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Use nearest-neighbors interpolation in plot_component #1098

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merged 2 commits into from
May 22, 2024

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@tsalo tsalo commented May 21, 2024

Closes #1095.

Changes proposed in this pull request:

  • Switch from the default 'continuous' resampling approach to 'nearest' in plot_component's plot_stat_map call. This should stop non-diagonal images from being resampled to have low, non-zero values outside of the brain.

@tsalo tsalo added bug issues describing a bug or error found in the project reports issues related to boilerplate generation or visual reports labels May 21, 2024
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tsalo commented May 21, 2024

From Logan's 8-echo dataset.

Before:

image

After:

image

@tsalo tsalo marked this pull request as ready for review May 21, 2024 21:34
@tsalo tsalo requested a review from handwerkerd May 21, 2024 21:34
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For the three times vmin is set to the 2nd percentile, you would not need to set resampling_interpolation="nearest" and "continuous" will result in nicer looking images.
For the one situation where vmin isn't set, setting vmin=np.min(stat_img.get_fdata()) might give slightly nicer visualizations, but setting interpolation to "nearest" is also fine.

@tsalo tsalo changed the title Use nearest-neighbors interpolation in plot_stat_map calls Use nearest-neighbors interpolation in plot_component May 22, 2024
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tsalo commented May 22, 2024

Good point. I dropped the change for plot_stat_map calls outside of plot_component.

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LGTM

I also realized my suggestion for adding vmin to stat_map figures is a bit more complex, since there are positive & negative values. It is solvable, but this solution is fine.

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tsalo commented May 22, 2024

Yeah we'd need to use threshold instead of vmin, but I played around with that and had some issues, so I think this is fine for now. If we end up overlaying our stat maps on other images (e.g., mean OC, T1w) then we might need to revisit.

@tsalo tsalo merged commit 2e9831b into ME-ICA:main May 22, 2024
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@tsalo tsalo deleted the fix-plotting branch May 22, 2024 14:39
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tsalo commented May 22, 2024

I'd like to make a release with this change before we merging #1064. @handwerkerd any objections?

BahmanTahayori pushed a commit to BahmanTahayori/tedana_florey that referenced this pull request Aug 30, 2024
* Limit current adaptive mask method to brain mask (ME-ICA#1060)

* Limit adaptive mask calculation to brain mask.

Limit adaptive mask calculation to brain mask.

Expand on logic of first adaptive mask method.

Update tedana/utils.py

Improve docstring.

Update test.

Add decreasing-signal-based adaptive mask.

Keep removing.

Co-Authored-By: Dan Handwerker <7406227+handwerkerd@users.noreply.github.com>

* Use `compute_epi_mask` in t2smap workflow.

* Try fixing the tests.

* Fix make_adaptive_mask.

* Update test_utils.py

* Update test_utils.py

* Improve docstring.

* Update utils.py

* Update test_utils.py

* Revert "Update test_utils.py"

This reverts commit 259b002.

* Don't take absolute value of echo means.

* Log echo-wise thresholds in adaptive mask.

* Add comment about non-zero voxels.

* Update utils.py

* Update test_utils.py

* Update test_utils.py

* Update test_utils.py

* Log the thresholds again.

* Address review.

* Fix test.

---------

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* Update nilearn requirement from <=0.10.3,>=0.7 to >=0.7,<=0.10.4 (ME-ICA#1077)

* Add adaptive mask plot to report (ME-ICA#1073)

* Update scikit-learn requirement (ME-ICA#1075)

Updates the requirements on [scikit-learn](https://github.com/scikit-learn/scikit-learn) to permit the latest version.
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* Update pandas requirement from <=2.2.1,>=2.0 to >=2.0,<=2.2.2 (ME-ICA#1076)

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* Update bokeh requirement from <=3.4.0,>=1.0.0 to >=1.0.0,<=3.4.1 (ME-ICA#1078)

Updates the requirements on [bokeh](https://github.com/bokeh/bokeh) to permit the latest version.
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* Load user-defined mask as expected by plot_adaptive_mask (ME-ICA#1079)

* DOC desc-optcomDenoised -> desc-denoised (ME-ICA#1080)

* docs: add mvdoc as a contributor for code, bug, and doc (ME-ICA#1082)

* docs: update README.md

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* Identify the last good echo in adaptive mask instead of sum of good echoes (ME-ICA#1061)

* Limit adaptive mask calculation to brain mask.

