Queue Forecasting Dashboard
Today (UTC)
14,719 pending
15,089 resolved
14,133 completed
798 failed
| Hour (UTC) | Pending | Started |
Resolved | Completed | Failed |
Activity |
| 00:00 |
5,698 |
5,685 |
5,552 |
5,071 |
423 |
|
| 01:00 |
7,768 |
7,809 |
7,812 |
7,484 |
317 |
|
| 02:00 |
1,253 |
1,161 |
1,725 |
1,578 |
58 |
|
Data Collection Health
Table Sizes
| Table | Rows | Newest | Age |
| queue_forecast_daily_health |
253 |
2026-11-09 01:42:22Z |
49m ago |
| queue_forecast_run_predictions |
12,302,055 |
2026-11-09 02:28:17Z |
3m ago |
| queue_forecast_task_runs |
15,215,940 |
2026-11-09 02:28:14Z |
3m ago |
| queue_forecast_tasks |
14,957,905 |
2026-11-09 02:28:14Z |
3m ago |
| queue_forecast_worker_counts |
7,544,966 |
2026-11-09 02:25:46Z |
5m ago |
| queue_forecast_worker_pools |
96,755 |
2026-11-08 12:52:42Z |
13.6h ago |
Stream Freshness
| Stream | Latest | Age | |
|---|
| pending_at |
2026-11-09 02:30:44Z |
12s ago |
OK |
| started_at |
2026-11-09 02:30:45Z |
12s ago |
OK |
| resolved_at |
2026-11-09 02:30:42Z |
15s ago |
OK |
| enriched_at |
2026-11-09 02:30:45Z |
12s ago |
OK |
| worker_sample |
2026-11-09 02:25:46Z |
5m ago |
OK |
| daily_health |
2026-11-09 01:42:22Z |
49m ago |
OK |
Ingestion Windows
| Window | Pending | Started | Resolved |
| 5m |
269 |
224 |
107 |
| 15m |
833 |
818 |
735 |
| 1h |
3,187 |
3,157 |
4,890 |
| 6h |
43,021 |
42,909 |
43,825 |
| 24h |
137,506 |
130,661 |
137,193 |
Open Issues
| Metric | Value |
|---|
| daily_health_rows_last_7d |
7 |
| unenriched_tasks |
32,414 |
| unresolved_runs |
1,492 |
| unresolved_runs_older_than_2h |
916 |
| worker_samples_last_30m |
6 |
Recent Resolutions (1h)
| Reason | Count (1h) |
|---|
| completed | 4,630 |
| failed | 139 |
| deadline-exceeded | 63 |
| canceled | 16 |
| worker-shutdown | 9 |
| intermittent-task | 1 |
Training Results
Latest: trainer/data/models/2026-11-03/
trained 5.0d ago · as_of 2026-11-03 · lightgbm
train: 6,456,648 rows (2026-09-28..2026-10-28) · val: 291,962 · holdout: 1,146,807
| Model | Baseline | Delta |
|---|
| MAE |
3.1m |
3.3m |
-5.9% |
| within-2x |
82.6% |
80.3% |
— |
| p90 coverage |
86.3% |
— |
— |
Per-day holdout breakdown
| Day | n | MAE | w/in 2x | p90 cov |
|---|
| 2026-10-29 |
291,766 |
3.4m |
80.4% |
84.5% |
| 2026-10-30 |
279,778 |
3.4m |
80.7% |
84.9% |
| 2026-10-31 |
120,847 |
2.9m |
84.7% |
84.4% |
| 2026-11-01 |
145,647 |
3.7m |
82.3% |
86.2% |
| 2026-11-02 |
255,504 |
2.1m |
86.5% |
90.8% |
trained 4.9d ago · as_of 2026-11-03 · lightgbm
train: 3,291,409 rows (2026-10-14..2026-10-28) · val: 300,785 · holdout: 1,155,154
| Model | Baseline | Delta |
