task_id stringlengths 26 32 | split stringclasses 1
value | tier stringclasses 3
values | storm float64 1 1.5 | fill float64 0.5 0.5 ⌀ | start_step int64 172 372 | start_utc timestamp[s]date 2025-02-13 00:00:00 2025-04-04 00:00:00 | start_local stringclasses 8
values | steps int64 24 24 | tail_steps int64 6 6 | step_hours int64 6 6 | times listlengths 31 31 | dams listlengths 4 4 | points listlengths 3 3 | lags_h dict | reference unknown |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
cum-2025-02-13-00-24s-real | eval | real | 1 | null | 172 | 2025-02-13T00:00:00 | Feb 12 18:00 CST | 24 | 6 | 6 | [
"Feb 12 18:00 CST",
"Feb 13 00:00 CST",
"Feb 13 06:00 CST",
"Feb 13 12:00 CST",
"Feb 13 18:00 CST",
"Feb 14 00:00 CST",
"Feb 14 06:00 CST",
"Feb 14 12:00 CST",
"Feb 14 18:00 CST",
"Feb 15 00:00 CST",
"Feb 15 06:00 CST",
"Feb 15 12:00 CST",
"Feb 15 18:00 CST",
"Feb 16 00:00 CST",
"Feb 16 ... | [
{
"id": "WC",
"name": "Wolf Creek Dam (Lake Cumberland)",
"river": "Cumberland River, mile 460.9",
"storage0_af": 3343790.7,
"release_prev_cfs": 19320,
"inflow_cfs": [
64815.2,
61244.6,
62503.8,
67861.3,
53427,
62834.4,
53998.1,
46068.1,
... | [
{
"id": "BRK",
"name": "Cumberland River at Burkesville, KY",
"thresholds": {
"action": 32500,
"minor": 40000,
"moderate": 57500,
"major": 90000
},
"stages_ft": {
"action": 43,
"minor": 46,
"moderate": 55,
"major": 64
},
"base_cfs": [
... | {
"WC": {
"BRK": 10,
"CEL": 18,
"NAS": 26
},
"DH": {
"CEL": 2,
"NAS": 10
},
"CH": {
"NAS": 18
},
"JPP": {
"NAS": 2
}
} | {
"opt_cost": 560.0351,
"opt_plan": [
{
"dam": "WC",
"from": 0,
"cfs": 37320
},
{
"dam": "WC",
"from": 1,
"cfs": 22811
},
{
"dam": "WC",
"from": 2,
"cfs": 31458
},
{
"dam": "WC",
"from": 3,
"cfs": 28895
},
{
... |
cum-2025-02-13-00-24s-storm-x1.5 | eval | storm | 1.5 | null | 172 | 2025-02-13T00:00:00 | Feb 12 18:00 CST | 24 | 6 | 6 | [
"Feb 12 18:00 CST",
"Feb 13 00:00 CST",
"Feb 13 06:00 CST",
"Feb 13 12:00 CST",
"Feb 13 18:00 CST",
"Feb 14 00:00 CST",
"Feb 14 06:00 CST",
"Feb 14 12:00 CST",
"Feb 14 18:00 CST",
"Feb 15 00:00 CST",
"Feb 15 06:00 CST",
"Feb 15 12:00 CST",
"Feb 15 18:00 CST",
"Feb 16 00:00 CST",
"Feb 16 ... | [
{
"id": "WC",
"name": "Wolf Creek Dam (Lake Cumberland)",
"river": "Cumberland River, mile 460.9",
"storage0_af": 3343790.7,
"release_prev_cfs": 19320,
"inflow_cfs": [
96066.9,
90711.1,
92599.9,
100636,
78984.6,
93095.8,
79841.3,
67946.3,
... | [
{
"id": "BRK",
"name": "Cumberland River at Burkesville, KY",
"thresholds": {
"action": 32500,
"minor": 40000,
"moderate": 57500,
"major": 90000
},
"stages_ft": {
"action": 43,
"minor": 46,
"moderate": 55,
"major": 64
},
"base_cfs": [
... | {
"WC": {
"BRK": 10,
"CEL": 18,
"NAS": 26
},
"DH": {
"CEL": 2,
"NAS": 10
},
"CH": {
"NAS": 18
},
"JPP": {
"NAS": 2
}
} | {
"opt_cost": 2874.271,
"opt_plan": [
{
"dam": "WC",
"from": 0,
"cfs": 37320
},