Limit adaptive mask calculation to brain mask.

Expand on logic of first adaptive mask method.

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Improve docstring.

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* Try fixing the tests.

* Fix make_adaptive_mask.

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* Improve docstring.

* Identify the last good echo instead of sum.

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Limit adaptive mask calculation to brain mask.

Limit adaptive mask calculation to brain mask.

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* Try fixing.

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* Update test_utils.py

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* Add comment about non-zero voxels.

* Update utils.py

* Update utils.py

* Update test_utils.py

* Update test_utils.py

* Update test_utils.py

* Log the thresholds again.

* Update test_utils.py

* Update test_utils.py

* Update test_utils.py

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* Hopefully fix things.

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* Update decay.py

* Fix again.

* Use tqdm.

* Update decay.py

* Update decay.py

* Update decay.py

* Update expected outputs.

* Add figures.

* Update outputs.

* Include global signal in confounds file.

* Update fiu_four_echo_outputs.txt

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---------

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* minimum nilearn 0.10.3 (ME-ICA#1094)

* Use nearest-neighbors interpolation in `plot_component` (ME-ICA#1098)

* Use nearest-neighbors interpolation in plot_stat_map.

* Only use NN interp for component maps.

* Update scipy requirement from <=1.13.0,>=1.2.0 to >=1.2.0,<=1.13.1 (ME-ICA#1100)

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* Update scikit-learn requirement from <=1.4.2,>=0.21 to >=0.21,<=1.5.0 (ME-ICA#1101)

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* Update numpy requirement from <=1.26.4,>=1.16 to >=1.16,<=2.0.0 (ME-ICA#1104)

* Update numpy requirement from <=1.26.4,>=1.16 to >=1.16,<=2.0.0

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* Use np.nan instead of np.NaN

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* Fix warning capture.

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* Update bokeh requirement from <=3.4.1,>=1.0.0 to <=3.5.0,>=3.5.0 (ME-ICA#1109)

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* Update scikit-learn requirement from <=1.5.0,>=0.21 to <=1.5.1,>=1.5.1 (ME-ICA#1108)

* Update scikit-learn requirement from <=1.5.0,>=0.21 to <=1.5.1,>=1.5.1

Updates the requirements on [scikit-learn](https://github.com/scikit-learn/scikit-learn) to permit the latest version.
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* Update scipy requirement from <=1.13.1,>=1.2.0 to <=1.14.0,>=1.14.0 (ME-ICA#1106)

* Update scipy requirement from <=1.13.1,>=1.2.0 to <=1.14.0,>=1.14.0

Updates the requirements on [scipy](https://github.com/scipy/scipy) to permit the latest version.
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* Update numpy requirement from <=2.0.0,>=1.16 to >=1.16,<=2.0.1 (ME-ICA#1112)

Updates the requirements on [numpy](https://github.com/numpy/numpy) to permit the latest version.
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* Cleaning up installation instructions (ME-ICA#1113)

* install instructions

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* Update bokeh requirement from <=3.5.0,>=1.0.0 to >=1.0.0,<=3.5.1 (ME-ICA#1116)

Updates the requirements on [bokeh](https://github.com/bokeh/bokeh) to permit the latest version.
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* Update list of multi-echo datasets (ME-ICA#1115)

* Generate metrics from external regressors using F stats (ME-ICA#1064)

* Get required metrics from decision tree.

* Continue changes.

* More updates.

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* Update selection_nodes.py

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* Update tedana.py

* Add extra metrics to list.

* Update ica_reclassify.py

* Draft metric-based regressor correlations.

* Fix typo.

* Work on trees.

* Expand regular expressions in trees.

* Fix up the expansion.

* Really fix it though.

* Fix style issue.

* Added external regress integration test

* Got intregration test with external regressors working

* Added F tests and options

* added corr_no_detrend.json

* updated names and reporting

* Run black.

* Address style issues.