|---|
| MAE |
4.8m |
4.7m |
1.0% |
| within-2x |
50.3% |
57.5% |
— |
| p90 coverage |
76.1% |
— |
— |
| Bucket | n | MAE | Base MAE | w/in 2x | Base w/in 2x |
|---|
| <1m |
597,516 |
8.3s |
20.0s |
50.1% |
46.2% |
| 1-5m |
324,159 |
1.1m |
1.2m |
53.9% |
75.2% |
| 5-30m |
130,650 |
5.9m |
5.2m |
46.3% |
69.2% |
| 30m+ |
34,344 |
1.9h |
1.9h |
32.9% |
43.6% |
Per-day holdout breakdown
| Day | n | MAE | w/in 2x | p90 cov |
|---|
| 2026-10-29 |
288,958 |
2.6m |
46.2% |
75.7% |
| 2026-10-30 |
277,763 |
3.3m |
45.7% |
74.4% |
| 2026-10-31 |
120,847 |
2.2m |
48.7% |
71.8% |
| 2026-11-01 |
143,821 |
18.6m |
48.5% |
70.7% |
| 2026-11-02 |
255,280 |
2.4m |
61.4% |
83.3% |
trained 5.0d ago · as_of 2026-11-03 · lightgbm
train: 3,291,409 rows (2026-10-14..2026-10-28) · val: 300,785 · holdout: 1,155,154
| Model | Baseline | Delta |
|---|
| MAE |
4.5m |
4.7m |
-5.3% |
| within-2x |
62.1% |
57.5% |
— |
| p90 coverage |
87.0% |
— |
— |
| Bucket | n | MAE | Base MAE | w/in 2x | Base w/in 2x |
|---|
| <1m |
597,516 |
15.7s |
20.0s |
50.8% |
46.2% |
| 1-5m |
324,159 |
1.0m |
1.2m |
79.8% |
75.2% |
| 5-30m |
130,650 |
4.7m |
5.2m |
73.3% |
69.2% |
| 30m+ |
34,344 |
1.8h |
1.9h |
46.8% |
43.6% |
Per-day holdout breakdown
| Day | n | MAE | w/in 2x | p90 cov |
|---|
| 2026-10-29 |
288,958 |
2.1m |
60.4% |
88.9% |
| 2026-10-30 |
277,763 |
3.0m |
61.6% |
88.5% |
| 2026-10-31 |
120,847 |
1.7m |
66.7% |
84.1% |
| 2026-11-01 |
143,821 |
18.0m |
63.6% |
83.5% |
| 2026-11-02 |
255,280 |
2.5m |
61.4% |
86.4% |
Walk-Forward Evaluation
| Cohort |
Baseline MAE |
Model MAE |
Δ MAE % |
Model within-2x |
Δ within-2x pp |
p90 cov |
Hold rows |
| 2026-04-14 |
2.4m |
2.4m |
0.1% |
90.9% |
-0.5pp |
89.6% |
935,671 |
| 2026-04-15 |
2.4m |
2.3m |
-3.4% |
91.0% |
-0.2pp |
89.5% |
842,633 |
| 2026-04-16 |
2.5m |
2.3m |
-9.1% |
90.5% |
+0.5pp |
89.4% |
740,907 |
| 2026-04-17 |
2.6m |
2.4m |
-7.3% |
89.8% |
+0.4pp |
89.6% |
797,924 |
| 2026-04-18 |
2.6m |
2.5m |
-3.7% |
89.6% |
+0.1pp |
89.8% |
882,507 |
| 2026-04-19 |
2.6m |
2.6m |
-1.2% |
88.9% |
-0.1pp |
90.1% |
731,367 |
| 2026-04-20 |
2.4m |
2.5m |
4.9% |
89.0% |
-0.3pp |
90.1% |
628,458 |
| 2026-04-21 |
2.3m |
2.6m |
13.0% |
88.7% |
-1.0pp |
88.9% |
661,844 |
| 2026-04-22 |
2.2m |
2.4m |
12.3% |
89.7% |
-0.5pp |
89.5% |
685,783 |
| 2026-04-23 |
2.3m |
2.4m |
5.6% |
89.1% |
+0.4pp |
88.0% |
757,919 |
| 2026-04-24 |
2.8m |
2.9m |
5.0% |
88.1% |
+0.4pp |
85.7% |
870,087 |
| 2026-04-25 |
2.8m |
2.8m |
2.8% |
88.6% |
+0.6pp |
85.7% |
936,164 |
| 2026-04-26 |
2.8m |
2.9m |
2.7% |
88.8% |
+0.7pp |
85.9% |
763,702 |
| 2026-04-27 |
3.1m |
3.1m |
