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cintia-shinoda/README.md

Cintia I. Shinoda

Python | R | SQL | Software Development | Data Analysis | Modeling | Automation

Connect with me:

LinkedIn Hugging Face Kaggle Instagram Discord Telegram


Featured Projects

Analysis of São Paulo's public transit network vulnerability and resilience using Graph Theory and Network Science on SPTrans GTFS data. 22K+ nodes, 29K+ edges. Identifying critical bottlenecks and proposing strategies for improving the system's robustness and efficiency. Python NetworkX Folium Geopandas Pandas GTFS Graph Theory Network Science


NLP pipeline for processing and analyzing Brazilian legislative discourses. Python NLP Sentiment Analysis Topic Modeling Text Summarization Data Visualization Transformers Streamlit


Professional Background

E-VAL Tecnologia - São Paulo - São Paulo - Brazil

  • Database of a Digital Signature Management System for Hospital Israelita Albert Einstein SQL SQL Server Database Modeling Data Analysis

  • Diabetes Predictive Model for Central Nacional Unimed - CNU SQL PL-SQL Predictive Modeling

HandsOn.TV - Mountain View - California - USA

Analytics Analysis Analytics Data Analysis Data Visualization


Education:

Currently:

School / Institution Workload Progress
Data Science Bachelor's Degree UNIVESP 3500h 97.71%
Robotics Specialization UFV 420h 40%
Advanced Python Specialization UTFPR 360h 25%
Statistics IV Prandiano 50h 60%
Agents PUC 30h 73%


Tech Stack:

Microsoft SQL Server PL-SQL MongoDB DuckDB

Python Pandas Numpy Matplotlib Plotly Streamlit Scikit Learn OpenCV Folium GeoPandas Polars

R Tidyverse

Power BI Looker

Languages:

Language Proficiency
🇧🇷 Portuguese Native
🇺🇸 English Advanced
🇯🇵 Japanese Beginner
🇫🇷 French Beginner

Areas of Interest:

Data Science · Artificial Intelligence · Blockchain · Drones · Photography · Statistics · Mathematics · Operations Research



GitHub Stats:

Profile views

Top Languages

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  1. legislative-nlp-pipeline legislative-nlp-pipeline Public

    Automated pipeline for sentiment and topic analysis in plenary sessions of the São Paulo City Council, using Natural Language Processing (NLP) and Machine Learning techniques.

    Python

  2. public-transit-graph-theory public-transit-graph-theory Public

    Vulnerability and Resilience of São Paulo's Public Transit Network: a Topological Analysis based on Graph Theory. Developed as part of the Final Course Project (TCC) in Data Science B.Sc. at UNIVES…

    Jupyter Notebook