
-# Give the user a helpful error message if they have not imported Plots yet
-corner(args...; kwargs...) = error("You must run `using Plots` before using this package.")
-export corner
-
-function hist(a, truths, histfunc, hist_kwargs, plotpercentiles, percentiles_kwargs, truths_kwargs, titlefmt, unit)
-
-    x, h = histfunc(vec(a), hist_kwargs.nbins)
-
-    if length(x) == 1
-        @warn "1D histgoram has only one bin"
-        # RecipesBase.plot!(; framestyle=:none, title="invalid", hist_kwargs.subplot, hist_kwargs.inset, )
-        # return
-    end
+try to make still work if a series is missing a column.
 
-    minx, maxx = extrema(a)
-    extent = maxx - minx
-    # h_scaled = h ./ maximum(h) .* extent
-    # h_scaled .+= minx
-    h_scaled = h
-    pcs = []
-    a_sorted = sort(vec(a))
-    if length(plotpercentiles) > 0
-        pcs = quantile(a_sorted, plotpercentiles./100, sorted=true)
-    end
-    # WIP: replace the title with an annotation so that the margins don't get messed up.
-    if get(hist_kwargs, :title, "") != ""
-        pcs_title = quantile(a_sorted, [0.16, 0.5, 0.84], sorted=true)
-        med = pcs_title[2]
-        low = med - pcs_title[1]
-        high =  pcs_title[3] - med
-        title = @eval (@sprintf($titlefmt, $(hist_kwargs.title), $(pcs_title[2]), $high, $low, $unit))
-        xc = mean(x)
-        yc = maximum(h_scaled) * 1.15
-        hist_kwargs = (;hist_kwargs..., title)
-    end
-    hist_kwargs = delete(hist_kwargs, :nbins)
-    percentiles_kwargs = delete(percentiles_kwargs,:title)
-    # p = RecipesBase.plot()
 
-    kw = merge((;seriestype=:step), hist_kwargs)
-    if kw.seriestype==:step
-        x = x .- step(x)/2
-    end
-    RecipesBase.plot!(x, h_scaled; kw...)
-    # RecipesBase.plot!(x, h_scaled; kw.inset, kw.subplot)
-    # RecipesBase.plot!(x, h_scaled; kw.inset, kw.subplot, kw.seriestype, kw.xrotation, kw.yrotation, kw.tick_direction, kw.grid, kw.yformatter, kw.xlims, yticks)
+=#
 
-    if length(pcs) > 0
-        RecipesBase.plot!(pcs; seriestype=:vline, percentiles_kwargs...)
-    end
+abstract type AbstractSeries end
 
-    length(truths) > 0 && RecipesBase.plot!(collect(truths); truths_kwargs..., seriestype=:vline)
 
-    # return p
+struct TableSeries1 <: AbstractSeries
+    table
+    kwargs
 end
-function hist(a, b, truthsa, truthsb, histfunc, hist2d_kwargs, contour_kwargs, scatter_kwargs, truths_kwargs, plotcontours, plotscatter, filterscatter)
-
-    x, y, H = histfunc(vec(a), vec(b), hist2d_kwargs.nbins)
-
-    threeD = get(hist2d_kwargs, :seriestype, nothing) == :wireframe
-
-    # Calculate levels for contours
-    levels = 1 .- exp.(-0.5 .* (0.5:0.5:2.1).^2)
-    ii = sortperm(reshape(H,:))
-    h2flat = H[ii]
-    sm = cumsum(h2flat)
-    sm /= sm[end]
-    if all(isnan, sm) || length(H) <= 1
-        @warn "Could not compute valid contours"
-        plotcontours = false
-        V = [0]
-    else
-        V = sort(map(v0 -> h2flat[sm .≤ v0][end], levels))
-        if any(==(0), diff(V))
-            @warn "Too few points to create valid contours"
-        end
+TableSeries(data; kwargs...) = TableSeries1(data, kwargs)
+
+
+# """
+
+# - table: Data table
+# - labels: Vector of labels for each column.
+# - units: Vector of units for each column.
+# - kwargs: Keyword arguments to forward to the plotting library
+# """
+# function series( 
+#     table, 
+#     # labels = latexify.(Tables.columnnames(table), env=:raw), 
+#     # units  = ["" for _ in labels]; 
+#     kwargs...
+# )
+#     if Tables.istable(table)
+#         TableSeries1(table; kwargs)
+#     elseif 
+#     Series2(table, labels, units; kwargs...)
+# end
+
+struct ConfidenceLimits6 <: AbstractSeries
+    limits
+    titlefmt
+    kwargs
+end
+function ConfidenceLimits(table, fmt_str="\$\\mathrm{%.2f^{+%.2f}_{-%.2f}}\$"; kwargs...)
+    cn = colnames(table)
+    limits = map(cn) do colname
+        percentiles = quantile(vec(table[colname]), (0.16, 0.5, 0.84))
+        cen = percentiles[2]
+        low = cen - percentiles[1]
+        high = percentiles[3] - cen
+        colname => (low, cen, high)
     end
+    return ConfidenceLimits6(OrderedDict(limits), fmt_str, kwargs)
+end
 
-    # # Exclude histogram spaces outside the outer contour
-    # masked_weights = fill(NaN, size(H))
-    # # # Old method of masking out histogram squares
-    # # # if plotscatter && !threeD
-    # # #     mask = H .>= V[1]
-    # # # else
-    # # #     mask = trues(size(H))
-    # # # end
-    # if plotscatter &&!threeD
-    #     mask = H .> V[1]
-    # else
-    #     mask = trues(size(H))
-    # end
-    # masked_weights[mask] .= H[mask]
-    masked_weights = H
-
-    levels_final = [0; V; maximum(H) * (1 + 1e-4)]
-
-    # p = RecipesBase.plot()
-    if threeD
-        scatter_kwargs = merge(scatter_kwargs, (; seriestype=:scatter3d))
-        # if !hasproperty(contour_kwargs, :seriestype)
-        #     contour_kwargs = merge(contour_kwargs, (;seriestype=:contour3d))
-        # end
-        plotcontours = false
-    end
-    RecipesBase.plot!(x, y, masked_weights; seriestype=:heatmap, hist2d_kwargs...)
-
-    # We place a line of zeros on all sides of the histogram
-    # for the sake of cleaner contours.
-    pad_x = [first(x)-step(x); x; last(x)+step(x)]
-    pad_y = [first(y)-step(y); y; last(y)+step(y)]
-    pad_H = [
-        zeros(size(H,2))' 0 0
-        zeros(size(H,1)) H zeros(size(H,1))
-        zeros(size(H,2))' 0 0
-    ]
-    if plotcontours
-        # RecipesBase.plot!(x, y, H; seriestype=:contour, levels=levels_final, colorbar=:none, contour_kwargs...)
-        
+struct Lines1 <: AbstractSeries
+    table
+    kwargs
+end
+Lines = Lines1
+
+struct Marker1 <: AbstractSeries
+    table
+    kwargs
+end
+Marker = Marker1
+
+# # Fallback for single series
+# @nospecialize function pairplot(args::Any...; kwargs...)
+#     pairplot(Series(args...; kwargs...))
+# end
+
+
+abstract type VizType end
+abstract type VizTypeBody <: VizType end
+
+struct HexBin <: VizTypeBody
+    kwargs
+end
+HexBin(;kwargs...) = HexBin(kwargs)
+
+abstract type VizTypeDiag <: VizType end
+struct Hist1D <: VizTypeDiag
+    kwargs
+end
+Hist1D(;kwargs...) = Hist1D(kwargs)
+
+
+colnames(t::TableSeries1) = Tables.columnnames(t.table)
+colnames(t::ConfidenceLimits6) = keys(t.limits)
+colnames(t::NamedTuple) = keys(t)
+colnames(t::AbstractDict) = keys(t)
+
+
+using Makie
+
+@nospecialize
+
+GridPosTypes = Union{Figure, GridPosition, GridSubposition}
+
+# Create a pairplot without providing a figure
+# @nospecialize 
+function pairplot(
+    bodyplottypes::VizTypeBody,
+    diagplottypes::VizTypeDiag,
+    series::AbstractSeries...;
+    figure=(;),
+    kwargs...,
+)
+    fig = Figure(;figure...)
+    pairplot(fig.layout, bodyplottypes, diagplottypes, series..., )
+end
+
+# Create a pairplot by plotting into a grid position of a figure.
+function pairplot(
+    grid::Makie.GridLayout,
+    bodyplottypes::VizTypeBody,
+    diagplottypes::VizTypeDiag,
+    series::AbstractSeries...;
+    labels = Dict(),
+    units = Dict(),
+    axis=(;)
+)
+    
+    # We support multiple series that may have disjoint columns
+    # Get the ordered union of all table columns.
+    columns = unique(Iterators.flatten(map(colnames, series)))
+
+    # Map of column key to label text. 
+    # By default, just latexify the column key but allow override.
+    label_map = Dict(
+        name => Makie.latexstring("\\mathrm{", latexify(name, env=:raw), "}")
+        for name in columns
+    )
+    label_map = merge(label_map, labels)
+
+    # Similarly for units. By default empty string, but allow override.
+    units_map = Dict(
+        name => L""
+        for name in columns
+    )
+    units_map = merge(units_map, units)
+
+    # Rather than computing limits in this version, let's try to rely on 
+    # Makie doing a good job of linking axes.
+
+    N = length(columns)
+
+    # Keep lists of axes by row number and by column number.
+    # We'll use these afterwards to link axes together.
+    axes_by_row = Dict{Int,Vector{Axis}}()
+    axes_by_col = Dict{Int,Vector{Axis}}()
+    sizehint!(axes_by_col, N)
+    sizehint!(axes_by_row, N)
+    
+    # Build grid of nxn plots
+    for row_ind in 1:N, col_ind in 1:N
+
+        # TODO: make this optional
+        if row_ind < col_ind
+            continue
+        end
         
-        # calculate the outer contour manually
-        c = contours(pad_x,pad_y,pad_H', V)
-        points = scatter_filtering(b, a, x,y, first(Contour.levels(c)))
-    elseif filterscatter
-        c = contours(pad_x,pad_y,pad_H', [V[1]])
-    end
+        colname_row = columns[row_ind]
+        colname_col = columns[col_ind]
+
+        ax = Axis(
+            grid[row_ind, col_ind];
+            ylabel=label_map[colname_row],
+            xlabel=label_map[colname_col],
+            xgridvisible=false,
+            ygridvisible=false,
+            alignmode = row_ind == 1 ? Inside() : Makie.Mixed(;left=nothing, right=nothing, bottom=nothing, top=Makie.Protrusion(0.0)),
+            axis...,
+        )
+
+        axes_by_col[col_ind]= push!(get(axes_by_col, col_ind, Axis[]), ax)
+        if row_ind != col_ind
+            axes_by_row[row_ind]= push!(get(axes_by_row, row_ind, Axis[]), ax)
+        end
 
-    if filterscatter
-        points = scatter_filtering(b, a, x,y, first(Contour.levels(c)))
-    else
-        points = (b,a)
-    end
-    if plotscatter
-        # TODO: handle threeD
-        if get(scatter_kwargs, :seriestype, nothing) == :scatter3d
-            z = zeros(size(y))
-            RecipesBase.plot!(b, a, z; scatter_kwargs...)
-        else
-            RecipesBase.plot!(points; seriestype=:scatter, scatter_kwargs...)
+        # For each slot, loop through all series and fill it in accordingly.
+        # We have two slot types: bodyplot, like a 3D histogram, and diagplot, along the diagonal
+        for ser in series
+            cn = colnames(ser)
+            # We only include
+            if colname_row in cn && colname_col in cn
+                if row_ind == col_ind
+                    # Label(grid[row_ind, col_ind], string(colname_row),
+                    #     halign = :center,
+                    #     valign=:bottom,
+                    #     tellwidth=false,
+                    #     tellheight=false
+                    # )
+                    diagplot(ax, diagplottypes, ser, colname_row)
+                else
+                    bodyplot(ax, bodyplottypes, ser, colname_row, colname_col)
+                end
+            end
         end
-    end
 
-    if plotcontours
-        # RecipesBase.plot!(x, y, H; seriestype=:contour, levels=levels_final, colorbar=:none, contour_kwargs...)
-        for level in Contour.levels(c), poly in lines(level)
-            xs, ys = coordinates(poly)
-            RecipesBase.plot!(xs, ys; levels=levels_final, colorbar=:none, contour_kwargs...)
+        # Hide labels etc. as needed for a compact view
+        if row_ind < N
+            Makie.hidexdecorations!(ax, grid=false)
         end
-        
+        if col_ind > 1 || row_ind == 1
+            Makie.hideydecorations!(ax, grid=false)
+        end
+
+    end
+
+    # Link all axes
+    for axes in values(axes_by_row)
+        Makie.linkyaxes!(axes...)
+    end
+    for axes in values(axes_by_col)
+        Makie.linkxaxes!(axes...)
     end
 
-    length(truthsa) > 0 && RecipesBase.plot!(collect(truthsa); truths_kwargs..., seriestype=:hline)
-    length(truthsb) > 0 && RecipesBase.plot!(collect(truthsb); truths_kwargs..., seriestype=:vline)
-    nothing
+    Makie.rowgap!(grid, Makie.Fixed(0))
+    Makie.colgap!(grid, Makie.Fixed(0))
+
+
+
+    return Base.@locals
+
 end
 
-emptyplot() = RecipesBase.plot(framestyle=:none, background_color_inside=:transparent)
+# Note: stephist coming soon in a Makie PR
 
-# Default histogram calculations
-"""
-    prepare_hist(vector, nbins)
+function diagplot(ax::Axis, viztype::Hist1D, series::TableSeries1, colname)
+    dat = series.table[colname]
 
-Use the StatsBase function to return a centered histogram from `vector` with `nbins`.
-Must return a tuple of bin centres, followed by bin weights (of the same length).
-"""
-function prepare_hist(a, nbins)
-    h = fit(Histogram, vec(a); nbins)
-    # x = first(only(h.edges))+step(only(h.edges))/2 : step(only(h.edges)) : last(only(h.edges))-step(only(h.edges))/2
-    x = range(first(h.edges[1])+step(h.edges[1])/2, step=step(h.edges[1]), length=size(h.weights,1))
-    return x, h.weights
+    h = Makie.hist!(
+        ax,
+        dat;
+        color=:gray,
+        viztype.kwargs...
+    )
+    Makie.ylims!(ax,low=0)
 end
-"""
-    prepare_hist(vector, nbins)
-
-Use the StatsBase function to return a centered histogram from `vector` with `nbins`x`nbins`.
-Must return a tuple of bin centres along the horizontal, bin centres along the vertical,
-and a matrix of bin weights (of matching dimensions).
-"""
-function prepare_hist(a, b, nbins)
-    h = fit(Histogram, (vec(a),vec(b)); nbins)
-    y = range(first(h.edges[1])+step(h.edges[1])/2, step=step(h.edges[1]), length=size(h.weights,1))
-    x = range(first(h.edges[2])+step(h.edges[2])/2, step=step(h.edges[2]), length=size(h.weights,2))
-    return x, y, h.weights
+function diagplot(ax::Axis, viztype::Any, series::ConfidenceLimits6, colname)
+    low, mid, high = series.limits[colname]
+
+    title = @eval (@sprintf($(series.titlefmt), $mid, $high, $low))
+    ax.title = Makie.latexstring(ax.title[], title)
+
+
+    Makie.vlines!(ax, [mid-low, mid, mid+high]; linestyle=:dash, color=:black, series.kwargs...)
+end
+
+function bodyplot(ax::Axis, viztype::VizTypeBody, series::TableSeries1, colname_row, colname_col)
+
+    Makie.hexbin!(ax, series.table[colname_col], series.table[colname_row]; viztype.kwargs...)
+end
+
+function bodyplot(ax::Axis, viztype::Any, series::ConfidenceLimits6, colname_row, colname_col)
+    # No-op
 end
 
+#####
+
+# # Default histogram calculations
+# """
+#     prepare_hist(vector, nbins)
+
+# Use the StatsBase function to return a centered histogram from `vector` with `nbins`.
+# Must return a tuple of bin centres, followed by bin weights (of the same length).
+# """
+# function prepare_hist(a, nbins)
+#     h = fit(Histogram, vec(a); nbins)
+#     x = range(first(h.edges[1])+step(h.edges[1])/2, step=step(h.edges[1]), length=size(h.weights,1))
+#     return x, h.weights
+# end
+# """
+#     prepare_hist(vector, nbins)
+
+# Use the StatsBase function to return a centered histogram from `vector` with `nbins`x`nbins`.
+# Must return a tuple of bin centres along the horizontal, bin centres along the vertical,
+# and a matrix of bin weights (of matching dimensions).
+# """
+# function prepare_hist(a, b, nbins)
+#     h = fit(Histogram, (vec(a),vec(b)); nbins)
+#     y = range(first(h.edges[1])+step(h.edges[1])/2, step=step(h.edges[1]), length=size(h.weights,1))
+#     x = range(first(h.edges[2])+step(h.edges[2])/2, step=step(h.edges[2]), length=size(h.weights,2))
+#     return x, y, h.weights
+# end
+
 # Filter the scatter plot to remove points inside the first contour
 # for performance and better display
 function scatter_filtering(b, a, x,y, level)
@@ -227,26 +348,4 @@ function scatter_filtering(b, a, x,y, level)
 
 end
 
-
-# Special support for MCMCChains.
-# They have additional table fields :iteration and :chain that should not be shown
-# by default.
-# In future, we might add the ability to colour the output by chain number.
-function __init__()
-    @require MCMCChains="c7f686f2-ff18-58e9-bc7b-31028e88f75d" begin
-        function corner(chains::MCMCChains.Chains, args...; kwargs...)
-            props = keys(chains)
-            # values = (reshape(chains[prop].data,:) for prop in props)
-            values = [vec(chains[prop].data) for prop in props]
-            table = namedtuple(props, values)
-            return corner(table, args...; kwargs...)
-        end
-    end
-
-    @require Plots="91a5bcdd-55d7-5caf-9e0b-520d859cae80" include("corner.jl")
-    
-    nothing
 end
-
-
-end # module

From 5e2ae03b9e83deafd569f79f564e4b6e205dd42f Mon Sep 17 00:00:00 2001
From: William Thompson <will.thompson@outlook.com>
Date: Sun, 25 Dec 2022 15:05:43 -0800
Subject: [PATCH 02/15] More plot kinds

---
 src/PairPlots.jl | 96 +++++++++++++++++++++++++++++++++++++++---------
 1 file changed, 79 insertions(+), 17 deletions(-)

diff --git a/src/PairPlots.jl b/src/PairPlots.jl
index 76ba991..84e19aa 100644
--- a/src/PairPlots.jl
+++ b/src/PairPlots.jl
@@ -3,10 +3,11 @@ Base.Experimental.@optlevel 0
 
 export pairplot, TableSeries, ConfidenceLimits
 
+using Makie: Makie
 using Tables
 using Printf
 using Latexify: latexify
-using Statistics: quantile
+using StatsBase: fit, quantile, Histogram, sturges
 using OrderedCollections: OrderedDict
 
 #=
@@ -103,11 +104,6 @@ struct Marker1 <: AbstractSeries
 end
 Marker = Marker1
 
-# # Fallback for single series
-# @nospecialize function pairplot(args::Any...; kwargs...)
-#     pairplot(Series(args...; kwargs...))
-# end
-
 
 abstract type VizType end
 abstract type VizTypeBody <: VizType end
@@ -117,12 +113,30 @@ struct HexBin <: VizTypeBody
 end
 HexBin(;kwargs...) = HexBin(kwargs)
 
+struct Contour1 <: VizTypeBody
+    kwargs
+end
+Contour1(;kwargs...) = Contour1(kwargs)
+
+struct Contourf1 <: VizTypeBody
+    kwargs
+end
+Contourf1(;kwargs...) = Contourf1(kwargs)
+
+
+## Diagonals
+
 abstract type VizTypeDiag <: VizType end
 struct Hist1D <: VizTypeDiag
     kwargs
 end
 Hist1D(;kwargs...) = Hist1D(kwargs)
 
+struct Density1 <: VizTypeDiag
+    kwargs
+end
+Density1(;kwargs...) = Density1(kwargs)
+
 
 colnames(t::TableSeries1) = Tables.columnnames(t.table)
 colnames(t::ConfidenceLimits6) = keys(t.limits)
@@ -130,7 +144,6 @@ colnames(t::NamedTuple) = keys(t)
 colnames(t::AbstractDict) = keys(t)
 
 
-using Makie
 
 @nospecialize
 
@@ -146,7 +159,8 @@ function pairplot(
     kwargs...,
 )
     fig = Figure(;figure...)
-    pairplot(fig.layout, bodyplottypes, diagplottypes, series..., )
+    pairplot(fig.layout, bodyplottypes, diagplottypes, series...; kwargs...)
+    return fig
 end
 
 # Create a pairplot by plotting into a grid position of a figure.
@@ -208,7 +222,11 @@ function pairplot(
             xlabel=label_map[colname_col],
             xgridvisible=false,
             ygridvisible=false,
+            # Ensure any axis title that gets added doesn't break the tight layout
             alignmode = row_ind == 1 ? Inside() : Makie.Mixed(;left=nothing, right=nothing, bottom=nothing, top=Makie.Protrusion(0.0)),
+            xautolimitmargin=(0f0,0f0),
+            yautolimitmargin=(0f0,0f0),
+            # User options
             axis...,
         )
 
@@ -259,40 +277,84 @@ function pairplot(
     Makie.colgap!(grid, Makie.Fixed(0))
 