* Try fixing test bugs.

* Update test_component_selector.py

* Update component_selector.py

* Use component table directly in selectcomps2use.

* Fix.

* Include generated metrics in necessary metrics.

* Update component_selector.py

* responding to feedback from tsalo

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* Update test_component_selector.py

* fixed some testing failures

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* ComponentSelector initialized before loading data

* fixed docstrings

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* using external regressors and most tests passing

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* cleaning up decision tree json files

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* fixed tests with task_keep signal

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* Link to the open-multi-echo-data website (ME-ICA#1117)

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* Update multi-echo.rst

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handwerkerd added a commit that referenced this pull request Sep 23, 2024
…sults (#1013)

* Add robustica method

* Incorporation of major comments regarding robustica addition

Manual modification of commit f2cdb4e to remove unwanted file additions.

* Add robustica 0.1.3 to dependency list

Cherry-pick of 41354cb.

* Multiple fixes to RobustICA addition from code review

From: BahmanTahayori#2.

Co-authored-by: Robert E. Smith <robert.smith@florey.edu.au>

* Specify magic number fixed seed of 42 as a constant

Cherry-pick of da1b128 (with modification).

* Updated

* Robustica Updates

* Incorporating the third round of Robert E. Smith's comments

* Enhance the "ica_method" description suggested by D. Handwerker

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* Enhancing the "n_robust_runs" description suggested by D. Handwerkerd

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* RobustICA: Restructure code loop over robust methods (#4)

* RobustICA: Restructure code loop over robust methods

* Addressing the issue with try/except

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* Applied suggested changes

In this commit, some of the comments from Daniel Handwerker and Robert
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* Incorporating more comments

* Fixing the problem of argument parser for n_robust_runs.

* Removing unnecessary tests from the test_integration. There are 3
  tests for echo as before, but the ica_method is robustica for five and
three echos and fatsica for the four echo test.

* Adding already requested changes

* fixed failing tests

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* more documentation changes

* Update docs/faq.rst

Co-authored-by: Robert Smith <robert.smith@florey.edu.au>

* Update docs/faq.rst

Co-authored-by: Robert Smith <robert.smith@florey.edu.au>

* Aligning robustICA with current Main + (#5)

* Limit current adaptive mask method to brain mask (#1060)

* Limit adaptive mask calculation to brain mask.

Limit adaptive mask calculation to brain mask.

Expand on logic of first adaptive mask method.

Update tedana/utils.py

Improve docstring.

Update test.

Add decreasing-signal-based adaptive mask.

Keep removing.

Co-Authored-By: Dan Handwerker <7406227+handwerkerd@users.noreply.github.com>

* Use `compute_epi_mask` in t2smap workflow.

* Try fixing the tests.

* Fix make_adaptive_mask.

* Update test_utils.py

* Update test_utils.py

* Improve docstring.

* Update utils.py

* Update test_utils.py

* Revert "Update test_utils.py"

This reverts commit 259b002.

* Don't take absolute value of echo means.

* Log echo-wise thresholds in adaptive mask.

* Add comment about non-zero voxels.

* Update utils.py

* Update test_utils.py

* Update test_utils.py

* Update test_utils.py

* Log the thresholds again.

* Address review.

* Fix test.

---------

Co-authored-by: Dan Handwerker <7406227+handwerkerd@users.noreply.github.com>

* Update nilearn requirement from <=0.10.3,>=0.7 to >=0.7,<=0.10.4 (#1077)

* Add adaptive mask plot to report (#1073)

* Update scikit-learn requirement (#1075)

Updates the requirements on [scikit-learn](https://github.com/scikit-learn/scikit-learn) to permit the latest version.
- [Release notes](https://github.com/scikit-learn/scikit-learn/releases)
- [Commits](scikit-learn/scikit-learn@0.21.0...1.4.2)

---
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  dependency-type: direct:production
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* Update pandas requirement from <=2.2.1,>=2.0 to >=2.0,<=2.2.2 (#1076)

Updates the requirements on [pandas](https://github.com/pandas-dev/pandas) to permit the latest version.
- [Release notes](https://github.com/pandas-dev/pandas/releases)
- [Commits](pandas-dev/pandas@v2.0.0...v2.2.2)

---
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- dependency-name: pandas
  dependency-type: direct:production
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* Update bokeh requirement from <=3.4.0,>=1.0.0 to >=1.0.0,<=3.4.1 (#1078)

Updates the requirements on [bokeh](https://github.com/bokeh/bokeh) to permit the latest version.
- [Changelog](https://github.com/bokeh/bokeh/blob/branch-3.5/docs/CHANGELOG)
- [Commits](bokeh/bokeh@1.0.0...3.4.1)

---
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  dependency-type: direct:production
...

