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f42fec9
Merging all newSankey and new .load() into nbdev
Jacobluke- Apr 17, 2023
2c6df08
Pytest
Jacobluke- Apr 17, 2023
de5773c
Test again
Jacobluke- Apr 17, 2023
2ebc40a
Update test-image.yaml
Jacobluke- Apr 17, 2023
6bc9d0b
Align dependencies
Jacobluke- Apr 17, 2023
f3ab2ef
Merge branch 'vnbdev' of github.com:Jacobluke-/DABEST-python into vnbdev
Jacobluke- Apr 17, 2023
2907d35
Merge branch 'vnbdev' of github.com:Jacobluke-/DABEST-python into vnbdev
Jacobluke- Apr 17, 2023
a67e900
Merge branch 'vnbdev' of github.com:Jacobluke-/DABEST-python into vnbdev
Jacobluke- Apr 17, 2023
c7b8b60
TESST
Jacobluke- Apr 17, 2023
77bc2d1
Modify the dependencies files
Jacobluke- Apr 17, 2023
f6cfe52
Modify the dependencies files
Jacobluke- Apr 17, 2023
e8b62d7
Merge branch 'vnbdev' of github.com:Jacobluke-/DABEST-python into vnbdev
Jacobluke- Apr 17, 2023
f34973f
Modifying actions file
Jacobluke- Apr 17, 2023
aa7c272
Update test-image.yaml
Jacobluke- Apr 17, 2023
e1c480f
Modify dependencies
Jacobluke- Apr 17, 2023
245a674
Merge branch 'vnbdev' of github.com:Jacobluke-/DABEST-python into vnbdev
Jacobluke- Apr 17, 2023
2de67bd
Modify workflows again
Jacobluke- Apr 17, 2023
5a38a33
Again
Jacobluke- Apr 17, 2023
fc5049e
Final modification of pytest stuff
Jacobluke- Apr 17, 2023
40f8bed
Add prepare.
Jacobluke- Apr 17, 2023
e0b7905
Change Version Number, Add Descriptions
Jacobluke- Apr 18, 2023
2a25eb7
Update to the latest version
Jacobluke- Apr 18, 2023
2f29903
Applying BumpVer
Jacobluke- Apr 18, 2023
c43ec01
Standardize aliases in matplotlib, fix typo
Jacobluke- Apr 18, 2023
065ccd6
Adding gridkey implementation
maiyishan May 7, 2023
2e6866d
Merge branch 'official-master' into vnbdev
Jacobluke- May 15, 2023
9a97e72
Syncing notebooks and library
Jacobluke- May 15, 2023
5b890c1
add a function first and try pushing
ZHANGROU-99 May 15, 2023
7baf502
modify notebook, add part for delta_g
ZHANGROU-99 May 16, 2023
bf824ab
add one lost line and try again
ZHANGROU-99 May 16, 2023
c8f6986
add some tests and generate images
ZHANGROU-99 May 17, 2023
537be39
Regenerating the test plots
Jacobluke- May 24, 2023
7eb5a99
Edits on API files, remake test plots
Jacobluke- May 28, 2023
85dd52b
Add length checking for x in ∆∆
Jacobluke- May 28, 2023
8cdf24c
Use pivot_table instead of pd.pivot
Jacobluke- May 30, 2023
6fe6339
Revert "Use pivot_table instead of pd.pivot"
Jacobluke- May 30, 2023
45bc1f6
Fix Issue #144
Jacobluke- May 30, 2023
bcfe57c
Gridkey fixes, function to show es on contrast plot
maiyishan Jun 3, 2023
f41f3d5
delta points on contrast axis WIP
maiyishan Jun 3, 2023
f7c9ebe
Update on the paired proportional plot v2
Jacobluke- Jun 15, 2023
a3f3348
CI fixes
Jacobluke- Jun 15, 2023
55623fa
Update Delta-delta tutorial
sangyu Jun 27, 2023
a0cda86
Merge pull request #1 from sangyu:vnbdev
Jacobluke- Jul 2, 2023
f3ee4e3
Modification for Seaborn related deprecation
Jacobluke- Jul 6, 2023
336522c
Convenience function for prop data added
Jacobluke- Jul 14, 2023
47a2ffe
Apply FixFormatter with FixLocator in matplotlib
Jacobluke- Jul 31, 2023
c489cbd
Add a corner case checking for ∆∆
Jacobluke- Jul 31, 2023
486005a
Bug fixes on delta_g
Jacobluke- Aug 1, 2023
010711e