1.1% |
87.8% |
+0.9pp |
84.1% |
559,122 |
| 2026-04-28 |
2.9m |
2.9m |
-0.3% |
89.1% |
+0.7pp |
84.5% |
531,856 |
| 2026-04-29 |
2.3m |
2.3m |
2.4% |
90.6% |
+0.5pp |
91.2% |
628,767 |
| Cohort |
Baseline MAE |
Model MAE |
Δ MAE % |
Model within-2x |
Δ within-2x pp |
p90 cov |
Hold rows |
| 2026-04-14 |
2.4m |
2.2m |
-6.8% |
92.3% |
+0.8pp |
89.4% |
935,671 |
| 2026-04-15 |
2.4m |
2.2m |
-6.4% |
92.1% |
+0.9pp |
89.4% |
842,633 |
| 2026-04-16 |
2.5m |
2.3m |
-8.1% |
91.1% |
+1.1pp |
89.3% |
740,907 |
| 2026-04-17 |
2.6m |
2.4m |
-7.4% |
90.4% |
+1.0pp |
89.3% |
797,924 |
| 2026-04-18 |
2.6m |
2.4m |
-7.0% |
90.4% |
+0.9pp |
89.6% |
882,507 |
| 2026-04-19 |
2.6m |
2.4m |
-5.2% |
89.7% |
+0.7pp |
89.7% |
731,367 |
| 2026-04-20 |
2.4m |
2.3m |
-4.1% |
89.8% |
+0.6pp |
89.9% |
628,458 |
| 2026-04-21 |
2.3m |
2.2m |
-3.2% |
90.1% |
+0.4pp |
88.5% |
661,844 |
| 2026-04-22 |
2.2m |
2.1m |
-0.7% |
90.3% |
+0.1pp |
90.3% |
685,783 |
| 2026-04-23 |
2.3m |
2.2m |
-6.3% |
89.7% |
+1.0pp |
87.9% |
757,919 |
| 2026-04-24 |
2.8m |
3.1m |
12.0% |
86.9% |
-0.9pp |
85.7% |
870,087 |
| 2026-04-25 |
2.8m |
2.7m |
-3.2% |
88.6% |
+0.6pp |
85.7% |
936,164 |
| 2026-04-26 |
2.8m |
2.7m |
-5.5% |
89.3% |
+1.2pp |
87.3% |
763,702 |
| 2026-04-27 |
3.1m |
2.9m |
-5.2% |
88.4% |
+1.6pp |
84.3% |
559,122 |
| 2026-04-28 |
2.9m |
2.6m |
-8.2% |
90.0% |
+1.6pp |
84.7% |
531,856 |
| 2026-04-29 |
2.3m |
2.1m |
-9.0% |
91.6% |
+1.5pp |
88.8% |
628,767 |
| 2026-05-12 |
2.1m |
1.9m |
-7.2% |
91.2% |
+0.9pp |
88.9% |
878,844 |
| Cohort |
Baseline MAE |
Model MAE |
Δ MAE % |
Model within-2x |
Δ within-2x pp |
p90 cov |
Hold rows |
| 2026-04-14 |
15.2m |
7.7m |
-49.7% |
52.5% |
-1.5pp |
89.5% |
962,101 |
| 2026-04-15 |
13.8m |
6.8m |
-50.5% |
48.0% |
-6.4pp |
93.1% |
868,389 |
| 2026-04-16 |
9.5m |
5.6m |
-41.4% |
46.6% |
-8.0pp |
95.4% |
759,135 |
| 2026-04-17 |
10.4m |
5.7m |
-45.6% |
56.2% |
+3.4pp |
93.2% |
819,546 |
| 2026-04-18 |
10.2m |
6.6m |
-34.9% |
53.8% |
+1.5pp |
91.6% |
906,930 |
| 2026-04-19 |
9.2m |
6.4m |
-29.7% |
45.9% |
-7.0pp |
91.8% |
749,978 |
| 2026-04-20 |
6.7m |
6.7m |
-0.1% |
55.9% |
+1.7pp |
92.2% |
638,524 |
| 2026-04-21 |
6.6m |
5.8m |
-13.4% |
44.9% |
-9.0pp |
92.8% |
675,564 |
| 2026-04-22 |
8.3m |
6.6m |
-21.2% |
45.7% |
-7.5pp |
91.6% |
697,501 |
| 2026-04-23 |
10.2m |
9.0m |
-12.2% |
42.6% |
-9.1pp |
94.2% |
775,042 |
| 2026-04-24 |
13.5m |
12.5m |
-7.8% |
54.3% |
+5.8pp |
86.5% |
892,080 |
| 2026-04-25 |
13.2m |
13.4m |
1.6% |
52.7% |
+5.2pp |
87.7% |
958,965 |
| 2026-04-26 |
15.4m |
13.0m |
-15.8% |
40.3% |
-6.6pp |
88.1% |
782,799 |
| 2026-04-27 |
13.8m |
19.2m |