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* Load user-defined mask as expected by plot_adaptive_mask (#1079)

* DOC desc-optcomDenoised -> desc-denoised (#1080)

* docs: add mvdoc as a contributor for code, bug, and doc (#1082)

* docs: update README.md

* docs: update .all-contributorsrc

---------

Co-authored-by: allcontributors[bot] <46447321+allcontributors[bot]@users.noreply.github.com>

* Identify the last good echo in adaptive mask instead of sum of good echoes (#1061)

* Limit adaptive mask calculation to brain mask.

Limit adaptive mask calculation to brain mask.

Expand on logic of first adaptive mask method.

Update tedana/utils.py

Improve docstring.

Update test.

Add decreasing-signal-based adaptive mask.

Keep removing.

Co-Authored-By: Dan Handwerker <7406227+handwerkerd@users.noreply.github.com>

* Use `compute_epi_mask` in t2smap workflow.

* Try fixing the tests.

* Fix make_adaptive_mask.

* Update test_utils.py

* Update test_utils.py

* Improve docstring.

* Identify the last good echo instead of sum.

Improve docstring.

Update test_utils.py

Update test_utils.py

Fix make_adaptive_mask.

Try fixing the tests.

Use `compute_epi_mask` in t2smap workflow.

Limit adaptive mask calculation to brain mask.

Limit adaptive mask calculation to brain mask.

Expand on logic of first adaptive mask method.

Update tedana/utils.py

Improve docstring.

Update test.

Add decreasing-signal-based adaptive mask.

Keep removing.

Co-Authored-By: Dan Handwerker <7406227+handwerkerd@users.noreply.github.com>

* Fix.

* Update utils.py

* Update utils.py

* Try fixing.

* Update utils.py

* Update utils.py

* add checks

* Just loop over voxels.

* Update utils.py

* Update utils.py

* Update test_utils.py

* Revert "Update test_utils.py"

This reverts commit 259b002.

* Update test_utils.py

* Update test_utils.py

* Remove checks.

* Don't take absolute value of echo means.

* Log echo-wise thresholds in adaptive mask.

* Add comment about non-zero voxels.

* Update utils.py

* Update utils.py

* Update test_utils.py

* Update test_utils.py

* Update test_utils.py

* Log the thresholds again.

* Update test_utils.py

* Update test_utils.py

* Update test_utils.py

* Add simulated data to adaptive mask test.

* Clean up the tests.

* Add value that tests the base mask.

* Remove print in test.

* Update tedana/utils.py

Co-authored-by: Dan Handwerker <7406227+handwerkerd@users.noreply.github.com>

* Update tedana/utils.py

Co-authored-by: Dan Handwerker <7406227+handwerkerd@users.noreply.github.com>

---------

Co-authored-by: Dan Handwerker <7406227+handwerkerd@users.noreply.github.com>

* Output RMSE map and time series for decay model fit (#1044)

* Draft function to calculate decay model fit.

* Calculate root mean squared error instead.

* Incorporate metrics.

* Output RMSE results.

* Output results in tedana.

* Hopefully fix things.

* Update decay.py

* Try improving performance.

* Update decay.py

* Fix again.

* Use tqdm.

* Update decay.py

* Update decay.py

* Update decay.py

* Update expected outputs.

* Add figures.

* Update outputs.

* Include global signal in confounds file.

* Update fiu_four_echo_outputs.txt

* Rename function.

* Rename function.

* Update tedana.py

* Update tedana/decay.py

Co-authored-by: Dan Handwerker <7406227+handwerkerd@users.noreply.github.com>

* Update decay.py

* Update decay.py

* Whoops.

