{
  "benchmark": "pglib-uc-warm-start-smoke",
  "claim_boundary": "Candidate warm-start seed lane is deterministic and Catalyst-Q-compatible. HiGHS rows are real SciPy MILP solves when requested. Catalyst-Q API rows are real SDK/API executions only when execute_api_limit is set. Scale-stress rows show responsiveness when exact MILP baselines fail or hit a timebox; they do not claim global optimality.",
  "rows": [
    {
      "baseline_feasible": true,
      "baseline_objective": 522909.456308,
      "baseline_overgeneration": 0,
      "baseline_reserve_shortfall": 0,
      "baseline_unit_periods": 11856,
      "candidate_feasible": true,
      "candidate_gap_to_milp_pct": null,
      "candidate_objective": 42280.285368,
      "candidate_overgeneration": 0,
      "candidate_reserve_shortfall": 0,
      "candidate_unit_periods": 17570,
      "case_id": "2014-09-01_reserves_0",
      "catalyst_q_api_attempted": false,
      "catalyst_q_api_error": null,
      "catalyst_q_api_latency_ms": null,
      "catalyst_q_api_objective": null,
      "catalyst_q_api_ok": null,
      "catalyst_q_api_response_sha256": null,
      "catalyst_q_api_status_code": null,
      "milp_binary_variables": 58560,
      "milp_constraint_count": 87936,
      "milp_continuous_variables": 29280,
      "milp_highs_attempted": false,
      "milp_highs_available": null,
      "milp_highs_message": null,
      "milp_highs_objective": null,
      "milp_highs_runtime_seconds": null,
      "milp_highs_status": null,
      "milp_highs_success": null,
      "milp_highs_unit_periods": null,
      "milp_variable_count": 87840,
      "objective_delta": 480629.17094,
      "objective_improvement_pct": 91.914416,
      "peak_requirement": 36856.37,
      "renewable_generators": 0,
      "source_path": "pglib-uc-master/ca/2014-09-01_reserves_0.json",
      "thermal_generators": 610,
      "time_periods": 48,
      "total_capacity": 47761.5,
      "unit_period_delta": -5714
    },
    {
      "baseline_feasible": true,
      "baseline_objective": 379696.14016,
      "baseline_overgeneration": 0,
      "baseline_reserve_shortfall": 0,
      "baseline_unit_periods": 11922,
      "candidate_feasible": true,
      "candidate_gap_to_milp_pct": null,
      "candidate_objective": 42323.925867,
      "candidate_overgeneration": 0,
      "candidate_reserve_shortfall": 0,
      "candidate_unit_periods": 17612,
      "case_id": "2014-09-01_reserves_1",
      "catalyst_q_api_attempted": false,
      "catalyst_q_api_error": null,
      "catalyst_q_api_latency_ms": null,
      "catalyst_q_api_objective": null,
      "catalyst_q_api_ok": null,
      "catalyst_q_api_response_sha256": null,
      "catalyst_q_api_status_code": null,
      "milp_binary_variables": 58560,
      "milp_constraint_count": 87936,
      "milp_continuous_variables": 29280,
      "milp_highs_attempted": false,
      "milp_highs_available": null,
      "milp_highs_message": null,
      "milp_highs_objective": null,
      "milp_highs_runtime_seconds": null,
      "milp_highs_status": null,
      "milp_highs_success": null,
      "milp_highs_unit_periods": null,
      "milp_variable_count": 87840,
      "objective_delta": 337372.214293,
      "objective_improvement_pct": 88.853211,
      "peak_requirement": 37224.9337,
      "renewable_generators": 0,
      "source_path": "pglib-uc-master/ca/2014-09-01_reserves_1.json",
      "thermal_generators": 610,
      "time_periods": 48,
      "total_capacity": 47761.5,
      "unit_period_delta": -5690
    },
    {
      "baseline_feasible": true,
      "baseline_objective": 235529.642441,
      "baseline_overgeneration": 0,
      "baseline_reserve_shortfall": 0,
