Version 1

Please see the inital version of this analysis in 2 parts (Jupyter notebooks using various Python 3 libraries).

• part1 (Part 1 Notebook - download data for analysis via sports API - NBA V2)

• Raw data pulled from NBA sports API calls available at /raw dir with all teams/seasons data, please contact conorheffron to collaborate on this analysis etc.

• part2-V1 (Part 2 Notebook - read, clean, analyse, & visualise raw data stored on disk)

Version 2

Bug fixes, formatting, & other updates to final analysis (part 2).

• part1-V2 (Part 1 Notebook - download data for analysis via sports API - NBA V2)

• Raw data pulled from NBA sports API calls available at /raw dir with all teams/seasons data, please contact conorheffron to collaborate on this analysis etc.

• part2-V2 (Part 2 Notebook - read, clean, analyse, & visualise the raw data stored on disk)

Version 3

Renewed versions including 2024 NBA games/players data & the introduction of prompt engineering with Open AI Large Language Models (LLMs) using BambooLLM & GPT 3.5 Turbo.

• part1-V3 (Part 1 Notebook - download data for analysis via sports API - NBA V2)

• The data pulled from NBA sports API calls is dumped & stored at ./raw dir with all teams/seasons data, please contact conorheffron to collaborate on this analysis etc.

• part2-download-data-V3 (Part 2 Notebook - Read & clean raw data stored on disk then download processed data into single CSV file)

• Intermediary file format to speed up development/analysis phase available in root folder at ./nba-stats-data.csv. This file is produced by running part 2 notebook.

• part3-analysis-V3 (Part 3 Notebook - Analyse & visualise pre-processed data stored in single CSV file from part 2 notebook)

• part4-ai-llm-analysis-V3 (Part 4 Notebook - Speak to the data via Large Language Model (BambooLLM) prompt that uses the NBA Stats CSV file generated by part 2 notebook)

• part4-ai-llm-analysis-V3-GPT3-5-Turbo (Part 4 Notebook - Speak to the data via Large Language Model (GPT 3.5 Turbo) prompt that uses the NBA Stats CSV file generated by part 2 notebook)

Version 4

Sample of prompt engineering with GPT 4.

• part4-ai-llm-analysis-V4-GPT-4 (Part 4 Notebook - Speak to the data via Large Language Model (GPT 4) prompt that uses the NBA Stats CSV file generated by part 2 notebook)