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DAT301 HW3
Arizona State University
DAT 301: Exploring Data in R and Python
Homework 3
Analysis of World Population Dataset
Visualised the distribution of variables in the World Population Dataset.
Analysis of Titanic Dataset
Data manipulation, EDA, Logistic regression fitting, used ROC curve and half-normal plot (hnp) to evaluate the model’s performance.
Analysis of Bank Marketing Dataset
Identification and handling of outliers to ensure model performance; analysis of the correlations to understand the relationships between variables. Developed a decision tree classifier to predict customer purchase behavior based on demographic and behavioral data.
Analysis of Twitter Entity Sentiment Dataset
Analysed and visualised sentiment patterns in social media data to understand public opinion and attitudes towards specific topics or brands.