Merge pull request #147 from Jacobluke-/vnbdev
maiyishan Aug 7, 2023
2b15662
Updated baseline images for pytest
sunroofgod Dec 14, 2023
d28cfec
Updated python versions for PyPI
sunroofgod Dec 19, 2023
740cc19
Updated minimal versions of required imported packages
sunroofgod Dec 19, 2023
250f237
Updated pytest command for image comparison
sunroofgod Dec 19, 2023
b13be7a
Updated naming of jobs being ran in yaml files
sunroofgod Dec 19, 2023
ca06d2f
Updated name of workflow for nbdev_prepare
sunroofgod Dec 19, 2023
50ddcf6
Merge pull request #151 from sunroofgod/vnbdev
maiyishan Dec 20, 2023
ef3bdfd
Refactoring phase 1 (#152)
cyberosa Dec 20, 2023
5a25124
Starting refactoring phase 2
cyberosa Dec 20, 2023
9dc9fa9
fix test_load_errors and renaming
cyberosa Dec 20, 2023
e60b89d
Small changes. Iris dataset. New unitests
cyberosa Dec 21, 2023
078a26b
added new notebook forest_plot
Lucas1213WZY Dec 21, 2023
c68bede
Adding the new python file and the notebook
Lucas1213WZY Dec 21, 2023
43fa6de
test 03 without external dependency
cyberosa Dec 21, 2023
9f1bf1d
refactoring test_06 and test_08
cyberosa Dec 21, 2023
a56f285
refactoring dabest_object with errors
cyberosa Dec 21, 2023
9d695f0
Added new swarmplot feature python script
sunroofgod Dec 22, 2023
b7000b7
Updated swarmplot to work with errorbars
sunroofgod Dec 22, 2023
2fd8ada
Updated swarmplot to work with color_col
sunroofgod Dec 22, 2023
b057650
Updated swarmplot to work for 2group, multigroup and minimeta
sunroofgod Dec 22, 2023
ee20cda
Small refactorings in API and better errors coverage
cyberosa Dec 22, 2023
0cef776
Updated swarmplot to work for deltadelta
sunroofgod Dec 23, 2023
fb8c26d
Merge pull request #153 from Lucas1213WZY/vnbdev_for_forestplot
maiyishan Dec 25, 2023
c9e3010
Merge branch 'vnbdev' into refactoring_phase2
cyberosa Dec 25, 2023
ae4f939
Refactoring function name and formatting
cyberosa Dec 25, 2023
65660da
Merge pull request #154 from ACCLAB/refactoring_phase2
maiyishan Dec 27, 2023
5403640
First changes on documentation
cyberosa Dec 27, 2023
f971ce6
Added proper error handling for swarmplot function
sunroofgod Dec 29, 2023
97ad273
Updated docstrings and type hints for swarmplot
sunroofgod Dec 29, 2023
829f665
Fixing grammar, style, wrong links and typos
cyberosa Dec 30, 2023
80973a5
Updated swarmplot to work for deltadots
sunroofgod Jan 2, 2024
6233b3d
Merge branch 'ACCLAB:vnbdev' into vnbdev
sunroofgod Jan 2, 2024
8e945f7
Updated baseline images for asymmetric swarmplots
sunroofgod Jan 2, 2024
ce73020
Added new asymmetric swarmplots feature
sunroofgod Jan 2, 2024
b40d054
Fixed summary lines for two-group Gardner-Altman plots
sunroofgod Jan 2, 2024
3c10ed6
Merge pull request #155 from sunroofgod/vnbdev
sunroofgod Jan 2, 2024
7b2ef13
Refactoring tutorial notebooks
cyberosa Jan 2, 2024
2c38ff3
Merge branch 'vnbdev' of https://github.com/ACCLAB/DABEST-python into…
sunroofgod Jan 3, 2024
2a568f7
Merge branch 'feat-asymmetric-swarmplots' of https://github.com/ACCLA…
sunroofgod Jan 3, 2024
a8d2c41
Refactoring notebooks for the documentation
cyberosa Jan 4, 2024
d911beb
Added swarmplot related unittests
sunroofgod Jan 5, 2024
1aa07ae
Added helper functions for unit tests
sunroofgod Jan 5, 2024
eb0ad1c
Added mocked data for swarmplot unittests
