voidly

TurkmenistanTM

stable (+2.5pp)

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
16.4%
d27 · 2026-07-16
Floor day
6.1%
d2 · 2026-06-21
30-day delta
+2.5pp
d30 vs d1 probability

30-day trajectory with 90% conformal band

model trajectory_v1
0%25%50%75%d1d7d14d21d30peak d27 16%
mean P(shutdown by day)90% conformal bandpeak day

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

day 17.9%
2026-06-20
  • week_of_year-0.019
  • risk_tier-0.008
  • block_rate_lag1-0.006
day 77.3%
2026-06-26
  • week_of_year-0.019
  • risk_tier-0.008
  • block_rate_lag1-0.006
day 148.2%
2026-07-03
  • week_of_year-0.019
  • risk_tier-0.008
  • block_rate_lag1-0.006
day 3010.4%
2026-07-19
  • week_of_year-0.019
  • risk_tier-0.008
  • block_rate_lag1-0.006

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
d12026-06-207.9%[0%, 52%]
d72026-06-267.3%[0%, 72%]
d142026-07-038.2%[0%, 77%]
d302026-07-1910.4%[0%, 89%]
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