📅 2023-05-10 — Session: Resolved Python module and data processing issues
🕒 00:00–23:50
🏷️ Labels: Python, Pandas, Spacy, Networkx, Data Processing
📂 Project: Dev
⭐ Priority: MEDIUM
Session Goal
The session aimed to resolve issues with Python modules and enhance data processing techniques using Pandas and SpaCy libraries.
Key Activities
- Module Troubleshooting: Addressed a missing module issue in the
instapy
package related toclarifai.rest
by providing installation instructions. - Selenium Session Debugging: Resolved issues with Firefox browser driver for Selenium sessions with InstaPy, including updates and alternative browser options.
- Data Processing with Pandas: Developed Python code snippets for data grouping, merging, and aggregation using Pandas, focusing on election data.
- Text Analysis with SpaCy: Implemented text processing techniques to filter out small words and connectors, and created dummy columns for frequent words in datasets.
- Graph Visualization with NetworkX: Created and optimized NetworkX graphs from correlation matrices, focusing on strong edges and visualization clarity.
Achievements
- Successfully resolved module and browser driver issues, enabling smoother execution of InstaPy scripts.
- Enhanced data processing capabilities with efficient Pandas operations and SpaCy for text analysis.
- Improved graph visualization techniques for better interpretation of data correlations.
Pending Tasks
- Further optimization of data processing scripts for larger datasets.
- Exploration of additional visualization techniques for complex data structures.