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# Bar `pl.bar` | ||
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Bar plots to inspect per region ground truths and compare them to their predictions. | ||
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```{eval-rst} | ||
.. currentmodule:: crested.pl.bar | ||
``` | ||
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```{eval-rst} | ||
.. autosummary:: | ||
:toctree: _autosummary | ||
region | ||
region_predictions | ||
normalization_weights | ||
``` |
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# Heatmap `pl.heatmap` | ||
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Investigate autocorrelation between classes and between ground truths and predictions using heatmaps. | ||
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```{eval-rst} | ||
.. currentmodule:: crested.pl.heatmap | ||
``` | ||
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```{eval-rst} | ||
.. autosummary:: | ||
:toctree: _autosummary | ||
correlations_self | ||
correlations_predictions | ||
``` |
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# Hist `pl.hist` | ||
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Plots for inspecting distributions of ground truth and predictions? | ||
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```{eval-rst} | ||
.. currentmodule:: crested.pl.hist | ||
``` | ||
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```{eval-rst} | ||
.. autosummary:: | ||
:toctree: _autosummary | ||
distribution | ||
``` |
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# Plotting: `pl` | ||
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Plotting description | ||
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```{eval-rst} | ||
.. currentmodule:: crested.pl | ||
``` | ||
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```{toctree} | ||
:maxdepth: 2 | ||
:hidden: | ||
patterns | ||
bar | ||
hist | ||
heatmap | ||
scatter | ||
``` | ||
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```{eval-rst} | ||
.. autosummary:: | ||
:toctree: _autosummary | ||
render_plot | ||
``` | ||
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## Patterns: Contribution scores and Modisco results | ||
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```{eval-rst} | ||
.. autosummary:: | ||
patterns.contribution_scores | ||
patterns.modisco_results | ||
``` | ||
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## Bar plots | ||
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```{eval-rst} | ||
.. autosummary:: | ||
bar.region | ||
bar.region_predictions | ||
bar.normalization_weights | ||
``` | ||
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## Distribution plots | ||
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```{eval-rst} | ||
.. autosummary:: | ||
hist.distribution | ||
``` | ||
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## Heatmap | ||
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Correlations | ||
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```{eval-rst} | ||
.. autosummary:: | ||
heatmap.correlations_self | ||
heatmap.correlations_predictions | ||
``` | ||
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## Scatter plots | ||
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```{eval-rst} | ||
.. autosummary:: | ||
scatter.class_density | ||
``` |
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# Patterns `pl.patterns` | ||
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Plot contribution scores and analyze them using tfmodisco. | ||
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```{eval-rst} | ||
.. currentmodule:: crested.pl.patterns | ||
``` | ||
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```{eval-rst} | ||
.. autosummary:: | ||
:toctree: _autosummary | ||
contribution_scores | ||
modisco_results | ||
``` |
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# Scatter `pl.scatter` | ||
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Useful scatter plots. | ||
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```{eval-rst} | ||
.. currentmodule:: crested.pl.scatter | ||
``` | ||
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```{eval-rst} | ||
.. autosummary:: | ||
:toctree: _autosummary | ||
class_density | ||
``` |
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# Data `tl.data` | ||
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Utility functions to prepare data for training and evaluation. | ||
Generally, `tl.data.AnnDataModule` is the only one that should be called directly by the user. | ||
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```{eval-rst} | ||
.. currentmodule:: crested.tl.data | ||
``` | ||
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```{eval-rst} | ||
.. autosummary:: | ||
:toctree: _autosummary | ||
AnnDataModule | ||
AnnDataLoader | ||
AnnDataset | ||
``` |
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