SCF Customer Segmentation with Clustering
Proj6 segments consumers from the Survey of Consumer Finances using unsupervised learning. Builds an interactive Dash app for exploration.
CSV with consumer financial attributes.
K-Means, PCA, Silhouette Analysis
Elbow method, silhouette score, cluster interpretation
| Lesson | Topic | Query |
|---|---|---|
| 6.1 | Exploring Data | "run lesson 6.1" |
| 6.2 | Clustering Two Features | "run lesson 6.2" |
| 6.3 | Clustering Multiple Features | "run lesson 6.3" |
| 6.4 | Interactive Dash App | "run lesson 6.4" |
| Tool | Description |
|---|---|
load_proj6_data |
Load SCF consumer finance dataset |
cluster_consumers |
Run K-Means clustering pipeline |
visualize_clusters |
Create cluster visualization with PCA |