This project was developed for the Information Systems Fundamentals course as part of the Computer Science Engineering degree. The primary goal is to demonstrate proficiency in Python for data processing, storage, and visualization using a real-world Pokémon dataset.
The project is based on the 15_pokemon.csv file, which includes detailed statistics from the first 6 generations:
- Identifiers: ID, Name, and Types (Primary & Secondary).
- Combat Stats: HP, Attack, Defense, Sp. Atk, Sp. Def, and Speed.
- Metadata: Generation and Legendary status.
Following academic requirements, the source code is organized into six packages within the /Experimentos directory. Each package addresses a specific stage of the data pipeline:
| Package | Description | Key Files |
|---|---|---|
| P1 | Python fundamentals, logic gates, and basic structures. | P1.py |
| P2 | Object-Oriented Programming (OOP) and data modeling. | P2.py, P2_UML.png |
| P3 | Data persistence using SQLite and database management. | P3.py, pokemon.db |
| P4 | Advanced data manipulation and business logic. | P4.py |
| P5 | Exploratory Data Analysis (EDA) with Pandas. | p5.ipynb |
| P6 | Data visualization with Seaborn and Matplotlib. | P6.ipynb, *.png |
The P6 module automates the generation of visual insights from the raw dataset. Some of the featured analyses include:
- HP Distribution by Type: A comparative study of base health across elemental types.
- Type Correlations: Analysis of the most common type combinations and their average stats.
- Type Frequency: Bar charts displaying type predominance across all 6 generations.
- Assignment: The
Trabajo de Python.pdffile contains the official guidelines and grading criteria. - Modeling: The
P2folder includes a UML diagram describing the class architecture used in the project. - Environment: This repository includes PyCharm configuration files (folder
.idea) to ensure technical consistency during review. - Examples: An
Ejemplofolder is provided with alternative datasets (e.g.,VinoBlanco.csv) used during the initial testing phase.
- Luis Carmona - @eLeCe2611
This project was created for academic purposes for the Computer Science Engineering Department.