 
-
-    return Base.@locals
+    return
 
 end
 
 # Note: stephist coming soon in a Makie PR
 
-function diagplot(ax::Axis, viztype::Hist1D, series::TableSeries1, colname)
+function diagplot(ax::Axis, viz::Hist1D, series::TableSeries1, colname)
     dat = series.table[colname]
 
     h = Makie.hist!(
         ax,
         dat;
         color=:gray,
-        viztype.kwargs...
+        viz.kwargs...,
+        series.kwargs...,
     )
     Makie.ylims!(ax,low=0)
 end
-function diagplot(ax::Axis, viztype::Any, series::ConfidenceLimits6, colname)
+
+function diagplot(ax::Axis, viz::Density1, series::TableSeries1, colname)
+    dat = series.table[colname]
+
+    h = Makie.density!(
+        ax,
+        dat;
+        color=:gray,
+        viz.kwargs...,
+        series.kwargs...,
+    )
+    Makie.ylims!(ax,low=0)
+end
+function diagplot(ax::Axis, viz::Any, series::ConfidenceLimits6, colname)
     low, mid, high = series.limits[colname]
 
     title = @eval (@sprintf($(series.titlefmt), $mid, $high, $low))
     ax.title = Makie.latexstring(ax.title[], title)
 
 
-    Makie.vlines!(ax, [mid-low, mid, mid+high]; linestyle=:dash, color=:black, series.kwargs...)
+    Makie.vlines!(
+        ax,
+        [mid-low, mid, mid+high];
+        linestyle=:dash,
+        color=:black,
+        viz.kwargs...,
+        series.kwargs...,
+    )
 end
 
-function bodyplot(ax::Axis, viztype::VizTypeBody, series::TableSeries1, colname_row, colname_col)
+function bodyplot(ax::Axis, viz::HexBin, series::TableSeries1, colname_row, colname_col)
+    Makie.hexbin!(
+        ax,
+        series.table[colname_col],
+        series.table[colname_row];
+        viz.kwargs...,
+        series.kwargs...,
+    )
+end
+
+function bodyplot(ax::Axis, viz::Contour1, series::TableSeries1, colname_row, colname_col)
+
+    h = fit(Histogram, (vec(series.table[colname_row]),vec(series.table[colname_col])); nbins=get(series.kwargs, :bins, sturges(length(series.table[colname_row]))))
+    y = range(first(h.edges[1])+step(h.edges[1])/2, step=step(h.edges[1]), length=size(h.weights,1))
+    x = range(first(h.edges[2])+step(h.edges[2])/2, step=step(h.edges[2]), length=size(h.weights,2))
+
+    Makie.contour!(ax, x, y, transpose(h.weights); viz.kwargs..., series.kwargs...)
+end
+
+function bodyplot(ax::Axis, viz::Contourf1, series::TableSeries1, colname_row, colname_col)
 
-    Makie.hexbin!(ax, series.table[colname_col], series.table[colname_row]; viztype.kwargs...)
+    h = fit(Histogram, (vec(series.table[colname_row]),vec(series.table[colname_col])); nbins=get(series.kwargs, :bins, sturges(length(series.table[colname_row]))))
+    y = range(first(h.edges[1])+step(h.edges[1])/2, step=step(h.edges[1]), length=size(h.weights,1))
+    x = range(first(h.edges[2])+step(h.edges[2])/2, step=step(h.edges[2]), length=size(h.weights,2))
+
+    Makie.contourf!(ax, x, y, transpose(h.weights); interpolate=false, viz.kwargs..., series.kwargs...)
 end
 
-function bodyplot(ax::Axis, viztype::Any, series::ConfidenceLimits6, colname_row, colname_col)
+
+function bodyplot(ax::Axis, viz::Any, series::ConfidenceLimits6, colname_row, colname_col)
     # No-op
 end
 

From 6cabe2cbdd229b6fbc3c9f0a77ce1ec39213f666 Mon Sep 17 00:00:00 2001
From: William Thompson <will.thompson@outlook.com>
Date: Mon, 26 Dec 2022 10:39:19 -0800
Subject: [PATCH 03/15] API improvements

---
 Project.toml     |   1 +
 src/PairPlots.jl | 473 ++++++++++++++++++++++++++++++++++-------------
 2 files changed, 343 insertions(+), 131 deletions(-)

diff --git a/Project.toml b/Project.toml
index 2eded83..ecfa805 100644
--- a/Project.toml
+++ b/Project.toml
@@ -5,6 +5,7 @@ version = "0.6.0"
 
 [deps]
 Contour = "d38c429a-6771-53c6-b99e-75d170b6e991"
+Distributions = "31c24e10-a181-5473-b8eb-7969acd0382f"
 Latexify = "23fbe1c1-3f47-55db-b15f-69d7ec21a316"
 Makie = "ee78f7c6-11fb-53f2-987a-cfe4a2b5a57a"
 Measures = "442fdcdd-2543-5da2-b0f3-8c86c306513e"
diff --git a/src/PairPlots.jl b/src/PairPlots.jl
index 84e19aa..b5f5f9a 100644
--- a/src/PairPlots.jl
+++ b/src/PairPlots.jl
@@ -1,13 +1,15 @@
 module PairPlots
 Base.Experimental.@optlevel 0
 
-export pairplot, TableSeries, ConfidenceLimits
+export pairplot, TableSeries, DistSeries
 
 using Makie: Makie
 using Tables
 using Printf
+using Contour: Contour as ContourLib
 using Latexify: latexify
 using StatsBase: fit, quantile, Histogram, sturges
+using Distributions
 using OrderedCollections: OrderedDict
 
 #=
@@ -48,61 +50,73 @@ try to make still work if a series is missing a column.
 
 abstract type AbstractSeries end
 
-
-struct TableSeries1 <: AbstractSeries
+struct TableSeries2 <: AbstractSeries
+    label
     table
     kwargs
 end
-TableSeries(data; kwargs...) = TableSeries1(data, kwargs)
-
-
-# """
+TableSeries(data; label=nothing, kwargs...) = TableSeries2(label, data, kwargs)
 
-# - table: Data table
-# - labels: Vector of labels for each column.
-# - units: Vector of units for each column.
-# - kwargs: Keyword arguments to forward to the plotting library
-# """
-# function series( 
-#     table, 
-#     # labels = latexify.(Tables.columnnames(table), env=:raw), 
-#     # units  = ["" for _ in labels]; 
-#     kwargs...
-# )
-#     if Tables.istable(table)
-#         TableSeries1(table; kwargs)
-#     elseif 
-#     Series2(table, labels, units; kwargs...)
-# end
 
-struct ConfidenceLimits6 <: AbstractSeries
-    limits
-    titlefmt
+# TODO: adapt to product_distribution
+struct DistSeries2 <: AbstractSeries
+    label
+    keys
+    dist
     kwargs
 end
-function ConfidenceLimits(table, fmt_str="\$\\mathrm{%.2f^{+%.2f}_{-%.2f}}\$"; kwargs...)
-    cn = colnames(table)
-    limits = map(cn) do colname
-        percentiles = quantile(vec(table[colname]), (0.16, 0.5, 0.84))
-        cen = percentiles[2]
-        low = cen - percentiles[1]
-        high = percentiles[3] - cen
-        colname => (low, cen, high)
+function DistSeries(dists::UnivariateDistribution...; label=nothing, kwargs...)
+    keys = Symbol.(string.(1:length(dists)))
+    DistSeries(label, keys, dists...; kwargs...)
+end
+function DistSeries(keys, dists::UnivariateDistribution...; kwargs...)
+    DistSeries(keys, product_distribution(dists); kwargs...)
+end
+function DistSeries(dist::MultivariateDistribution; kwargs...)
+    keys = Symbol.(string.(1:length(dist)))
+    DistSeries(keys, dist; kwargs...)
+end
+function DistSeries(keys, dist::MultivariateDistribution; kwargs...)
+    if length(keys) != length(dist)
+        error("length of keys do not match dimensions of distribution")
     end
-    return ConfidenceLimits6(OrderedDict(limits), fmt_str, kwargs)
+    DistSeries2(keys, dist, kwargs)
 end
-
-struct Lines1 <: AbstractSeries
-    table
-    kwargs
+function DistSeries(keys, dist::MultivariateDistribution; kwargs...)
+    if length(keys) != length(dist)
+        error("length of keys do not match dimensions of distribution")
+    end
+    DistSeries2(keys, dist, kwargs)
 end
-Lines = Lines1
 
-struct Marker1 <: AbstractSeries
-    table
+
+
+# struct ConfidenceLimits6 <: AbstractSeries
+#     limits
+#     titlefmt
+#     kwargs
+# end
+struct MarginConfidenceLimits <: VizTypeDiag
+    titlefmt
     kwargs
 end
-Marker = Marker1
+function MarginConfidenceLimits(titlefmt="\$\\mathrm{%.2f^{+%.2f}_{-%.2f}}\$"; kwargs...)
+    return MarginConfidenceLimits(titlefmt, kwargs)
+end
+
+# struct Lines1 <: AbstractSeries
+#     table
+#     kwargs
+# end
+# Lines = Lines1
+
+# struct Marker1 <: AbstractSeries
+#     table
+#     kwargs
+# end
+# Marker = Marker1
+
+## Body 
 
 
 abstract type VizType end
@@ -113,33 +127,42 @@ struct HexBin <: VizTypeBody
 end
 HexBin(;kwargs...) = HexBin(kwargs)
 
-struct Contour1 <: VizTypeBody
+struct Contour2 <: VizTypeBody
+    sigmas
+    kwargs
+end
+Contour2(;sigmas=0.5:0.5:2.1, kwargs...) = Contour2(sigmas, kwargs)
+
+struct Contourf2 <: VizTypeBody
+    sigmas
     kwargs
 end
-Contour1(;kwargs...) = Contour1(kwargs)
+Contourf2(;sigmas=0.5:0.5:2.1, kwargs...) = Contourf2(sigmas, kwargs)
 
-struct Contourf1 <: VizTypeBody
+struct Scatter <: VizTypeBody
     kwargs
 end
-Contourf1(;kwargs...) = Contourf1(kwargs)
+Scatter(;kwargs...) = Scatter(kwargs)
+
 
 
 ## Diagonals
 
 abstract type VizTypeDiag <: VizType end
-struct Hist1D <: VizTypeDiag
+struct MarginHist <: VizTypeDiag
     kwargs
 end
-Hist1D(;kwargs...) = Hist1D(kwargs)
+MarginHist(;kwargs...) = MarginHist(kwargs)
 
-struct Density1 <: VizTypeDiag
+struct MarginDensity <: VizTypeDiag
     kwargs
 end
-Density1(;kwargs...) = Density1(kwargs)
+MarginDensity(;kwargs...) = MarginDensity(kwargs)
 
 
-colnames(t::TableSeries1) = Tables.columnnames(t.table)
-colnames(t::ConfidenceLimits6) = keys(t.limits)
+colnames(t::TableSeries2) = Tables.columnnames(t.table)
+colnames(t::DistSeries2) = t.keys
+colnames(t::MarginConfidenceLimits) = keys(t.limits)
 colnames(t::NamedTuple) = keys(t)
 colnames(t::AbstractDict) = keys(t)
 
@@ -151,32 +174,156 @@ GridPosTypes = Union{Figure, GridPosition, GridSubposition}
 
 # Create a pairplot without providing a figure
 # @nospecialize 
+# function pairplot(
+#     bodyplottypes::VizTypeBody,
+#     diagplottypes::VizTypeDiag,
+#     series::AbstractSeries...;
+#     figure=(;),
+#     kwargs...,
+# )
+#     fig = Figure(;figure...)
+#     pairplot(fig.layout, bodyplottypes, diagplottypes, series...; kwargs...)
+#     return fig
+# end
+
+# # Create a pairplot by plotting into a grid position of a figure.
+# function pairplot(
+#     grid::Makie.GridLayout,
+#     bodyplottypes::VizTypeBody,
+#     diagplottypes::VizTypeDiag,
+#     series::AbstractSeries...;
+#     labels = Dict(),
+#     units = Dict(),
+#     axis=(;)
+# )
+    
+#     # We support multiple series that may have disjoint columns
+#     # Get the ordered union of all table columns.
+#     columns = unique(Iterators.flatten(map(colnames, series)))
+
+#     # Map of column key to label text. 
+#     # By default, just latexify the column key but allow override.
+#     label_map = Dict(
+#         name => Makie.latexstring("\\mathrm{", latexify(name, env=:raw), "}")
+#         for name in columns
+#     )
+#     label_map = merge(label_map, labels)
+
+#     # Similarly for units. By default empty string, but allow override.
+#     units_map = Dict(
+#         name => L""
+#         for name in columns
+#     )
+#     units_map = merge(units_map, units)
+
+#     # Rather than computing limits in this version, let's try to rely on 
+#     # Makie doing a good job of linking axes.
+
+#     N = length(columns)
+
+#     # Keep lists of axes by row number and by column number.
+#     # We'll use these afterwards to link axes together.
+#     axes_by_row = Dict{Int,Vector{Axis}}()
+#     axes_by_col = Dict{Int,Vector{Axis}}()
+#     sizehint!(axes_by_col, N)
+#     sizehint!(axes_by_row, N)
+    
+#     # Build grid of nxn plots
+#     for row_ind in 1:N, col_ind in 1:N
+
+#         # TODO: make this optional
+#         if row_ind < col_ind
+#             continue
+#         end
+        
+#         colname_row = columns[row_ind]
+#         colname_col = columns[col_ind]
+
+#         ax = Axis(
+#             grid[row_ind, col_ind];
+#             ylabel=label_map[colname_row],
+#             xlabel=label_map[colname_col],
+#             xgridvisible=false,
+#             ygridvisible=false,
+#             # Ensure any axis title that gets added doesn't break the tight layout
+#             alignmode = row_ind == 1 ? Inside() : Makie.Mixed(;left=nothing, right=nothing, bottom=nothing, top=Makie.Protrusion(0.0)),
+#             xautolimitmargin=(0f0,0f0),
+#             yautolimitmargin=(0f0,0f0),
+#             # User options
+#             axis...,
+#         )
+
+#         axes_by_col[col_ind]= push!(get(axes_by_col, col_ind, Axis[]), ax)
+#         if row_ind != col_ind
+#             axes_by_row[row_ind]= push!(get(axes_by_row, row_ind, Axis[]), ax)
+#         end
+
+#         # For each slot, loop through all series and fill it in accordingly.
+#         # We have two slot types: bodyplot, like a 3D histogram, and diagplot, along the diagonal
+#         for ser in series
+#             cn = colnames(ser)
+#             # We only include
+#             if colname_row in cn && colname_col in cn
+#                 if row_ind == col_ind
+#                     # Label(grid[row_ind, col_ind], string(colname_row),
+#                     #     halign = :center,
+#                     #     valign=:bottom,
+#                     #     tellwidth=false,
+#                     #     tellheight=false
+#                     # )
+#                     diagplot(ax, diagplottypes, ser, colname_row)
+#                 else
+#                     bodyplot(ax, bodyplottypes, ser, colname_row, colname_col)
+#                 end
+#             end
+#         end
+
+#         # Hide labels etc. as needed for a compact view
+#         if row_ind < N
+#             Makie.hidexdecorations!(ax, grid=false)
+#         end
+#         if col_ind > 1 || row_ind == 1
+#             Makie.hideydecorations!(ax, grid=false)
+#         end
+
+#     end
+
+#     # Link all axes
+#     for axes in values(axes_by_row)
+#         Makie.linkyaxes!(axes...)
+#     end
+#     for axes in values(axes_by_col)
+#         Makie.linkxaxes!(axes...)
+#     end
+
+#     Makie.rowgap!(grid, Makie.Fixed(0))
+#     Makie.colgap!(grid, Makie.Fixed(0))
+
+#     return
+
+# end
 function pairplot(
-    bodyplottypes::VizTypeBody,
-    diagplottypes::VizTypeDiag,
-    series::AbstractSeries...;
+    pairs::Pair{<:AbstractSeries}...;
     figure=(;),
     kwargs...,
 )
     fig = Figure(;figure...)
-    pairplot(fig.layout, bodyplottypes, diagplottypes, series...; kwargs...)
+    pairplot(fig.layout, pairs...; kwargs...)
     return fig
 end
 
 # Create a pairplot by plotting into a grid position of a figure.
 function pairplot(
     grid::Makie.GridLayout,
-    bodyplottypes::VizTypeBody,
-    diagplottypes::VizTypeDiag,
-    series::AbstractSeries...;
+    pairs::Pair{<:AbstractSeries}...;
     labels = Dict(),
     units = Dict(),
-    axis=(;)
+    diagaxis=(;),
+    bodyaxis=(;),
 )
-    
     # We support multiple series that may have disjoint columns
     # Get the ordered union of all table columns.
-    columns = unique(Iterators.flatten(map(colnames, series)))
+    columns = unique(Iterators.flatten(Iterators.map(colnames∘first, pairs)))
 
     # Map of column key to label text. 
     # By default, just latexify the column key but allow override.
@@ -216,7 +363,12 @@ function pairplot(
         colname_row = columns[row_ind]
         colname_col = columns[col_ind]
 
-        ax = Axis(
+        if row_ind == col_ind
+            kw = diagaxis
+        else
+            kw = bodyaxis
+        end
+        ax = Makie.Axis(
             grid[row_ind, col_ind];
             ylabel=label_map[colname_row],
             xlabel=label_map[colname_col],
@@ -227,7 +379,7 @@ function pairplot(
             xautolimitmargin=(0f0,0f0),
             yautolimitmargin=(0f0,0f0),
             # User options
-            axis...,
+            kw...,
         )
 
         axes_by_col[col_ind]= push!(get(axes_by_col, col_ind, Axis[]), ax)
@@ -237,20 +389,17 @@ function pairplot(
 
         # For each slot, loop through all series and fill it in accordingly.
         # We have two slot types: bodyplot, like a 3D histogram, and diagplot, along the diagonal
-        for ser in series
-            cn = colnames(ser)
-            # We only include
+        for (series_i,(series, vizlayers)) in enumerate(pairs)
+            cn = colnames(series)
             if colname_row in cn && colname_col in cn
-                if row_ind == col_ind
-                    # Label(grid[row_ind, col_ind], string(colname_row),
-                    #     halign = :center,
-                    #     valign=:bottom,
-                    #     tellwidth=false,
-                    #     tellheight=false
-                    # )
-                    diagplot(ax, diagplottypes, ser, colname_row)
-                else
-                    bodyplot(ax, bodyplottypes, ser, colname_row, colname_col)
+                for vizlayer in vizlayers    
+                    if row_ind == col_ind && vizlayer isa VizTypeDiag
+                        diagplot(ax, vizlayer, series_i, series, colname_row)
+                    elseif row_ind != col_ind && vizlayer isa VizTypeBody
+                        bodyplot(ax, vizlayer, series_i, series, colname_row, colname_col)
+                    else
+                        # skip
+                    end
                 end
             end
         end
@@ -276,115 +425,177 @@ function pairplot(
     Makie.rowgap!(grid, Makie.Fixed(0))
     Makie.colgap!(grid, Makie.Fixed(0))
 
-
     return
 
 end
 
 # Note: stephist coming soon in a Makie PR
 
-function diagplot(ax::Axis, viz::Hist1D, series::TableSeries1, colname)
-    dat = series.table[colname]
+function diagplot(ax::Axis, viz::MarginHist, series_i, series::TableSeries2, colname)
+    dat = getproperty(series.table, colname)
 
     h = Makie.hist!(
         ax,
         dat;
-        color=:gray,
-        viz.kwargs...,
+        color=Cycled(series_i),
         series.kwargs...,
+        viz.kwargs...,
     )
     Makie.ylims!(ax,low=0)
 end
 
-function diagplot(ax::Axis, viz::Density1, series::TableSeries1, colname)
-    dat = series.table[colname]
+function diagplot(ax::Axis, viz::MarginDensity, series_i, series::TableSeries2, colname)
+    dat = getproperty(series.table, colname)
 
     h = Makie.density!(
         ax,
         dat;
-        color=:gray,
+        color=Cycled(series_i),
+        series.kwargs...,
         viz.kwargs...,
+    )
+    Makie.ylims!(ax,low=0)
+end
+
+
+function diagplot(ax::Axis, viz::MarginDensity, series_i, series::DistSeries2, colname)
+    col_ind = findfirst(==(colname), series.keys)
+
+    # TODO: temporary: work out a better way
+    D = rand(series.dist, 10000)
+    dat = view(D, col_ind, :) # the "column" index of the series actually indexes rows here
+
+    h = Makie.density!(
+        ax,
+        dat;
+        color=Cycled(series_i),
         series.kwargs...,
+        viz.kwargs...,
     )
     Makie.ylims!(ax,low=0)
 end
-function diagplot(ax::Axis, viz::Any, series::ConfidenceLimits6, colname)
-    low, mid, high = series.limits[colname]
 
-    title = @eval (@sprintf($(series.titlefmt), $mid, $high, $low))
-    ax.title = Makie.latexstring(ax.title[], title)
+function diagplot(ax::Axis, viz::MarginConfidenceLimits, series_i, series::TableSeries2, colname)
 
+    percentiles = quantile(vec(getproperty(series.table, colname)), (0.16, 0.5, 0.84))
+    mid = percentiles[2]
+    low = mid - percentiles[1]
+    high = percentiles[3] - mid
+
+    title = @eval (@sprintf($(viz.titlefmt), $mid, $high, $low))
+    ax.title = Makie.latexstring(ax.title[], title)
 
     Makie.vlines!(
         ax,
         [mid-low, mid, mid+high];
         linestyle=:dash,
-        color=:black,
-        viz.kwargs...,
+        color=Cycled(series_i),
+        depth_shift=-10f0,
         series.kwargs...,
+        viz.kwargs...,
     )
 end
 
-function bodyplot(ax::Axis, viz::HexBin, series::TableSeries1, colname_row, colname_col)
+function bodyplot(ax::Axis, viz::HexBin, series_i, series::TableSeries2, colname_row, colname_col)
     Makie.hexbin!(
         ax,
-        series.table[colname_col],
-        series.table[colname_row];
-        viz.kwargs...,
+        getproperty(series.table, colname_col),
+        getproperty(series.table, colname_row);
         series.kwargs...,
+        viz.kwargs...,
     )
 end
 
-function bodyplot(ax::Axis, viz::Contour1, series::TableSeries1, colname_row, colname_col)
+function bodyplot(ax::Axis, viz::HexBin, series_i, series::DistSeries2, colname_row, colname_col)
+
+    #TODO
+    col_ind = findfirst(==(colname_col), series.keys)
+    row_ind = findfirst(==(colname_row), series.keys)
 