{
"dam": "WC",
"from": 1,
"cfs": 25790
},
{
"dam": "WC",
"from": 2,
"cfs": 37791
},
{
"dam": "WC",
"from": 3,
"cfs": 35885
},
{
... |
cum-2025-02-13-00-24s-full-f0.5 | eval | full | 1 | 0.5 | 172 | 2025-02-13T00:00:00 | Feb 12 18:00 CST | 24 | 6 | 6 | [
"Feb 12 18:00 CST",
"Feb 13 00:00 CST",
"Feb 13 06:00 CST",
"Feb 13 12:00 CST",
"Feb 13 18:00 CST",
"Feb 14 00:00 CST",
"Feb 14 06:00 CST",
"Feb 14 12:00 CST",
"Feb 14 18:00 CST",
"Feb 15 00:00 CST",
"Feb 15 06:00 CST",
"Feb 15 12:00 CST",
"Feb 15 18:00 CST",
"Feb 16 00:00 CST",
"Feb 16 ... | [
{
"id": "WC",
"name": "Wolf Creek Dam (Lake Cumberland)",
"river": "Cumberland River, mile 460.9",
"storage0_af": 5042000,
"release_prev_cfs": 19320,
"inflow_cfs": [
64815.2,
61244.6,
62503.8,
67861.3,
53427,
62834.4,
53998.1,
46068.1,
45... | [
{
"id": "BRK",
"name": "Cumberland River at Burkesville, KY",
"thresholds": {
"action": 32500,
"minor": 40000,
"moderate": 57500,
"major": 90000
},
"stages_ft": {
"action": 43,
"minor": 46,
"moderate": 55,
"major": 64
},
"base_cfs": [
... | {
"WC": {
"BRK": 10,
"CEL": 18,
"NAS": 26
},
"DH": {
"CEL": 2,
"NAS": 10
},
"CH": {
"NAS": 18
},
"JPP": {
"NAS": 2
}
} | {
"opt_cost": 9753.6071,
"opt_plan": [
{
"dam": "WC",
"from": 0,
"cfs": 37320
},
{
"dam": "WC",
"from": 1,
"cfs": 35420
},
{
"dam": "WC",
"from": 2,
"cfs": 39358
},
{
"dam": "WC",
"from": 3,
"cfs": 36342
},
{... |
cum-2025-02-14-00-24s-real | eval | real | 1 | null | 176 | 2025-02-14T00:00:00 | Feb 13 18:00 CST | 24 | 6 | 6 | [
"Feb 13 18:00 CST",
"Feb 14 00:00 CST",
"Feb 14 06:00 CST",
"Feb 14 12:00 CST",
"Feb 14 18:00 CST",
"Feb 15 00:00 CST",
"Feb 15 06:00 CST",
"Feb 15 12:00 CST",
"Feb 15 18:00 CST",
"Feb 16 00:00 CST",
"Feb 16 06:00 CST",
"Feb 16 12:00 CST",
"Feb 16 18:00 CST",
"Feb 17 00:00 CST",
"Feb 17 ... | [
{
"id": "WC",
"name": "Wolf Creek Dam (Lake Cumberland)",
"river": "Cumberland River, mile 460.9",
"storage0_af": 3446919.6,
"release_prev_cfs": 8540,
"inflow_cfs": [
53427,
62834.4,
53998.1,
46068.1,
45305.3,
42243.8,
165260.9,
260175.1,
... | [
{
"id": "BRK",
"name": "Cumberland River at Burkesville, KY",
"thresholds": {
"action": 32500,
"minor": 40000,
"moderate": 57500,
"major": 90000
},
"stages_ft": {
"action": 43,
"minor": 46,
"moderate": 55,
"major": 64
},
"base_cfs": [
... | {
"WC": {
"BRK": 10,
"CEL": 18,
"NAS": 26
},
"DH": {
"CEL": 2,
"NAS": 10
},
"CH": {
"NAS": 18
},
"JPP": {
"NAS": 2
}
} | {
"opt_cost": 628.2207,
"opt_plan": [
{
"dam": "WC",
"from": 0,
"cfs": 26540
},
{
"dam": "WC",
"from": 1,
"cfs": 35480
},
{
"dam": "WC",
"from": 2,
"cfs": 32494
},
{
"dam": "WC",
"from": 3,
"cfs": 33077
},
{
... |
cum-2025-02-14-00-24s-storm-x1.5 | eval | storm | 1.5 | null | 176 | 2025-02-14T00:00:00 | Feb 13 18:00 CST | 24 | 6 | 6 | [
"Feb 13 18:00 CST",
"Feb 14 00:00 CST",
"Feb 14 06:00 CST",
"Feb 14 12:00 CST",
"Feb 14 18:00 CST",
