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Merged
merged 17 commits into from
May 27, 2025
Merged

legendgram method #234

merged 17 commits into from
May 27, 2025

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knaaptime
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for discussion

this moves the legendgram code into a method on the classifier class and tweaks it slightly so it can be used (traditionally) as an inset legend, or put in its own ax. If this is useful, we could probably swap the whole thing for the existing plot_histogram method

@knaaptime knaaptime added enhancement WIP Work in progress. For discussion and feedback. Do not merge. labels Dec 31, 2024
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codecov bot commented Dec 31, 2024

Codecov Report

All modified and coverable lines are covered by tests ✅

Project coverage is 90.0%. Comparing base (1372242) to head (9bd1650).
Report is 1 commits behind head on main.

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@@           Coverage Diff           @@
##            main    #234     +/-   ##
=======================================
+ Coverage   89.6%   90.0%   +0.4%     
=======================================
  Files          9      10      +1     
  Lines       1129    1169     +40     
=======================================
+ Hits        1012    1052     +40     
  Misses       117     117             
Files with missing lines Coverage Δ
mapclassify/__init__.py 100.0% <100.0%> (ø)
mapclassify/classifiers.py 88.6% <100.0%> (+<0.1%) ⬆️
mapclassify/legendgram.py 100.0% <100.0%> (ø)
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@jGaboardi
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xref pysal/legendgram#21

@martinfleis
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If this is useful, we could probably swap the whole thing for the existing plot_histogram method

sounds great to me

@knaaptime
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one question (for @ljwolf maybe) is whether we can use bbox_to_anchor in addition to loc kwarg for moving stuff around in the _make_location function. For instance if I have

f, ax = plt.subplots(figsize=(8, 8))
gdf.plot(
    "HH_INC",
    scheme="quantiles",
    k=8,
    ax=ax,
    legend=True,
    legend_kwds={
        "bbox_to_anchor": (
            1.5,
            1,
        )
    },
)
c.plot_legendgram(ax=ax, loc="lower right", legend_size=(0.4, 0.3), inset=True)

it produces this figure, but i'd like to move the histogram beneath the legend using a similar bbox config

download

@martinfleis
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If we treat legend gram as inset axis and use Axes.inset_axes than you can move the axis in or out as you please, similarly to the placement of legend.

@martinfleis
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@knaaptime as discussed, I updated this to use inset_axes, so that the legendgram behaves like a legend including the placement keywords. I changed the behaviour of legend_size to match the one inset_axes has for simplicity.

Still needs docstring + some better documentation and tests. I'd say the easiest way to test this is via @image_comparison decorator matplotlib has.

@knaaptime
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awesome

@martinfleis martinfleis requested review from sjsrey and jGaboardi May 21, 2025 20:30
@martinfleis
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This is now ready!

@martinfleis martinfleis removed the WIP Work in progress. For discussion and feedback. Do not merge. label May 21, 2025
@martinfleis martinfleis requested a review from ljwolf May 22, 2025 05:43
@martinfleis martinfleis merged commit 57990b2 into pysal:main May 27, 2025
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@martinfleis
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Shall we release?

@jGaboardi
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Shall we release?

Do it.

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Also, it returns the Axes, not the axis:

Suggested change
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
"Further, you can work directly on the Axes, if you prefer very fine-grained control over the plot parameters. `legendgram` returns the Axes on which the legendgram was plotted, so you can modify it after the fact:"

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Ugh, GitHub totally screwed up my suggestion, but I hope you understand.

@jGaboardi
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@QuLogic Thanks! Can you open up a new PR with these changes?

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