* Apply suggestions from code review

Co-authored-by: Dan Handwerker <7406227+handwerkerd@users.noreply.github.com>

* Fix things maybe.

* Fix things.

* Update decay.py

* Remove any files that are built through appending.

* Update outputs.

* Add section on plots to docs.

* Fix the description.

* Update docs/outputs.rst

Co-authored-by: Dan Handwerker <7406227+handwerkerd@users.noreply.github.com>

* Update docs/outputs.rst

* Fix docstring.

---------

Co-authored-by: Dan Handwerker <7406227+handwerkerd@users.noreply.github.com>

* minimum nilearn 0.10.3 (#1094)

* Use nearest-neighbors interpolation in `plot_component` (#1098)

* Use nearest-neighbors interpolation in plot_stat_map.

* Only use NN interp for component maps.

* Update scipy requirement from <=1.13.0,>=1.2.0 to >=1.2.0,<=1.13.1 (#1100)

Updates the requirements on [scipy](https://github.com/scipy/scipy) to permit the latest version.
- [Release notes](https://github.com/scipy/scipy/releases)
- [Commits](scipy/scipy@v1.2.0...v1.13.1)

---
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- dependency-name: scipy
  dependency-type: direct:production
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* Update scikit-learn requirement from <=1.4.2,>=0.21 to >=0.21,<=1.5.0 (#1101)

Updates the requirements on [scikit-learn](https://github.com/scikit-learn/scikit-learn) to permit the latest version.
- [Release notes](https://github.com/scikit-learn/scikit-learn/releases)
- [Commits](scikit-learn/scikit-learn@0.21.0...1.5.0)

---
updated-dependencies:
- dependency-name: scikit-learn
  dependency-type: direct:production
...

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* Update numpy requirement from <=1.26.4,>=1.16 to >=1.16,<=2.0.0 (#1104)

* Update numpy requirement from <=1.26.4,>=1.16 to >=1.16,<=2.0.0

Updates the requirements on [numpy](https://github.com/numpy/numpy) to permit the latest version.
- [Release notes](https://github.com/numpy/numpy/releases)
- [Changelog](https://github.com/numpy/numpy/blob/main/doc/RELEASE_WALKTHROUGH.rst)
- [Commits](numpy/numpy@v1.16.0...v2.0.0)

---
updated-dependencies:
- dependency-name: numpy
  dependency-type: direct:production
...

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* Use np.nan instead of np.NaN

---------

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Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
Co-authored-by: Taylor Salo <salot@pennmedicine.upenn.edu>

* Filter out non-diagonal affine warning (#1103)

* Filter out non-diagonal affine warning.

* Fix warning capture.

* Update tedana/reporting/static_figures.py

Co-authored-by: Dan Handwerker <7406227+handwerkerd@users.noreply.github.com>

* Update static_figures.py

---------

Co-authored-by: Dan Handwerker <7406227+handwerkerd@users.noreply.github.com>

* Update bokeh requirement from <=3.4.1,>=1.0.0 to <=3.5.0,>=3.5.0 (#1109)

* Update bokeh requirement from <=3.4.1,>=1.0.0 to <=3.5.0,>=3.5.0

Updates the requirements on [bokeh](https://github.com/bokeh/bokeh) to permit the latest version.
- [Changelog](https://github.com/bokeh/bokeh/blob/branch-3.6/docs/CHANGELOG)
- [Commits](bokeh/bokeh@1.0.0...3.5.0)

---
updated-dependencies:
- dependency-name: bokeh
  dependency-type: direct:production
...

Signed-off-by: dependabot[bot] <support@github.com>

* Update pyproject.toml

---------

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* Update scikit-learn requirement from <=1.5.0,>=0.21 to <=1.5.1,>=1.5.1 (#1108)

* Update scikit-learn requirement from <=1.5.0,>=0.21 to <=1.5.1,>=1.5.1

Updates the requirements on [scikit-learn](https://github.com/scikit-learn/scikit-learn) to permit the latest version.
- [Release notes](https://github.com/scikit-learn/scikit-learn/releases)
- [Commits](scikit-learn/scikit-learn@0.21.0...1.5.1)

---
updated-dependencies:
- dependency-name: scikit-learn
  dependency-type: direct:production
...

