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Merge pull request #4 from mashu/VisualizationExt
Visualization ext
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module VisualizationExt | ||
using LineageCollapse | ||
using CairoMakie | ||
using DataFrames | ||
import LineageCollapse: plot_diagnostics | ||
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""" | ||
plot_diagnostics(df::DataFrame) | ||
Generate professional diagnostic plots for the processed data using CairoMakie. | ||
# Arguments | ||
- `df::DataFrame`: Processed DataFrame with lineage information. | ||
# Returns | ||
- `CairoMakie.Figure`: A composite figure with multiple diagnostic visualizations. | ||
""" | ||
function plot_diagnostics(df::DataFrame) | ||
fig = Figure(size=(1200, 1000), fontsize=12) | ||
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# Cluster Size Distribution | ||
if hasproperty(df, :cluster_size) | ||
ax1 = Axis(fig[1, 1], title="Cluster Size Distribution", xlabel="Cluster Size", ylabel="Frequency") | ||
hist!(ax1, df.cluster_size, bins=50, color=:skyblue, strokecolor=:white, strokewidth=1) | ||
else | ||
ax1 = Axis(fig[1, 1], title="Cluster Size Distribution Not Available") | ||
end | ||
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# CDR3 Length vs Cluster Size | ||
if hasproperty(df, :cdr3_length) && hasproperty(df, :cluster_size) | ||
ax2 = Axis(fig[1, 2], title="CDR3 Length vs Cluster Size", xlabel="CDR3 Length", ylabel="Cluster Size") | ||
scatter!(ax2, df.cdr3_length, df.cluster_size, color=:darkblue, markersize=4, alpha=0.5) | ||
else | ||
ax2 = Axis(fig[1, 2], title="CDR3 Length vs Cluster Size Not Available") | ||
end | ||
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# CDR3 Frequency Distribution | ||
if hasproperty(df, :cdr3_frequency) | ||
ax3 = Axis(fig[2, 1], title="CDR3 Frequency Distribution", xlabel="CDR3 Frequency", ylabel="Count") | ||
hist!(ax3, df.cdr3_frequency, bins=50, color=:lightgreen, strokecolor=:white, strokewidth=1) | ||
else | ||
ax3 = Axis(fig[2, 1], title="CDR3 Frequency Distribution Not Available") | ||
end | ||
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# Top 10 V Genes | ||
ax4 = Axis(fig[2, 2], title="Top 10 V Genes", xlabel="V Gene", ylabel="Count") | ||
if hasproperty(df, :v_call_first) | ||
try | ||
v_gene_counts = sort(combine(groupby(df, :v_call_first), nrow => :count), :count, rev=true) | ||
if nrow(v_gene_counts) > 10 | ||
v_gene_counts = v_gene_counts[1:10, :] | ||
end | ||
barplot!(ax4, v_gene_counts.count, color=:orange) | ||
ax4.xticks = (1:nrow(v_gene_counts), v_gene_counts.v_call_first) | ||
ax4.xticklabelrotation = π/3 | ||
catch e | ||
@warn "Error processing V gene counts: $e" | ||
ax4.title = "Top 10 V Genes (Error in Processing)" | ||
end | ||
else | ||
ax4.title = "Top 10 V Genes Not Available" | ||
end | ||
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# Rotate x-axis labels for all plots | ||
for ax in [ax1, ax2, ax3, ax4] | ||
ax.xticklabelrotation = π/4 | ||
end | ||
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# Add a title to the entire figure | ||
Label(fig[0, :], "Diagnostic Plots for Lineage Collapse", fontsize=20) | ||
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# Adjust layout | ||
for (label, layout) in zip(["A", "B", "C", "D"], [fig[1,1], fig[1,2], fig[2,1], fig[2,2]]) | ||
Label(layout[1, 1, TopLeft()], label, | ||
fontsize = 26, | ||
padding = (6, 6, 6, 6), | ||
halign = :right) | ||
end | ||
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return fig | ||
end | ||
end |
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