-    h = fit(Histogram, (vec(series.table[colname_row]),vec(series.table[colname_col])); nbins=get(series.kwargs, :bins, sturges(length(series.table[colname_row]))))
+    # TODO: temporary: work out a better way
+    D = rand(series.dist, 50000)
+
+    Makie.hexbin!(
+        ax,
+        view(D, col_ind, :),
+        view(D, row_ind, :),;
+        series.kwargs...,
+        viz.kwargs...,
+    )
+end
+
+# Given a series and two columns, return a ContourLib.contours object.
+function prep_contours(series::TableSeries2, sigmas, colname_row, colname_col)
+    h = fit(Histogram, (vec(getproperty(series.table, colname_row)),vec(getproperty(series.table, colname_col))); nbins=get(series.kwargs, :bins, sturges(length(getproperty(series.table, colname_row)))))
     y = range(first(h.edges[1])+step(h.edges[1])/2, step=step(h.edges[1]), length=size(h.weights,1))
     x = range(first(h.edges[2])+step(h.edges[2])/2, step=step(h.edges[2]), length=size(h.weights,2))
+    h = h.weights
+
+    # Calculate levels for contours
+    levels = 1 .- exp.(-0.5 .* (sigmas).^2)
+    ii = sortperm(reshape(h,:))
+    h2flat = h[ii]
+    sm = cumsum(h2flat)
+    sm /= sm[end]
+    if all(isnan, sm) || length(h) <= 1
+        @warn "Could not compute valid contours"
+        plotcontours = false
+        V = [0]
+    else
+        V = sort(map(v0 -> h2flat[sm .≤ v0][end], levels))
+        if any(==(0), diff(V))
+            @warn "Too few points to create valid contours"
+        end
+    end
+    levels_final = [0; V; maximum(h) * (1 + 1e-4)]
+
+    pad_x = [first(x)-step(x); x; last(x)+step(x)]
+    pad_y = [first(y)-step(y); y; last(y)+step(y)]
+    pad_h = [
+        zeros(size(h,2))' 0 0
+        zeros(size(h,1)) h zeros(size(h,1))
+        zeros(size(h,2))' 0 0
+    ]
+    c = ContourLib.contours(pad_x,pad_y,pad_h', V)
+end
+
+function bodyplot(ax::Axis, viz::Contour2, series_i, series, colname_row, colname_col)
+
+    c = prep_contours(series::TableSeries2, viz.sigmas, colname_row, colname_col)
+   
+    color = get(viz.kwargs, :color, Cycled(series_i))
+    color = get(series.kwargs, :color, color)
 
-    Makie.contour!(ax, x, y, transpose(h.weights); viz.kwargs..., series.kwargs...)
+    levels = ContourLib.levels(c)
+    for (i,level) in enumerate(levels), poly in ContourLib.lines(level)
+        xs, ys = ContourLib.coordinates(poly)
+        # Makie.poly!(ax, Makie.Point2f.(zip(xs,ys)); strokewidth=2, series.kwargs...,  viz.kwargs..., color=:transparent, strokecolor=color)#(color, i/length(levels)))
+        Makie.lines!(ax, xs, ys;series.kwargs...,  viz.kwargs..., color)#(color, i/length(levels)))
+    end
 end
 
-function bodyplot(ax::Axis, viz::Contourf1, series::TableSeries1, colname_row, colname_col)
+function bodyplot(ax::Axis, viz::Contourf2, series_i, series::TableSeries2, colname_row, colname_col)
 
-    h = fit(Histogram, (vec(series.table[colname_row]),vec(series.table[colname_col])); nbins=get(series.kwargs, :bins, sturges(length(series.table[colname_row]))))
-    y = range(first(h.edges[1])+step(h.edges[1])/2, step=step(h.edges[1]), length=size(h.weights,1))
-    x = range(first(h.edges[2])+step(h.edges[2])/2, step=step(h.edges[2]), length=size(h.weights,2))
+    c = prep_contours(series::TableSeries2, viz.sigmas, colname_row, colname_col)
+   
+    color = get(viz.kwargs, :color, Cycled(series_i))
+    color = get(series.kwargs, :color, color)
 
-    Makie.contourf!(ax, x, y, transpose(h.weights); interpolate=false, viz.kwargs..., series.kwargs...)
+    levels = ContourLib.levels(c)
+    for (i,level) in enumerate(levels), poly in ContourLib.lines(level)
+        xs, ys = ContourLib.coordinates(poly)
+        Makie.poly!(ax, Makie.Point2f.(zip(xs,ys)); series.kwargs..., viz.kwargs..., color=color)#(color, 1/length(levels)))
+    end
 end
 
 
-function bodyplot(ax::Axis, viz::Any, series::ConfidenceLimits6, colname_row, colname_col)
-    # No-op
+function bodyplot(ax::Axis, viz::Scatter, series_i, series::TableSeries2, colname_row, colname_col)
+
+    Makie.scatter!(ax, getproperty(series.table, colname_col), getproperty(series.table, colname_row); series.kwargs..., viz.kwargs...)
 end
 
-#####
 
-# # Default histogram calculations
-# """
-#     prepare_hist(vector, nbins)
 
-# Use the StatsBase function to return a centered histogram from `vector` with `nbins`.
-# Must return a tuple of bin centres, followed by bin weights (of the same length).
-# """
-# function prepare_hist(a, nbins)
-#     h = fit(Histogram, vec(a); nbins)
-#     x = range(first(h.edges[1])+step(h.edges[1])/2, step=step(h.edges[1]), length=size(h.weights,1))
-#     return x, h.weights
-# end
-# """
-#     prepare_hist(vector, nbins)
-
-# Use the StatsBase function to return a centered histogram from `vector` with `nbins`x`nbins`.
-# Must return a tuple of bin centres along the horizontal, bin centres along the vertical,
-# and a matrix of bin weights (of matching dimensions).
-# """
-# function prepare_hist(a, b, nbins)
-#     h = fit(Histogram, (vec(a),vec(b)); nbins)
-#     y = range(first(h.edges[1])+step(h.edges[1])/2, step=step(h.edges[1]), length=size(h.weights,1))
-#     x = range(first(h.edges[2])+step(h.edges[2])/2, step=step(h.edges[2]), length=size(h.weights,2))
-#     return x, y, h.weights
-# end
 
 # Filter the scatter plot to remove points inside the first contour
 # for performance and better display

From 5ad3d8d569bfff532df05668b091402f5b5e0164 Mon Sep 17 00:00:00 2001
From: William Thompson <will.thompson@outlook.com>
Date: Tue, 27 Dec 2022 09:18:36 -0800
Subject: [PATCH 04/15] Makie MVP

---
 Project.toml        |   3 +-
 examples/example.jl |  17 ++
 src/PairPlots.jl    | 482 +++++++++++++++-----------------------------
 src/precompile.jl   |  13 ++
 4 files changed, 195 insertions(+), 320 deletions(-)
 create mode 100644 examples/example.jl
 create mode 100644 src/precompile.jl

diff --git a/Project.toml b/Project.toml
index ecfa805..0d11fca 100644
--- a/Project.toml
+++ b/Project.toml
@@ -6,15 +6,16 @@ version = "0.6.0"
 [deps]
 Contour = "d38c429a-6771-53c6-b99e-75d170b6e991"
 Distributions = "31c24e10-a181-5473-b8eb-7969acd0382f"
+KernelDensity = "5ab0869b-81aa-558d-bb23-cbf5423bbe9b"
 Latexify = "23fbe1c1-3f47-55db-b15f-69d7ec21a316"
 Makie = "ee78f7c6-11fb-53f2-987a-cfe4a2b5a57a"
 Measures = "442fdcdd-2543-5da2-b0f3-8c86c306513e"
 NamedTupleTools = "d9ec5142-1e00-5aa0-9d6a-321866360f50"
-OrderedCollections = "bac558e1-5e72-5ebc-8fee-abe8a469f55d"
 PolygonOps = "647866c9-e3ac-4575-94e7-e3d426903924"
 Printf = "de0858da-6303-5e67-8744-51eddeeeb8d7"
 RecipesBase = "3cdcf5f2-1ef4-517c-9805-6587b60abb01"
 Requires = "ae029012-a4dd-5104-9daa-d747884805df"
+SnoopPrecompile = "66db9d55-30c0-4569-8b51-7e840670fc0c"
 StaticArrays = "90137ffa-7385-5640-81b9-e52037218182"
 Statistics = "10745b16-79ce-11e8-11f9-7d13ad32a3b2"
 StatsBase = "2913bbd2-ae8a-5f71-8c99-4fb6c76f3a91"
diff --git a/examples/example.jl b/examples/example.jl
new file mode 100644
index 0000000..7581edd
--- /dev/null
+++ b/examples/example.jl
@@ -0,0 +1,17 @@
+using GLMakie, PairPlots, Distributions
+
+
+# Generate some data to visualize
+N = 100_000
+a = [2randn(N÷2) .+ 6; randn(N÷2)]
+b = [3randn(N÷2); 2randn(N÷2)]
+c = randn(N)
+d = c .+ 0.6randn(N)
+
+# Pass data in a format compatible with Tables.jl
+# Here, simply a named tuple of vectors.
+table = (;a, b, c, d)
+
+##
+
+pairplot(table)
diff --git a/src/PairPlots.jl b/src/PairPlots.jl
index b5f5f9a..d8da41c 100644
--- a/src/PairPlots.jl
+++ b/src/PairPlots.jl
@@ -1,122 +1,27 @@
 module PairPlots
 Base.Experimental.@optlevel 0
 
-export pairplot, TableSeries, DistSeries
+export pairplot
 
 using Makie: Makie
 using Tables
 using Printf
+using KernelDensity: KernelDensity
 using Contour: Contour as ContourLib
 using Latexify: latexify
-using StatsBase: fit, quantile, Histogram, sturges
-using Distributions
-using OrderedCollections: OrderedDict
-
-#=
-Goals:
-* Revise interface
-* Supoprt multiple chains
-* Simpler styling...
-* truth values, markers
-* Support plotting distributions directly 
-* -> MultinomialGaussian fitting for clean ellipses
-
-
-We have two axes of customization, a bit like grammer of graphics.
-We have:
-    * data kinds, e.g. mix of Distribution and Table series
-    * visualization kinds, e.g. hexbin vs. contour vs...
-        * This may in theory vary at each position.
-
-
-want to kep basic pairplot(chain)
-also want 
-pairplot(
-    PairPlots.Series(chain, color=...),
-    PairPlots.Series(chain, color=...),
-    PairPlots.Lines((a=1, b=2,)),
-    PairPlots.Marker(chain, color=...),
-    
-)
-
-pairplot(
-    Series(chains, color=red, scatter=true, )
-)
-
-try to make still work if a series is missing a column.
-
-
-=#
+using StatsBase: fit, quantile, Histogram
+using Distributions: pdf
+using StaticArrays
+using PolygonOps
 
 abstract type AbstractSeries end
 
-struct TableSeries2 <: AbstractSeries
+struct Series <: AbstractSeries
     label
     table
     kwargs
 end
-TableSeries(data; label=nothing, kwargs...) = TableSeries2(label, data, kwargs)
-
-
-# TODO: adapt to product_distribution
-struct DistSeries2 <: AbstractSeries
-    label
-    keys
-    dist
-    kwargs
-end
-function DistSeries(dists::UnivariateDistribution...; label=nothing, kwargs...)
-    keys = Symbol.(string.(1:length(dists)))
-    DistSeries(label, keys, dists...; kwargs...)
-end
-function DistSeries(keys, dists::UnivariateDistribution...; kwargs...)
-    DistSeries(keys, product_distribution(dists); kwargs...)
-end
-function DistSeries(dist::MultivariateDistribution; kwargs...)
-    keys = Symbol.(string.(1:length(dist)))
-    DistSeries(keys, dist; kwargs...)
-end
-function DistSeries(keys, dist::MultivariateDistribution; kwargs...)
-    if length(keys) != length(dist)
-        error("length of keys do not match dimensions of distribution")
-    end
-    DistSeries2(keys, dist, kwargs)
-end
-function DistSeries(keys, dist::MultivariateDistribution; kwargs...)
-    if length(keys) != length(dist)
-        error("length of keys do not match dimensions of distribution")
-    end
-    DistSeries2(keys, dist, kwargs)
-end
-
-
-
-# struct ConfidenceLimits6 <: AbstractSeries
-#     limits
-#     titlefmt
-#     kwargs
-# end
-struct MarginConfidenceLimits <: VizTypeDiag
-    titlefmt
-    kwargs
-end
-function MarginConfidenceLimits(titlefmt="\$\\mathrm{%.2f^{+%.2f}_{-%.2f}}\$"; kwargs...)
-    return MarginConfidenceLimits(titlefmt, kwargs)
-end
-
-# struct Lines1 <: AbstractSeries
-#     table
-#     kwargs
-# end
-# Lines = Lines1
-
-# struct Marker1 <: AbstractSeries
-#     table
-#     kwargs
-# end
-# Marker = Marker1
-
-## Body 
+Series(data; label=nothing, kwargs...) = Series(label, data, kwargs)
 
 
 abstract type VizType end
@@ -127,28 +32,42 @@ struct HexBin <: VizTypeBody
 end
 HexBin(;kwargs...) = HexBin(kwargs)
 
-struct Contour2 <: VizTypeBody
+struct Hist <: VizTypeBody
+    kwargs
+end
+Hist(;kwargs...) = Hist(kwargs)
+
+struct Contour <: VizTypeBody
     sigmas
     kwargs
 end
-Contour2(;sigmas=0.5:0.5:2.1, kwargs...) = Contour2(sigmas, kwargs)
+Contour(;sigmas=0.5:0.5:2.1, kwargs...) = Contour(sigmas, kwargs)
 
-struct Contourf2 <: VizTypeBody
+struct Contourf <: VizTypeBody
     sigmas
     kwargs
 end
-Contourf2(;sigmas=0.5:0.5:2.1, kwargs...) = Contourf2(sigmas, kwargs)
+Contourf(;sigmas=0.5:0.5:2.1, kwargs...) = Contourf(sigmas, kwargs)
 
 struct Scatter <: VizTypeBody
     kwargs
+    filtersigma
 end
-Scatter(;kwargs...) = Scatter(kwargs)
-
+Scatter(;filtersigma=nothing, kwargs...) = Scatter(kwargs, filtersigma)
 
 
 ## Diagonals
 
 abstract type VizTypeDiag <: VizType end
+
+struct MarginConfidenceLimits <: VizTypeDiag
+    titlefmt
+    kwargs
+end
+function MarginConfidenceLimits(titlefmt="\$\\mathrm{%.2f^{+%.2f}_{-%.2f}}\$"; kwargs...)
+    return MarginConfidenceLimits(titlefmt, kwargs)
+end
+
 struct MarginHist <: VizTypeDiag
     kwargs
 end
@@ -160,164 +79,65 @@ end
 MarginDensity(;kwargs...) = MarginDensity(kwargs)
 
 
-colnames(t::TableSeries2) = Tables.columnnames(t.table)
-colnames(t::DistSeries2) = t.keys
+colnames(t::Series) = Tables.columnnames(t.table)
 colnames(t::MarginConfidenceLimits) = keys(t.limits)
 colnames(t::NamedTuple) = keys(t)
 colnames(t::AbstractDict) = keys(t)
 
 
+GridPosTypes = Union{Makie.Figure, Makie.GridPosition, Makie.GridSubposition}
 
-@nospecialize
-
-GridPosTypes = Union{Figure, GridPosition, GridSubposition}
-
-# Create a pairplot without providing a figure
-# @nospecialize 
-# function pairplot(
-#     bodyplottypes::VizTypeBody,
-#     diagplottypes::VizTypeDiag,
-#     series::AbstractSeries...;
-#     figure=(;),
-#     kwargs...,
-# )
-#     fig = Figure(;figure...)
-#     pairplot(fig.layout, bodyplottypes, diagplottypes, series...; kwargs...)
-#     return fig
-# end
-
-# # Create a pairplot by plotting into a grid position of a figure.
-# function pairplot(
-#     grid::Makie.GridLayout,
-#     bodyplottypes::VizTypeBody,
-#     diagplottypes::VizTypeDiag,
-#     series::AbstractSeries...;
-#     labels = Dict(),
-#     units = Dict(),
-#     axis=(;)
-# )
-    
-#     # We support multiple series that may have disjoint columns
-#     # Get the ordered union of all table columns.
-#     columns = unique(Iterators.flatten(map(colnames, series)))
-
-#     # Map of column key to label text. 
-#     # By default, just latexify the column key but allow override.
-#     label_map = Dict(
-#         name => Makie.latexstring("\\mathrm{", latexify(name, env=:raw), "}")
-#         for name in columns
-#     )
-#     label_map = merge(label_map, labels)
-
-#     # Similarly for units. By default empty string, but allow override.
-#     units_map = Dict(
-#         name => L""
-#         for name in columns
-#     )
-#     units_map = merge(units_map, units)
-
-#     # Rather than computing limits in this version, let's try to rely on 
-#     # Makie doing a good job of linking axes.
-
-#     N = length(columns)
-
-#     # Keep lists of axes by row number and by column number.
-#     # We'll use these afterwards to link axes together.
-#     axes_by_row = Dict{Int,Vector{Axis}}()
-#     axes_by_col = Dict{Int,Vector{Axis}}()
-#     sizehint!(axes_by_col, N)
-#     sizehint!(axes_by_row, N)
-    
-#     # Build grid of nxn plots
-#     for row_ind in 1:N, col_ind in 1:N
 
-#         # TODO: make this optional
-#         if row_ind < col_ind
-#             continue
-#         end
-        
-#         colname_row = columns[row_ind]
-#         colname_col = columns[col_ind]
-
-#         ax = Axis(
-#             grid[row_ind, col_ind];
-#             ylabel=label_map[colname_row],
-#             xlabel=label_map[colname_col],
-#             xgridvisible=false,
-#             ygridvisible=false,
-#             # Ensure any axis title that gets added doesn't break the tight layout
-#             alignmode = row_ind == 1 ? Inside() : Makie.Mixed(;left=nothing, right=nothing, bottom=nothing, top=Makie.Protrusion(0.0)),
-#             xautolimitmargin=(0f0,0f0),
-#             yautolimitmargin=(0f0,0f0),
-#             # User options
-#             axis...,
-#         )
-
-#         axes_by_col[col_ind]= push!(get(axes_by_col, col_ind, Axis[]), ax)
-#         if row_ind != col_ind
-#             axes_by_row[row_ind]= push!(get(axes_by_row, row_ind, Axis[]), ax)
-#         end
-
-#         # For each slot, loop through all series and fill it in accordingly.
-#         # We have two slot types: bodyplot, like a 3D histogram, and diagplot, along the diagonal
-#         for ser in series
-#             cn = colnames(ser)
-#             # We only include
-#             if colname_row in cn && colname_col in cn
-#                 if row_ind == col_ind
-#                     # Label(grid[row_ind, col_ind], string(colname_row),
-#                     #     halign = :center,
-#                     #     valign=:bottom,
-#                     #     tellwidth=false,
-#                     #     tellheight=false
-#                     # )
-#                     diagplot(ax, diagplottypes, ser, colname_row)
-#                 else
-#                     bodyplot(ax, bodyplottypes, ser, colname_row, colname_col)
-#                 end
-#             end
-#         end
-
-#         # Hide labels etc. as needed for a compact view
-#         if row_ind < N
-#             Makie.hidexdecorations!(ax, grid=false)
-#         end
-#         if col_ind > 1 || row_ind == 1
-#             Makie.hideydecorations!(ax, grid=false)
-#         end
-
-#     end
-
-#     # Link all axes
-#     for axes in values(axes_by_row)
-#         Makie.linkyaxes!(axes...)
-#     end
-#     for axes in values(axes_by_col)
-#         Makie.linkxaxes!(axes...)
-#     end
-
-#     Makie.rowgap!(grid, Makie.Fixed(0))
-#     Makie.colgap!(grid, Makie.Fixed(0))
-
-#     return
-
-# end
 function pairplot(
-    pairs::Pair{<:AbstractSeries}...;
+    @nospecialize input...;
     figure=(;),
     kwargs...,
 )
-    fig = Figure(;figure...)
-    pairplot(fig.layout, pairs...; kwargs...)
+    N = length(input)+1
+    fig = Makie.Figure(;
+        resolution=(300N, 300N),
+        figure...
+    )
+    pairplot(fig.layout, input...; kwargs...)
     return fig
 end
 
+# Fallback defaults for convenience
+function pairplot(
+    grid::Makie.GridLayout,
+    @nospecialize datapairs::Any...;
+    kwargs...,
+)
+    # Default to grayscale for a single series
+    TS = if length(datapairs) <= 1
+        dat -> Series(dat; color=Makie.RGBA(0., 0., 0., 0.5))
+    else
+        dat -> Series(dat)
+    end
+    defaults((data,vizlayers)::Pair) = TS(data) => vizlayers
+    defaults(data::Any) = TS(data) => (
+        PairPlots.HexBin(colormap=Makie.cgrad([:transparent, :black]),bins=32),
+        PairPlots.Scatter(filtersigma=0.5), 
+        PairPlots.Contour(),
+        PairPlots.MarginDensity(
+            color=:transparent,
+            strokecolor=:black,
+            strokewidth=1.5f0
+        ),
+        PairPlots.MarginConfidenceLimits()
+    )
+
+    seriespairs = map(defaults, datapairs)
+    pairplot(grid, seriespairs...; kwargs...)
+    return
+end
+
 # Create a pairplot by plotting into a grid position of a figure.
 function pairplot(
     grid::Makie.GridLayout,
-    pairs::Pair{<:AbstractSeries}...;
-    labels = Dict(),
-    units = Dict(),
+    @nospecialize pairs::Pair{<:AbstractSeries}...;
+    labels::AbstractDict{Symbol} = Dict{Symbol,Any}(),
+    units::AbstractDict{Symbol} = Dict{Symbol,Any}(),
     diagaxis=(;),
     bodyaxis=(;),
 )
@@ -331,11 +151,11 @@ function pairplot(
         name => Makie.latexstring("\\mathrm{", latexify(name, env=:raw), "}")
         for name in columns
     )
-    label_map = merge(label_map, labels)
+    label_map = merge(label_map, Dict(labels))
 
