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Commits on Sep 28, 2024

• docs: update README

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• chore: add environment file

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• docs: imrpove initial descriptions

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• chore: remove superfluous file

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• docs: improve initial description

  laura-riedel

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Commits on Sep 24, 2024

• chore: improve final visualisations

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Commits on Sep 22, 2024

• fix: area mean

  laura-riedel

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• chore: improve local explainability fig functions + saving; add flag for absolute values

  laura-riedel

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• chore: add figs for disease/disorder distributions

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Commits on Sep 19, 2024

• chore: update x label

  laura-riedel

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• chore: save occlusion figs

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Commits on Sep 18, 2024

• chore: improve occlusion fig xlabel

  laura-riedel

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• chore: improve occlusion figs

  laura-riedel

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Commits on Sep 17, 2024

• chore: remove superfluous legend for global weighted network mean figs

  laura-riedel

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Commits on Sep 16, 2024

• chore: improve x axis readability

  laura-riedel

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• chore: add SHAP local explanation visualisations

  laura-riedel

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Commits on Sep 13, 2024

• chore: add occlusion vion visualisation; add sex distribution overview for heldout set

  laura-riedel

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Commits on Sep 10, 2024

• chore: save final age distribution visualisation

  laura-riedel

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• chore: first final visualisations

  laura-riedel

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• Add age distribution fig

  laura-riedel

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• chore: correct ylabel

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• chore: add grid lines

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• Add initial visualisations

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Commits on Sep 9, 2024

• chore + feat: update bootstrap overview; add partial correlation overviews

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• feat: add p-value calculation to bootstrap pipeline

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• feat: add option to calculate partial correlation

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Commits on Sep 1, 2024

• chore/feat: improve global explanations; add local explanations

  laura-riedel

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• feat: add simple local explanation visualisation function

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• feat: update explainability functions to cover both shap and occlusion (get_weighted_network_average, calculate_areamean_weights_df, add_specific_network_columns); add functions for local explainab…

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Commits on Aug 31, 2024

• Add initial occlusion notebooks

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• Add notebook for choosing of subs for local explainability analyses

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Commits on Aug 27, 2024

• feat: add script for channel-wise occlusion

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Commits on Aug 26, 2024

• minor update: try out colour palette + weighted network average

  laura-riedel

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• feat: add columns for area mean + area weights in long-form table; add functions to calculate weighted average + display network weighted averages as df

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• chore: improve area neames; remove superfluous |shap| column

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