Simple Clean up, .gitignore improved, PR template added

.github/pull_request_template.md

@@ -0,0 +1,81 @@
+## Summary
+
+> 🎯 **Purpose**: Describe the objective of your changes in this Pull-Request.
+>
+> 📜 **Example Usage**: If adding new functionality, strive to provide a minimal working example (MWE) that demonstrates end-to-end usage and output of your new methods. If creating a MWE is not feasible, a conceptual code snippet showcasing the usage is also appreciated. Ensure that the code provided can be copied, pasted, and run without modifications.
+
+**[ ✏️ Write your summary here. ]**
+
+```python
+# Example code snippet
+
+# Necessary Imports:
+from my_module import my_new_function
+
+# Setup if needed (e.g., data loading, model instantiation):
+a = 20
+b = 22
+
+# Usage and Output:
+result = my_new_function(a, b)
+# 42
+
+# ---- Your code below ----
+# [Replace the example above with your own code, ensuring it is executable and demonstrates your feature or fix.]
+[your_uncommented_runnable_code_here]
+# [your_output_here_as_a_comment]
+```
+
+## Impact
+
+> 🌐 Areas Affected: Enumerate modules, functions, or documentation impacted by your code.
+>
+> 👥 Who’s Affected: Mention who might be impacted (if applicable).
+
+**Screenshots**
+
+> 📸 If your changes modify documentation or a tutorial notebook, please include screenshots or GIFs showing the rendered outputs for a quicker initial review, highlighting the main changes.
+
+
+## Testing
+
+> 🔍 Testing Done: Outline what kinds of tests you performed.
+>
+> 🔗 Test Case Link: Directly link to the most end-to-end check of your new functionality.
+
+**Unaddressed Cases**
+
+> It's ok if your unit tests are not yet
+> comprehensive when you first open the PR,
+> we can revisit them later!
+>
+> ⚠️ Mention any aspects of testing that have *not* been covered, and why.
+
+-
+
+## Links to Relevant Issues or Conversations
+
+> 🔗 What Git or Slack items (Issues, threads, etc) that are specifically related to
+> this work? Please link them here.
+
+-
+
+## References
+
+> 📚 Include any extra information that may be helpful to reviewers of your
+> Pull-Request here (e.g. relevant URLs or Wiki pages that could help give
+> background information).
+>
+> Share links, docs, or sources that facilitated your changes.
+>
+> If relevant, please include additional code snippets
+> (and their outputs/return values) showing alternative ways to use your newly added methods.
+
+```python
+[additional code snippets and explanations]
+```
+
+-
+
+## Reviewer Notes
+> 💡 Include any specific points for the reviewer to consider during their review.

.gitignore

@@ -1,23 +1,158 @@
+# editor/OS cache files
 .idea/
 .DS_Store
-__pycache__/
 .vscode/
+**/.DS_Store
 
 # jupyter notebooks
 .ipynb_checkpoints/
 
-# packaging
+# Distribution / packaging
+.Python
+build/
+develop-eggs/
 dist/
+downloads/
+eggs/
+.eggs/
+lib/
+lib64/
+parts/
+sdist/
+var/
+wheels/
 *.egg-info/
-build/
+.installed.cfg
+*.egg
+MANIFEST
 
-# Coverage
+# Unit test / coverage reports
+htmlcov/
+.tox/
 .coverage
+.coverage.*
+.cache
+nosetests.xml
 coverage.xml
+*.cover
+.hypothesis/
+.pytest_cache/
+.coverage*
+*.py,cover
+.hypothesis/**
+.pytest_cache/**
 
 # Misc
 results/
 image_files*
 
 # datasets
 cifar*
+
+cleanlab/*.ipynb
+tests/fasttext_data/
+data/
+docs/_build/
+
+# Byte-compiled / optimized / DLL files
+__pycache__/
+*.py[cod]
+*$py.class
+
+# C extensions
+*.so
+
+
+# PyInstaller
+#  Usually these files are written by a python script from a template
+#  before PyInstaller builds the exe, so as to inject date/other infos into it.
+*.manifest
+*.spec
+
+# Installer logs
+pip-log.txt
+pip-delete-this-directory.txt
+
+# Translations
+*.mo
+*.pot
+
+# Django stuff:
+*.log
+local_settings.py
+db.sqlite3
+logs/
+
+# Flask stuff:
+instance/
+.webassets-cache
+
+# Scrapy stuff:
+.scrapy
+
+# Sphinx documentation
+build
+_build
+cleanlab-docs
+
+# PyBuilder
+target/
+
+# Jupyter Notebook
+.ipynb_checkpoints
+
+# pyenv
+.python-version
+
+# celery beat schedule file
+celerybeat-schedule
+
+# SageMath parsed files
+*.sage.py
+
+# Environments
+.env
+.venv
+env/
+venv/
+ENV/
+env.bak/
+venv.bak/
+.direnv
+
+# Spyder project settings
+.spyderproject
+.spyproject
+
+# Rope project settings
+.ropeproject
+
+# mkdocs documentation
+/site
+
+# mypy
+.mypy_cache/
+
+# Downloaded datasets for docs
+/docs/source/notebooks/aclImdb
+/docs/source/notebooks/data
+/docs/source/notebooks/*.gz
+/docs/source/notebooks/spoken_digits
+/docs/source/notebooks/pretrained_models
+/docs/source/tutorials/datalab/datalab-files/
+
+# IPython
+profile_default/
+ipython_config.py
+__pypackages__/
+
+
+# Data files
+**.zip
+**-ubyte
+**.gz
+**.tar
+**.7Z
+**.BZ2
+**.rar
+