voidly

UzbekistanUZ

climbing (+55.4pp)

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
70.8%
d15 · 2026-07-04
Floor day
4.5%
d1 · 2026-06-20
30-day delta
+55.4pp
d30 vs d1 probability

30-day trajectory with 90% conformal band

model trajectory_v1
0%25%50%75%100%d1d7d14d21d30peak d15 71%
mean P(shutdown by day)90% conformal bandpeak day

Drivers (SHAP top 3 from the 7-day model — same features feed all horizons)

day 14.5%
2026-06-20
  • week_of_year-0.043
  • recent_shutdown+0.023
  • incident_count_7d+0.021
day 727.1%
2026-06-26
  • week_of_year-0.043
  • recent_shutdown+0.023
  • incident_count_7d+0.021
day 1455.5%
2026-07-03
  • week_of_year-0.043
  • recent_shutdown+0.023
  • incident_count_7d+0.021
day 3059.9%
2026-07-19
  • week_of_year-0.043
  • recent_shutdown+0.023
  • incident_count_7d+0.021

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

DayDateP(shutdown)90% interval
d12026-06-204.5%[0%, 48%]
d72026-06-2627.1%[0%, 92%]
d142026-07-0355.5%[0%, 100%]
d302026-07-1959.9%[0%, 100%]
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