"Feb 15 00:00 CST",
"Feb 15 06:00 CST",
"Feb 15 12:00 CST",
"Feb 15 18:00 CST",
"Feb 16 00:00 CST",
"Feb 16 06:00 CST",
"Feb 16 12:00 CST",
"Feb 16 18:00 CST",
"Feb 17 00:00 CST",
"Feb 17 ... | [
{
"id": "WC",
"name": "Wolf Creek Dam (Lake Cumberland)",
"river": "Cumberland River, mile 460.9",
"storage0_af": 3446919.6,
"release_prev_cfs": 8540,
"inflow_cfs": [
71127.3,
85238.4,
71983.9,
60089,
58944.8,
54352.4,
238878.2,
381249.4,
... | [
{
"id": "BRK",
"name": "Cumberland River at Burkesville, KY",
"thresholds": {
"action": 32500,
"minor": 40000,
"moderate": 57500,
"major": 90000
},
"stages_ft": {
"action": 43,
"minor": 46,
"moderate": 55,
"major": 64
},
"base_cfs": [
... | {
"WC": {
"BRK": 10,
"CEL": 18,
"NAS": 26
},
"DH": {
"CEL": 2,
"NAS": 10
},
"CH": {
"NAS": 18
},
"JPP": {
"NAS": 2
}
} | {
"opt_cost": 2719.121,
"opt_plan": [
{
"dam": "WC",
"from": 0,
"cfs": 26540
},
{
"dam": "WC",
"from": 1,
"cfs": 38159
},
{
"dam": "WC",
"from": 2,
"cfs": 29421
},
{
"dam": "WC",
"from": 3,
"cfs": 11421
},
{
... |
cum-2025-02-14-00-24s-full-f0.5 | eval | full | 1 | 0.5 | 176 | 2025-02-14T00:00:00 | Feb 13 18:00 CST | 24 | 6 | 6 | [
"Feb 13 18:00 CST",
"Feb 14 00:00 CST",
"Feb 14 06:00 CST",
"Feb 14 12:00 CST",
"Feb 14 18:00 CST",
"Feb 15 00:00 CST",
"Feb 15 06:00 CST",
"Feb 15 12:00 CST",
"Feb 15 18:00 CST",
"Feb 16 00:00 CST",
"Feb 16 06:00 CST",
"Feb 16 12:00 CST",
"Feb 16 18:00 CST",
"Feb 17 00:00 CST",
"Feb 17 ... | [
{
"id": "WC",
"name": "Wolf Creek Dam (Lake Cumberland)",
"river": "Cumberland River, mile 460.9",
"storage0_af": 5042000,
"release_prev_cfs": 8540,
"inflow_cfs": [
53427,
62834.4,
53998.1,
46068.1,
45305.3,
42243.8,
165260.9,
260175.1,
2... | [
{
"id": "BRK",
"name": "Cumberland River at Burkesville, KY",
"thresholds": {
"action": 32500,
"minor": 40000,
"moderate": 57500,
"major": 90000
},
"stages_ft": {
"action": 43,
"minor": 46,
"moderate": 55,
"major": 64
},
"base_cfs": [
... | {
"WC": {
"BRK": 10,
"CEL": 18,
"NAS": 26
},
"DH": {
"CEL": 2,
"NAS": 10
},
"CH": {
"NAS": 18
},
"JPP": {
"NAS": 2
}
} | {
"opt_cost": 9268.5621,
"opt_plan": [
{
"dam": "WC",
"from": 0,
"cfs": 26540
},
{
"dam": "WC",
"from": 1,
"cfs": 34613
},
{
"dam": "WC",
"from": 2,
"cfs": 41266
},
{
"dam": "WC",
"from": 3,
"cfs": 38033
},
{... |
cum-2025-02-15-00-24s-real | eval | real | 1 | null | 180 | 2025-02-15T00:00:00 | Feb 14 18:00 CST | 24 | 6 | 6 | [
"Feb 14 18:00 CST",
"Feb 15 00:00 CST",
"Feb 15 06:00 CST",
"Feb 15 12:00 CST",
"Feb 15 18:00 CST",
"Feb 16 00:00 CST",
"Feb 16 06:00 CST",
"Feb 16 12:00 CST",
"Feb 16 18:00 CST",
"Feb 17 00:00 CST",
"Feb 17 06:00 CST",
"Feb 17 12:00 CST",
"Feb 17 18:00 CST",
"Feb 18 00:00 CST",
"Feb 18 ... | [
{
"id": "WC",
"name": "Wolf Creek Dam (Lake Cumberland)",
"river": "Cumberland River, mile 460.9",
"storage0_af": 3545335.7,
"release_prev_cfs": 1190,
"inflow_cfs": [
45305.3,
42243.8,