39.4% |
45.9% |
-0.5pp |
86.4% |
574,958 |
| 2026-04-28 |
12.3m |
11.1m |
-10.0% |
36.5% |
-9.8pp |
85.9% |
542,958 |
| 2026-04-29 |
10.4m |
7.6m |
-27.0% |
39.9% |
-8.6pp |
86.4% |
644,798 |
| 2026-05-12 |
5.3m |
3.4m |
-35.2% |
56.7% |
+4.9pp |
90.9% |
902,774 |
| Cohort |
Baseline MAE |
Model MAE |
Δ MAE % |
Model within-2x |
Δ within-2x pp |
p90 cov |
Hold rows |
| 2026-04-14 |
15.2m |
8.6m |
-43.6% |
58.9% |
+5.0pp |
87.3% |
962,101 |
| 2026-04-15 |
13.8m |
9.5m |
-31.3% |
58.6% |
+4.3pp |
89.2% |
868,389 |
| 2026-04-16 |
9.5m |
5.6m |
-41.3% |
58.7% |
+4.0pp |
88.6% |
759,135 |
| 2026-04-17 |
10.4m |
7.1m |
-31.6% |
57.1% |
+4.3pp |
88.9% |
819,546 |
| 2026-04-18 |
10.2m |
7.6m |
-25.3% |
56.3% |
+4.0pp |
90.0% |
906,930 |
| 2026-04-19 |
9.2m |
7.0m |
-23.5% |
56.1% |
+3.2pp |
89.6% |
749,978 |
| 2026-04-20 |
6.7m |
6.8m |
2.1% |
56.7% |
+2.5pp |
88.7% |
638,524 |
| 2026-04-21 |
6.6m |
7.1m |
6.7% |
55.8% |
+1.9pp |
88.6% |
675,564 |
| 2026-04-22 |
8.3m |
6.5m |
-21.4% |
56.5% |
+3.3pp |
87.3% |
697,501 |
| 2026-04-23 |
10.2m |
8.7m |
-15.3% |
54.6% |
+2.9pp |
85.8% |
775,042 |
| 2026-04-24 |
13.5m |
12.3m |
-9.1% |
47.0% |
-1.4pp |
73.7% |
892,080 |
| 2026-04-25 |
13.2m |
12.2m |
-7.3% |
41.9% |
-5.6pp |
65.9% |
958,965 |
| 2026-04-26 |
15.4m |
14.3m |
-6.9% |
34.8% |
-12.1pp |
61.6% |
782,799 |
| 2026-04-27 |
13.8m |
14.7m |
6.6% |
28.4% |
-18.1pp |
51.7% |
574,958 |
| Cohort |
Baseline MAE |
Model MAE |
Δ MAE % |
Model within-2x |
Δ within-2x pp |
p90 cov |
Hold rows |
| 2026-04-14 |
15.2m |
9.2m |
-39.6% |
61.0% |
+7.1pp |
87.6% |
962,101 |
| 2026-04-15 |
13.8m |
9.2m |
-33.4% |
61.5% |
+7.2pp |
88.8% |
868,389 |
| 2026-04-16 |
9.5m |
5.1m |
-46.5% |
61.8% |
+7.1pp |
88.6% |
759,135 |
| 2026-04-17 |
10.4m |
7.0m |
-33.2% |
59.2% |
+6.5pp |
88.4% |
819,546 |
| 2026-04-18 |
10.2m |
7.4m |
-26.9% |
58.6% |
+6.3pp |
89.1% |
906,930 |
| 2026-04-19 |
9.2m |
6.6m |
-28.4% |
58.4% |
+5.5pp |
88.5% |
749,978 |
| 2026-04-20 |
6.7m |
6.1m |
-9.0% |
59.3% |
+5.1pp |
89.0% |
638,524 |
| 2026-04-21 |
6.6m |
6.6m |
-0.2% |
58.6% |
+4.7pp |
87.8% |
675,564 |
| 2026-04-22 |
8.3m |
6.6m |
-20.8% |
58.3% |
+5.1pp |
87.0% |
697,501 |
| 2026-04-23 |
10.2m |
8.3m |
-19.3% |
56.3% |
+4.6pp |
84.9% |
775,043 |
| 2026-04-24 |
13.5m |
11.8m |
-12.9% |
49.4% |
+1.0pp |
73.3% |
892,080 |
| 2026-04-25 |
13.2m |
11.7m |
-11.4% |
42.8% |
-4.7pp |
66.7% |
958,965 |
| 2026-04-26 |
15.4m |
13.4m |
-12.8% |
39.1% |
-7.8pp |
62.4% |
782,799 |
| 2026-04-27 |
13.8m |
14.2m |
3.1% |
30.9% |
-15.6pp |
54.7% |
574,958 |
| 2026-04-28 |
12.3m |
10.3m |
-16.4% |
53.9% |
+7.7pp |
83.6% |