sunroofgod Jan 5, 2024
5673194
Fixed typo in single_sankey
sunroofgod Jan 5, 2024
d76fe4c
Fixed typo in single_sankey
sunroofgod Jan 5, 2024
6e050b4
Fixed bug involving labels not showing up for 2-group diagrams
sunroofgod Jan 5, 2024
e553714
Improved version of the robust-beautiful post
cyberosa Jan 6, 2024
9450252
Improved notebook about bootstraps
cyberosa Jan 6, 2024
3540abb
Rewrite delta-delta Bootstrap function
Jacobluke- Jan 7, 2024
1e4145d
Removed unnecessary testing helper functions
sunroofgod Jan 9, 2024
625812f
Added new exceptions for swarmplot
sunroofgod Jan 10, 2024
54d5ce9
Updated formatting of swarmplot related unittests
sunroofgod Jan 10, 2024
3770620
Removed references to testing helper functions
sunroofgod Jan 10, 2024
a31bf96
Rewrite delta-delta Bootstrap function
Jacobluke- Jan 7, 2024
a278ac2
Merge branch '∆∆_bootstrap_rewrite' of github.com:ACCLAB/DABEST-pytho…
Jacobluke- Jan 10, 2024
3c97860
Changes in several documentations
Jacobluke- Jan 11, 2024
b73a800
Small fixes to documentation and url config
Jacobluke- Jan 12, 2024
8da436d
Added new swarmplot related unittests
sunroofgod Jan 15, 2024
feac638
Added swarm_side as viable plot_kwargs for choosing of asymmetric side
sunroofgod Jan 15, 2024
a4960a5
Added swarm_side for choosing of asymmetric side
sunroofgod Jan 15, 2024
15f6ec3
Added swarm_side as viable plot_kwargs for choosing of asymmetric side
sunroofgod Jan 15, 2024
746dc2b
Cleared all the TODOs
Jacobluke- Jan 17, 2024
fef7735
Updated formatting of swarmplot related unittests
sunroofgod Jan 19, 2024
d696555
Fixed bug involving labels not being compared for image comparisons b…
sunroofgod Jan 19, 2024
1b9d5ea
Generate Warnings for NaN values under paired
Jacobluke- Jan 22, 2024
6d39c3b
Templates for creating bug report and feature request
Jacobluke- Jan 22, 2024
835d854
Revert "Templates for creating bug report and feature request"
Jacobluke- Jan 22, 2024
101a00b
Edit on feature request and bug report
Jacobluke- Jan 22, 2024
3718ec9
Fix bugs related to NaN values
Jacobluke- Jan 28, 2024
5473344
informative error for identical values
Jacobluke- Jan 29, 2024
6220c2b
Merge pull request #157 from ACCLAB/refactoring_final_phase
Jacobluke- Jan 30, 2024
c9598e1
First changes on documentation
cyberosa Dec 27, 2023
5f642ec
Fixing grammar, style, wrong links and typos
cyberosa Dec 30, 2023
56b121f
Refactoring tutorial notebooks
cyberosa Jan 2, 2024
21b82fd
Refactoring notebooks for the documentation
cyberosa Jan 4, 2024
fa662e9
Improved version of the robust-beautiful post
cyberosa Jan 6, 2024
908d4bd
Improved notebook about bootstraps
cyberosa Jan 6, 2024
decdfd0
Updated notebooks to reflect new asymmetric swarmplots
sunroofgod Feb 1, 2024
6bc1b2b
Merge branch 'vnbdev' of https://github.com/ACCLAB/DABEST-python into…
sunroofgod Feb 2, 2024
cc90e2f
Merge branch 'vnbdev' into feat-asymmetric-swarmplots
sunroofgod Feb 2, 2024
c96e7ed
Removed unnecessary swarmplot python script
sunroofgod Feb 4, 2024
7f7b89f
Updated notebooks to reflect new asymmetric swarmplots
sunroofgod Feb 4, 2024
fa9127f
Cleaned notebooks via nbdev_clean
sunroofgod Feb 4, 2024
a2f75d9
Updated notebooks to reflect new asymmetric swarmplots
sunroofgod Feb 4, 2024
9616362
Add error testing
Jacobluke- Feb 21, 2024
1377394