165260.9,
260175.1,
219892.3,
254302.3,
243856.4,
201717.6,... | [
{
"id": "BRK",
"name": "Cumberland River at Burkesville, KY",
"thresholds": {
"action": 32500,
"minor": 40000,
"moderate": 57500,
"major": 90000
},
"stages_ft": {
"action": 43,
"minor": 46,
"moderate": 55,
"major": 64
},
"base_cfs": [
... | {
"WC": {
"BRK": 10,
"CEL": 18,
"NAS": 26
},
"DH": {
"CEL": 2,
"NAS": 10
},
"CH": {
"NAS": 18
},
"JPP": {
"NAS": 2
}
} | {
"opt_cost": 671.948,
"opt_plan": [
{
"dam": "WC",
"from": 0,
"cfs": 19190
},
{
"dam": "WC",
"from": 1,
"cfs": 7170
},
{
"dam": "WC",
"from": 2,
"cfs": 14153
},
{
"dam": "WC",
"from": 3,
"cfs": 1212
},
{
... |
cum-2025-02-15-00-24s-storm-x1.5 | eval | storm | 1.5 | null | 180 | 2025-02-15T00:00:00 | Feb 14 18:00 CST | 24 | 6 | 6 | [
"Feb 14 18:00 CST",
"Feb 15 00:00 CST",
"Feb 15 06:00 CST",
"Feb 15 12:00 CST",
"Feb 15 18:00 CST",
"Feb 16 00:00 CST",
"Feb 16 06:00 CST",
"Feb 16 12:00 CST",
"Feb 16 18:00 CST",
"Feb 17 00:00 CST",
"Feb 17 06:00 CST",
"Feb 17 12:00 CST",
"Feb 17 18:00 CST",
"Feb 18 00:00 CST",
"Feb 18 ... | [
{
"id": "WC",
"name": "Wolf Creek Dam (Lake Cumberland)",
"river": "Cumberland River, mile 460.9",
"storage0_af": 3545335.7,
"release_prev_cfs": 1190,
"inflow_cfs": [
58944.8,
54352.4,
238878.2,
381249.4,
320825.3,
372440.3,
356771.4,
293563.2,... | [
{
"id": "BRK",
"name": "Cumberland River at Burkesville, KY",
"thresholds": {
"action": 32500,
"minor": 40000,
"moderate": 57500,
"major": 90000
},
"stages_ft": {
"action": 43,
"minor": 46,
"moderate": 55,
"major": 64
},
"base_cfs": [
... | {
"WC": {
"BRK": 10,
"CEL": 18,
"NAS": 26
},
"DH": {
"CEL": 2,
"NAS": 10
},
"CH": {
"NAS": 18
},
"JPP": {
"NAS": 2
}
} | {
"opt_cost": 2793.2536,
"opt_plan": [
{
"dam": "WC",
"from": 0,
"cfs": 0
},
{
"dam": "WC",
"from": 8,
"cfs": 11685
},
{
"dam": "WC",
"from": 9,
"cfs": 20565
},
{
"dam": "WC",
"from": 10,
"cfs": 26600
},
{
... |
cum-2025-02-15-00-24s-full-f0.5 | eval | full | 1 | 0.5 | 180 | 2025-02-15T00:00:00 | Feb 14 18:00 CST | 24 | 6 | 6 | [
"Feb 14 18:00 CST",
"Feb 15 00:00 CST",
"Feb 15 06:00 CST",
"Feb 15 12:00 CST",
"Feb 15 18:00 CST",
"Feb 16 00:00 CST",
"Feb 16 06:00 CST",
"Feb 16 12:00 CST",
"Feb 16 18:00 CST",
"Feb 17 00:00 CST",
"Feb 17 06:00 CST",
"Feb 17 12:00 CST",
"Feb 17 18:00 CST",
"Feb 18 00:00 CST",
"Feb 18 ... | [
{
"id": "WC",
"name": "Wolf Creek Dam (Lake Cumberland)",
"river": "Cumberland River, mile 460.9",
"storage0_af": 5042000,
"release_prev_cfs": 1190,
"inflow_cfs": [
45305.3,
42243.8,
165260.9,
260175.1,
219892.3,
254302.3,
243856.4,
201717.6,
... | [
{
"id": "BRK",
"name": "Cumberland River at Burkesville, KY",
"thresholds": {
"action": 32500,
"minor": 40000,
"moderate": 57500,
"major": 90000
},
"stages_ft": {
"action": 43,
"minor": 46,
"moderate": 55,
"major": 64
},
"base_cfs": [
... | {
"WC": {
"BRK": 10,
"CEL": 18,
"NAS": 26
