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13. Appendices
Louischua edited this page Nov 14, 2024
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- Any additional information that doesn't fit into the main sections
- Detailed technical explanations or proofs
The distribution of the columns that were used for labelling for the customer segmentation model:
| Statistic | CouponUsed | CashbackAmount | HourSpendOnApp | Tenure | NumberOfDeviceRegistered | total_spend | ave_monthly_orders |
|---|---|---|---|---|---|---|---|
| Count | 100,000 | 100,000 | 100,000 | 100,000 | 100,000 | 81,577 | 27,288 |
| Mean | 1.515 | 179.665 | 2.748 | 8.215 | 3.759 | 50.525 | 0.836 |
| Std Dev | 1.718 | 51.678 | 1.142 | 8.657 | 1.130 | 62.909 | 4.376 |
| Min | 0.000 | 108.046 | 0.000 | 0.000 | 1.000 | 0.470 | 0.055 |
| 25th Percentile (25%) | 0.000 | 145.119 | 2.000 | 1.000 | 3.000 | 19.190 | 0.150 |
| 50th Percentile (50%) | 1.000 | 166.515 | 3.000 | 6.000 | 4.000 | 35.990 | 0.235 |
| 75th Percentile (75%) | 2.000 | 196.059 | 4.000 | 13.000 | 4.000 | 61.780 | 0.447 |
| Max | 13.000 | 324.990 | 5.000 | 37.000 | 6.000 | 1,782.320 | 152.20 |
The distribution of moc_ratio for each category
| Category | Count | Mean | Std | Min | 25% | 50% | 75% | Max |
|---|---|---|---|---|---|---|---|---|
| Clothing | 79,086.0 | 0.959057 | 0.123636 | 0.333333 | 1.0 | 1.0 | 1.0 | 1.0 |
| Electronics | 1,759.0 | 0.966108 | 0.113535 | 0.500000 | 1.0 | 1.0 | 1.0 | 1.0 |
| Home Appliances | 732.0 | 0.992259 | 0.052459 | 0.500000 | 1.0 | 1.0 | 1.0 | 1.0 |