Delivery Prediction Project

Overview

This project analyzes e-commerce delivery data to predict delivery times and understand factors affecting shipping efficiency.

Data Exploration

Data Loading and Preprocessing

Notebook: interactive/00_data_loading.ipynb

• Loaded multiple datasets and made initial data inspection
• Visualized key columns in the data to understand general behavior
• Merged all the data sources to a single dataframe
• Temporally splitted the data into training and test sets

EDA and Benchmark Model

Notebook: interactive/01_EDA.ipynb

• Performed minor EDA on the training set
• Built a benchmark model using only the training set
• Evaluated the benchmark model on the test set and compared to default estimation