     # Similarly for units. By default empty string, but allow override.
     units_map = Dict(
-        name => L""
+        name => Makie.L""
         for name in columns
     )
     units_map = merge(units_map, units)
@@ -347,16 +167,22 @@ function pairplot(
 
     # Keep lists of axes by row number and by column number.
     # We'll use these afterwards to link axes together.
-    axes_by_row = Dict{Int,Vector{Axis}}()
-    axes_by_col = Dict{Int,Vector{Axis}}()
+    axes_by_row = Dict{Int,Vector{Makie.Axis}}()
+    axes_by_col = Dict{Int,Vector{Makie.Axis}}()
     sizehint!(axes_by_col, N)
     sizehint!(axes_by_row, N)
+
+    # Check if there are any diagonal vizualization layers
+    anydiag_viz = mapreduce((|), pairs, init=false) do (series, vizlayers)
+        any(v->isa(v, VizTypeDiag), vizlayers)
+    end
     
     # Build grid of nxn plots
     for row_ind in 1:N, col_ind in 1:N
 
-        # TODO: make this optional
-        if row_ind < col_ind
+        # TODO: make this first condition optional to enable a full grid
+        # Also skip diagonals if no diagonal viz layers
+        if row_ind < col_ind || !anydiag_viz
             continue
         end
         
@@ -375,16 +201,16 @@ function pairplot(
             xgridvisible=false,
             ygridvisible=false,
             # Ensure any axis title that gets added doesn't break the tight layout
-            alignmode = row_ind == 1 ? Inside() : Makie.Mixed(;left=nothing, right=nothing, bottom=nothing, top=Makie.Protrusion(0.0)),
+            alignmode = row_ind == 1 ? Makie.Inside() : Makie.Mixed(;left=nothing, right=nothing, bottom=nothing, top=Makie.Protrusion(0.0)),
             xautolimitmargin=(0f0,0f0),
-            yautolimitmargin=(0f0,0f0),
+            yautolimitmargin= row_ind == col_ind ? (0f0, 0.05f0) : (0f0,0f0),
             # User options
             kw...,
         )
 
-        axes_by_col[col_ind]= push!(get(axes_by_col, col_ind, Axis[]), ax)
+        axes_by_col[col_ind]= push!(get(axes_by_col, col_ind, Makie.Axis[]), ax)
         if row_ind != col_ind
-            axes_by_row[row_ind]= push!(get(axes_by_row, row_ind, Axis[]), ax)
+            axes_by_row[row_ind]= push!(get(axes_by_row, row_ind, Makie.Axis[]), ax)
         end
 
         # For each slot, loop through all series and fill it in accordingly.
@@ -425,32 +251,35 @@ function pairplot(
     Makie.rowgap!(grid, Makie.Fixed(0))
     Makie.colgap!(grid, Makie.Fixed(0))
 
+    # We sometimes end up with an extra first row if there are no diagonal vizualization layers
+    Makie.trim!(grid)
+
     return
 
 end
 
 # Note: stephist coming soon in a Makie PR
 
-function diagplot(ax::Axis, viz::MarginHist, series_i, series::TableSeries2, colname)
+function diagplot(ax::Makie.Axis, viz::MarginHist, series_i, series::Series, colname)
     dat = getproperty(series.table, colname)
 
     h = Makie.hist!(
         ax,
         dat;
-        color=Cycled(series_i),
+        color=Makie.Cycled(series_i),
         series.kwargs...,
         viz.kwargs...,
     )
     Makie.ylims!(ax,low=0)
 end
 
-function diagplot(ax::Axis, viz::MarginDensity, series_i, series::TableSeries2, colname)
+function diagplot(ax::Makie.Axis, viz::MarginDensity, series_i, series::Series, colname)
     dat = getproperty(series.table, colname)
 
     h = Makie.density!(
         ax,
         dat;
-        color=Cycled(series_i),
+        color=Makie.Cycled(series_i),
         series.kwargs...,
         viz.kwargs...,
     )
@@ -458,24 +287,7 @@ function diagplot(ax::Axis, viz::MarginDensity, series_i, series::TableSeries2,
 end
 
 
-function diagplot(ax::Axis, viz::MarginDensity, series_i, series::DistSeries2, colname)
-    col_ind = findfirst(==(colname), series.keys)
-
-    # TODO: temporary: work out a better way
-    D = rand(series.dist, 10000)
-    dat = view(D, col_ind, :) # the "column" index of the series actually indexes rows here
-
-    h = Makie.density!(
-        ax,
-        dat;
-        color=Cycled(series_i),
-        series.kwargs...,
-        viz.kwargs...,
-    )
-    Makie.ylims!(ax,low=0)
-end
-
-function diagplot(ax::Axis, viz::MarginConfidenceLimits, series_i, series::TableSeries2, colname)
+function diagplot(ax::Makie.Axis, viz::MarginConfidenceLimits, series_i, series::Series, colname)
 
     percentiles = quantile(vec(getproperty(series.table, colname)), (0.16, 0.5, 0.84))
     mid = percentiles[2]
@@ -489,48 +301,63 @@ function diagplot(ax::Axis, viz::MarginConfidenceLimits, series_i, series::Table
         ax,
         [mid-low, mid, mid+high];
         linestyle=:dash,
-        color=Cycled(series_i),
+        color=Makie.Cycled(series_i),
         depth_shift=-10f0,
         series.kwargs...,
         viz.kwargs...,
     )
 end
 
-function bodyplot(ax::Axis, viz::HexBin, series_i, series::TableSeries2, colname_row, colname_col)
+function bodyplot(ax::Makie.Axis, viz::HexBin, series_i, series::Series, colname_row, colname_col)
     Makie.hexbin!(
         ax,
         getproperty(series.table, colname_col),
         getproperty(series.table, colname_row);
+        bins=32,
+        colormap=Makie.cgrad([:transparent, :black]),
         series.kwargs...,
         viz.kwargs...,
     )
 end
 
-function bodyplot(ax::Axis, viz::HexBin, series_i, series::DistSeries2, colname_row, colname_col)
+function bodyplot(ax::Makie.Axis, viz::Hist, series_i, series::Series, colname_row, colname_col)
 
-    #TODO
-    col_ind = findfirst(==(colname_col), series.keys)
-    row_ind = findfirst(==(colname_row), series.keys)
+    xdat = getproperty(series.table, colname_col)
+    ydat = getproperty(series.table, colname_row)
 
-    # TODO: temporary: work out a better way
-    D = rand(series.dist, 50000)
+    
+    bins = get(series.kwargs, :bins, 32)
+    bins = get(viz.kwargs, :bins, bins)
 
-    Makie.hexbin!(
+    h = fit(Histogram, (vec(xdat),vec(ydat)); nbins=bins)
+    x = range(first(h.edges[1])+step(h.edges[1])/2, step=step(h.edges[1]), length=size(h.weights,1))
+    y = range(first(h.edges[2])+step(h.edges[2])/2, step=step(h.edges[2]), length=size(h.weights,2))
+
+    Makie.heatmap!(
         ax,
-        view(D, col_ind, :),
-        view(D, row_ind, :),;
+        x,
+        y,
+        h.weights;
+        colormap=Makie.cgrad([:transparent, :black]),
         series.kwargs...,
         viz.kwargs...,
     )
 end
 
-# Given a series and two columns, return a ContourLib.contours object.
-function prep_contours(series::TableSeries2, sigmas, colname_row, colname_col)
-    h = fit(Histogram, (vec(getproperty(series.table, colname_row)),vec(getproperty(series.table, colname_col))); nbins=get(series.kwargs, :bins, sturges(length(getproperty(series.table, colname_row)))))
-    y = range(first(h.edges[1])+step(h.edges[1])/2, step=step(h.edges[1]), length=size(h.weights,1))
-    x = range(first(h.edges[2])+step(h.edges[2])/2, step=step(h.edges[2]), length=size(h.weights,2))
-    h = h.weights
+function prep_contours(series::Series, sigmas, colname_row, colname_col)
+
+    xdat = getproperty(series.table, colname_col)
+    ydat = getproperty(series.table, colname_row)
+    k  = KernelDensity.kde((xdat, ydat))
+    ik = KernelDensity.InterpKDE(k)
 
+    exx = extrema(xdat)
+    exy = extrema(ydat)
+    N = 100
+    x = range(first(exx), last(exx), length=N)
+    y = range(first(exy), last(exy), length=N)
+    h = pdf.(Ref(ik), x, y')
+    
     # Calculate levels for contours
     levels = 1 .- exp.(-0.5 .* (sigmas).^2)
     ii = sortperm(reshape(h,:))
@@ -549,6 +376,8 @@ function prep_contours(series::TableSeries2, sigmas, colname_row, colname_col)
     end
     levels_final = [0; V; maximum(h) * (1 + 1e-4)]
 
+    # Place a row and column of zeros around all sides of the data grid
+    # to ensure the contours link up nicely.
     pad_x = [first(x)-step(x); x; last(x)+step(x)]
     pad_y = [first(y)-step(y); y; last(y)+step(y)]
     pad_h = [
@@ -556,30 +385,31 @@ function prep_contours(series::TableSeries2, sigmas, colname_row, colname_col)
         zeros(size(h,1)) h zeros(size(h,1))
         zeros(size(h,2))' 0 0
     ]
-    c = ContourLib.contours(pad_x,pad_y,pad_h', V)
+    c = ContourLib.contours(pad_x,pad_y,pad_h, V)
 end
 
-function bodyplot(ax::Axis, viz::Contour2, series_i, series, colname_row, colname_col)
 
-    c = prep_contours(series::TableSeries2, viz.sigmas, colname_row, colname_col)
+function bodyplot(ax::Makie.Axis, viz::Contour, series_i, series, colname_row, colname_col)
+
+    c = prep_contours(series::Series, viz.sigmas, colname_row, colname_col)
    
-    color = get(viz.kwargs, :color, Cycled(series_i))
-    color = get(series.kwargs, :color, color)
+    color = get(series.kwargs, :color, Makie.Cycled(series_i))
+    color = get(viz.kwargs, :color, color)
 
     levels = ContourLib.levels(c)
     for (i,level) in enumerate(levels), poly in ContourLib.lines(level)
         xs, ys = ContourLib.coordinates(poly)
         # Makie.poly!(ax, Makie.Point2f.(zip(xs,ys)); strokewidth=2, series.kwargs...,  viz.kwargs..., color=:transparent, strokecolor=color)#(color, i/length(levels)))
-        Makie.lines!(ax, xs, ys;series.kwargs...,  viz.kwargs..., color)#(color, i/length(levels)))
+        Makie.lines!(ax, xs, ys; strokewidth=1.5, series.kwargs...,  viz.kwargs..., color)
     end
 end
 
-function bodyplot(ax::Axis, viz::Contourf2, series_i, series::TableSeries2, colname_row, colname_col)
+function bodyplot(ax::Makie.Axis, viz::Contourf, series_i, series::Series, colname_row, colname_col)
 
-    c = prep_contours(series::TableSeries2, viz.sigmas, colname_row, colname_col)
+    c = prep_contours(series::Series, viz.sigmas, colname_row, colname_col)
    
-    color = get(viz.kwargs, :color, Cycled(series_i))
-    color = get(series.kwargs, :color, color)
+    color = get(series.kwargs, :color, Makie.Cycled(series_i))
+    color = get(viz.kwargs, :color, color)
 
     levels = ContourLib.levels(c)
     for (i,level) in enumerate(levels), poly in ContourLib.lines(level)
@@ -589,36 +419,50 @@ function bodyplot(ax::Axis, viz::Contourf2, series_i, series::TableSeries2, coln
 end
 
 
-function bodyplot(ax::Axis, viz::Scatter, series_i, series::TableSeries2, colname_row, colname_col)
+function bodyplot(ax::Makie.Axis, viz::Scatter, series_i, series::Series, colname_row, colname_col)
 
-    Makie.scatter!(ax, getproperty(series.table, colname_col), getproperty(series.table, colname_row); series.kwargs..., viz.kwargs...)
-end
+    xall = getproperty(series.table, colname_col)
+    yall = getproperty(series.table, colname_row)
 
+    if isnothing(viz.filtersigma)
+        Makie.scatter!(ax, xall, yall; markersize=1f0, series.kwargs..., viz.kwargs...)
+        return
+    end
+
+    c = prep_contours(series, [viz.filtersigma], colname_row, colname_col)
+    levels = ContourLib.levels(c)
+    xfilt, yfilt = scatter_filtering(xall, yall, first(levels))
+    Makie.scatter!(ax, xfilt, yfilt; markersize=1f0, series.kwargs..., viz.kwargs...)
+
+end
 
 
 
 # Filter the scatter plot to remove points inside the first contour
 # for performance and better display
-function scatter_filtering(b, a, x,y, level)
+function scatter_filtering(x,y, level)
 
-    inds = eachindex(b,a)
+    inds = eachindex(x,y)
     outside = trues(size(inds))
 
     # calculate the outer contour manually
-    for poly in lines(level)
-        xs, ys = coordinates(poly)
+    for poly in ContourLib.lines(level)
+        xs, ys = ContourLib.coordinates(poly)
         poly = SVector.(xs,ys)
         push!(poly, SVector(xs[begin], ys[begin]))
-        # poly = [xs ys; xs[begin] ys[begin]]
+        # Could benchmark threading this
         for i in inds
-            point = SVector(b[i],a[i])
+            point = SVector(x[i],y[i])
             # This logic does not seem to be 100% right
             ins = inpolygon(point, poly, in=false, on=true, out=true)
             outside[i] &= ins
         end
     end
-    return b[outside], a[outside]
+    return view(x, outside), view(y, outside)
 
 end
 
+include("precompile.jl")
+
 end
+
diff --git a/src/precompile.jl b/src/precompile.jl
new file mode 100644
index 0000000..fbf42d6
--- /dev/null
+++ b/src/precompile.jl
@@ -0,0 +1,13 @@
+
+using SnoopPrecompile
+
+
+@precompile_all_calls begin
+    # Our "toy workload" that exercise the code you want to precompile
+    table = (;
+        # These are just from randn(100) but don't actually call into Random etc. here
+        a=[-0.34354309486711065, -1.0995966004923408, -1.031706382670448, 0.3183044791424319, 0.67787316130825, 1.1324681536249555, 1.2939921062585586, -0.6582203791206142, 1.4695904633205077, 1.5427816212385765, 1.4823524032258817, 0.42815319406559155, -0.4578923008551234, 0.9541115645590403, -1.1768032568149391, 0.09746177747481431, 0.5676618046059924, -0.07301172550842665, 0.2133270257363731, 0.6249497564601051, 0.030033374314663457, 0.9989897307774964, -0.14633638359521245, -0.13984783088967517, -0.07318127088482887, -0.8827464255133538, -0.1551292742796804, -0.5626619648286509, 1.195609759941277, 0.18044593019778774, 0.9906068677115775, 1.067415336363193, -0.09019199880824731, -0.0733557563698599, 1.2365757473020829, 0.6421378506716701, 0.911971133386629, -0.6604354172921325, 1.248280591046975, 2.086058112053022, -1.1209441193889569, -1.8264659931287404, -0.02394457072094552, -0.31598589415658596, 0.14129402137020985, -1.47055974020114, -0.5647486968155041, 0.6213177557341366, 1.47339588963977, 0.5718280587675062, 1.0992536620777364, -0.31467898547034223, -0.33036645614726445, 1.2610107709091767, 0.041089383886570026, -0.8468181989917779, -0.22891621657661404, -0.9619057469455553, -0.31564076522391055, 1.5426666354392973, 0.37072922620724014, -1.294821169478836, -0.3750959408197882, 0.15235550226977407, -1.1352802216110054, -1.4474576663572862, 1.9765748857275764, -1.691136450322534, 0.22417169521718713, -1.014501941287588, 0.9819618489485618, -1.0309264365918522, -0.46725203203010973, -1.9280180251605148, -0.5775542280478414, 3.305450570359804, 0.17791649755099412, -1.3493878073525758, 1.7952206907296888, 0.10818984149605794, -0.8436885213045058, -0.009094522169231267, -1.9067584282323635, -0.4555136343244378, 0.7041913638409038, -0.08615324254645132, 0.07379284355120926, 0.5436464877324115, 0.06375117639292655, -0.42987929424629967, -0.43876721563140775, -1.2559740614842871, -1.0434458219115856, -0.5415017141491355, 0.5924642659992275, 1.54568956318039, 0.8633157674590743, 1.1005805635355026, -1.910737345963861, -0.4742674166832837],
+        b=[-0.8350547364341157, -0.038903436082298126, -0.7428209115538095, -1.4702332997988619, 0.2929901876823982, 1.480656821045197, -0.7496016270089672, -1.1816175524449404, -0.8929201507386697, -0.4513027458407115, -0.03467987003478814, -0.01703216323285711, 2.269208613937625, -1.122760313412779, -1.690293811059567, 0.35637058611995015, -0.5492956660472131, 0.46065703485294224, 0.4437979543972946, 0.28240840472432244, 0.690877660142549, -2.5626640462814136, 0.05775480227672292, 0.3471312190888867, 1.724863523389576, -0.30223523085282833, -0.9081864727632714, -0.9755930057667722, -0.8633376120374543, -0.6320827659443491, -0.8996197573701549, 1.3098637982582648, 0.7259306350309777, -0.6677231848170275, -0.24152809622940857, 2.1413209082677906, -1.6229571597346615, 1.6318320479372053, 0.5061999438250513, 1.8722835557539328, -0.28755361383607164, -0.39835043144482646, -1.9191542821529093, 0.1861362910513889, -1.7370796754676385, -0.5847017666989085, -0.6139627808148969, -0.5828743912421838, 0.23866575269053403, 1.1395769333095256, 0.03673066354212003, -1.0246047274123449, 0.81119369428263, -0.2413679376829325, -0.16850699998847837, 0.7193564163546119, -1.0250120470351711, -0.020112597427054398, 1.4023645771518407, -1.2964559002213754, 0.004640153954934036, -1.5456922587361066, -1.1892087658060522, -0.5803343106096389, 1.3773763927487954, -1.5428894968829066, -0.6571326425215163, -0.16942661520407568, 0.3902986077040804, -0.5102558720576744, -1.7157849780094623, 1.6557540726543791, 1.5039386944282804, 0.041349457163033926, 1.726208631975933, 1.5872756183910883, 0.3571235862890753, 0.03145711944329936, -1.0810465561583815, 0.2542573690863064, -0.8061299707651735, 0.6202116497962467, -0.5558158303191691, -0.9388942510860714, 0.850513949232004, -0.4858445604340498, 0.7199256833112352, -0.48438425564853616, 0.0201633201948252, 1.01586069947111, -1.2132268468503575, -0.2566512612879169, -0.08918635759129184, -0.36100301648947447, 0.026391614522651263, 0.7647120517033543, 1.2084488286459771, -0.19298755667218181, 0.1995911553994999, 0.025362662538195947]
+    )
+    pairplot(table)
+end

From ebdc6fca78546cc9e67abbe3b7dec3b79d2dc926 Mon Sep 17 00:00:00 2001
From: William Thompson <will.thompson@outlook.com>
Date: Tue, 27 Dec 2022 10:25:10 -0800
Subject: [PATCH 05/15] More flexible call signature

---
 src/PairPlots.jl | 93 +++++++++++++++++++++++++++++++-----------------
 1 file changed, 61 insertions(+), 32 deletions(-)

diff --git a/src/PairPlots.jl b/src/PairPlots.jl
index d8da41c..7749bf6 100644
--- a/src/PairPlots.jl
+++ b/src/PairPlots.jl
@@ -108,30 +108,68 @@ function pairplot(
     @nospecialize datapairs::Any...;
     kwargs...,
 )
-    # Default to grayscale for a single series
-    TS = if length(datapairs) <= 1
-        dat -> Series(dat; color=Makie.RGBA(0., 0., 0., 0.5))
+    # Default to grayscale for a single series.
+    # Otherwise fall back to cycling the colours ourselves.
+    # The Makie color cycle functionality isn't quite flexible enough (but almost!).
+
+
+    if length(datapairs) == 1
+        single_series_color = Makie.RGBA(0., 0., 0., 0.5)
+        single_series_default_viz = (
+            PairPlots.HexBin(colormap=Makie.cgrad([:transparent, :black]),bins=32),
+            PairPlots.Scatter(filtersigma=0.5), 
+            PairPlots.Contour(),
+            PairPlots.MarginDensity(
+                color=:transparent,
+                strokecolor=:black,
+                strokewidth=1.5f0
+            ),
+            PairPlots.MarginConfidenceLimits()
+        )
+        defaults1((data,vizlayers)::Pair) = Series(data; color=single_series_color) => vizlayers
+        defaults1(series::Series) = series => single_series_default_viz
+        defaults1(data::Any) = Series(data; color=single_series_color) => single_series_default_viz
+        pairplot(grid, defaults1(first(datapairs)); kwargs...)
     else
-        dat -> Series(dat)
+        series_i = 0
+        function SeriesDefaults(dat)
+            series_i += 1
+            wc = Makie.wong_colors(0.5)
+            if series_i in axes(wc,1)
+                color = wc[series_i]
+            else
+                color = Makie.RGBA(0., 0., 0., 0.5)
+            end
+            return Series(dat; color, strokecolor=color)
+        end
+        multi_series_default_viz = (
+            PairPlots.Scatter(filtersigma=0.5), 
+            PairPlots.Contourf(),
+            PairPlots.MarginDensity(
+                color=:transparent,
+                strokewidth=2.5f0
+            )
+        )
+        defaults((data,vizlayers)::Pair) = SeriesDefaults(data) => vizlayers
+        defaults(series::Series) = series => multi_series_default_viz
+        defaults(data::Any) = SeriesDefaults(data) => multi_series_default_viz
+        pairplot(grid, map(defaults, datapairs)...; kwargs...)
     end
-    defaults((data,vizlayers)::Pair) = TS(data) => vizlayers
-    defaults(data::Any) = TS(data) => (
-        PairPlots.HexBin(colormap=Makie.cgrad([:transparent, :black]),bins=32),
-        PairPlots.Scatter(filtersigma=0.5), 
-        PairPlots.Contour(),
-        PairPlots.MarginDensity(
-            color=:transparent,
-            strokecolor=:black,
-            strokewidth=1.5f0
-        ),
-        PairPlots.MarginConfidenceLimits()
-    )
 
