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Collection of example Jupyter Notebooks and R Markdown files for predictive analytics

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Predictive-Analytics

This repository is intended to contain various examples of predictive models that I have created

Optimization using Pyomo glpk solver

Jupyter notebook: Optimization with Pyomo.ipynb No guarantees on correct answers!!
Problem descriptions: INFO4590Portfolio3--PyomoOptimizationProblems.docx
Data: INFO4590PyomoData.xlsx

Association Rules

Jupyter notebook: Association Rules_09-22-2021.ipynb
Data: Books.csv and StatisticsComCourses.csv

INFO 4300 Final Project - Balancing Climate with Human Prosperity

Jupyter notebooks: INFO 4300 Project_Data Gathering_Shumway.ipynb, INFO 4300 Project_EDA_Shumway.ipynb, INFO 4300 Project_Modeling1_Shumway.ipynb, INFO 4300 Project_Modeling2_Shumway.ipynb, and INFO 4300 Project_Modeling3_Shumway.ipynb
Data: wb_raw_data_10-24-2021.csv, wb_clean_data_world.csv, and wb_clean_data_countries.csv
Presentation: INFO 4300 Final Project Presentation Slides_Shumway_Fall 2021.pdf
Report: INFO 4300 Final Project Report_Shumway_Fall 2021.pdf

INFO 4390 Final Project - Balancing Climate with Human Prosperity

This course focuses on predictive analytics using R
Data: Same as above for INFO 4300
R Markdown: INFO 4390_Project_Shumway.rmd
flex dashboard: INFO-4390_Project_Shumway.html