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* Update pyproject.toml to restore minimum version of scikit-learn

---------

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Co-authored-by: Dan Handwerker <7406227+handwerkerd@users.noreply.github.com>

* Update scipy requirement from <=1.13.1,>=1.2.0 to <=1.14.0,>=1.14.0 (#1106)

* Update scipy requirement from <=1.13.1,>=1.2.0 to <=1.14.0,>=1.14.0

Updates the requirements on [scipy](https://github.com/scipy/scipy) to permit the latest version.
- [Release notes](https://github.com/scipy/scipy/releases)
- [Commits](scipy/scipy@v1.2.0...v1.14.0)

---
updated-dependencies:
- dependency-name: scipy
  dependency-type: direct:production
...

Signed-off-by: dependabot[bot] <support@github.com>

* Update pyproject.toml to retain minimum version of scipy

---------

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Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
Co-authored-by: Dan Handwerker <7406227+handwerkerd@users.noreply.github.com>
Co-authored-by: Eneko Uruñuela <e.urunuela@icloud.com>

* Update numpy requirement from <=2.0.0,>=1.16 to >=1.16,<=2.0.1 (#1112)

Updates the requirements on [numpy](https://github.com/numpy/numpy) to permit the latest version.
- [Release notes](https://github.com/numpy/numpy/releases)
- [Changelog](https://github.com/numpy/numpy/blob/main/doc/RELEASE_WALKTHROUGH.rst)
- [Commits](numpy/numpy@v1.16.0...v2.0.1)

---
updated-dependencies:
- dependency-name: numpy
  dependency-type: direct:production
...

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Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>

* Cleaning up installation instructions (#1113)

* install instructions

* Update docs/installation.rst

Co-authored-by: Taylor Salo <tsalo90@gmail.com>

* Update docs/installation.rst

Co-authored-by: Eneko Uruñuela <e.urunuela@icloud.com>

---------

Co-authored-by: Taylor Salo <tsalo90@gmail.com>
Co-authored-by: Eneko Uruñuela <e.urunuela@icloud.com>

* Update bokeh requirement from <=3.5.0,>=1.0.0 to >=1.0.0,<=3.5.1 (#1116)

Updates the requirements on [bokeh](https://github.com/bokeh/bokeh) to permit the latest version.
- [Changelog](https://github.com/bokeh/bokeh/blob/3.5.1/docs/CHANGELOG)
- [Commits](bokeh/bokeh@1.0.0...3.5.1)

---
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  dependency-type: direct:production
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* Update list of multi-echo datasets (#1115)

* Generate metrics from external regressors using F stats (#1064)

* Get required metrics from decision tree.

* Continue changes.

* More updates.

* Store necessary_metrics as a list.

* Update selection_nodes.py

* Update selection_utils.py

* Update across the package.

* Keep updating.

* Update tedana.py

* Add extra metrics to list.

* Update ica_reclassify.py

* Draft metric-based regressor correlations.

* Fix typo.

* Work on trees.

* Expand regular expressions in trees.

* Fix up the expansion.

* Really fix it though.

* Fix style issue.

* Added external regress integration test

* Got intregration test with external regressors working

* Added F tests and options

* added corr_no_detrend.json

* updated names and reporting

* Run black.

* Address style issues.

* Try fixing test bugs.

* Update test_component_selector.py

* Update component_selector.py

* Use component table directly in selectcomps2use.

* Fix.

* Include generated metrics in necessary metrics.

