ARIN 7102 Applied Data Mining & Text Analytics
Insurance Analytics Dashboard
A comprehensive data science solution analyzing 420,803+ insurance records across 3 datasets, featuring exploratory analysis, predictive modeling, NLP-powered chatbot, and personalized profile matching.
278K+
Premium Records
4
Customer Segments
70.5%
Purchase Accuracy
44K+
Reviews Analyzed
350+
KB Documents
Methodology
Data Exploration
Quality analysis, distributions, correlations, and text mining across 3 insurance datasets with 11 analytical methods.
Knowledge Base Chatbot
BM25 retrieval engine + Kimi LLM API for real-time insurance Q&A, grounded in 350+ knowledge base documents.
Profile Report
Personalized premium estimates, risk assessment, peer comparison, and product recommendations via client-side matching.
Datasets
Insurance Product Purchase Prediction
Customer shopping and purchase behavior for insurance products
Rows
97,009
Columns
25
Missing %
0%
Duplicates
8
Insurance Premium Prediction
Predict insurance premium amounts based on customer profiles
Rows
278,860
Columns
22
Missing %
0%
Duplicates
0
Insurance Customer Reviews
Text analysis of customer reviews about insurance companies
Rows
44,934
Columns
4
Missing %
0%
Duplicates
36