},
"DH": {
"CEL": 2,
"NAS": 10
},
"CH": {
"NAS": 18
},
"JPP": {
"NAS": 2
}
} | {
"opt_cost": 8646.5705,
"opt_plan": [
{
"dam": "WC",
"from": 0,
"cfs": 19190
},
{
"dam": "WC",
"from": 1,
"cfs": 7927
},
{
"dam": "WC",
"from": 2,
"cfs": 14465
},
{
"dam": "WC",
"from": 3,
"cfs": 9362
},
{
... |
cum-2025-02-16-00-24s-real | eval | real | 1 | null | 184 | 2025-02-16T00:00:00 | Feb 15 18:00 CST | 24 | 6 | 6 | [
"Feb 15 18:00 CST",
"Feb 16 00:00 CST",
"Feb 16 06:00 CST",
"Feb 16 12:00 CST",
"Feb 16 18:00 CST",
"Feb 17 00:00 CST",
"Feb 17 06:00 CST",
"Feb 17 12:00 CST",
"Feb 17 18:00 CST",
"Feb 18 00:00 CST",
"Feb 18 06:00 CST",
"Feb 18 12:00 CST",
"Feb 18 18:00 CST",
"Feb 19 00:00 CST",
"Feb 19 ... | [
{
"id": "WC",
"name": "Wolf Creek Dam (Lake Cumberland)",
"river": "Cumberland River, mile 460.9",
"storage0_af": 3792053.9,
"release_prev_cfs": 608.3,
"inflow_cfs": [
219892.3,
254302.3,
243856.4,
201717.6,
171218.2,
138780.8,
113464.2,
97807,... | [
{
"id": "BRK",
"name": "Cumberland River at Burkesville, KY",
"thresholds": {
"action": 32500,
"minor": 40000,
"moderate": 57500,
"major": 90000
},
"stages_ft": {
"action": 43,
"minor": 46,
"moderate": 55,
"major": 64
},
"base_cfs": [
... | {
"WC": {
"BRK": 10,
"CEL": 18,
"NAS": 26
},
"DH": {
"CEL": 2,
"NAS": 10
},
"CH": {
"NAS": 18
},
"JPP": {
"NAS": 2
}
} | {
"opt_cost": 660.6018,
"opt_plan": [
{
"dam": "WC",
"from": 0,
"cfs": 2761
},
{
"dam": "WC",
"from": 1,
"cfs": 7208
},
{
"dam": "WC",
"from": 2,
"cfs": 12789
},
{
"dam": "WC",
"from": 3,
"cfs": 20458
},
{
... |
cum-2025-02-16-00-24s-storm-x1.5 | eval | storm | 1.5 | null | 184 | 2025-02-16T00:00:00 | Feb 15 18:00 CST | 24 | 6 | 6 | [
"Feb 15 18:00 CST",
"Feb 16 00:00 CST",
"Feb 16 06:00 CST",
"Feb 16 12:00 CST",
"Feb 16 18:00 CST",
"Feb 17 00:00 CST",
"Feb 17 06:00 CST",
"Feb 17 12:00 CST",
"Feb 17 18:00 CST",
"Feb 18 00:00 CST",
"Feb 18 06:00 CST",
"Feb 18 12:00 CST",
"Feb 18 18:00 CST",
"Feb 19 00:00 CST",
"Feb 19 ... | [
{
"id": "WC",
"name": "Wolf Creek Dam (Lake Cumberland)",
"river": "Cumberland River, mile 460.9",
"storage0_af": 3792053.9,
"release_prev_cfs": 608.3,
"inflow_cfs": [
320825.3,
372440.3,
356771.4,
293563.2,
247814.1,
199158,
161183.1,
137697.2... | [
{
"id": "BRK",
"name": "Cumberland River at Burkesville, KY",
"thresholds": {
"action": 32500,
"minor": 40000,
"moderate": 57500,
"major": 90000
},
"stages_ft": {
"action": 43,
"minor": 46,
"moderate": 55,
"major": 64
},
"base_cfs": [
... | {
"WC": {
"BRK": 10,
"CEL": 18,
"NAS": 26
},
"DH": {
"CEL": 2,
"NAS": 10
},
"CH": {
"NAS": 18
},
"JPP": {
"NAS": 2
}
} | {
"opt_cost": 2425.9007,
"opt_plan": [
{
"dam": "WC",
"from": 0,
"cfs": 0
},
{
"dam": "WC",
"from": 4,
"cfs": 11685
},
{
"dam": "WC",
"from": 5,
"cfs": 20565
},
{
"dam": "WC",
"from": 6,
"cfs": 26674
},
{
... |
cum-2025-02-16-00-24s-full-f0.5 | eval | full | 1 | 0.5 | 184 | 2025-02-16T00:00:00 | Feb 15 18:00 CST | 24 | 6 | 6 | [
