Added Social Network Analysis folder in Data Analysis Folder

[vermu490]

Description

This pull request adds a Social Network Analysis folder containing analysis scripts and visualizations related to social network analysis using the NetworkX library. The folder includes code for analyzing character interactions in the movie Star Wars Episode IV, leveraging graph theory concepts such as nodes, edges, and weights to visualize relationships among characters.

Summary of Changes:

• Introduced Python scripts that read a weighted edgelist of character interactions.
• Implemented visualizations using matplotlib to illustrate character relationships.
• Included detailed comments in the code for clarity and understanding.
• Enhanced the documentation with explanations of social network analysis concepts and the methodology used in the scripts.

Motivation and Context:

Social network analysis (SNA) provides valuable insights into the relationships and interactions within a network. By adding this analysis to the repository, users can explore the connections between characters in a popular movie, fostering a deeper understanding of SNA principles in a relatable context.

Dependencies:

• networkx: for creating and analyzing the graph structures.
• matplotlib: for visualizing the network graphs.
• Python (version 3.x recommended).

Fixes # (issue)

Type of change

• Added a new machine learning frameworks, libraries or software.

Checklist:

• My code follows the style guidelines of this project
• I have performed a self-review of my own code
• I have commented my code, particularly in hard-to-understand areas
• I have made corresponding changes to the documentation
• My changes generate no new warnings

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[github-actions]

Thank you for submitting your pull request! 🙌 We'll review it as soon as possible. In the meantime, please ensure that your changes align with our CONTRIBUTING.md. If there are any specific instructions or feedback regarding your PR, we'll provide them here. Thanks again for your contribution! 😊

[sanjay-kv]

can I know which issue it solves?

[vermu490]

can I know which issue it solves?

Issue Number : #1600
Also, being New at Contributions I did not know that I had to had an Issue as well