      "baseline_unit_periods": 12060,
      "candidate_feasible": true,
      "candidate_gap_to_milp_pct": null,
      "candidate_objective": 42337.98529,
      "candidate_overgeneration": 0,
      "candidate_reserve_shortfall": 0,
      "candidate_unit_periods": 17818,
      "case_id": "2014-09-01_reserves_3",
      "catalyst_q_api_attempted": false,
      "catalyst_q_api_error": null,
      "catalyst_q_api_latency_ms": null,
      "catalyst_q_api_objective": null,
      "catalyst_q_api_ok": null,
      "catalyst_q_api_response_sha256": null,
      "catalyst_q_api_status_code": null,
      "milp_binary_variables": 58560,
      "milp_constraint_count": 87936,
      "milp_continuous_variables": 29280,
      "milp_highs_attempted": false,
      "milp_highs_available": null,
      "milp_highs_message": null,
      "milp_highs_objective": null,
      "milp_highs_runtime_seconds": null,
      "milp_highs_status": null,
      "milp_highs_success": null,
      "milp_highs_unit_periods": null,
      "milp_variable_count": 87840,
      "objective_delta": 193191.657151,
      "objective_improvement_pct": 82.02435,
      "peak_requirement": 37962.0611,
      "renewable_generators": 0,
      "source_path": "pglib-uc-master/ca/2014-09-01_reserves_3.json",
      "thermal_generators": 610,
      "time_periods": 48,
      "total_capacity": 47761.5,
      "unit_period_delta": -5758
    },
    {
      "baseline_feasible": true,
      "baseline_objective": 181666.102555,
      "baseline_overgeneration": 0,
      "baseline_reserve_shortfall": 0,
      "baseline_unit_periods": 12212,
      "candidate_feasible": true,
      "candidate_gap_to_milp_pct": null,
      "candidate_objective": 42418.705802,
      "candidate_overgeneration": 0,
      "candidate_reserve_shortfall": 0,
      "candidate_unit_periods": 18036,
      "case_id": "2014-09-01_reserves_5",
      "catalyst_q_api_attempted": false,
      "catalyst_q_api_error": null,
      "catalyst_q_api_latency_ms": null,
      "catalyst_q_api_objective": null,
      "catalyst_q_api_ok": null,
      "catalyst_q_api_response_sha256": null,
      "catalyst_q_api_status_code": null,
      "milp_binary_variables": 58560,
      "milp_constraint_count": 87936,
      "milp_continuous_variables": 29280,
      "milp_highs_attempted": false,
      "milp_highs_available": null,
      "milp_highs_message": null,
      "milp_highs_objective": null,
      "milp_highs_runtime_seconds": null,
      "milp_highs_status": null,
      "milp_highs_success": null,
      "milp_highs_unit_periods": null,
      "milp_variable_count": 87840,
      "objective_delta": 139247.396753,
      "objective_improvement_pct": 76.650181,
      "peak_requirement": 38699.1885,
      "renewable_generators": 0,
      "source_path": "pglib-uc-master/ca/2014-09-01_reserves_5.json",
      "thermal_generators": 610,
      "time_periods": 48,
      "total_capacity": 47761.5,
      "unit_period_delta": -5824
    },
    {
      "baseline_feasible": true,
      "baseline_objective": 157879.070019,
      "baseline_overgeneration": 0,
      "baseline_reserve_shortfall": 0,
      "baseline_unit_periods": 11182,
      "candidate_feasible": true,
      "candidate_gap_to_milp_pct": null,
      "candidate_objective": 34722.064122,
      "candidate_overgeneration": 0,
      "candidate_reserve_shortfall": 0,
      "candidate_unit_periods": 15750,
      "case_id": "2014-12-01_reserves_0",
      "catalyst_q_api_attempted": false,
      "catalyst_q_api_error": null,
      "catalyst_q_api_latency_ms": null,
      "catalyst_q_api_objective": null,
      "catalyst_q_api_ok": null,
      "catalyst_q_api_response_sha256": null,
      "catalyst_q_api_status_code": null,