"Feb 15 18:00 CST",
"Feb 16 00:00 CST",
"Feb 16 06:00 CST",
"Feb 16 12:00 CST",
"Feb 16 18:00 CST",
"Feb 17 00:00 CST",
"Feb 17 06:00 CST",
"Feb 17 12:00 CST",
"Feb 17 18:00 CST",
"Feb 18 00:00 CST",
"Feb 18 06:00 CST",
"Feb 18 12:00 CST",
"Feb 18 18:00 CST",
"Feb 19 00:00 CST",
"Feb 19 ... | [
{
"id": "WC",
"name": "Wolf Creek Dam (Lake Cumberland)",
"river": "Cumberland River, mile 460.9",
"storage0_af": 5042000,
"release_prev_cfs": 608.3,
"inflow_cfs": [
219892.3,
254302.3,
243856.4,
201717.6,
171218.2,
138780.8,
113464.2,
97807,
... | [
{
"id": "BRK",
"name": "Cumberland River at Burkesville, KY",
"thresholds": {
"action": 32500,
"minor": 40000,
"moderate": 57500,
"major": 90000
},
"stages_ft": {
"action": 43,
"minor": 46,
"moderate": 55,
"major": 64
},
"base_cfs": [
... | {
"WC": {
"BRK": 10,
"CEL": 18,
"NAS": 26
},
"DH": {
"CEL": 2,
"NAS": 10
},
"CH": {
"NAS": 18
},
"JPP": {
"NAS": 2
}
} | {
"opt_cost": 6235.1373,
"opt_plan": [
{
"dam": "WC",
"from": 0,
"cfs": 16685
},
{
"dam": "WC",
"from": 1,
"cfs": 13356
},
{
"dam": "WC",
"from": 2,
"cfs": 22648
},
{
"dam": "WC",
"from": 3,
"cfs": 28453
},
{... |
cum-2025-04-01-00-24s-real | eval | real | 1 | null | 360 | 2025-04-01T00:00:00 | Mar 31 19:00 CDT | 24 | 6 | 6 | [
"Mar 31 19:00 CDT",
"Apr 01 01:00 CDT",
"Apr 01 07:00 CDT",
"Apr 01 13:00 CDT",
"Apr 01 19:00 CDT",
"Apr 02 01:00 CDT",
"Apr 02 07:00 CDT",
"Apr 02 13:00 CDT",
"Apr 02 19:00 CDT",
"Apr 03 01:00 CDT",
"Apr 03 07:00 CDT",
"Apr 03 13:00 CDT",
"Apr 03 19:00 CDT",
"Apr 04 01:00 CDT",
"Apr 04 ... | [
{
"id": "WC",
"name": "Wolf Creek Dam (Lake Cumberland)",
"river": "Cumberland River, mile 460.9",
"storage0_af": 3979911.7,
"release_prev_cfs": 23230,
"inflow_cfs": [
23230,
21207.7,
22128.6,
17072.9,
23140,
16061.7,
17075.9,
14068,
2112... | [
{
"id": "BRK",
"name": "Cumberland River at Burkesville, KY",
"thresholds": {
"action": 32500,
"minor": 40000,
"moderate": 57500,
"major": 90000
},
"stages_ft": {
"action": 43,
"minor": 46,
"moderate": 55,
"major": 64
},
"base_cfs": [
... | {
"WC": {
"BRK": 10,
"CEL": 18,
"NAS": 26
},
"DH": {
"CEL": 2,
"NAS": 10
},
"CH": {
"NAS": 18
},
"JPP": {
"NAS": 2
}
} | {
"opt_cost": 373.6743,
"opt_plan": [
{
"dam": "WC",
"from": 0,
"cfs": 37747
},
{
"dam": "WC",
"from": 1,
"cfs": 34671
},
{
"dam": "WC",
"from": 2,
"cfs": 35728
},
{
"dam": "WC",
"from": 3,
"cfs": 36937
},
{
... |
cum-2025-04-01-00-24s-storm-x1.5 | eval | storm | 1.5 | null | 360 | 2025-04-01T00:00:00 | Mar 31 19:00 CDT | 24 | 6 | 6 | [
"Mar 31 19:00 CDT",
"Apr 01 01:00 CDT",
"Apr 01 07:00 CDT",
"Apr 01 13:00 CDT",
"Apr 01 19:00 CDT",
"Apr 02 01:00 CDT",
"Apr 02 07:00 CDT",
"Apr 02 13:00 CDT",
"Apr 02 19:00 CDT",
"Apr 03 01:00 CDT",
"Apr 03 07:00 CDT",
"Apr 03 13:00 CDT",
"Apr 03 19:00 CDT",
"Apr 04 01:00 CDT",
"Apr 04 ... | [
{
