Create new examples for distances appearing in v0.4.1

[cobycloud]

Overview:

If a distance in the swarmauri/standard/distances/concrete does not have a notebook in the distances folder, then create one.

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Distances

Any distance file missing a distances example.

[cobycloud]

Steps

3. Create new notebook in the distances folder

4. Go to test file in Swarmauri SDK

5. Using the python class' test file, create an instructional jupyter notebook file.

   • Separate sections of the code and add markdown cells with instructional comments for Headers.
   • Provide additional comment under headers (in markdown) where necessary.
   • These notebooks will be used to teach other developers how to use the SDK, the comments should be phrased so that other developers can understand the code better.

For example:

• Test File:
  https://github.com/swarmauri/swarmauri-sdk/blob/master/tests/vector_stores/TfidfVectorStore_test.py

• The jupyter notebook created from the test file:
  https://github.com/swarmauri/swarmauri-notebooks/blob/patch-2/examples/TfidfVectorStore/TFIDFVectorStore.ipynb

5. After you've created a new jupyter notebook file, make sure to clear the cell outputs and rerun the notebook all the way through so that the notebook is fully validated.

6. Once you have a clean run of the jupyter notebook, commit the notebook changes to the swarmauri-notebook fork that you created.

7. Every five jupyter notebooks, please submit a pull request from your fork to the main repository, these will serve as checkpoints.

8. At the end of the day, create a final pull request from your fork to main repository.