      "milp_binary_variables": 58560,
      "milp_constraint_count": 87936,
      "milp_continuous_variables": 29280,
      "milp_highs_attempted": false,
      "milp_highs_available": null,
      "milp_highs_message": null,
      "milp_highs_objective": null,
      "milp_highs_runtime_seconds": null,
      "milp_highs_status": null,
      "milp_highs_success": null,
      "milp_highs_unit_periods": null,
      "milp_variable_count": 87840,
      "objective_delta": 123157.005897,
      "objective_improvement_pct": 78.007177,
      "peak_requirement": 30479.15,
      "renewable_generators": 0,
      "source_path": "pglib-uc-master/ca/2014-12-01_reserves_0.json",
      "thermal_generators": 610,
      "time_periods": 48,
      "total_capacity": 47761.5,
      "unit_period_delta": -4568
    },
    {
      "baseline_feasible": true,
      "baseline_objective": 110323.502148,
      "baseline_overgeneration": 0,
      "baseline_reserve_shortfall": 0,
      "baseline_unit_periods": 11212,
      "candidate_feasible": true,
      "candidate_gap_to_milp_pct": null,
      "candidate_objective": 34716.001309,
      "candidate_overgeneration": 0,
      "candidate_reserve_shortfall": 0,
      "candidate_unit_periods": 15848,
      "case_id": "2014-12-01_reserves_1",
      "catalyst_q_api_attempted": false,
      "catalyst_q_api_error": null,
      "catalyst_q_api_latency_ms": null,
      "catalyst_q_api_objective": null,
      "catalyst_q_api_ok": null,
      "catalyst_q_api_response_sha256": null,
      "catalyst_q_api_status_code": null,
      "milp_binary_variables": 58560,
      "milp_constraint_count": 87936,
      "milp_continuous_variables": 29280,
      "milp_highs_attempted": false,
      "milp_highs_available": null,
      "milp_highs_message": null,
      "milp_highs_objective": null,
      "milp_highs_runtime_seconds": null,
      "milp_highs_status": null,
      "milp_highs_success": null,
      "milp_highs_unit_periods": null,
      "milp_variable_count": 87840,
      "objective_delta": 75607.500839,
      "objective_improvement_pct": 68.532542,
      "peak_requirement": 30783.9415,
      "renewable_generators": 0,
      "source_path": "pglib-uc-master/ca/2014-12-01_reserves_1.json",
      "thermal_generators": 610,
      "time_periods": 48,
      "total_capacity": 47761.5,
      "unit_period_delta": -4636
    },
    {
      "baseline_feasible": true,
      "baseline_objective": 65740.861244,
      "baseline_overgeneration": 0,
      "baseline_reserve_shortfall": 0,
      "baseline_unit_periods": 11286,
      "candidate_feasible": true,
      "candidate_gap_to_milp_pct": null,
      "candidate_objective": 34778.539919,
      "candidate_overgeneration": 0,
      "candidate_reserve_shortfall": 0,
      "candidate_unit_periods": 16010,
      "case_id": "2014-12-01_reserves_3",
      "catalyst_q_api_attempted": false,
      "catalyst_q_api_error": null,
      "catalyst_q_api_latency_ms": null,
      "catalyst_q_api_objective": null,
      "catalyst_q_api_ok": null,
      "catalyst_q_api_response_sha256": null,
      "catalyst_q_api_status_code": null,
      "milp_binary_variables": 58560,
      "milp_constraint_count": 87936,
      "milp_continuous_variables": 29280,
      "milp_highs_attempted": false,
      "milp_highs_available": null,
      "milp_highs_message": null,
      "milp_highs_objective": null,
      "milp_highs_runtime_seconds": null,
      "milp_highs_status": null,
      "milp_highs_success": null,
      "milp_highs_unit_periods": null,
      "milp_variable_count": 87840,
      "objective_delta": 30962.321325,
      "objective_improvement_pct": 47.097529,
      "peak_requirement": 31393.5245,