542,958 |
| 2026-04-29 |
10.4m |
8.9m |
-14.1% |
51.8% |
+3.3pp |
87.2% |
644,798 |
| 2026-05-12 |
5.3m |
3.3m |
-36.5% |
58.5% |
+6.7pp |
89.8% |
902,774 |
| Cohort |
Baseline MAE |
Model MAE |
Δ MAE % |
Model within-2x |
Δ within-2x pp |
p90 cov |
Hold rows |
| 2026-04-15 |
14.4m |
13.3m |
-7.8% |
61.2% |
+7.4pp |
89.4% |
868,389 |
| 2026-04-16 |
9.5m |
5.5m |
-41.3% |
61.1% |
+6.7pp |
88.9% |
759,135 |
| 2026-04-17 |
10.4m |
7.1m |
-32.0% |
59.3% |
+6.6pp |
88.6% |
819,546 |
| 2026-04-18 |
10.2m |
7.2m |
-29.6% |
58.7% |
+6.4pp |
89.5% |
906,930 |
| 2026-04-19 |
9.2m |
6.8m |
-26.5% |
58.1% |
+5.3pp |
89.2% |
749,978 |
| 2026-04-20 |
6.8m |
6.6m |
-2.6% |
59.2% |
+5.1pp |
89.1% |
638,524 |
| 2026-04-21 |
6.7m |
6.4m |
-4.8% |
58.4% |
+4.6pp |
87.7% |
675,564 |
| 2026-04-22 |
8.3m |
6.2m |
-25.3% |
58.4% |
+5.3pp |
87.0% |
697,501 |
| 2026-04-23 |
10.3m |
7.4m |
-27.7% |
57.3% |
+5.8pp |
84.5% |
775,043 |
| 2026-04-24 |
13.8m |
10.8m |
-21.4% |
55.7% |
+7.5pp |
84.0% |
892,080 |
| 2026-04-25 |
13.4m |
10.8m |
-19.8% |
54.2% |
+7.0pp |
83.2% |
958,965 |
| 2026-04-26 |
15.7m |
12.0m |
-23.8% |
54.5% |
+7.9pp |
86.1% |
782,799 |
| 2026-04-27 |
14.2m |
11.6m |
-18.5% |
54.6% |
+8.8pp |
85.3% |
574,958 |
| 2026-04-28 |
12.8m |
10.7m |
-16.5% |
53.9% |
+8.5pp |
84.2% |
542,958 |
| 2026-04-29 |
10.7m |
8.0m |
-24.8% |
53.4% |
+5.7pp |
86.4% |
644,798 |
| 2026-05-12 |
5.3m |
3.4m |
-35.6% |
58.5% |
+6.9pp |
89.7% |
902,774 |
| Cohort |
Baseline MAE |
Model MAE |
Δ MAE % |
Model within-2x |
Δ within-2x pp |
p90 cov |
Hold rows |
| 2026-04-15 |
13.8m |
9.1m |
-34.3% |
60.5% |
+6.1pp |
88.6% |
868,389 |
| 2026-04-16 |
9.5m |
5.1m |
-46.4% |
60.3% |
+5.7pp |
87.7% |
759,135 |
| 2026-04-17 |
10.4m |
6.4m |
-38.4% |
57.9% |
+5.1pp |
87.7% |
819,546 |
| 2026-04-18 |
10.2m |
6.6m |
-34.9% |
56.6% |
+4.3pp |
88.1% |
906,930 |
| 2026-04-19 |
9.2m |
6.1m |
-33.8% |
54.0% |
+1.1pp |
85.3% |
749,978 |
| 2026-04-20 |
6.7m |
5.6m |
-16.9% |
52.1% |
-2.1pp |
83.1% |
638,524 |
| 2026-04-21 |
6.6m |
6.0m |
-9.6% |
50.5% |
-3.4pp |
81.8% |
675,564 |
| 2026-04-22 |
8.3m |
7.1m |
-15.4% |
51.4% |
-1.8pp |
83.0% |
697,501 |
| 2026-04-23 |
10.2m |
8.6m |
-15.5% |
50.4% |
-1.4pp |
79.8% |
775,043 |
| 2026-04-24 |
13.5m |
13.1m |
-3.2% |
49.4% |
+1.0pp |
83.2% |
892,080 |
| 2026-04-25 |
13.2m |
11.1m |
-15.5% |
48.6% |
+1.1pp |
83.0% |
958,965 |
| 2026-04-26 |
15.4m |
12.2m |
-20.4% |
48.7% |
+1.8pp |
83.7% |
782,799 |
| 2026-04-27 |
13.8m |
12.0m |
-13.2% |
47.3% |
+0.9pp |
84.6% |
574,958 |
| 2026-04-28 |
12.3m |
11.6m |
-6.3% |
47.6% |
+1.4pp |
87.5% |
542,958 |
| 2026-04-29 |
10.4m |