"id": "WC",
"name": "Wolf Creek Dam (Lake Cumberland)",
"river": "Cumberland River, mile 460.9",
"storage0_af": 3979911.7,
"release_prev_cfs": 23230,
"inflow_cfs": [
32572.1,
29538.7,
30920.1,
23336.4,
32437.1,
21819.7,
23341,
18829.2,
... | [
{
"id": "BRK",
"name": "Cumberland River at Burkesville, KY",
"thresholds": {
"action": 32500,
"minor": 40000,
"moderate": 57500,
"major": 90000
},
"stages_ft": {
"action": 43,
"minor": 46,
"moderate": 55,
"major": 64
},
"base_cfs": [
... | {
"WC": {
"BRK": 10,
"CEL": 18,
"NAS": 26
},
"DH": {
"CEL": 2,
"NAS": 10
},
"CH": {
"NAS": 18
},
"JPP": {
"NAS": 2
}
} | {
"opt_cost": 1021.8207,
"opt_plan": [
{
"dam": "WC",
"from": 0,
"cfs": 35907
},
{
"dam": "WC",
"from": 1,
"cfs": 36176
},
{
"dam": "WC",
"from": 2,
"cfs": 36216
},
{
"dam": "WC",
"from": 3,
"cfs": 36166
},
{... |
cum-2025-04-01-00-24s-full-f0.5 | eval | full | 1 | 0.5 | 360 | 2025-04-01T00:00:00 | Mar 31 19:00 CDT | 24 | 6 | 6 | [
"Mar 31 19:00 CDT",
"Apr 01 01:00 CDT",
"Apr 01 07:00 CDT",
"Apr 01 13:00 CDT",
"Apr 01 19:00 CDT",
"Apr 02 01:00 CDT",
"Apr 02 07:00 CDT",
"Apr 02 13:00 CDT",
"Apr 02 19:00 CDT",
"Apr 03 01:00 CDT",
"Apr 03 07:00 CDT",
"Apr 03 13:00 CDT",
"Apr 03 19:00 CDT",
"Apr 04 01:00 CDT",
"Apr 04 ... | [
{
"id": "WC",
"name": "Wolf Creek Dam (Lake Cumberland)",
"river": "Cumberland River, mile 460.9",
"storage0_af": 5042000,
"release_prev_cfs": 23230,
"inflow_cfs": [
23230,
21207.7,
22128.6,
17072.9,
23140,
16061.7,
17075.9,
14068,
21123.... | [
{
"id": "BRK",
"name": "Cumberland River at Burkesville, KY",
"thresholds": {
"action": 32500,
"minor": 40000,
"moderate": 57500,
"major": 90000
},
"stages_ft": {
"action": 43,
"minor": 46,
"moderate": 55,
"major": 64
},
"base_cfs": [
... | {
"WC": {
"BRK": 10,
"CEL": 18,
"NAS": 26
},
"DH": {
"CEL": 2,
"NAS": 10
},
"CH": {
"NAS": 18
},
"JPP": {
"NAS": 2
}
} | {
"opt_cost": 3570.3487,
"opt_plan": [
{
"dam": "WC",
"from": 0,
"cfs": 36637
},
{
"dam": "WC",
"from": 1,
"cfs": 36891
},
{
"dam": "WC",
"from": 2,
"cfs": 36769
},
{
"dam": "WC",
"from": 3,
"cfs": 37033
},
{... |
cum-2025-04-02-00-24s-real | eval | real | 1 | null | 364 | 2025-04-02T00:00:00 | Apr 01 19:00 CDT | 24 | 6 | 6 | [
"Apr 01 19:00 CDT",
"Apr 02 01:00 CDT",
"Apr 02 07:00 CDT",
"Apr 02 13:00 CDT",
"Apr 02 19:00 CDT",
"Apr 03 01:00 CDT",
"Apr 03 07:00 CDT",
"Apr 03 13:00 CDT",
"Apr 03 19:00 CDT",
"Apr 04 01:00 CDT",
"Apr 04 07:00 CDT",
"Apr 04 13:00 CDT",
"Apr 04 19:00 CDT",
"Apr 05 01:00 CDT",
"Apr 05 ... | [
{
"id": "WC",
"name": "Wolf Creek Dam (Lake Cumberland)",
"river": "Cumberland River, mile 460.9",
"storage0_af": 3975398.9,
"release_prev_cfs": 23140,
"inflow_cfs": [
23140,
16061.7,
17075.9,
14068,
21123.9,
41303.3,
123566.6,
104812,
10... | [
{
"id": "BRK",
"name": "Cumberland River at Burkesville, KY",
"thresholds": {
"action": 32500,
"minor": 40000,
"moderate": 57500,