-    seriespairs = map(defaults, datapairs)
-    pairplot(grid, seriespairs...; kwargs...)
     return
 end
 
+# Handle plotting into a GridPosition instead of a GridLayout
+function pairplot(
+    gridpos::Makie.GridPosition,
+    @nospecialize datapairs::Any...;
+    kwargs...,
+)
+    grid = Makie.GridLayout(gridpos)
+    pairplot(grid, datapairs...; kwargs...)
+    return grid
+end
+
 # Create a pairplot by plotting into a grid position of a figure.
 function pairplot(
     grid::Makie.GridLayout,
@@ -182,7 +220,7 @@ function pairplot(
 
         # TODO: make this first condition optional to enable a full grid
         # Also skip diagonals if no diagonal viz layers
-        if row_ind < col_ind || !anydiag_viz
+        if row_ind < col_ind || (row_ind==col_ind && !anydiag_viz)
             continue
         end
         
@@ -248,8 +286,8 @@ function pairplot(
         Makie.linkxaxes!(axes...)
     end
 
-    Makie.rowgap!(grid, Makie.Fixed(0))
-    Makie.colgap!(grid, Makie.Fixed(0))
+    # Makie.rowgap!(grid, 0)
+    # Makie.colgap!(grid, 0)
 
     # We sometimes end up with an extra first row if there are no diagonal vizualization layers
     Makie.trim!(grid)
@@ -266,7 +304,6 @@ function diagplot(ax::Makie.Axis, viz::MarginHist, series_i, series::Series, col
     h = Makie.hist!(
         ax,
         dat;
-        color=Makie.Cycled(series_i),
         series.kwargs...,
         viz.kwargs...,
     )
@@ -279,7 +316,6 @@ function diagplot(ax::Makie.Axis, viz::MarginDensity, series_i, series::Series,
     h = Makie.density!(
         ax,
         dat;
-        color=Makie.Cycled(series_i),
         series.kwargs...,
         viz.kwargs...,
     )
@@ -301,7 +337,6 @@ function diagplot(ax::Makie.Axis, viz::MarginConfidenceLimits, series_i, series:
         ax,
         [mid-low, mid, mid+high];
         linestyle=:dash,
-        color=Makie.Cycled(series_i),
         depth_shift=-10f0,
         series.kwargs...,
         viz.kwargs...,
@@ -393,28 +428,22 @@ function bodyplot(ax::Makie.Axis, viz::Contour, series_i, series, colname_row, c
 
     c = prep_contours(series::Series, viz.sigmas, colname_row, colname_col)
    
-    color = get(series.kwargs, :color, Makie.Cycled(series_i))
-    color = get(viz.kwargs, :color, color)
-
     levels = ContourLib.levels(c)
     for (i,level) in enumerate(levels), poly in ContourLib.lines(level)
         xs, ys = ContourLib.coordinates(poly)
         # Makie.poly!(ax, Makie.Point2f.(zip(xs,ys)); strokewidth=2, series.kwargs...,  viz.kwargs..., color=:transparent, strokecolor=color)#(color, i/length(levels)))
-        Makie.lines!(ax, xs, ys; strokewidth=1.5, series.kwargs...,  viz.kwargs..., color)
+        Makie.lines!(ax, xs, ys; strokewidth=1.5, series.kwargs...,  viz.kwargs...)
     end
 end
 
 function bodyplot(ax::Makie.Axis, viz::Contourf, series_i, series::Series, colname_row, colname_col)
 
     c = prep_contours(series::Series, viz.sigmas, colname_row, colname_col)
-   
-    color = get(series.kwargs, :color, Makie.Cycled(series_i))
-    color = get(viz.kwargs, :color, color)
 
     levels = ContourLib.levels(c)
     for (i,level) in enumerate(levels), poly in ContourLib.lines(level)
         xs, ys = ContourLib.coordinates(poly)
-        Makie.poly!(ax, Makie.Point2f.(zip(xs,ys)); series.kwargs..., viz.kwargs..., color=color)#(color, 1/length(levels)))
+        Makie.poly!(ax, Makie.Point2f.(zip(xs,ys)); series.kwargs..., viz.kwargs...)#(color, 1/length(levels)))
     end
 end
 

From 7672a2f35827295fcb90ae4545a441382f81028a Mon Sep 17 00:00:00 2001
From: William Thompson <will.thompson@outlook.com>
Date: Tue, 27 Dec 2022 10:32:12 -0800
Subject: [PATCH 06/15] Fix inversion of sigmas

---
 src/PairPlots.jl | 16 ++++++++++------
 1 file changed, 10 insertions(+), 6 deletions(-)

diff --git a/src/PairPlots.jl b/src/PairPlots.jl
index 7749bf6..0896844 100644
--- a/src/PairPlots.jl
+++ b/src/PairPlots.jl
@@ -41,13 +41,13 @@ struct Contour <: VizTypeBody
     sigmas
     kwargs
 end
-Contour(;sigmas=0.5:0.5:2.1, kwargs...) = Contour(sigmas, kwargs)
+Contour(;sigmas=1:2, kwargs...) = Contour(sigmas, kwargs)
 
 struct Contourf <: VizTypeBody
     sigmas
     kwargs
 end
-Contourf(;sigmas=0.5:0.5:2.1, kwargs...) = Contourf(sigmas, kwargs)
+Contourf(;sigmas=1:2, kwargs...) = Contourf(sigmas, kwargs)
 
 struct Scatter <: VizTypeBody
     kwargs
@@ -93,9 +93,13 @@ function pairplot(
     figure=(;),
     kwargs...,
 )
-    N = length(input)+1
+
+    # TODO: auto size figure based on the number of columns.
+    # We need to resolve all the inputs first, so this fix will 
+    # require inverting the pairplot method cascade to do inputs, 
+    # then the grid/gridpos/figure argument last.
     fig = Makie.Figure(;
-        resolution=(300N, 300N),
+        resolution=(800, 800),
         figure...
     )
     pairplot(fig.layout, input...; kwargs...)
@@ -117,7 +121,7 @@ function pairplot(
         single_series_color = Makie.RGBA(0., 0., 0., 0.5)
         single_series_default_viz = (
             PairPlots.HexBin(colormap=Makie.cgrad([:transparent, :black]),bins=32),
-            PairPlots.Scatter(filtersigma=0.5), 
+            PairPlots.Scatter(filtersigma=2), 
             PairPlots.Contour(),
             PairPlots.MarginDensity(
                 color=:transparent,
@@ -394,7 +398,7 @@ function prep_contours(series::Series, sigmas, colname_row, colname_col)
     h = pdf.(Ref(ik), x, y')
     
     # Calculate levels for contours
-    levels = 1 .- exp.(-0.5 .* (sigmas).^2)
+    levels = 1 .- exp.(-0.5 .* (1 ./sigmas).^2)
     ii = sortperm(reshape(h,:))
     h2flat = h[ii]
     sm = cumsum(h2flat)

From 9f50175d7af2bbcd213ab4fb24413cfbce6917be Mon Sep 17 00:00:00 2001
From: William Thompson <will.thompson@outlook.com>
Date: Tue, 27 Dec 2022 11:41:34 -0800
Subject: [PATCH 07/15] Better defaults for larger numbers of tables

---
 src/PairPlots.jl | 82 +++++++++++++++++++++++++++---------------------
 1 file changed, 46 insertions(+), 36 deletions(-)

diff --git a/src/PairPlots.jl b/src/PairPlots.jl
index 0896844..34bd983 100644
--- a/src/PairPlots.jl
+++ b/src/PairPlots.jl
@@ -116,48 +116,58 @@ function pairplot(
     # Otherwise fall back to cycling the colours ourselves.
     # The Makie color cycle functionality isn't quite flexible enough (but almost!).
 
+    single_series_color = Makie.RGBA(0., 0., 0., 0.5)
+    single_series_default_viz = (
+        PairPlots.HexBin(colormap=Makie.cgrad([:transparent, :black]),bins=32),
+        PairPlots.Scatter(filtersigma=2), 
+        PairPlots.Contour(),
+        PairPlots.MarginDensity(
+            color=:transparent,
+            strokecolor=:black,
+            strokewidth=1.5f0
+        ),
+        PairPlots.MarginConfidenceLimits()
+    )
 
-    if length(datapairs) == 1
-        single_series_color = Makie.RGBA(0., 0., 0., 0.5)
-        single_series_default_viz = (
-            PairPlots.HexBin(colormap=Makie.cgrad([:transparent, :black]),bins=32),
-            PairPlots.Scatter(filtersigma=2), 
-            PairPlots.Contour(),
-            PairPlots.MarginDensity(
-                color=:transparent,
-                strokecolor=:black,
-                strokewidth=1.5f0
-            ),
-            PairPlots.MarginConfidenceLimits()
+    series_i = 0
+    function SeriesDefaults(dat)
+        series_i += 1
+        wc = Makie.wong_colors(0.5)
+        color = wc[mod1(series_i, length(wc))]
+        return Series(dat; color, strokecolor=color)
+    end
+    multi_series_default_viz = (
+        PairPlots.Scatter(filtersigma=0.5), 
+        PairPlots.Contourf(),
+        PairPlots.MarginDensity(
+            color=:transparent,
+            strokewidth=2.5f0
         )
+    )
+    many_series_default_viz = (
+        PairPlots.Contour(sigmas=[1]),
+        PairPlots.MarginDensity(
+            color=:transparent,
+            strokewidth=2.5f0
+        )
+    )
+
+    if length(datapairs) == 1
+
         defaults1((data,vizlayers)::Pair) = Series(data; color=single_series_color) => vizlayers
         defaults1(series::Series) = series => single_series_default_viz
         defaults1(data::Any) = Series(data; color=single_series_color) => single_series_default_viz
         pairplot(grid, defaults1(first(datapairs)); kwargs...)
-    else
-        series_i = 0
-        function SeriesDefaults(dat)
-            series_i += 1
-            wc = Makie.wong_colors(0.5)
-            if series_i in axes(wc,1)
-                color = wc[series_i]
-            else
-                color = Makie.RGBA(0., 0., 0., 0.5)
-            end
-            return Series(dat; color, strokecolor=color)
-        end
-        multi_series_default_viz = (
-            PairPlots.Scatter(filtersigma=0.5), 
-            PairPlots.Contourf(),
-            PairPlots.MarginDensity(
-                color=:transparent,
-                strokewidth=2.5f0
-            )
-        )
-        defaults((data,vizlayers)::Pair) = SeriesDefaults(data) => vizlayers
-        defaults(series::Series) = series => multi_series_default_viz
-        defaults(data::Any) = SeriesDefaults(data) => multi_series_default_viz
-        pairplot(grid, map(defaults, datapairs)...; kwargs...)
+    elseif length(datapairs) <= 5
+        defaults_upto5((data,vizlayers)::Pair) = SeriesDefaults(data) => vizlayers
+        defaults_upto5(series::Series) = series => multi_series_default_viz
+        defaults_upto5(data::Any) = SeriesDefaults(data) => multi_series_default_viz
+        pairplot(grid, map(defaults_upto5, datapairs)...; kwargs...)
+    else # More than 5 series
+        defaults_morethan5((data,vizlayers)::Pair) = SeriesDefaults(data) => vizlayers
+        defaults_morethan5(series::Series) = series => many_series_default_viz
+        defaults_morethan5(data::Any) = SeriesDefaults(data) => many_series_default_viz
+        pairplot(grid, map(defaults_morethan5, datapairs)...; kwargs...)
     end
 
     return

From b4b6784fb8f33af1bbfb317d7dcb416eb9251a1c Mon Sep 17 00:00:00 2001
From: William Thompson <will.thompson@outlook.com>
Date: Wed, 28 Dec 2022 11:32:36 -0800
Subject: [PATCH 08/15] Code cleanup and doc strings

---
 Project.toml        |   1 +
 examples/example.jl |  44 +++++
 src/PairPlots.jl    | 399 ++++++++++++++++++++++++++++++++++++--------
 3 files changed, 375 insertions(+), 69 deletions(-)

diff --git a/Project.toml b/Project.toml
index 0d11fca..3013d7b 100644
--- a/Project.toml
+++ b/Project.toml
@@ -11,6 +11,7 @@ Latexify = "23fbe1c1-3f47-55db-b15f-69d7ec21a316"
 Makie = "ee78f7c6-11fb-53f2-987a-cfe4a2b5a57a"
 Measures = "442fdcdd-2543-5da2-b0f3-8c86c306513e"
 NamedTupleTools = "d9ec5142-1e00-5aa0-9d6a-321866360f50"
+OrderedCollections = "bac558e1-5e72-5ebc-8fee-abe8a469f55d"
 PolygonOps = "647866c9-e3ac-4575-94e7-e3d426903924"
 Printf = "de0858da-6303-5e67-8744-51eddeeeb8d7"
 RecipesBase = "3cdcf5f2-1ef4-517c-9805-6587b60abb01"
diff --git a/examples/example.jl b/examples/example.jl
index 7581edd..2c000a7 100644
--- a/examples/example.jl
+++ b/examples/example.jl
@@ -15,3 +15,47 @@ table = (;a, b, c, d)
 ##
 
 pairplot(table)
+
+
+## Logo
+N = 400_000
+a = randn(N)
+b = randn(N)
+c = randn(N)
+table = (;a,b,c)
+
+for cname in (:green,:red,:purple)
+    color = getproperty(Makie.Colors.JULIA_LOGO_COLORS, cname)
+    fig = pairplot(
+        table => (
+            PairPlots.HexBin(colormap=Makie.cgrad([:transparent, color]),bins=32),
+            PairPlots.Scatter(filtersigma=2,color=color), 
+            PairPlots.Contour(),
+            PairPlots.MarginDensity(
+                color=:transparent,
+                strokecolor=color,
+                strokewidth=1.5f0
+            )
+        ),
+        bodyaxis=(;
+            xlabelvisible=false,
+            xticksvisible=false,
+            xticklabelsvisible=false,
+            ylabelvisible=false,
+            yticksvisible=false,
+            yticklabelsvisible=false,
+        ),
+        diagaxis=(;
+            xlabelvisible=false,
+            xticksvisible=false,
+            xticklabelsvisible=false,
+            ylabelvisible=false,
+            yticksvisible=false,
+            yticklabelsvisible=false,
+        ),
+    )
+    rowgap!(fig.layout,0.0)
+    colgap!(fig.layout,0.0)
+    save("logo-$cname.png", fig)
+end
+
diff --git a/src/PairPlots.jl b/src/PairPlots.jl
index 34bd983..c1d52ab 100644
--- a/src/PairPlots.jl
+++ b/src/PairPlots.jl
@@ -1,5 +1,4 @@
 module PairPlots
-Base.Experimental.@optlevel 0
 
 export pairplot
 
@@ -8,75 +7,211 @@ using Tables
 using Printf
 using KernelDensity: KernelDensity
 using Contour: Contour as ContourLib
+using OrderedCollections: OrderedDict
 using Latexify: latexify
 using StatsBase: fit, quantile, Histogram
 using Distributions: pdf
 using StaticArrays
 using PolygonOps
 
+"""
+    AstractSeries
+
+Represents some kind of series in PairPlots.
+"""
 abstract type AbstractSeries end
 
-struct Series <: AbstractSeries
-    label
-    table
-    kwargs
-end
-Series(data; label=nothing, kwargs...) = Series(label, data, kwargs)
 
+struct Series{T,K} <: AbstractSeries where {T,K}
+    label::Union{String,Nothing}
+    table::T
+    kwargs::K
+end
+"""
+    Series(data; label=nothing, kwargs=...)
+
+A data series in PairPlots. Wraps a Tables.jl compatible table.
+You can optionally pass a label for this series to use in the plot legend.
+Keyword arguments are forwarded to every plot call for this series.
+
+Examples:
+```julia
+ser = Series(table; label="series 1", color=:red)
+```
+"""
+function Series(data; label=nothing, kwargs...)
+    if !Tables.istable(data)
+        error("PairPlots expects a matrix or Tables.jl compatible table for each series.")
+    end
+    Series(label, data, kwargs)
+end
+"""
+    Series(matrix::AbstractMatrix; label=nothing, kwargs...)
+
+Convenience constructor to build a Series from an abstract matrix.
+The columns are named accordingly to the axes of the Matrix (usually :1 though N).
+"""
+function Series(data::AbstractMatrix; label=nothing, kwargs...)
+    column_labels = [Symbol(i) for i in axes(data,1)] 
+    table = NamedTuple([
+        collabel => col
+        for (collabel, col) in zip(column_labels, eachrow(data))
+    ])
+    Series(label, table, kwargs)
+end
 
+""""
+A type of PairPlots vizualization.
+"""
 abstract type VizType end
+
+""""
+A type of PairPlots vizualization that compares two variables.
+"""
 abstract type VizTypeBody <: VizType end
 
+## Note: these are deliberately not concretely typed. They just store keyword arguments
+## that will vary as the user is modifying plots. No point in specializing on them.
+
+"""
+    HexBin(;kwargs...)
+
+Plot two variables against eachother using a Makie Hex Bin series.
+`kwargs` are forwarded to the plot function and can be used to control
+the number of bins and the appearance.
+"""
 struct HexBin <: VizTypeBody
     kwargs
+    HexBin(;kwargs...) = new(kwargs)
 end
-HexBin(;kwargs...) = HexBin(kwargs)
 
-struct Hist <: VizTypeBody
+"""
+    Hist(;kwargs...)
+    Hist(histprep_function; kwargs...)
+
+Plot two variables against eachother using a 2D histogram heatmap.
+`kwargs` are forwarded to the plot function and can be used to control
+the number of bins and the appearance.
+
+!!! note
+    You can optionally pass a function to override how the histogram is calculated.
+    It should have the signature: `prepare_hist(xs, ys, nbins)` and return
+    a vector of horizontal bin centers, vertical bin centers, and a matrix of weights.
+
+    !!! tip
+        Your `prepare_hist` function it does not have to obey `nbins`
+"""
+struct Hist{T} <: VizTypeBody where T
+    prepare_hist::T
     kwargs
+    Hist(prepare_hist=prepare_hist;kwargs...) = new{typeof(prepare_hist)}(prepare_hist, kwargs)
 end
-Hist(;kwargs...) = Hist(kwargs)
 
+
+"""
+    Contour(;sigmas=1:2, kwargs...)
+
+Plot two variables against eachother using a contour plot. The contours cover the area under a Gaussian
+given by `sigmas`, which must be `<: AbstractVector`. `kwargs` are forwarded to the plot function and can
+be used to control the appearance.
+
+KernelDensity.jl is used to produce smoother contours.
+
+!!! note
+    Contours are calculated using Contour.jl and plotted as a Makie line series.
+
+See also: Contourf
+"""
 struct Contour <: VizTypeBody
     sigmas
     kwargs
+    Contour(;sigmas=1:2, kwargs...) = new(sigmas, kwargs)
 end
-Contour(;sigmas=1:2, kwargs...) = Contour(sigmas, kwargs)
 
+"""
+    Contourf(;sigmas=1:2, kwargs...)
+
+Plot two variables against eachother using a filled contour plot. The contours cover the area under a Gaussian
+given by `sigmas`, which must be `<: AbstractVector`. `kwargs` are forwarded to the plot function and can
+be used to control the appearance.
+
+KernelDensity.jl is used to produce smoother contours.
+
+See also: Contour
+"""
 struct Contourf <: VizTypeBody
     sigmas
     kwargs
+    Contourf(;sigmas=1:2, kwargs...) = new(sigmas, kwargs)
 end
-Contourf(;sigmas=1:2, kwargs...) = Contourf(sigmas, kwargs)
 
+"""
+    Scatter(;kwargs...)
+
+Plot two variables against eachother using a scatter plot.`kwargs` are forwarded to the plot function and can
+be used to control the appearance.
+"""
 struct Scatter <: VizTypeBody
     kwargs
     filtersigma
+    Scatter(;filtersigma=nothing, kwargs...) = new(kwargs, filtersigma)
 end
-Scatter(;filtersigma=nothing, kwargs...) = Scatter(kwargs, filtersigma)
 
 
 ## Diagonals
+""""
+    VizTypeBody
 
+A type of PairPlots vizualization that only shows one variable. Used 
+for the plots along the diagonal.
+"""
 abstract type VizTypeDiag <: VizType end
 
+
+"""
+    MarginConfidenceLimits(;titlefmt="\$\\mathrm{%.2f^{+%.2f}_{-%.2f}}\$", kwargs...)
+"""
 struct MarginConfidenceLimits <: VizTypeDiag
-    titlefmt
+    titlefmt::String
     kwargs
+    function MarginConfidenceLimits(titlefmt="\$\\mathrm{%.2f^{+%.2f}_{-%.2f}}\$"; kwargs...)
+        return new(titlefmt, kwargs)
+    end
 end
-function MarginConfidenceLimits(titlefmt="\$\\mathrm{%.2f^{+%.2f}_{-%.2f}}\$"; kwargs...)
-    return MarginConfidenceLimits(titlefmt, kwargs)
-end
 
-struct MarginHist <: VizTypeDiag
+"""
+    MarginHist(;kwargs...)
+    MarginHist(histprep_function; kwargs...)
+
+Plot a marginal histogram of a single variable along the diagonal of the grid.
+`kwargs` are forwarded to the plot function and can be used to control
+the number of bins and the appearance.
+
+!!! tip
+    You can optionally pass a function to override how the histogram is calculated.
+    It should have the signature: `prepare_hist(xs, nbins)` and return
+    a vector of bin centers and a vector of weights.
+
+    !!! note
+        Your `prepare_hist` function it does not have to obey `nbins`
+"""
+struct MarginHist{T} <: VizTypeDiag where T
+    prepare_hist::T
     kwargs
+    MarginHist(prepare_hist=prepare_hist;kwargs...) = new{typeof(prepare_hist)}(prepare_hist, kwargs)
 end
-MarginHist(;kwargs...) = MarginHist(kwargs)
 
+"""
+    MarginDensity(;kwargs...)
+
+Plot the smoothed marginal density of a variable along the diagonal of the grid, using Makie's `density` 
+function. `kwargs` are forwarded to the plot function and can be used to control
+the appearance.
+"""
 struct MarginDensity <: VizTypeDiag
     kwargs
+    MarginDensity(;kwargs...) = new(kwargs)
 end
-MarginDensity(;kwargs...) = MarginDensity(kwargs)
 
 
 colnames(t::Series) = Tables.columnnames(t.table)
@@ -87,7 +222,17 @@ colnames(t::AbstractDict) = keys(t)
 
 GridPosTypes = Union{Makie.Figure, Makie.GridPosition, Makie.GridSubposition}
 
+"""
+    pairplot(inputs...; figure=(;), kwargs...)
 