7.9m |
-23.6% |
47.1% |
-1.4pp |
88.4% |
644,798 |
| Cohort |
Baseline MAE |
Model MAE |
Δ MAE % |
Model within-2x |
Δ within-2x pp |
p90 cov |
Hold rows |
| 2026-04-16 |
9.5m |
5.6m |
-41.4% |
61.3% |
+6.7pp |
88.6% |
759,135 |
| 2026-04-17 |
10.4m |
6.6m |
-36.7% |
59.3% |
+6.5pp |
88.6% |
819,546 |
| 2026-04-19 |
9.2m |
6.4m |
-30.4% |
58.4% |
+5.5pp |
88.3% |
749,978 |
| 2026-04-20 |
6.7m |
5.9m |
-12.6% |
59.1% |
+4.9pp |
88.4% |
638,524 |
| 2026-04-21 |
6.6m |
6.5m |
-2.1% |
58.6% |
+4.7pp |
87.8% |
675,564 |
| 2026-04-22 |
8.3m |
6.6m |
-20.6% |
57.7% |
+4.5pp |
87.0% |
697,501 |
| 2026-04-23 |
10.2m |
8.2m |
-20.3% |
56.4% |
+4.7pp |
85.0% |
775,043 |
| 2026-04-25 |
13.2m |
10.5m |
-20.4% |
54.1% |
+6.6pp |
81.7% |
958,965 |
| 2026-04-26 |
15.4m |
12.2m |
-20.5% |
52.9% |
+5.9pp |
83.8% |
782,799 |
| 2026-04-28 |
12.3m |
10.5m |
-14.9% |
52.7% |
+6.4pp |
84.6% |
542,958 |
| 2026-04-29 |
10.4m |
9.3m |
-10.1% |
50.8% |
+2.3pp |
84.8% |
644,798 |
| 2026-05-12 |
5.3m |
3.4m |
-35.1% |
58.5% |
+6.7pp |
89.6% |
902,774 |
| Cohort |
Baseline MAE |
Model MAE |
Δ MAE % |
Model within-2x |
Δ within-2x pp |
p90 cov |
Hold rows |
| 2026-04-16 |
9.5m |
6.0m |
-36.8% |
60.5% |
+6.0pp |
88.5% |
759,135 |
| 2026-04-17 |
10.4m |
7.1m |
-32.1% |
59.2% |
+6.5pp |
89.2% |
819,546 |
| 2026-04-19 |
9.2m |
6.7m |
-27.2% |
58.2% |
+5.3pp |
88.5% |
749,978 |
| 2026-04-20 |
6.8m |
6.2m |
-8.0% |
59.1% |
+5.0pp |
89.3% |
638,524 |
| 2026-04-21 |
6.7m |
6.3m |
-5.5% |
58.3% |
+4.5pp |
87.5% |
675,564 |
| 2026-04-22 |
8.3m |
6.5m |
-22.7% |
58.0% |
+4.9pp |
87.5% |
697,501 |
| 2026-04-23 |
10.3m |
8.0m |
-22.0% |
56.5% |
+5.0pp |
84.3% |
775,043 |
| 2026-04-25 |
13.4m |
10.3m |
-23.0% |
53.5% |
+6.3pp |
83.4% |
958,965 |
| 2026-04-26 |
15.7m |
12.3m |
-21.8% |
53.2% |
+6.7pp |
85.8% |
782,799 |
| 2026-04-28 |
12.8m |
10.2m |
-20.3% |
53.1% |
+7.8pp |
83.6% |
542,958 |
| 2026-04-29 |
10.7m |
7.9m |
-26.5% |
52.4% |
+4.7pp |
83.9% |
644,798 |
| 2026-05-12 |
5.3m |
3.4m |
-35.0% |
58.6% |
+6.9pp |
89.5% |
902,774 |
| Cohort |
Baseline MAE |
Model MAE |
Δ MAE % |
Model within-2x |
Δ within-2x pp |
p90 cov |
Hold rows |
| 2026-04-23 |
10.2m |
9.2m |
-10.4% |
53.4% |
+1.7pp |
90.8% |
775,042 |
| Cohort |
Baseline MAE |
Model MAE |
Δ MAE % |
Model within-2x |
Δ within-2x pp |
p90 cov |
Hold rows |
| 2026-04-23 |
10.2m |
8.7m |
-15.3% |
54.6% |
+2.9pp |
85.8% |
775,042 |
Daily Health (last 60d)
| Date | Total | Comp% | Exc% |
Wait p99 | Cap p50 | Util |
Exc | Stuck | Wait | Vol | Comp |
Cap↓ | Cap↑ | Util↓ | Samp |
Anomaly |
| 2026-11-08 |
125,861 |
89.5% |
0.2% |
17.1m |
989 |