Amend documentation for aesthtics
Jacobluke- Feb 22, 2024
d0fe414
Fix bug for non-string cols and deprecation in sns
Jacobluke- Feb 27, 2024
910ee03
Improve effect sizes calculation
Jacobluke- Feb 27, 2024
75fe1df
Merge pull request #158 from ACCLAB/feat-asymmetric-swarmplots
Jacobluke- Feb 28, 2024
c8c8a4c
Merge branch 'vnbdev' into ∆∆_bootstrap_rewrite
Jacobluke- Feb 28, 2024
37786a3
Merge pull request #159 from ACCLAB/∆∆_bootstrap_rewrite
Jacobluke- Feb 28, 2024
145b2bd
Merge branch 'vnbdev' into todos
Jacobluke- Mar 1, 2024
b5dbb86
Merge pull request #163 from ACCLAB/todos
Jacobluke- Mar 1, 2024
9727f17
Revert "Checks out all the todos left in the refactoring stages and a…
Jacobluke- Mar 2, 2024
24ca6b0
Merge pull request #169 from ACCLAB/revert-163-todos
Jacobluke- Mar 2, 2024
c0e694d
Revert "Revert #163"
Jacobluke- Mar 2, 2024
d5b2884
Merge pull request #170 from ACCLAB/revert-169-revert-163-todos
Jacobluke- Mar 2, 2024
60fd489
Fixing pytest failures, adding new forestplot, tutorial and inmage tests
Lucas1213WZY Mar 10, 2024
2fdf837
fixing tutorial layout, structure and wording
Lucas1213WZY Mar 12, 2024
e5273ae
Add unit tests, test data for forestplot
Lucas1213WZY Mar 12, 2024
2e52db2
Removing Redundant lines of code in forest_plot.ipynb
Lucas1213WZY Mar 12, 2024
3f3b0f8
fixing spelling in forest_plot tutorial notebook
Lucas1213WZY Mar 12, 2024
0c9678b
fixing typos
Lucas1213WZY Mar 13, 2024
de164c4
fixing pytests failures
Lucas1213WZY Mar 13, 2024
b48711c
Edit on Splash page
Jacobluke- Mar 14, 2024
5e94ea0
Edit on getting-started
Jacobluke- Mar 14, 2024
1cc16d3
Merge pull request #172 from ACCLAB/feat-forest-plot-pytest-fixes
Jacobluke- Mar 14, 2024
cd2f398
Add favicon for DABEST tutorial pages
Jacobluke- Mar 15, 2024
162be6d
Add favicon for Tut pages
Jacobluke- Mar 18, 2024
81a4a64
Merge branch 'vnbdev' of github.com:ACCLAB/DABEST-python into patch-s…
Jacobluke- Mar 19, 2024
46ca02d
Bump version and write release info
Jacobluke- Mar 19, 2024
a86572e
Edit version number in notebooks
Jacobluke- Mar 19, 2024
00f513b
Edit version number in notebooks
Jacobluke- Mar 19, 2024
17f5b90
Merge branch 'patch-splash-page-edit' of github.com:ACCLAB/DABEST-pyt…
Jacobluke- Mar 19, 2024
cbde4d8
Suppress warning for docs
Jacobluke- Mar 19, 2024
c2e989d
Change the tut link to the latest
Jacobluke- Mar 19, 2024
498df8f
Splash page plot change
Jacobluke- Mar 20, 2024
8b93633
Hide forest plot from current release
Jacobluke- Mar 20, 2024
781f31d
Hide forest plot announcement
Jacobluke- Mar 22, 2024
ff779d2
Merge pull request #173 from ACCLAB/patch-splash-page-edit
Jacobluke- Mar 22, 2024
b54871a
Minor adjustment on docs and python req
Jacobluke- Mar 22, 2024
bd3319a
Update README.md
Jacobluke- Mar 22, 2024
1c4b6eb
Update README.md
Jacobluke- Mar 22, 2024
314de76
Minor edits on the README
Jacobluke- Mar 22, 2024
839a892
Merge branch 'vnbdev' of github.com:ACCLAB/DABEST-python into vnbdev
Jacobluke- Mar 22, 2024
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34 changes: 34 additions & 0 deletions .github/ISSUE_TEMPLATE/bug_report.md
Original file line number Diff line number Diff line change
@@ -0,0 +1,34 @@
---
name: Bug report
about: Create a report to help us improve
title: ''
labels: bug
assignees: ''