+Convenience method to generate a new Makie figure with resolution (800,800)
+and then call `pairplot` as usual. Returns the figure.
+
+Example:
+```julia
+fig = pairplot(table)
+```
+"""
 function pairplot(
     @nospecialize input...;
     figure=(;),
@@ -106,7 +251,88 @@ function pairplot(
     return fig
 end
 
-# Fallback defaults for convenience
+
+"""
+    pairplot(gridpos::Makie.GridPosition, inputs...; kwargs...)
+
+Create a pair plot at a given grid position of a Makie figure.
+
+Example
+```julia
+fig = Figure()
+pairplot(fig[2,3], table)
+fig
+```
+"""
+function pairplot(
+    gridpos::Makie.GridPosition,
+    @nospecialize datapairs::Any...;
+    kwargs...,
+)
+    grid = Makie.GridLayout(gridpos)
+    pairplot(grid, datapairs...; kwargs...)
+    return grid
+end
+
+"""
+    pairplot(gridpos::Makie.GridLayout, inputs...; kwargs...)
+
+Convenience function to create a reasonable pair plot given 
+one or more inputs that aren't full specified.
+Wraps input tables in PairPlots.Series() with a distinct color specified
+for each series.
+
+Here are the defaults applied for a single data table:
+```julia
+pairplot(fig[1,1], table) == # approximately the following:
+pairplot(
+    PairPlots.Series(table, color=Makie.RGBA(0., 0., 0., 0.5)) => (
+        PairPlots.HexBin(colormap=Makie.cgrad([:transparent, :black]),bins=32),
+        PairPlots.Scatter(filtersigma=2), 
+        PairPlots.Contour(),
+        PairPlots.MarginDensity(
+            color=:transparent,
+            strokecolor=:black,
+            strokewidth=1.5f0
+        ),
+        PairPlots.MarginConfidenceLimits()
+    )
+)
+```
+
+Here are the defaults applied for 2 to 5 data tables:
+```julia
+pairplot(fig[1,1], table1, table2) == # approximately the following:
+pairplot(
+    PairPlots.Series(table1, color=Makie.wong_colors(0.5)[1]) => (
+        PairPlots.Scatter(filtersigma=2), 
+        PairPlots.Contourf(),
+        PairPlots.MarginDensity(
+            color=:transparent,
+            strokewidth=2.5f0
+        )
+    ),
+    PairPlots.Series(table2, color=Makie.wong_colors(0.5)[2]) => (
+        PairPlots.Scatter(filtersigma=2), 
+        PairPlots.Contourf(),
+        PairPlots.MarginDensity(
+            color=:transparent,
+            strokewidth=2.5f0
+        )
+    ),
+)
+    
+For 6 or more tables, the defaults are approximately:
+```julia
+PairPlots.Series(table1, color=Makie.wong_colors(0.5)[series_i]) => (
+    PairPlots.Contour(sigmas=[1]),
+    PairPlots.MarginDensity(
+        color=:transparent,
+        strokewidth=2.5f0
+    )
+)
+```
+"""
 function pairplot(
     grid::Makie.GridLayout,
     @nospecialize datapairs::Any...;
@@ -137,7 +363,7 @@ function pairplot(
         return Series(dat; color, strokecolor=color)
     end
     multi_series_default_viz = (
-        PairPlots.Scatter(filtersigma=0.5), 
+        PairPlots.Scatter(filtersigma=2), 
         PairPlots.Contourf(),
         PairPlots.MarginDensity(
             color=:transparent,
@@ -173,23 +399,25 @@ function pairplot(
     return
 end
 
-# Handle plotting into a GridPosition instead of a GridLayout
-function pairplot(
-    gridpos::Makie.GridPosition,
-    @nospecialize datapairs::Any...;
-    kwargs...,
-)
-    grid = Makie.GridLayout(gridpos)
-    pairplot(grid, datapairs...; kwargs...)
-    return grid
-end
-
 # Create a pairplot by plotting into a grid position of a figure.
+
+"""
+    pairplot(gridpos::Makie.GridLayout, inputs...; kwargs...)
+
+Main PairPlots function. Create a pair plot by plotting into a grid
+layout within a Makie figure.
+
+Inputs should be one or more `Pair` of PairPlots.AbstractSeries => tuple of VizType.
+
+Additional arguments:
+* labels: customize the axes labels with a Dict of column name (symbol) to string, Makie rich text, or LaTeX string.
+* diagaxis: customize the Makie.Axis of plots along the diagonal with a named tuple of keyword arguments.
+* bodyaxis: customize the Makie.Axis of plots under the diagonal with a named tuple of keyword arguments.
+"""
 function pairplot(
     grid::Makie.GridLayout,
     @nospecialize pairs::Pair{<:AbstractSeries}...;
     labels::AbstractDict{Symbol} = Dict{Symbol,Any}(),
-    units::AbstractDict{Symbol} = Dict{Symbol,Any}(),
     diagaxis=(;),
     bodyaxis=(;),
 )
@@ -204,13 +432,7 @@ function pairplot(
         for name in columns
     )
     label_map = merge(label_map, Dict(labels))
-
-    # Similarly for units. By default empty string, but allow override.
-    units_map = Dict(
-        name => Makie.L""
-        for name in columns
-    )
-    units_map = merge(units_map, units)
+   
 
     # Rather than computing limits in this version, let's try to rely on 
     # Makie doing a good job of linking axes.
@@ -246,8 +468,15 @@ function pairplot(
         else
             kw = bodyaxis
         end
+
+        # Hide first row if no diagonal viz layers
+        row_ind_fig = row_ind
+        if !anydiag_viz
+            row_ind_fig = row_ind - 1
+        end
+
         ax = Makie.Axis(
-            grid[row_ind, col_ind];
+            grid[row_ind_fig, col_ind];
             ylabel=label_map[colname_row],
             xlabel=label_map[colname_col],
             xgridvisible=false,
@@ -267,14 +496,14 @@ function pairplot(
 
         # For each slot, loop through all series and fill it in accordingly.
         # We have two slot types: bodyplot, like a 3D histogram, and diagplot, along the diagonal
-        for (series_i,(series, vizlayers)) in enumerate(pairs)
+        for (series, vizlayers) in pairs
             cn = colnames(series)
             if colname_row in cn && colname_col in cn
                 for vizlayer in vizlayers    
                     if row_ind == col_ind && vizlayer isa VizTypeDiag
-                        diagplot(ax, vizlayer, series_i, series, colname_row)
+                        diagplot(ax, vizlayer, series, colname_row)
                     elseif row_ind != col_ind && vizlayer isa VizTypeBody
-                        bodyplot(ax, vizlayer, series_i, series, colname_row, colname_col)
+                        bodyplot(ax, vizlayer, series, colname_row, colname_col)
                     else
                         # skip
                     end
@@ -299,12 +528,7 @@ function pairplot(
     for axes in values(axes_by_col)
         Makie.linkxaxes!(axes...)
     end
-
-    # Makie.rowgap!(grid, 0)
-    # Makie.colgap!(grid, 0)
-
-    # We sometimes end up with an extra first row if there are no diagonal vizualization layers
-    Makie.trim!(grid)
+    # Wishlist: link x axis of bottom right diagonal plot with y axis of bottom row.
 
     return
 
@@ -312,22 +536,31 @@ end
 
 # Note: stephist coming soon in a Makie PR
 
-function diagplot(ax::Makie.Axis, viz::MarginHist, series_i, series::Series, colname)
+function diagplot(ax::Makie.Axis, viz::MarginHist, series::Series, colname)
     dat = getproperty(series.table, colname)
 
-    h = Makie.hist!(
-        ax,
-        dat;
+    bins = get(series.kwargs, :bins, 32)
+    bins = get(viz.kwargs, :bins, bins)
+
+    # h = fit(Histogram, vec(dat); nbins=bins)
+    # x = range(first(h.edges[1])+step(h.edges[1])/2, step=step(h.edges[1]), length=size(h.weights,1))
+   
+    x, weights = viz.prepare_hist(dat,  bins)
+
+
+    Makie.stairs!(
+        ax, x, weights;
+        gap = 0,
         series.kwargs...,
         viz.kwargs...,
     )
     Makie.ylims!(ax,low=0)
 end
 
-function diagplot(ax::Makie.Axis, viz::MarginDensity, series_i, series::Series, colname)
+function diagplot(ax::Makie.Axis, viz::MarginDensity, series::Series, colname)
     dat = getproperty(series.table, colname)
 
-    h = Makie.density!(
+     Makie.density!(
         ax,
         dat;
         series.kwargs...,
@@ -337,7 +570,7 @@ function diagplot(ax::Makie.Axis, viz::MarginDensity, series_i, series::Series,
 end
 
 
-function diagplot(ax::Makie.Axis, viz::MarginConfidenceLimits, series_i, series::Series, colname)
+function diagplot(ax::Makie.Axis, viz::MarginConfidenceLimits, series::Series, colname)
 
     percentiles = quantile(vec(getproperty(series.table, colname)), (0.16, 0.5, 0.84))
     mid = percentiles[2]
@@ -357,7 +590,7 @@ function diagplot(ax::Makie.Axis, viz::MarginConfidenceLimits, series_i, series:
     )
 end
 
-function bodyplot(ax::Makie.Axis, viz::HexBin, series_i, series::Series, colname_row, colname_col)
+function bodyplot(ax::Makie.Axis, viz::HexBin, series::Series, colname_row, colname_col)
     Makie.hexbin!(
         ax,
         getproperty(series.table, colname_col),
@@ -369,7 +602,7 @@ function bodyplot(ax::Makie.Axis, viz::HexBin, series_i, series::Series, colname
     )
 end
 
-function bodyplot(ax::Makie.Axis, viz::Hist, series_i, series::Series, colname_row, colname_col)
+function bodyplot(ax::Makie.Axis, viz::Hist, series::Series, colname_row, colname_col)
 
     xdat = getproperty(series.table, colname_col)
     ydat = getproperty(series.table, colname_row)
@@ -378,15 +611,17 @@ function bodyplot(ax::Makie.Axis, viz::Hist, series_i, series::Series, colname_r
     bins = get(series.kwargs, :bins, 32)
     bins = get(viz.kwargs, :bins, bins)
 
-    h = fit(Histogram, (vec(xdat),vec(ydat)); nbins=bins)
-    x = range(first(h.edges[1])+step(h.edges[1])/2, step=step(h.edges[1]), length=size(h.weights,1))
-    y = range(first(h.edges[2])+step(h.edges[2])/2, step=step(h.edges[2]), length=size(h.weights,2))
+    # h = fit(Histogram, (vec(xdat),vec(ydat)); nbins=bins)
+    # x = range(first(h.edges[1])+step(h.edges[1])/2, step=step(h.edges[1]), length=size(h.weights,1))
+    # y = range(first(h.edges[2])+step(h.edges[2])/2, step=step(h.edges[2]), length=size(h.weights,2))
+
+    x, y, weights = viz.prepare_hist(xdat, ydat, bins)
 
     Makie.heatmap!(
         ax,
         x,
         y,
-        h.weights;
+        weights;
         colormap=Makie.cgrad([:transparent, :black]),
         series.kwargs...,
         viz.kwargs...,
@@ -415,7 +650,6 @@ function prep_contours(series::Series, sigmas, colname_row, colname_col)
     sm /= sm[end]
     if all(isnan, sm) || length(h) <= 1
         @warn "Could not compute valid contours"
-        plotcontours = false
         V = [0]
     else
         V = sort(map(v0 -> h2flat[sm .≤ v0][end], levels))
@@ -423,7 +657,6 @@ function prep_contours(series::Series, sigmas, colname_row, colname_col)
             @warn "Too few points to create valid contours"
         end
     end
-    levels_final = [0; V; maximum(h) * (1 + 1e-4)]
 
     # Place a row and column of zeros around all sides of the data grid
     # to ensure the contours link up nicely.
@@ -435,10 +668,11 @@ function prep_contours(series::Series, sigmas, colname_row, colname_col)
         zeros(size(h,2))' 0 0
     ]
     c = ContourLib.contours(pad_x,pad_y,pad_h, V)
+    return c
 end
 
 
-function bodyplot(ax::Makie.Axis, viz::Contour, series_i, series, colname_row, colname_col)
+function bodyplot(ax::Makie.Axis, viz::Contour, series, colname_row, colname_col)
 
     c = prep_contours(series::Series, viz.sigmas, colname_row, colname_col)
    
@@ -450,7 +684,7 @@ function bodyplot(ax::Makie.Axis, viz::Contour, series_i, series, colname_row, c
     end
 end
 
-function bodyplot(ax::Makie.Axis, viz::Contourf, series_i, series::Series, colname_row, colname_col)
+function bodyplot(ax::Makie.Axis, viz::Contourf, series::Series, colname_row, colname_col)
 
     c = prep_contours(series::Series, viz.sigmas, colname_row, colname_col)
 
@@ -462,7 +696,7 @@ function bodyplot(ax::Makie.Axis, viz::Contourf, series_i, series::Series, colna
 end
 
 
-function bodyplot(ax::Makie.Axis, viz::Scatter, series_i, series::Series, colname_row, colname_col)
+function bodyplot(ax::Makie.Axis, viz::Scatter, series::Series, colname_row, colname_col)
 
     xall = getproperty(series.table, colname_col)
     yall = getproperty(series.table, colname_row)
@@ -480,6 +714,33 @@ function bodyplot(ax::Makie.Axis, viz::Scatter, series_i, series::Series, colnam
 end
 
 
+# Default histogram calculations
+"""
+    prepare_hist(vector, nbins)
+
+Use the StatsBase function to return a centered histogram from `vector` with `nbins`.
+Must return a tuple of bin centres, followed by bin weights (of the same length).
+"""
+function prepare_hist(a, nbins)
+    h = fit(Histogram, vec(a); nbins)
+    x = range(first(h.edges[1])+step(h.edges[1])/2, step=step(h.edges[1]), length=size(h.weights,1))
+    return x, h.weights
+end
+"""
+    prepare_hist(vector, nbins)
+
+Use the StatsBase function to return a centered histogram from `vector` with `nbins`x`nbins`.
+Must return a tuple of bin centres along the horizontal, bin centres along the vertical,
+and a matrix of bin weights (of matching dimensions).
+"""
+function prepare_hist(a, b, nbins)
+    h = fit(Histogram, (vec(a),vec(b)); nbins)
+    x = range(first(h.edges[1])+step(h.edges[1])/2, step=step(h.edges[1]), length=size(h.weights,1))
+    y = range(first(h.edges[2])+step(h.edges[2])/2, step=step(h.edges[2]), length=size(h.weights,2))
+    return x, y, h.weights
+end
+
+
 
 # Filter the scatter plot to remove points inside the first contour
 # for performance and better display

From b5d186697cc7d979601873b2d4d9e65c3b4ff89a Mon Sep 17 00:00:00 2001
From: William Thompson <will.thompson@outlook.com>
Date: Wed, 28 Dec 2022 11:33:11 -0800
Subject: [PATCH 09/15] Write docs

---
 docs/.gitignore             |     1 +
 docs/Project.toml           |     6 +
 docs/make.jl                |    24 +
 docs/src/api.md             |    19 +
 docs/src/assets/logo.png    |   Bin 0 -> 1837170 bytes
 docs/src/assets/theme.css   |    10 +
 docs/src/getting-started.md |    58 +
 docs/src/guide.md           |   236 +
 docs/src/index.md           |    17 +
 images/3d-mesh-2.png        |   Bin 159184 -> 0 bytes
 images/3d-mesh-2.svg        |  4519 ---
 images/3d-mesh.png          |   Bin 579790 -> 0 bytes
 images/3d-mesh.svg          |  5909 ---
 images/basic.png            |   Bin 420340 -> 0 bytes
 images/basic.svg            | 70087 ---------------------------------
 images/lens-1d.svg          | 21767 -----------
 images/lens-2d.svg          | 25748 -------------
 images/lens-custom.svg      | 21932 -----------
 images/lens-gallery.png     |   Bin 415395 -> 0 bytes
 images/logo.jl              |    23 -
 images/logo.png             |   Bin 106461 -> 0 bytes
 images/minimal.png          |   Bin 266807 -> 0 bytes
 images/minimal.svg          | 31756 ---------------
 images/single-variable.png  |   Bin 11230 -> 0 bytes
 images/single-variable.svg  |    72 -
 images/themed.png           |   Bin 573861 -> 0 bytes
 images/themed.svg           | 70094 ----------------------------------
 27 files changed, 371 insertions(+), 251907 deletions(-)
 create mode 100644 docs/.gitignore
 create mode 100644 docs/Project.toml
 create mode 100644 docs/make.jl
 create mode 100644 docs/src/api.md
 create mode 100644 docs/src/assets/logo.png
 create mode 100644 docs/src/assets/theme.css
 create mode 100644 docs/src/getting-started.md
 create mode 100644 docs/src/guide.md
 create mode 100644 docs/src/index.md
 delete mode 100644 images/3d-mesh-2.png
 delete mode 100644 images/3d-mesh-2.svg
 delete mode 100644 images/3d-mesh.png
 delete mode 100644 images/3d-mesh.svg
 delete mode 100644 images/basic.png
 delete mode 100644 images/basic.svg
 delete mode 100644 images/lens-1d.svg
 delete mode 100644 images/lens-2d.svg
 delete mode 100644 images/lens-custom.svg
 delete mode 100644 images/lens-gallery.png
 delete mode 100644 images/logo.jl
 delete mode 100644 images/logo.png
 delete mode 100644 images/minimal.png
 delete mode 100644 images/minimal.svg
 delete mode 100644 images/single-variable.png
 delete mode 100644 images/single-variable.svg
 delete mode 100644 images/themed.png
 delete mode 100644 images/themed.svg