"major": 90000
},
"stages_ft": {
"action": 43,
"minor": 46,
"moderate": 55,
"major": 64
},
"base_cfs": [
... | {
"WC": {
"BRK": 10,
"CEL": 18,
"NAS": 26
},
"DH": {
"CEL": 2,
"NAS": 10
},
"CH": {
"NAS": 18
},
"JPP": {
"NAS": 2
}
} | {
"opt_cost": 513.6906,
"opt_plan": [
{
"dam": "WC",
"from": 0,
"cfs": 40022
},
{
"dam": "WC",
"from": 1,
"cfs": 30779
},
{
"dam": "WC",
"from": 2,
"cfs": 28225
},
{
"dam": "WC",
"from": 3,
"cfs": 33046
},
{
... |
End of preview. Expand in Data Studio
FloodGate v1: Cumberland River flood control on the real 2025 floods
Tasks, data and every model run for FloodGate. The task: run the U.S. Army Corps' four flood-control dams above Nashville through the February and April 2025 floods. The code is MIT. All data are U.S. federal works in the public domain (USACE, USGS, NOAA NWS); NWS products come via the Iowa Environmental Mesonet archive.
| path | what |
|---|---|
tasks/flood-v1-sample/tasks.jsonl |
24 tasks around 13-16 February and 1-4 April 2025, in three tiers: the record, a storm 1.5 times bigger, lakes starting half full. Each holds the dams, gauges, inflows and local runoff per 6-hour step, the travel times, and the reference (LP optimum and its plan, baselines, the Corps' real releases) |
data/basin.json |
the dams' official pool levels and release limits, the gauges' NWS flood categories and ratings, the travel times |
data/record.csv.gz |
the curated record, Jan-Jun 2025, 6-hour steps: dam releases, storage and pool elevations, gauge flows |
data/forecasts.csv.gz |
the 9,540 river-forecast values the NWS Ohio River Forecast Center issued for Burkesville, Celina and Nashville in Jan-Jun 2025 (stage, and flow through the NWS rating) |
data/SOURCE.md |
every rule and number, as real, derived or assumed |
runs/<run>/index.json |
every episode: reward, grade, the submitted plan (plan mode) or the commits (live mode), tokens, time |
runs/<run>/board.md |
the run's board |
runs/live-baselines-24h.md |
live mode's policies without a model: scenario-optimal 1.000, a perfect solver on the mean forecast 0.552, one scenario 0.444, hold 0.215 |
Results (live mode, 24 tasks)
| model | mean reward |
|---|---|
| a perfect solver planning on the mean forecast (no model) | 0.552 |
| DeepSeek-V4.1-Flash | 0.364 |
| Beam-1.0-501B-A23B (default effort) | 0.236 |
| Beam-1.0-501B-A23B (reasoning_effort high) | 0.237 |
| hold every release | 0.215 |
Grading
- Plan mode: reward = 0.2 + 0.8·exp(−ρ/0.25), where ρ = (cost − optimum) / (lazy − optimum). Plans that break a rule score below 0.2.
- Live mode: ρ = Σ regret / Σ (the lazy operator's regret). Each decision's regret is its expected extra cost over the scenario-optimal decision, from a two-stage stochastic LP over the 8 scenarios.
- Both are deterministic, with no LLM judge.
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