---

**Describe the bug**
A clear and concise description of what the bug is.

**To Reproduce**
Steps to reproduce the behavior:
1.
2.

**Expected behavior**
A clear and concise description of what you expected to happen.

**Screenshots**
If applicable, add screenshots to help explain your problem.

**Your package version (please complete the following information):**
- dabest: [e.g. 2023.3.29]
- pandas:
- numpy:
- matplotlib:
- seaborn:
- scipy:


**Additional context**
Add any other context about the problem here.
23 changes: 23 additions & 0 deletions .github/ISSUE_TEMPLATE/feature_request.md
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---
name: Feature request
about: Suggest an idea for this project
title: ''
labels: enhancement
assignees: ''

---

**Is your feature request related to a problem? Please describe.**
A clear and concise description of what the problem is. Ex. I'm always frustrated when [...]

**Describe the solution you'd like**
A clear and concise description of what you want to happen.

**Describe alternatives you've considered**
A clear and concise description of any alternative solutions or features you've considered.

**Is a dataset available for testing out the functionality**
If yes, please leave a Google Drive link

**Additional context**
Add any other context or screenshots about the feature request here.
Original file line number Diff line number Diff line change
@@ -1,7 +1,7 @@
name: CI
name: nbdev_prepare
on: [workflow_dispatch, pull_request, push]

jobs:
test:
test-nbdev:
runs-on: ubuntu-latest
steps: [uses: fastai/workflows/nbdev-ci@master]
Original file line number Diff line number Diff line change
Expand Up @@ -2,17 +2,17 @@ name: Python pytest
on: [workflow_dispatch, pull_request, push]

jobs:
test:
test-pytest:
runs-on: ubuntu-latest
steps:
- uses: actions/checkout@v3
- uses: actions/setup-python@v4
with:
python-version: 3.9
python-version: 3.8
cache: "pip"
cache-dependency-path: settings.ini
- name: Run pytest
run: |
python -m pip install --upgrade pip
pip install .[dev]
pytest nbs/tests/
pip install -e '.[dev]'
pytest nbs/tests/ --mpl --mpl-baseline-path=nbs/tests/mpl_image_tests/baseline_images
File renamed without changes.
30 changes: 30 additions & 0 deletions CHANGELOG.md
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# Release notes

<!-- do not remove -->

## v2024.03.29

### New Features

- **Standardized Delta-delta Effect Size**: We added a new metric akin to a Hedges’ g for delta-delta effect size, which allows comparisons between delta-delta effects generated from metrics with different units.

- **New Paired Proportion Plot**: This feature builds upon the existing proportional analysis capabilities by introducing advanced aesthetics and clearer visualization of changes in proportions between different groups, inspired by the informative nature of Sankey Diagrams. It's particularly useful for studies that require detailed examination of how proportions shift in paired observations.

- **Customizable Swarm Plot**: Enhancements allow for tailored swarm plot aesthetics, notably the adjustment of swarm sides to produce asymmetric swarm plots. This customization enhances data representation, making visual distinctions more pronounced and interpretations clearer.

### Enhancement

- **Miscellaneous Improvements**: This version also encompasses a broad range of miscellaneous enhancements, including bug fixes, Bootstrapping speed improvements, new templates for raising issues, and updated unit tests. These improvements are designed to streamline the user experience, increase the software's stability, and expand its versatility. By addressing user feedback and identified issues, DABEST continues to refine its functionality and reliability.



## v2023.03.29

### New Features
- **Repeated measures**: Augments the prior function for plotting (independent) multiple test groups versus a shared control; it can now do the same for repeated-measures experimental designs. Thus, together, these two methods can be used to replace both flavors of the 1-way ANOVA with an estimation analysis.

- **Proportional data**: Generates proportional bar plots, proportional differences, and calculates Cohen’s h. Also enables plotting Sankey diagrams for paired binary data. This is the estimation equivalent to a bar chart with Fischer’s exact test.

- **The ∆∆ plot**: Calculates the delta-delta (∆∆) for 2 × 2 experimental designs and plots the four groups with their relevant effect sizes. This design can be used as a replacement for the 2 × 2 ANOVA.