89.8% |
|
|
|
|
|
|
|
|
|
2 flags |
| 2026-11-07 |
139,243 |
89.3% |
0.3% |
26.2m |
1,076 |
90.0% |
|
|
|
|
|
|
|
|
|
2 flags |
| 2026-11-06 |
318,080 |
89.3% |
1.3% |
3.4h |
3,011 |
92.4% |
|
|
|
|
|
|
|
|
|
OK |
| 2026-11-05 |
339,974 |
90.7% |
1.2% |
3.5h |
3,132 |
91.3% |
|
|
|
|
|
|
|
|
|
OK |
| 2026-11-04 |
336,668 |
90.2% |
1.7% |
52.2m |
2,632 |
91.3% |
|
|
|
|
|
|
|
|
|
OK |
| 2026-11-03 |
329,156 |
83.7% |
1.2% |
51.3m |
2,876 |
90.8% |
|
|
|
|
|
|
|
|
|
OK |
| 2026-11-02 |
286,393 |
89.2% |
1.9% |
1.3h |
2,705 |
91.6% |
|
|
|
|
|
|
|
|
|
OK |
| 2026-11-01 |
165,791 |
87.8% |
1.4% |
10.7h |
1,603 |
93.0% |
|
|
|
|
|
|
|
|
|
1 flag |
| 2026-10-31 |
150,499 |
80.3% |
0.5% |
53.6m |
1,210 |
91.1% |
|
|
|
|
|
|
|
|
|
3 flags |
| 2026-10-30 |
325,623 |
85.9% |
1.4% |
1.8h |
2,911 |
91.9% |
|
|
|
|
|
|
|
|
|
OK |
| 2026-10-29 |
323,191 |
90.3% |
1.9% |
1.6h |
2,809 |
91.4% |
|
|
|
|
|
|
|
|
|
OK |
| 2026-10-28 |
320,461 |
88.7% |
1.7% |
1.2h |
2,514 |
91.3% |
|
|
|
|
|
|
|
|
|
OK |
| 2026-10-27 |
307,899 |
90.6% |
2.0% |
2.1h |
2,710 |
90.8% |
|
|
|
|
|
|
|
|
|
OK |
| 2026-10-26 |
241,097 |
93.0% |
2.0% |
54.0m |
1,820 |
89.0% |
|
|
|
|
|
|
|
|
|
OK |
| 2026-10-25 |
51,090 |
89.0% |
0.8% |
17.3m |
394 |
88.9% |
|
|
|
|
|
|
|
|
|
2 flags |
| 2026-10-24 |
107,569 |
87.0% |
2.2% |
21.3m |
860 |
90.7% |
|
|
|
|
|
|
|
|
|
2 flags |
| 2026-10-23 |
209,939 |
86.5% |
2.3% |
41.0m |
1,983 |
90.7% |
|
|
|
|
|
|
|
|
|
OK |
| 2026-10-22 |
267,970 |
87.7% |
2.3% |
1.0h |
1,966 |
91.7% |
|
|
|
|
|
|
|
|
|
OK |
| 2026-10-21 |
298,367 |
86.1% |
1.9% |
45.4m |
2,554 |
90.9% |
|
|
|
|
|
|
|
|
|
OK |
| 2026-10-20 |
339,726 |
88.2% |
2.5% |
4.6h |
3,186 |
91.8% |
|
|
|
|
|
|
|
|
|
OK |
| 2026-10-19 |
327,033 |
93.0% |
2.0% |
1.6h |
3,122 |
91.4% |
|
|
|
|
|
|
|
|
|
OK |
| 2026-10-18 |
107,834 |
92.1% |
0.9% |
26.2m |
904 |
89.6% |
|
|
|
|
|
|
|
|
|
2 flags |
| 2026-10-17 |
165,505 |
86.6% |
1.1% |
39.6m |
1,194 |
91.7% |
|
|
|
|
|
|
|
|
|
1 flag |
| 2026-10-16 |
360,089 |
87.4% |
1.9% |
3.3h |
3,300 |
91.7% |
|
|
|
|
|
|
|
|
|
OK |
| 2026-10-15 |
343,168 |
87.9% |
2.0% |
2.4h |
3,142 |
91.6% |
|
|
|
|
|
|
|
|
|
OK |
| 2026-10-14 |
331,162 |
89.6% |
2.6% |
1.7h |
3,233 |
91.1% |
|
|
|
|
|
|
|
|
|
OK |
| 2026-10-13 |
281,165 |
89.5% |
2.3% |
1.0h |
2,648 |
91.2% |
|
|
|
|
|
|
|
|
|
OK |
| 2026-10-12 |
205,942 |
92.7% |
1.9% |
1.2h |
1,613 |
90.2% |
|
|
|
|
|
|
|
|
|
OK |
| 2026-10-11 |
111,448 |
88.6% |
0.9% |
30.6m |
711 |
88.6% |
|
|
|
|
|
|
|
|
|
2 flags |
| 2026-10-10 |
126,441 |
90.8% |
1.4% |
40.5m |
1,088 |
90.7% |
|
|
|
|
|
|
|
|
|
2 flags |
| 2026-10-09 |
339,477 |
