PakistanPK
climbing (+76.6pp)30-day day-by-day shutdown-risk trajectory. Each point is a per-horizon XGBoost prediction (h=1..30) with a 90% conformal band derived from absolute LOCO residuals. Peak risk highlighted.
Peak day
92.5%
d23 · 2026-06-14
Floor day
0.9%
d1 · 2026-05-23
30-day delta
+76.6pp
d30 vs d1 probability
30-day trajectory with 90% conformal band
model trajectory_v1mean P(shutdown by day)90% conformal bandpeak day
Drivers (SHAP top 3 from the 7-day model — same features feed all horizons)
day 10.9%
2026-05-23
- gdelt_unrest_30d+0.298
- block_rate_roll7_mean+0.201
- day_of_week+0.133
day 740.2%
2026-05-29
- gdelt_unrest_30d+0.298
- block_rate_roll7_mean+0.201
- day_of_week+0.133
day 1475.5%
2026-06-05
- gdelt_unrest_30d+0.298
- block_rate_roll7_mean+0.201
- day_of_week+0.133
day 3077.5%
2026-06-21
- gdelt_unrest_30d+0.298
- block_rate_roll7_mean+0.201
- day_of_week+0.133
Honest caveats
- Per-horizon XGBoost stacked into a trajectory — not a true joint distribution.
- Conformal bands are absolute-residual q90 from LOCO predictions on 18 eval countries.
- Long horizons (h>=14d) have wider effective uncertainty than the conformal q90 suggests; the same lag features feed all horizons.
- Bands floor at [0,1]; probabilities below 0.05 are at the model's noise floor.
- SHAP attribution above is from the 7-day point model. The trajectory uses 30 separate per-horizon XGBoost models that share the same feature set; we have not yet computed per-horizon SHAP.
Sample horizons
| Day | Date | P(shutdown) | 90% interval |
|---|---|---|---|
| d1 | 2026-05-23 | 0.9% | [0%, 45%] |
| d7 | 2026-05-29 | 40.2% | [0%, 100%] |
| d14 | 2026-06-05 | 75.5% | [7%, 100%] |
| d30 | 2026-06-21 | 77.5% | [0%, 100%] |
Spotlight countries