- **Mini-meta**: Calculates and plots a weighted delta (∆) for meta-analysis of experimental replicates. Useful for summarizing data from multiple replicated experiments, for example by different scientists in the same lab, or the same scientist at different times. When the observed values are known (and share a common metric), this makes meta-analysis available as a routinely accessible tool.
76 changes: 76 additions & 0 deletions CODE_OF_CONDUCT.md
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# Contributor Covenant Code of Conduct

## Our Pledge

In the interest of fostering an open and welcoming environment, we as
contributors and maintainers pledge to making participation in our project and
our community a harassment-free experience for everyone, regardless of age, body
size, disability, ethnicity, sex characteristics, gender identity and expression,
level of experience, education, socio-economic status, nationality, personal
appearance, race, religion, or sexual identity and orientation.

## Our Standards

Examples of behavior that contributes to creating a positive environment
include:

* Using welcoming and inclusive language
* Being respectful of differing viewpoints and experiences
* Gracefully accepting constructive criticism
* Focusing on what is best for the community
* Showing empathy towards other community members

Examples of unacceptable behavior by participants include:

* The use of sexualized language or imagery and unwelcome sexual attention or
advances
* Trolling, insulting/derogatory comments, and personal or political attacks
* Public or private harassment
* Publishing others' private information, such as a physical or electronic
address, without explicit permission
* Other conduct which could reasonably be considered inappropriate in a
professional setting

## Our Responsibilities

Project maintainers are responsible for clarifying the standards of acceptable
behavior and are expected to take appropriate and fair corrective action in
response to any instances of unacceptable behavior.

Project maintainers have the right and responsibility to remove, edit, or
reject comments, commits, code, wiki edits, issues, and other contributions
that are not aligned to this Code of Conduct, or to ban temporarily or
permanently any contributor for other behaviors that they deem inappropriate,
threatening, offensive, or harmful.

## Scope

This Code of Conduct applies both within project spaces and in public spaces
when an individual is representing the project or its community. Examples of
representing a project or community include using an official project e-mail
address, posting via an official social media account, or acting as an appointed
representative at an online or offline event. Representation of a project may be
further defined and clarified by project maintainers.

## Enforcement

Instances of abusive, harassing, or otherwise unacceptable behavior may be
reported by contacting the project team at joseshowh@gmail.com. All
complaints will be reviewed and investigated and will result in a response that
is deemed necessary and appropriate to the circumstances. The project team is
obligated to maintain confidentiality with regard to the reporter of an incident.
Further details of specific enforcement policies may be posted separately.

Project maintainers who do not follow or enforce the Code of Conduct in good
faith may face temporary or permanent repercussions as determined by other
members of the project's leadership.

## Attribution

This Code of Conduct is adapted from the [Contributor Covenant][homepage], version 1.4,
available at https://www.contributor-covenant.org/version/1/4/code-of-conduct.html

[homepage]: https://www.contributor-covenant.org

For answers to common questions about this code of conduct, see
https://www.contributor-covenant.org/faq
23 changes: 23 additions & 0 deletions CONTRIBUTING.md
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# Contributing to DABEST-Python


## Did you find a bug?
- Ensure the bug was not already reported by searching in [Issues](https://github.com/ACCLAB/DABEST-python/issues). Check that the bug hasn't been addressed in a closed issue.

- If the bug isn't being addressed, open a new issue using the Bug report template. Be sure to fill in the necessary information, and a [minimally reproducible code sample](https://matthewrocklin.com/blog/work/2018/02/28/minimal-bug-reports) demonstrating the expected behavior that is not occurring.


## Did you write a patch that fixes a bug?
- Open a new GitHub [pull request](https://help.github.com/en/articles/about-pull-requests) (PR for short) with the patch.

- Create the PR into the development branch, which is indicated by `v{latest version number}-dev`.

- Clearly state the problem and solution in the PR description. Include the relevant [issue number](https://guides.github.com/features/issues/) if applicable.


## Do you intend to add a new feature or change an existing one?
- Suggest your change by opening an issue using the Feature request template.
- If the maintainers and the community are in favour, create a fork and start writing code.


DABEST is a community tool for estimation statistics and analysis. We look forward to more robust and more elegant data visualizations from you all!
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