* Update component_selector.py

* responding to feedback from tsalo

* Update component_selector.py

* Update test_component_selector.py

* fixed some testing failures

* fixed test_check_null_succeeds

* fixed ica_reclassify bug and selector_properties test

* ComponentSelector initialized before loading data

* fixed docstrings

* updated building decision tree docs

* using external regressors and most tests passing

* removed corr added tasks

* fit_model moved to stats

* removed and cleaned up external_regressors_config option

* Added task regressors and some tests. Now alll in decision tree

* cleaning up decision tree json files

* removed mot12_csf.json changed task to signal

* fixed tests with task_keep signal

* Update tedana/metrics/external.py

Co-authored-by: Taylor Salo <salot@pennmedicine.upenn.edu>

* Update tedana/metrics/_utils.py

Co-authored-by: Taylor Salo <salot@pennmedicine.upenn.edu>

* Update tedana/metrics/collect.py

Co-authored-by: Taylor Salo <salot@pennmedicine.upenn.edu>

* Update tedana/metrics/external.py

Co-authored-by: Taylor Salo <salot@pennmedicine.upenn.edu>

* Update tedana/metrics/external.py

Co-authored-by: Taylor Salo <salot@pennmedicine.upenn.edu>

* Responding to review comments

* reworded docstring

* Added type hints to external.py

* fixed external.py type hints

* type hints to _utils collect and component_selector

* type hints and doc improvements in selection_utils

* no expand_node recursion

* removed expand_nodes expand_node expand_dict

* docstring lines break on punctuation

* updating external tests and docs

* moved test data downloading to tests.utils.py and started test for fit_regressors

* fixed bug where task regressors retained in partial models

* matched testing external regressors to included mixing and fixed bugs

* Made single function for detrending regressors

* added tests for external fit_regressors and fix_mixing_to_regressors

* Full tests in test_external_metrics.py

* adding tests

* fixed extern regress validation warnings and added tests

* sorting set values for test outputs

* added to test_metrics

* Added docs to building_decision_trees.rst

* Added motion task decision tree flow chart

* made recommended change to external_regressor_config

* Finished documentation and renamed demo decision trees

* added link to example external regressors tsv file

* Apply suggestions from code review

Fixed nuissance typos

Co-authored-by: Taylor Salo <salot@pennmedicine.upenn.edu>

* Minor documentation edits

---------

Co-authored-by: Taylor Salo <tsalo006@fiu.edu>
Co-authored-by: Taylor Salo <salot@pennmedicine.upenn.edu>
Co-authored-by: Neha Reddy <nreddy@northwestern.edu>

* Link to the open-multi-echo-data website (#1117)

* Update multi-echo.rst

* Update multi-echo.rst

* Refactor `metrics.dependence` module (#1088)

* Add type hints to metric functions.

* Use keyword arguments.

* Update tests.

* Update dependence.py

* Update collect.py

* Fix other stuff.

* documentation and resource updates (#1114)

* documentation and resource updates

* Fixed citation numbering and updated posters

---------

Co-authored-by: Neha Reddy <nreddy@northwestern.edu>

* Adding already requested changes

* fixed failing tests

* updated documentation in faq.rst

* more documentation changes

---------

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Co-authored-by: Eneko Uruñuela <e.urunuela@icloud.com>
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Co-authored-by: Taylor Salo <tsalo006@fiu.edu>
Co-authored-by: Neha Reddy <nreddy@northwestern.edu>

* align with main

* fixed ica.py docstring error

* added scikit-learn-extra to pyproject and changed ref name

* increment circleci version keys

* Removing the scikit-learn-extra dependency

* Updating pyproject.toml file

* Minor changes to make the help more readable

* Minor changes

* upgrading to robustica 0.1.4

* Update docs

Co-authored-by: Dan Handwerker <7406227+handwerkerd@users.noreply.github.com>

* updating utils.py, toml file and the docs

* minor change to utils.py

* Incorporating Eneko's comments

Co-authored-by: Eneko Uruñuela <e.urunuela@icloud.com>

* Added a warning when the clustering method is changed

---------

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Co-authored-by: Robert E. Smith <robert.smith@florey.edu.au>
Co-authored-by: Dan Handwerker <7406227+handwerkerd@users.noreply.github.com>
Co-authored-by: handwerkerd <dan.handwerker@gmail.com>
Co-authored-by: Taylor Salo <salot@pennmedicine.upenn.edu>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
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Co-authored-by: Eneko Uruñuela <e.urunuela@icloud.com>
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Co-authored-by: Taylor Salo <tsalo006@fiu.edu>
Co-authored-by: Neha Reddy <nreddy@northwestern.edu>
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