diff --git a/docs/.gitignore b/docs/.gitignore
new file mode 100644
index 0000000..567609b
--- /dev/null
+++ b/docs/.gitignore
@@ -0,0 +1 @@
+build/
diff --git a/docs/Project.toml b/docs/Project.toml
new file mode 100644
index 0000000..d6cd969
--- /dev/null
+++ b/docs/Project.toml
@@ -0,0 +1,6 @@
+[deps]
+CairoMakie = "13f3f980-e62b-5c42-98c6-ff1f3baf88f0"
+DataFrames = "a93c6f00-e57d-5684-b7b6-d8193f3e46c0"
+Documenter = "e30172f5-a6a5-5a46-863b-614d45cd2de4"
+MakieCore = "20f20a25-4f0e-4fdf-b5d1-57303727442b"
+PairPlots = "43a3c2be-4208-490b-832a-a21dcd55d7da"
diff --git a/docs/make.jl b/docs/make.jl
new file mode 100644
index 0000000..7326cac
--- /dev/null
+++ b/docs/make.jl
@@ -0,0 +1,24 @@
+using Documenter, CairoMakie, PairPlots
+
+ENV["DATAFRAMES_ROWS"] = 5
+
+makedocs(
+    sitename="PairPlots.jl",
+    pages=[
+        "Home" => "index.md",
+        "Getting Started" => "getting-started.md",
+        "Guide" => "guide.md",
+        "API" => "api.md",
+    ],
+    format = Documenter.HTML(
+        prettyurls = get(ENV, "CI", nothing) == "true",
+        assets = ["assets/theme.css"],
+    ),
+)
+
+
+deploydocs(
+    repo = "github.com/sefffal/PairPlots.jl.git",
+    devbranch = "master",
+    push_preview = true
+)
diff --git a/docs/src/api.md b/docs/src/api.md
new file mode 100644
index 0000000..10e6983
--- /dev/null
+++ b/docs/src/api.md
@@ -0,0 +1,19 @@
+# API Documentation
+
+
+```@docs
+pairplot
+PairPlots.AbstractSeries
+PairPlots.Series
+PairPlots.VizType
+PairPlots.VizTypeBody
+PairPlots.VizTypeDiag
+PairPlots.HexBin
+PairPlots.Hist
+PairPlots.Contour
+PairPlots.Contourf
+PairPlots.Scatter
+PairPlots.MarginConfidenceLimits
+PairPlots.MarginHist
+PairPlots.MarginDensity
+```
diff --git a/docs/src/assets/logo.png b/docs/src/assets/logo.png
new file mode 100644
index 0000000000000000000000000000000000000000..f1d47c9eb139eb6135299fab795b739b24a2b300
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diff --git a/docs/src/assets/theme.css b/docs/src/assets/theme.css
new file mode 100644
index 0000000..2865146
--- /dev/null
+++ b/docs/src/assets/theme.css
@@ -0,0 +1,10 @@
+
+
+article.content img {
+    max-width: min(100%, 450px);
+}
+
+
+article.content svg {
+    max-width: min(100%, 800px);
+}
diff --git a/docs/src/getting-started.md b/docs/src/getting-started.md
new file mode 100644
index 0000000..14622fa
--- /dev/null
+++ b/docs/src/getting-started.md
@@ -0,0 +1,58 @@
+# Getting Started
+
+If you don't need any customization, the easiest way to get started is to call `pairplot` with one or more tables or matrices.
+
+
+```@example 1
+using CairoMakie
+using PairPlots
+
+# The simplest table format is just a named tuple of vectors.
+# You can also pass a DataFrame, or any other Tables.jl compatible object.
+table = (;
+    x = randn(10000),
+    y = randn(10000),
+)
+
+pairplot(table)
+```
+The axis labels are taken from the column names by default, but you can customize them (see [Guide](@ref)).
+
+
+
+If you're in a hurry, you can just pass a Matrix directly (or any subtype of AbstractMatrix).
+```@example 1
+using CairoMakie
+using PairPlots
+
+# The simplest table format is just a named tuple of vectors.
+# You can also pass a DataFrame, or any other Tables.jl compatible object.
+table = (;
+    x = randn(10000),
+    y = randn(10000),
+)
+
+pairplot(table)
+```
+
+
+Multiple tables are also supported. They don't have to have the same column names.
+```@example 1
+using CairoMakie
+using PairPlots
+
+# The simplest table format is just a named tuple of vectors.
+# You can also pass a DataFrame, or any other Tables.jl compatible object.
+table1 = (;
+    x = randn(10000),
+    y = randn(10000),
+)
+
+table2 = (;
+    x = 1 .+ randn(10000),
+    y = 2 .+ randn(10000),
+    z = randn(10000),
+)
+
+pairplot(table1, table2)
+```
diff --git a/docs/src/guide.md b/docs/src/guide.md
new file mode 100644
index 0000000..641224b
--- /dev/null
+++ b/docs/src/guide.md
@@ -0,0 +1,236 @@
+# Guide
+
+
+This guide demonstrates the usage of PairPlots and shows several ways you can customize it to your liking.
+
+Set up:
+```@example 1
+using CairoMakie
+using PairPlots
+using DataFrames
+```
+CairoMakie is great for making high quality static figures. Try GLMakie or WGLMakie for interactive plots!
+
+We will use DataFrames here to wrap our tables and provide pleasant table listings. You can use any Tables.jl compatible source, including simple named tuples of vectors for each column.
+
+## Single Series
+
+Let's create a basic table of data to vizualize.
+
+```@example 1
+N = 100_000
+α = [2randn(N÷2) .+ 6; randn(N÷2)]
+β = [3randn(N÷2); 2randn(N÷2)]
+γ = randn(N)
+δ = β .+ 0.6randn(N)
+
+df = DataFrame(;α, β, γ, δ)
+df[1:8,:] # hide
+```
+
+
+We can plot this data directly using `pairplot`, and add customizations iteratively.
+```@example 1
+pairplot(df)
+```
+
+Override the axis labels:
+```@example 1
+pairplot(
+    df,
+    labels = Dict(
+        # basic string
+        :α => "parameter 1",
+        # Makie rich text
+        :β => rich("parameter 2", font=:bold, color=:blue),
+        # LaTeX String
+        :γ => L"\frac{a}{b}",
+    )
+)
+```
+
+Let's move onto more complex examples. The full syntax of the `pairplot` function is:
+```julia
+pairplot(
+    PairPlots.Series(source) => (::PairPlots.VizType...),
+)
+```
+That is, it accepts a list of pairs of `PairPlots.Series` `=>` a tuple of "vizualiation layers". As we'll see later on, you can pass keyword arguments with a series, or a specific vizualization layer to customize their behaviour and appearance.
+If you don't need to adjust any parameters for a whole series, you can just pass in a data source and PairPlots will wrap it for you:
+```julia
+pairplot(
+    source => (::PairPlots.VizType...),
+)
+```
+
+Let's see how this works by iteratively building up the default vizualiation.
+First, create a basic histogram plot:
+```@example 1
+pairplot(
+    df => (PairPlots.Hist(),) # note the comma
+)
+```
+
+!!! note
+    A tuple or list of vizualization types is required, even if you just want one. Make sure to include the comma in these examples.
+
+Or, a histogram with hexagonal binning:
+```@example 1
+pairplot(
+    df => (PairPlots.HexBin(),)
+)
+```
+
+Scatter plots:
+```@example 1
+pairplot(
+    df => (PairPlots.Scatter(),)
+)
+```
+
+Filled contour plots:
+```@example 1
+pairplot(
+    df => (PairPlots.Contourf(),)
+)
+```
+
+Outlined contour plots:
+```@example 1
+pairplot(
+    df => (PairPlots.Contour(),)
+)
+```
+
+Now let's combine a few plot types. 
+Scatter and contours:
+```@example 1
+pairplot(
+    df => (PairPlots.Scatter(), PairPlots.Contour())
+)
+```
+
+Scatter and contours, but hiding points above $2\sigma$:
+```@example 1
+pairplot(
+    df => (PairPlots.Scatter(filtersigma=2), PairPlots.Contour())
+)
+```
+
+Placing a HexBin series underneath:
+```@example 1
+pairplot(
+    df => (
+        PairPlots.HexBin(colormap=Makie.cgrad([:transparent, :black])),
+        PairPlots.Scatter(filtersigma=2, color=:black),
+        PairPlots.Contour(color=:black)
+    )
+)
+```
+
+### Margin plots
+We can add additional vizualization layers to the diagonals of the plots using the same syntax.
+```@example 1
+pairplot(
+    df => (
+        PairPlots.HexBin(colormap=Makie.cgrad([:transparent, :black])),
+        PairPlots.Scatter(filtersigma=2, color=:black),
+        PairPlots.Contour(color=:black),
+
+        # New:
+        PairPlots.MarginDensity()
+    )
+)
+```
+
+
+```@example 1
+pairplot(
+    df => (
+        PairPlots.HexBin(colormap=Makie.cgrad([:transparent, :black])),
+        PairPlots.Scatter(filtersigma=2, color=:black),
+        PairPlots.Contour(color=:black),
+
+        # New:
+        PairPlots.MarginHist(),
+        PairPlots.MarginConfidenceLimits(),
+    )
+)
+```
+
+```@example 1
+pairplot(
+    df => (
+        PairPlots.HexBin(colormap=Makie.cgrad([:transparent, :black])),
+        PairPlots.Scatter(filtersigma=2, color=:black),
+        PairPlots.Contour(color=:black),
+
+        # New:
+        PairPlots.MarginDensity(),
+        PairPlots.MarginConfidenceLimits(),
+    )
+)
+```
+
+## Adding a title
+
+```@example 1
+fig = pairplot(df)
+Label(fig[0,:], "This is the title!")
+fig
+```
+
+## Layouts
+The `pairplot` function integrates easily within larger Makie Figures.
+
+Customizing the figure:
+```@example 1
+fig = Figure(resolution=(400,400))
+pairplot(fig[1,1], df => (PairPlots.Contourf(),))
+fig
+```
+
+!!! note
+    If you only need to pass arguments to `Figure`, for convenience you can use `pairplot(df, figure=(;...))`.
+
+
+You can plot into one part of a larger figure:
+
+```@example 1
+fig = Figure(resolution=(800,800))
+
+scatterlines(fig[1,1], randn(40))
+
+pairplot(fig[1,2], df)
+
+lines(fig[2,:], randn(200))
+
+
+colsize!(fig.layout, 2, 450)
+rowsize!(fig.layout, 1, 450)
+
+fig
+
+```
+
+Adjust the spacing between axes inside a pair plot:
+
+```@example 1
+fig = Figure(resolution=(600,600))
+
+# pairplots must go into a GridLayout. If you pass a GridPosition instead,
+# PairPlots will create one for you.
+# We can then adjust the spacing within that GridLayout.
+
+gs = GridLayout(fig[1,1])
+pairplot(gs, df)
+
+rowgap!(gs, 0)
+colgap!(gs, 0)
+
+fig
+```
+
+
+
+## Multiple Series
diff --git a/docs/src/index.md b/docs/src/index.md
new file mode 100644
index 0000000..e1d582a
--- /dev/null
+++ b/docs/src/index.md
@@ -0,0 +1,17 @@
+# PairPlots.jl
+*Beautiful and flexible vizualizations of high dimensional data*
+
+[![GitHub](https://img.shields.io/badge/Code-GitHub-black.svg)](https://github.com/sefffal/PairPlots.jl)
+[![Package Downloads](https://shields.io/endpoint?url=https://pkgs.genieframework.com/api/v1/badge/PairPlots)](https://pkgs.genieframework.com?packages=PairPlots)
+
+
+This package produces pair plots, otherwise known as corner plots or scatter plot matrices: grids of 1D and 2D histograms that allow you to visualize high dimensional data.
+
+Pair plots are an excellent way to vizualize the results of MCMC simulations, but are also a useful way to vizualize correlations in general data tables.
+
+The default styles of this package roughly reproduces the style of the Python library [corner.py](https://corner.readthedocs.io/en/latest/index.html) for a single series, and [chainconsumer.py](https://samreay.github.io/ChainConsumer/usage.html) for multiple series.
+If these are not to your tastes, this package is highly configurable.
+
+The current version of PairPlots.jl requires the [Makie](https://makie.juliaplots.org/) plotting library. If instead you prefer to use Plots.jl, you can install the legacy version `0.6` of PairPlots (see [archived documentation here](https://github.com/sefffal/PairPlots.jl/blob/b632abd79c0dfbe7387d44393f4fb5b7f74ac5d8/README.md))
+
+For related functionality, see also: [StatsPlots.cornerplot](https://github.com/JuliaPlots/StatsPlots.jl#corrplot-and-cornerplot), [GeoStats.cornerplot](https://juliaearth.github.io/GeoStats.jl/stable/plotting.html#cornerplot), and [CornerPlot.jl](https://github.com/kilianbreathnach/CornerPlot.jl) for the Gadfly plotting library.
diff --git a/images/3d-mesh-2.png b/images/3d-mesh-2.png
deleted file mode 100644
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diff --git a/images/logo.jl b/images/logo.jl
deleted file mode 100644
index ef87de3..0000000
--- a/images/logo.jl
+++ /dev/null
@@ -1,23 +0,0 @@
-using Plots, PairPlots
-using Colors
-
-##
-N = 400_000
-a = randn(N)
-b = randn(N)
-c = randn(N)
-data = (;a,b,c)
-
-##
-for cname in (:green,:red,:purple)
-    color = getproperty(Colors.JULIA_LOGO_COLORS, cname)
-    corner(
-        data,
-        plotpercentiles=[],
-        hist2d_kwargs=(;color, nbins=45, xguide="", yguide="", xticks=[], yticks=[]),
-        contour_kwargs=(; xguide="", yguide="", xticks=[], yticks=[]),
-        scatter_kwargs=(;color, alpha=0.1, xguide="", yguide="", xticks=[], yticks=[]),
-        hist_kwargs=(;title="",xticks=[])
-    )
-    savefig("images/logo-$cname.png")
-end
\ No newline at end of file
diff --git a/images/logo.png b/images/logo.png
deleted file mode 100644
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GIT binary patch
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deleted file mode 100644
index 1276d25..0000000
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From b18021e7dc57969a0ccd872f92696b110ff7d82f Mon Sep 17 00:00:00 2001
From: William Thompson <will.thompson@outlook.com>
Date: Wed, 28 Dec 2022 11:36:39 -0800
Subject: [PATCH 10/15] Update README

---
 README.md | 208 ++++--------------------------------------------------
 1 file changed, 14 insertions(+), 194 deletions(-)

diff --git a/README.md b/README.md
index 70572af..0065a2f 100644
--- a/README.md
+++ b/README.md
@@ -1,212 +1,32 @@
 <img src="https://github.com/sefffal/PairPlots.jl/blob/master/images/logo.png" width=100>
 
 # PairPlots.jl
-This package produces corner plots, otherwise known as pair plots or scatter plot matrices: grids of 1D and 2D histograms that allow you to visualize high dimensional data.
 
-Documentation: [Read on JuliaHub](https://juliahub.com/docs/PairPlots)
-
-[![Package Downloads](https://shields.io/endpoint?url=https://pkgs.genieframework.com/api/v1/badge/PairPlots)](https://pkgs.genieframework.com?packages=PairPlots)
-
-
-The defaults in this package aim to reproduce the output of the well-known Python library [corner.py](https://corner.readthedocs.io/en/latest/index.html) as closely as possible. If these are not to your tastes, this package is highly configurable (see examples below).
-
-This package is curently experimental and under active development.  See also: [StatsPlots.cornerplot](https://github.com/JuliaPlots/StatsPlots.jl#corrplot-and-cornerplot), [GeoStats.cornerplot](https://juliaearth.github.io/GeoStats.jl/stable/plotting.html#cornerplot), and [CornerPlot.jl](https://github.com/kilianbreathnach/CornerPlot.jl) for Gadfly.
-
-
-## Installation
-At the Julia REPL, type `]` followed by `add PairPlots`
-You must also install Plots, e.g. `add Plots` if you have not already done so.
-
-## Notes
-This pacakge is currently only tested using the GR plots backend. I recommend you save your figures as SVG or PNG.
-
-If you pass additional keyword arguments to customize the appearance of the plots, it is recommended to use their canonical form e.g. `seriestype` instead of `st`, `markersize` instead of `ms`. PairPlots attempts to do the "smart" thing when certain combinations of keywords are present, and the shorthands might interfere with this.
-
-## Usage
-```julia
-using Plots, PairPlots
-
-corner(table [, labels])
-```
-This function has one required argument, a [Tables.jl](https://tables.juliadata.org/stable/) compatible table consisting of one or more columns. This can simply be a named tuple of vectors, a [DataFrame](https://dataframes.juliadata.org/stable/), [TypedTable](https://typedtables.juliadata.org/stable/), result of an execute statement from [SQLite](https://juliadatabases.org/SQLite.jl/stable/), data loaded from [Arrow](https://arrow.juliadata.org/stable/manual/#Writing-arrow-data), etc.
-
-The variable names are by default taken from the column names of the input table, but can also be supplied by a second vector of strings.
-
-This package uses [RecipesBase](http://juliaplots.org/RecipesBase.jl/stable/) rather than [Plots](http://docs.juliaplots.org/latest/) directly, so you must also load Plots in order to see any output. The package is only tested with [GR](https://github.com/jheinen/GR.jl).
-
-### Examples
-
-Basics:
-```julia
-using Plots, PairPlots
-gr()
-
-# Generate some data to visualize
-N = 100_000
-a = [2randn(N÷2) .+ 6; randn(N÷2)]
-b = [3randn(N÷2); 2randn(N÷2)]
-c = randn(N)
-d = c .+ 0.6randn(N)
-
-# Pass data in a format compatible with Tables.jl
-# Here, simply a named tuple of vectors.
-table = (;a, b, c, d)
-
-corner(table)
-```
-![](https://github.com/sefffal/PairPlots.jl/blob/master/images/basic.png)
-
-Single variable fallback:
-```julia
-corner((;d))
-```
-![](https://github.com/sefffal/PairPlots.jl/blob/master/images/single-variable.png)
 
+*Beautiful and flexible vizualizations of high dimensional data*
 
-Basic scatter plot:
-```julia
-corner(table, plotcontours=false, filterscatter=false)
-```
-![](https://user-images.githubusercontent.com/7330605/146047141-75de3bcb-bede-4996-b8dc-517d50eb995e.png)
-
-Appearance:
-```julia
-theme(:dark) # See PlotThemes.jl included with Plots.
-corner(
-    table,
-    hist2d_kwargs=(;color=:magma),
-    hist_kwargs=(;color=:white,titlefontcolor=:white),
-    scatter_kwargs=(;color=:white);
-    percentiles_kwargs=(;color=:white),
-)
-```
-![](https://github.com/sefffal/PairPlots.jl/blob/master/images/themed.png)
-
-
-
-Enlarging one subplot with `lens`:
-```julia
-# Plot a 1D histogram
-corner(table, lens=:a)
-
-# Plot a 2D histogram
-corner(table, lens=(:b, :a))
-
-# Plot a 2D histogram with customization
-corner(
-    table,
-    lens=(:b, :a),
-    lens_kwargs=(
-        title="b - a heatmap",
-        plotscatter=false,
-        hist2d_kwargs=(;color=:plasma),
-        contour_kwargs=(;color=:white)
-    )
-)
-```
-![](https://github.com/sefffal/PairPlots.jl/blob/master/images/lens-gallery.png)
-
-
-Adding an extra unrelated subplot with `bonusplot`:
-```julia
-f(kw)=heatmap!(rand(10,10); kw...)
-corner((;a,b,c,d,e=a), title="Corner Plot", bonusplot=f)
-```
-The syntax for this is a little tricky due to API limitations. the `bonusplot` argument accepts a
-function that overplots your desired plot, and must accept a named tuple of keyword arguments to forward to the plotting function. This is necessary for the layout to work as expected.
-
-Minimal look:
-```julia
-a = randn(100000); b = randn(100000) .+ a; c = 4randn(100000) .+ a
-
-corner((;a,b,c), hist_kwargs=(;title=""), appearance=(;framestyle=:grid, ticks=[]), plotpercentiles=[])
-```
-![](https://github.com/sefffal/PairPlots.jl/blob/master/images/minimal.png)
-
-
-3D wireframe and line plots:
-```julia
-α=[randn(50000); 0.5randn(50000).+4]
-β=2randn(100000)
-
-corner(
-    (;α,β),
-    [raw"\alpha", raw"\beta"],
-    hist2d_kwargs=(;seriestype=:wireframe),
-    plotscatter=false,
-    dpi=200
-)
-```
-![](https://github.com/sefffal/PairPlots.jl/blob/master/images/3d-mesh-2.png)
-
-```julia
-theme(:solarized);
- corner(
-    (;a,b), filterscatter=false,
-    hist2d_kwargs=(;seriestype=:wireframe,color=:white,nbins=35),
-    hist_kwargs=(;color=:lightgrey,titlefontcolor=:white,seriestype=:line, linewidth=3),
-    scatter_kwargs=(;color=:grey);
-    percentiles_kwargs=(;color=:grey),
-)
-```
-![](https://github.com/sefffal/PairPlots.jl/blob/master/images/3d-mesh.png)
-
-
-
-
-### Full API
-```julia
-corner(table [, labels]; plotcontours, plotscatter, plotpercentiles, hist_kwargs, hist2d_kwargs, contour_kwargs, scatter_kwargs, percentiles_kwargs, appearance)
-```
-The `corner` function also accepts the following keyword arguments:
-* `plotcontours=true`: Overplot contours on each 2D histogram
-* `plotscatter=true`: Plot individual data points under the histogram to reveal outliers. Disable to improve performance on large datasets.
-* `plotpercentiles=[15,50,84]`: What percentiles should be used for the vertical lines in the 1D histogram. Pass an empty vector to hide.
-* `histfunc`: a function to override the calculation of the 1D and 2D histograms. See below.
-* `hist_kwargs=(;)`: plot keywords for the 1D histograms.
-* `hist2d_kwargs=(;)`: plot keywords for the 2D histograms.
-* `contour_kwargs=(;)`: plot keywords for the contours plotted over the 2D histograms.
-* `scatter_kwargs=(;)`: plot keywords for the data points scattered under the 2D histograms. 
-* `percentiles_kwargs=(;)`: plot keywords for the vertical percentile lines on the 1D histograms. 
-* `appearance=(;)`: General keywords for all subplots.
-* `titlefmt="\$%s = %.2f^{+%.2f}_{-%.2f}\$"`: Printf format string for titles along the 1D histograms
+[![](https://img.shields.io/badge/docs-dev-blue.svg)](https://juliaastro.github.io/PairPlots.jl/dev/)
+![Build status](https://github.com/sefffal/PairPlots.jl/actions/workflows/ci.yml/badge.svg)
+[![][codecov-img]][codecov-url]
+[![Package Downloads](https://shields.io/endpoint?url=https://pkgs.genieframework.com/api/v1/badge/PairPlots)](https://pkgs.genieframework.com?packages=PairPlots)
 
-Remaining keyword arguments are forwarded to the main plot that holds the all of the subplots. For example, passing `size=(1000,1000)` sets the size of the overall figure not each individual subplot.
 
-#### MCMCChains
-`MCMCChains.MCMCChain` values can be passed directly to `corner`. In this case, the fields :iteration and :chain are filtered out automatically and all chains are concatenated. 
+This package produces pair plots, otherwise known as corner plots or scatter plot matrices: grids of 1D and 2D histograms that allow you to visualize high dimensional data.
 
-#### `histfunc`
-If you wish to calculate the histograms yourself, you can provide a callback function with two methods: one to calculate the 1D histograms along the diagonal, and another to calculate the 2D histograms.
+Pair plots are an excellent way to vizualize the results of MCMC simulations, but are also a useful way to vizualize correlations in general data tables.
 
-Example:
-```julia
-function myhist(a, nbins)
-    ...
-    return bin_centres, weights
-end
-function myhist(a,b,nbins)
-    ...
-    return bin_centres_x, bin_centres_y, weights
-end
+Read the documentation here: (https://juliaastro.github.io/PairPlots.jl/dev/)
 
-corner(data, histfunc=myhist)
-```
+The default styles of this package roughly reproduces the style of the Python library [corner.py](https://corner.readthedocs.io/en/latest/index.html) for a single series, and [chainconsumer.py](https://samreay.github.io/ChainConsumer/usage.html) for multiple series.
+If these are not to your tastes, this package is highly configurable.
 
-The methods must return the bin **centres** rather than edges, followed by the histogram weights. You must override both the 1D and 2D cases, or neither. If you don't want to change the behaviour, you can simply forward the arguments to `PairPlots.prepare_hist`, the default value.
+The current version of PairPlots.jl requires the [Makie](https://makie.juliaplots.org/) plotting library. If instead you prefer to use Plots.jl, you can install the legacy version `0.6` of PairPlots (see [archived documentation here](https://github.com/sefffal/PairPlots.jl/blob/b632abd79c0dfbe7387d44393f4fb5b7f74ac5d8/README.md))
 
-```julia
-function myhist(a, nbins)
-    ...
-    return bin_centres, weights
-end
-myhist(a,b,nbins) = PairPlots.prepare_hist(a,b,nbins)
-corner(data, histfunc=myhist)
-```
+For related functionality, see also: [StatsPlots.cornerplot](https://github.com/JuliaPlots/StatsPlots.jl#corrplot-and-cornerplot), [GeoStats.cornerplot](https://juliaearth.github.io/GeoStats.jl/stable/plotting.html#cornerplot), and [CornerPlot.jl](https://github.com/kilianbreathnach/CornerPlot.jl) for the Gadfly plotting library.
 