87.4% |
2.1% |
1.4h |
3,486 |
91.8% |
|
|
|
|
|
|
|
|
|
OK |
| 2026-10-08 |
336,724 |
86.2% |
2.3% |
1.4h |
2,708 |
90.2% |
|
|
|
|
|
|
|
|
|
OK |
| 2026-10-07 |
345,146 |
86.9% |
3.5% |
2.5h |
3,148 |
91.1% |
|
|
|
|
|
|
|
|
|
OK |
| 2026-10-06 |
325,374 |
90.2% |
2.7% |
2.3h |
3,174 |
90.1% |
|
|
|
|
|
|
|
|
|
OK |
| 2026-10-05 |
244,438 |
92.4% |
2.3% |
1.7h |
3,839 |
91.3% |
|
|
|
|
|
|
|
|
|
OK |
| 2026-10-04 |
17,294 |
86.0% |
2.4% |
26.7m |
389 |
86.5% |
|
|
|
|
|
|
|
|
|
3 flags |
| 2026-10-03 |
100,037 |
90.8% |
1.1% |
37.2m |
754 |
90.0% |
|
|
|
|
|
|
|
|
|
2 flags |
| 2026-10-02 |
229,032 |
86.7% |
2.3% |
1.0h |
2,374 |
91.5% |
|
|
|
|
|
|
|
|
|
OK |
| 2026-10-01 |
226,090 |
86.2% |
2.6% |
52.0m |
2,236 |
90.3% |
|
|
|
|
|
|
|
|
|
OK |
| 2026-09-30 |
259,716 |
85.4% |
2.2% |
55.2m |
2,236 |
90.6% |
|
|
|
|
|
|
|
|
|
OK |
| 2026-09-29 |
181,751 |
86.8% |
1.6% |
38.6m |
1,546 |
90.0% |
|
|
|
|
|
|
|
|
|
OK |
| 2026-09-28 |
201,461 |
92.2% |
1.7% |
51.1m |
1,846 |
89.6% |
|
|
|
|
|
|
|
|
|
OK |
| 2026-09-27 |
95,753 |
91.0% |
1.0% |
43.7m |
583 |
86.1% |
|
|
|
|
|
|
|
|
|
2 flags |
| 2026-09-26 |
120,087 |
79.5% |
1.7% |
1.2h |
1,184 |
89.9% |
|
|
|
|
|
|
|
|
|
3 flags |
| 2026-09-25 |
336,832 |
70.9% |
1.9% |
1.6h |
2,565 |
90.2% |
|
|
|
|
|
|
|
|
|
1 flag |
| 2026-09-24 |
405,494 |
78.7% |
2.1% |
6.5h |
3,764 |
88.8% |
|
|
|
|
|
|
|
|
|
OK |
| 2026-09-23 |
345,604 |
88.9% |
2.4% |
5.6h |
3,037 |
90.0% |
|
|
|
|
|
|
|
|
|
OK |
| 2026-09-22 |
331,673 |
88.5% |
2.5% |
6.5h |
3,471 |
90.2% |
|
|
|
|
|
|
|
|
|
OK |
| 2026-09-21 |
308,336 |
91.0% |
1.8% |
2.4h |
3,178 |
91.1% |
|
|
|
|
|
|
|
|
|
OK |
| 2026-09-20 |
101,061 |
94.3% |
0.7% |
35.1m |
703 |
90.3% |
|
|
|
|
|
|
|
|
|
2 flags |
| 2026-09-19 |
142,902 |
75.0% |
1.3% |
1.6h |
920 |
91.6% |
|
|
|
|
|
|
|
|
|
3 flags |
| 2026-09-18 |
372,857 |
81.5% |
2.2% |
3.8h |
3,606 |
91.9% |
|
|
|
|
|
|
|
|
|
OK |
| 2026-09-17 |
329,044 |
83.5% |
2.4% |
2.9h |
3,232 |
91.6% |
|
|
|
|
|
|
|
|
|
OK |
| 2026-09-16 |
374,675 |
84.7% |
1.9% |
3.6h |
3,218 |
92.0% |
|
|
|
|
|
|
|
|
|
OK |
| 2026-09-15 |
302,666 |
88.8% |
1.9% |
6.3h |
2,858 |
91.5% |
|
|
|
|
|
|
|
|
|
1 flag |
| 2026-09-14 |
344,459 |
88.8% |
1.5% |
5.7h |
3,358 |
92.0% |
|
|
|
|
|
|
|
|
|
1 flag |
| 2026-09-13 |
124,370 |
89.9% |
0.9% |
55.0m |
1,078 |
91.7% |
|
|
|
|
|
|
|
|
|
2 flags |
| 2026-09-12 |
135,385 |
82.8% |
0.8% |
29.9m |
1,139 |
91.8% |
|
|
|
|
|
|
|
|
|
3 flags |
| 2026-09-11 |
320,475 |
85.3% |
2.3% |
1.7h |
2,940 |
91.7% |
|
|
|
|
|
|
|
|
|
OK |
| 2026-09-10 |
352,733 |
84.8% |
2.1% |
2.5h |
3,535 |
92.1% |
|
|
|
|
|
|
|
|
|
OK |