Input
- InputTable: housing_test_binary
- ModelTable: xgboost_model, from XGBoost Example: Binary Classification, Dense Format
| sn | price | lotsize | bedrooms | bathrms | stories | driveway | recroom | fullbase | gashw | airco | garagepl | prefarea | homestyle |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 13 | 27000 | 1700 | 3 | 1 | 2 | yes | no | no | no | no | 0 | no | Classic |
| 16 | 37900 | 3185 | 2 | 1 | 1 | yes | no | no | no | yes | 0 | no | Classic |
| 540 | 85000 | 7320 | 4 | 2 | 2 | yes | no | no | no | no | 0 | no | Eclectic |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
SQL Call
CREATE MULTISET TABLE housing_predict AS (
SELECT * FROM XGBoostPredict (
ON housing_test_binary AS InputTable PARTITION BY ANY
ON xgboost_model AS ModelTable DIMENSION ORDER BY tree_id, iter, class_num
USING
IDColumn ('sn')
NumBoostedTrees (1)
Accumulate ('homestyle')
) AS dt
) WITH DATA;
Output
SELECT * FROM housing_predict ORDER BY 1;
sn homestyle prediction confidence_lower confidence_upper --- --------- ---------- ---------------- ---------------- 13 classic classic 1.0 1.0 16 classic classic 1.0 1.0 25 classic classic 1.0 1.0 38 eclectic eclectic 1.0 1.0 53 eclectic eclectic 1.0 1.0 111 classic classic 1.0 1.0 117 eclectic eclectic 1.0 1.0 132 classic classic 1.0 1.0 140 classic classic 1.0 1.0 142 classic classic 1.0 1.0 157 eclectic eclectic 1.0 1.0 161 eclectic eclectic 1.0 1.0 176 eclectic eclectic 1.0 1.0 177 eclectic eclectic 1.0 1.0 195 classic classic 1.0 1.0 198 classic classic 1.0 1.0 224 eclectic eclectic 1.0 1.0 234 classic classic 1.0 1.0 237 classic classic 1.0 1.0 239 classic classic 1.0 1.0 249 classic classic 1.0 1.0 251 classic classic 1.0 1.0 254 eclectic eclectic 1.0 1.0 255 eclectic eclectic 1.0 1.0 260 classic classic 1.0 1.0 274 eclectic eclectic 1.0 1.0 294 classic classic 1.0 1.0 301 eclectic eclectic 1.0 1.0 306 eclectic eclectic 1.0 1.0 317 eclectic eclectic 1.0 1.0 340 eclectic eclectic 1.0 1.0 353 eclectic eclectic 1.0 1.0 355 eclectic eclectic 1.0 1.0 364 eclectic eclectic 1.0 1.0 401 eclectic eclectic 1.0 1.0 403 eclectic eclectic 1.0 1.0 408 eclectic eclectic 1.0 1.0 411 eclectic eclectic 1.0 1.0 440 eclectic eclectic 1.0 1.0 441 eclectic eclectic 1.0 1.0 443 eclectic eclectic 1.0 1.0 459 classic classic 1.0 1.0 463 classic classic 1.0 1.0 469 eclectic eclectic 1.0 1.0 472 eclectic eclectic 1.0 1.0 540 eclectic eclectic 1.0 1.0
Download a zip file of all examples and a SQL script file that creates their input tables.