 
 ## Credits
-This package is built on top of the great packages Plots, GR, RecipesBase, NamedTupleTools, and Tables. The overall inspiration and a few peices of code are taken directly from corner.py, whose authors IMO should be cited if you use this pacakge.
+This package is built on top of the great packages Plots, GR, RecipesBase, NamedTupleTools, and Tables. The overall inspiration and a few lines of code are taken  from corner.py and chainconsumer.py
 
 ## TODO:
-- Support for colouring individual chains separately when using MCMCChains
+- Support for MCMCChains

From aa908f3b7f9a101988421eeaeea88b3ebd1b9b29 Mon Sep 17 00:00:00 2001
From: William Thompson <will.thompson@outlook.com>
Date: Wed, 28 Dec 2022 11:41:56 -0800
Subject: [PATCH 11/15] add CI

---
 .github/workflows/CompatHelper.yml | 45 ++++++++++++++++++++++++++++++
 .github/workflows/TagBot.yml       |  7 ++++-
 .github/workflows/ci.yml           | 37 ++++++++++++++++++++++++
 .github/workflows/docs.yml         | 26 +++++++++++++++++
 Project.toml                       |  2 +-
 test/Project.toml                  |  4 +++
 test/runtests.jl                   | 13 +++++++++
 7 files changed, 132 insertions(+), 2 deletions(-)
 create mode 100644 .github/workflows/CompatHelper.yml
 create mode 100644 .github/workflows/ci.yml
 create mode 100644 .github/workflows/docs.yml
 create mode 100644 test/Project.toml
 create mode 100644 test/runtests.jl

diff --git a/.github/workflows/CompatHelper.yml b/.github/workflows/CompatHelper.yml
new file mode 100644
index 0000000..0918161
--- /dev/null
+++ b/.github/workflows/CompatHelper.yml
@@ -0,0 +1,45 @@
+name: CompatHelper
+on:
+  schedule:
+    - cron: 0 0 * * *
+  workflow_dispatch:
+permissions:
+  contents: write
+  pull-requests: write
+jobs:
+  CompatHelper:
+    runs-on: ubuntu-latest
+    steps:
+      - name: Check if Julia is already available in the PATH
+        id: julia_in_path
+        run: which julia
+        continue-on-error: true
+      - name: Install Julia, but only if it is not already available in the PATH
+        uses: julia-actions/setup-julia@v1
+        with:
+          version: '1'
+          arch: ${{ runner.arch }}
+        if: steps.julia_in_path.outcome != 'success'
+      - name: "Add the General registry via Git"
+        run: |
+          import Pkg
+          ENV["JULIA_PKG_SERVER"] = ""
+          Pkg.Registry.add("General")
+        shell: julia --color=yes {0}
+      - name: "Install CompatHelper"
+        run: |
+          import Pkg
+          name = "CompatHelper"
+          uuid = "aa819f21-2bde-4658-8897-bab36330d9b7"
+          version = "3"
+          Pkg.add(; name, uuid, version)
+        shell: julia --color=yes {0}
+      - name: "Run CompatHelper"
+        run: |
+          import CompatHelper
+          CompatHelper.main()
+        shell: julia --color=yes {0}
+        env:
+          GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
+          COMPATHELPER_PRIV: ${{ secrets.DOCUMENTER_KEY }}
+          # COMPATHELPER_PRIV: ${{ secrets.COMPATHELPER_PRIV }}
diff --git a/.github/workflows/TagBot.yml b/.github/workflows/TagBot.yml
index f49313b..32a9dd8 100644
--- a/.github/workflows/TagBot.yml
+++ b/.github/workflows/TagBot.yml
@@ -4,6 +4,11 @@ on:
     types:
       - created
   workflow_dispatch:
+    inputs:
+      lookback:
+        default: 3
+permissions:
+  contents: write
 jobs:
   TagBot:
     if: github.event_name == 'workflow_dispatch' || github.actor == 'JuliaTagBot'
@@ -12,4 +17,4 @@ jobs:
       - uses: JuliaRegistries/TagBot@v1
         with:
           token: ${{ secrets.GITHUB_TOKEN }}
-          ssh: ${{ secrets.DOCUMENTER_KEY }}
+          ssh: ${{ secrets.DOCUMENTER_KEY }}
\ No newline at end of file
diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
new file mode 100644
index 0000000..f074c38
--- /dev/null
+++ b/.github/workflows/ci.yml
@@ -0,0 +1,37 @@
+name: CI
+on:
+  pull_request:
+    branches:
+      - master
+  push:
+    branches:
+      - master
+    tags: '*'
+jobs:
+  test:
+    name: Julia ${{ matrix.version }} - ${{ matrix.os }} - ${{ matrix.arch }} - ${{ github.event_name }}
+    runs-on: ${{ matrix.os }}
+    strategy:
+      fail-fast: false
+      matrix:
+        version:
+          - '1.7' # Replace this with the minimum Julia version that your package supports. E.g. if your package requires Julia 1.5 or higher, change this to '1.5'.
+          - '1' # Leave this line unchanged. '1' will automatically expand to the latest stable 1.x release of Julia.
+          - 'nightly'
+        os:
+          - ubuntu-latest
+        arch:
+          - x64
+    steps:
+      - uses: actions/checkout@v3
+      - uses: julia-actions/setup-julia@v1
+        with:
+          version: ${{ matrix.version }}
+          arch: ${{ matrix.arch }}
+      - uses: julia-actions/cache@v1
+      - uses: julia-actions/julia-buildpkg@v1
+      - uses: julia-actions/julia-runtest@v1
+      - uses: julia-actions/julia-processcoverage@v1
+      - uses: codecov/codecov-action@v1
+        with:
+          file: lcov.info
diff --git a/.github/workflows/docs.yml b/.github/workflows/docs.yml
new file mode 100644
index 0000000..b20769e
--- /dev/null
+++ b/.github/workflows/docs.yml
@@ -0,0 +1,26 @@
+name: Documentation
+
+on:
+  push:
+    branches:
+      - master
+    tags: '*'
+  pull_request:
+
+jobs:
+  build:
+    runs-on: ubuntu-latest
+    steps:
+      - uses: actions/checkout@v3
+      - uses: julia-actions/setup-julia@latest
+        with:
+          version: '1'
+      - name: Install dependencies
+        run: julia --color=yes --project=docs/ -e 'using Pkg; Pkg.develop(PackageSpec(path=pwd())); Pkg.instantiate()'
+      - uses: julia-actions/cache@v1
+      - name: Build and deploy
+        env:
+          GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }} # If authenticating with GitHub Actions token
+          # DOCUMENTER_KEY: ${{ secrets.DOCUMENTER_KEY }} # If authenticating with SSH deploy key
+        run: julia --color=yes --project=docs/ docs/make.jl
+      
diff --git a/Project.toml b/Project.toml
index 3013d7b..699f59b 100644
--- a/Project.toml
+++ b/Project.toml
@@ -1,7 +1,7 @@
 name = "PairPlots"
 uuid = "43a3c2be-4208-490b-832a-a21dcd55d7da"
 authors = ["William Thompson <wthompson@uvic.ca>"]
-version = "0.6.0"
+version = "0.7.0"
 
 [deps]
 Contour = "d38c429a-6771-53c6-b99e-75d170b6e991"
diff --git a/test/Project.toml b/test/Project.toml
new file mode 100644
index 0000000..494c5f7
--- /dev/null
+++ b/test/Project.toml
@@ -0,0 +1,4 @@
+[deps]
+Makie = "ee78f7c6-11fb-53f2-987a-cfe4a2b5a57a"
+PairPlots = "43a3c2be-4208-490b-832a-a21dcd55d7da"
+Test = "8dfed614-e22c-5e08-85e1-65c5234f0b40"
diff --git a/test/runtests.jl b/test/runtests.jl
new file mode 100644
index 0000000..c3ac912
--- /dev/null
+++ b/test/runtests.jl
@@ -0,0 +1,13 @@
+using Tests
+using Makie
+
+@testset "Basic functionality" begin
+    
+    table = (;
+        # These are just from randn(100) but don't actually call into Random etc. here
+        a=[-0.34354309486711065, -1.0995966004923408, -1.031706382670448, 0.3183044791424319, 0.67787316130825, 1.1324681536249555, 1.2939921062585586, -0.6582203791206142, 1.4695904633205077, 1.5427816212385765, 1.4823524032258817, 0.42815319406559155, -0.4578923008551234, 0.9541115645590403, -1.1768032568149391, 0.09746177747481431, 0.5676618046059924, -0.07301172550842665, 0.2133270257363731, 0.6249497564601051, 0.030033374314663457, 0.9989897307774964, -0.14633638359521245, -0.13984783088967517, -0.07318127088482887, -0.8827464255133538, -0.1551292742796804, -0.5626619648286509, 1.195609759941277, 0.18044593019778774, 0.9906068677115775, 1.067415336363193, -0.09019199880824731, -0.0733557563698599, 1.2365757473020829, 0.6421378506716701, 0.911971133386629, -0.6604354172921325, 1.248280591046975, 2.086058112053022, -1.1209441193889569, -1.8264659931287404, -0.02394457072094552, -0.31598589415658596, 0.14129402137020985, -1.47055974020114, -0.5647486968155041, 0.6213177557341366, 1.47339588963977, 0.5718280587675062, 1.0992536620777364, -0.31467898547034223, -0.33036645614726445, 1.2610107709091767, 0.041089383886570026, -0.8468181989917779, -0.22891621657661404, -0.9619057469455553, -0.31564076522391055, 1.5426666354392973, 0.37072922620724014, -1.294821169478836, -0.3750959408197882, 0.15235550226977407, -1.1352802216110054, -1.4474576663572862, 1.9765748857275764, -1.691136450322534, 0.22417169521718713, -1.014501941287588, 0.9819618489485618, -1.0309264365918522, -0.46725203203010973, -1.9280180251605148, -0.5775542280478414, 3.305450570359804, 0.17791649755099412, -1.3493878073525758, 1.7952206907296888, 0.10818984149605794, -0.8436885213045058, -0.009094522169231267, -1.9067584282323635, -0.4555136343244378, 0.7041913638409038, -0.08615324254645132, 0.07379284355120926, 0.5436464877324115, 0.06375117639292655, -0.42987929424629967, -0.43876721563140775, -1.2559740614842871, -1.0434458219115856, -0.5415017141491355, 0.5924642659992275, 1.54568956318039, 0.8633157674590743, 1.1005805635355026, -1.910737345963861, -0.4742674166832837],
+        b=[-0.8350547364341157, -0.038903436082298126, -0.7428209115538095, -1.4702332997988619, 0.2929901876823982, 1.480656821045197, -0.7496016270089672, -1.1816175524449404, -0.8929201507386697, -0.4513027458407115, -0.03467987003478814, -0.01703216323285711, 2.269208613937625, -1.122760313412779, -1.690293811059567, 0.35637058611995015, -0.5492956660472131, 0.46065703485294224, 0.4437979543972946, 0.28240840472432244, 0.690877660142549, -2.5626640462814136, 0.05775480227672292, 0.3471312190888867, 1.724863523389576, -0.30223523085282833, -0.9081864727632714, -0.9755930057667722, -0.8633376120374543, -0.6320827659443491, -0.8996197573701549, 1.3098637982582648, 0.7259306350309777, -0.6677231848170275, -0.24152809622940857, 2.1413209082677906, -1.6229571597346615, 1.6318320479372053, 0.5061999438250513, 1.8722835557539328, -0.28755361383607164, -0.39835043144482646, -1.9191542821529093, 0.1861362910513889, -1.7370796754676385, -0.5847017666989085, -0.6139627808148969, -0.5828743912421838, 0.23866575269053403, 1.1395769333095256, 0.03673066354212003, -1.0246047274123449, 0.81119369428263, -0.2413679376829325, -0.16850699998847837, 0.7193564163546119, -1.0250120470351711, -0.020112597427054398, 1.4023645771518407, -1.2964559002213754, 0.004640153954934036, -1.5456922587361066, -1.1892087658060522, -0.5803343106096389, 1.3773763927487954, -1.5428894968829066, -0.6571326425215163, -0.16942661520407568, 0.3902986077040804, -0.5102558720576744, -1.7157849780094623, 1.6557540726543791, 1.5039386944282804, 0.041349457163033926, 1.726208631975933, 1.5872756183910883, 0.3571235862890753, 0.03145711944329936, -1.0810465561583815, 0.2542573690863064, -0.8061299707651735, 0.6202116497962467, -0.5558158303191691, -0.9388942510860714, 0.850513949232004, -0.4858445604340498, 0.7199256833112352, -0.48438425564853616, 0.0201633201948252, 1.01586069947111, -1.2132268468503575, -0.2566512612879169, -0.08918635759129184, -0.36100301648947447, 0.026391614522651263, 0.7647120517033543, 1.2084488286459771, -0.19298755667218181, 0.1995911553994999, 0.025362662538195947]
+    )
+    
+    @test pairplot(table) isa Figure
+end

From 7256f73aeefbc6b1828f654a435a39490c32cec4 Mon Sep 17 00:00:00 2001
From: William Thompson <will.thompson@outlook.com>
Date: Wed, 28 Dec 2022 12:35:42 -0800
Subject: [PATCH 12/15] typo

---
 test/runtests.jl | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/test/runtests.jl b/test/runtests.jl
index c3ac912..de56c7a 100644
--- a/test/runtests.jl
+++ b/test/runtests.jl
@@ -1,4 +1,4 @@
-using Tests
+using Test
 using Makie
 
 @testset "Basic functionality" begin

From ecc53541b25884960c3756ba8491e23163176657 Mon Sep 17 00:00:00 2001
From: William Thompson <will.thompson@outlook.com>
Date: Wed, 28 Dec 2022 13:11:38 -0800
Subject: [PATCH 13/15] Legend support

---
 README.md         |  4 ++--
 docs/src/guide.md | 43 +++++++++++++++++++++++++++++++++++++++++--
 src/PairPlots.jl  | 34 ++++++++++++++++++++++++++++++++++
 3 files changed, 77 insertions(+), 4 deletions(-)

diff --git a/README.md b/README.md
index 0065a2f..fb3c42d 100644
--- a/README.md
+++ b/README.md
@@ -5,7 +5,7 @@
 
 *Beautiful and flexible vizualizations of high dimensional data*
 
-[![](https://img.shields.io/badge/docs-dev-blue.svg)](https://juliaastro.github.io/PairPlots.jl/dev/)
+[![](https://img.shields.io/badge/docs-dev-blue.svg)](https://sefffal.github.io/PairPlots.jl/dev/)
 ![Build status](https://github.com/sefffal/PairPlots.jl/actions/workflows/ci.yml/badge.svg)
 [![][codecov-img]][codecov-url]
 [![Package Downloads](https://shields.io/endpoint?url=https://pkgs.genieframework.com/api/v1/badge/PairPlots)](https://pkgs.genieframework.com?packages=PairPlots)
@@ -15,7 +15,7 @@ This package produces pair plots, otherwise known as corner plots or scatter plo
 
 Pair plots are an excellent way to vizualize the results of MCMC simulations, but are also a useful way to vizualize correlations in general data tables.
 
-Read the documentation here: (https://juliaastro.github.io/PairPlots.jl/dev/)
+Read the documentation here: (https://sefffal.github.io/PairPlots.jl/dev/)
 
 The default styles of this package roughly reproduces the style of the Python library [corner.py](https://corner.readthedocs.io/en/latest/index.html) for a single series, and [chainconsumer.py](https://samreay.github.io/ChainConsumer/usage.html) for multiple series.
 If these are not to your tastes, this package is highly configurable.
diff --git a/docs/src/guide.md b/docs/src/guide.md
index 641224b..0f4d292 100644
--- a/docs/src/guide.md
+++ b/docs/src/guide.md
@@ -218,7 +218,7 @@ Adjust the spacing between axes inside a pair plot:
 ```@example 1
 fig = Figure(resolution=(600,600))
 
-# pairplots must go into a GridLayout. If you pass a GridPosition instead,
+# Pair Plots must go into a Makie GridLayout. If you pass a GridPosition instead,
 # PairPlots will create one for you.
 # We can then adjust the spacing within that GridLayout.
 
@@ -232,5 +232,44 @@ fig
 ```
 
 
-
 ## Multiple Series
+
+You can plot multiple series by simply passing more than one table to `pairplot`
+They don't have to have all the same column names.
+```@example 1
+# The simplest table format is just a named tuple of vectors.
+# You can also pass a DataFrame, or any other Tables.jl compatible object.
+table1 = (;
+    x = randn(10000),
+    y = randn(10000),
+)
+
+table2 = (;
+    x = 1 .+ randn(10000),
+    y = 2 .+ randn(10000),
+    z = randn(10000),
+)
+
+pairplot(table1, table2)
+```
+
+You may want to add a legend:
+```@example 1
+
+c1 = Makie.wong_colors(0.5)[1]
+c2 = Makie.wong_colors(0.5)[2]
+
+pairplot(
+    PairPlots.Series(table1, label="table 1", color=c1, strokecolor=c1),
+    PairPlots.Series(table2, label="table 2", color=c2, strokecolor=c2),
+)
+```
+
+
+```@example 1
+You can customize each series independently if you wish.
+pairplot(
+    table1 => (PairPlots.HexBin(colormap=:magma),),
+    table2 => (PairPlots.Contour2(color=:white, strokewidth=3),)
+)
+```
diff --git a/src/PairPlots.jl b/src/PairPlots.jl
index c1d52ab..c2f0403 100644
--- a/src/PairPlots.jl
+++ b/src/PairPlots.jl
@@ -413,6 +413,8 @@ Additional arguments:
 * labels: customize the axes labels with a Dict of column name (symbol) to string, Makie rich text, or LaTeX string.
 * diagaxis: customize the Makie.Axis of plots along the diagonal with a named tuple of keyword arguments.
 * bodyaxis: customize the Makie.Axis of plots under the diagonal with a named tuple of keyword arguments.
+* legend:  additional keyword arguments to the Legend constructor, used if one or more series are labelled.
+You can of course also create your own Legend and inset it into the Figure for complete control. 
 """
 function pairplot(
     grid::Makie.GridLayout,
@@ -420,6 +422,7 @@ function pairplot(
     labels::AbstractDict{Symbol} = Dict{Symbol,Any}(),
     diagaxis=(;),
     bodyaxis=(;),
+    legend=(;),
 )
     # We support multiple series that may have disjoint columns
     # Get the ordered union of all table columns.
@@ -530,6 +533,37 @@ function pairplot(
     end
     # Wishlist: link x axis of bottom right diagonal plot with y axis of bottom row.
 
+    # Ensure labels are spaced nicely
+    if N > 1
+        yspace = maximum(Makie.tight_yticklabel_spacing!, axes_by_row[N])
+        xspace = maximum(Makie.tight_xticklabel_spacing!, axes_by_col[1])
+        for ax in axes_by_row[N]
+            ax.xticklabelspace = xspace
+        end
+        for ax in axes_by_col[1]
+            ax.yticklabelspace = yspace
+        end
+    end
+
+    # Add legend if needed (any series has a non-nothing label)
+    if any(((ser,_),)->!isnothing(ser.label), pairs)
+
+        legend_strings = map(((ser,_),)->isnothing(ser.label) ? "" : ser.label, pairs)
+        legend_entries = map(pairs) do (ser, _)
+            Makie.LineElement(;ser.kwargs...)
+        end
+        Makie.Legend(
+            grid[N == 1 ? 1 : end-1, N <= 2 ? 2 : N ],
+            collect(legend_entries),
+            collect(legend_strings);
+            tellwidth=false,
+            tellheight=false,
+            valign = :bottom,
+            halign = :left,
+            legend...
+        )
+    end
+
     return
 
 end

From 8794c72721774a0b9a53a354f25211f2757f4f30 Mon Sep 17 00:00:00 2001
From: William Thompson <will.thompson@outlook.com>
Date: Wed, 28 Dec 2022 13:22:40 -0800
Subject: [PATCH 14/15] typo fixup

---
 docs/src/guide.md | 7 +++----
 src/PairPlots.jl  | 1 +
 2 files changed, 4 insertions(+), 4 deletions(-)

diff --git a/docs/src/guide.md b/docs/src/guide.md
index 0f4d292..8df8e95 100644
--- a/docs/src/guide.md
+++ b/docs/src/guide.md
@@ -265,11 +265,10 @@ pairplot(
 )
 ```
 
-
-```@example 1
 You can customize each series independently if you wish.
+```@example 1
 pairplot(
-    table1 => (PairPlots.HexBin(colormap=:magma),),
-    table2 => (PairPlots.Contour2(color=:white, strokewidth=3),)
+    table2 => (PairPlots.HexBin(colormap=:magma), PairPlots.MarginDensity(color=:orange),  PairPlots.MarginConfidenceLimits(color=:black)),
+    table1 => (PairPlots.Contour(color=:cyan, strokewidth=5),),
 )
 ```
diff --git a/src/PairPlots.jl b/src/PairPlots.jl
index c2f0403..a5028d8 100644
--- a/src/PairPlots.jl
+++ b/src/PairPlots.jl
@@ -414,6 +414,7 @@ Additional arguments:
 * diagaxis: customize the Makie.Axis of plots along the diagonal with a named tuple of keyword arguments.
 * bodyaxis: customize the Makie.Axis of plots under the diagonal with a named tuple of keyword arguments.
 * legend:  additional keyword arguments to the Legend constructor, used if one or more series are labelled.
+
 You can of course also create your own Legend and inset it into the Figure for complete control. 
 """
 function pairplot(

From 3d38956d60cf93d7b57b116abb67c2ee63b2ce96 Mon Sep 17 00:00:00 2001
From: William Thompson <will.thompson@outlook.com>
Date: Wed, 28 Dec 2022 13:23:19 -0800
Subject: [PATCH 15/15] Fix test

---
 test/runtests.jl | 1 +
 1 file changed, 1 insertion(+)

diff --git a/test/runtests.jl b/test/runtests.jl
index de56c7a..1e7dc6a 100644
--- a/test/runtests.jl
+++ b/test/runtests.jl
@@ -1,5 +1,6 @@
 using Test
 using Makie
+using PairPlots
 
 @testset "Basic functionality" begin