πŸ“… 2025-03-08 β€” Session: Comprehensive Data Analysis and Semantic Exploration

πŸ•’ 00:40–02:30
🏷️ Labels: Data Analysis, Semantic Analysis, JSON, Web Scraping, Clustering
πŸ“‚ Project: Dev
⭐ Priority: MEDIUM

Session Goal

The session aimed to conduct a comprehensive analysis of various datasets and explore semantic trajectories and clustering techniques.

Key Activities

  • Compared JSON files from Spider Cloud for data structure and use cases.
  • Analyzed FundaciΓ³n Sadosky’s JSON entries and web content for strategic insights.
  • Loaded JSON files into Pandas DataFrames and performed initial data manipulation.
  • Conducted exploratory data analysis on URL frequency and analyzed similarity distributions in web vs. personal notes.
  • Explored semantic trajectories in specialized academic datasets and analyzed indexed URL patterns.
  • Evaluated semantic coherence in dendrogram-based clustering.

Achievements

  • Gained insights into data structures and use cases for JSON files from Spider Cloud.
  • Identified strategic areas and challenges for FundaciΓ³n Sadosky.
  • Successfully loaded and manipulated JSON data in Pandas.
  • Highlighted high-frequency domains and thematic categories in URL data.
  • Identified Gaussian vs. non-Gaussian distributions in similarity analysis.
  • Mapped semantic trajectories across diverse academic fields.

Pending Tasks

  • Further refine clustering techniques for enhanced semantic coherence.
  • Explore additional datasets for broader insights.