      "renewable_generators": 0,
      "source_path": "pglib-uc-master/ca/2014-12-01_reserves_3.json",
      "thermal_generators": 610,
      "time_periods": 48,
      "total_capacity": 47761.5,
      "unit_period_delta": -4724
    },
    {
      "baseline_feasible": true,
      "baseline_objective": 63733.814335,
      "baseline_overgeneration": 0,
      "baseline_reserve_shortfall": 0,
      "baseline_unit_periods": 11352,
      "candidate_feasible": true,
      "candidate_gap_to_milp_pct": null,
      "candidate_objective": 34783.910058,
      "candidate_overgeneration": 0,
      "candidate_reserve_shortfall": 0,
      "candidate_unit_periods": 16178,
      "case_id": "2014-12-01_reserves_5",
      "catalyst_q_api_attempted": false,
      "catalyst_q_api_error": null,
      "catalyst_q_api_latency_ms": null,
      "catalyst_q_api_objective": null,
      "catalyst_q_api_ok": null,
      "catalyst_q_api_response_sha256": null,
      "catalyst_q_api_status_code": null,
      "milp_binary_variables": 58560,
      "milp_constraint_count": 87936,
      "milp_continuous_variables": 29280,
      "milp_highs_attempted": false,
      "milp_highs_available": null,
      "milp_highs_message": null,
      "milp_highs_objective": null,
      "milp_highs_runtime_seconds": null,
      "milp_highs_status": null,
      "milp_highs_success": null,
      "milp_highs_unit_periods": null,
      "milp_variable_count": 87840,
      "objective_delta": 28949.904277,
      "objective_improvement_pct": 45.423147,
      "peak_requirement": 32003.1075,
      "renewable_generators": 0,
      "source_path": "pglib-uc-master/ca/2014-12-01_reserves_5.json",
      "thermal_generators": 610,
      "time_periods": 48,
      "total_capacity": 47761.5,
      "unit_period_delta": -4826
    },
    {
      "baseline_feasible": true,
      "baseline_objective": 58525.906098,
      "baseline_overgeneration": 0,
      "baseline_reserve_shortfall": 0,
      "baseline_unit_periods": 10782,
      "candidate_feasible": true,
      "candidate_gap_to_milp_pct": null,
      "candidate_objective": 28215.150295,
      "candidate_overgeneration": 0,
      "candidate_reserve_shortfall": 0,
      "candidate_unit_periods": 15112,
      "case_id": "2015-03-01_reserves_0",
      "catalyst_q_api_attempted": false,
      "catalyst_q_api_error": null,
      "catalyst_q_api_latency_ms": null,
      "catalyst_q_api_objective": null,
      "catalyst_q_api_ok": null,
      "catalyst_q_api_response_sha256": null,
      "catalyst_q_api_status_code": null,
      "milp_binary_variables": 58560,
      "milp_constraint_count": 87936,
      "milp_continuous_variables": 29280,
      "milp_highs_attempted": false,
      "milp_highs_available": null,
      "milp_highs_message": null,
      "milp_highs_objective": null,
      "milp_highs_runtime_seconds": null,
      "milp_highs_status": null,
      "milp_highs_success": null,
      "milp_highs_unit_periods": null,
      "milp_variable_count": 87840,
      "objective_delta": 30310.755803,
      "objective_improvement_pct": 51.790323,
      "peak_requirement": 26622.95,
      "renewable_generators": 0,
      "source_path": "pglib-uc-master/ca/2015-03-01_reserves_0.json",
      "thermal_generators": 610,
      "time_periods": 48,
      "total_capacity": 47761.5,
      "unit_period_delta": -4330
    },
    {
      "baseline_feasible": true,
      "baseline_objective": 46313.339997,
      "baseline_overgeneration": 0,
      "baseline_reserve_shortfall": 0,
      "baseline_unit_periods": 10800,
      "candidate_feasible": true,
      "candidate_gap_to_milp_pct": null,
      "candidate_objective": 28118.732789,
      "candidate_overgeneration": 0,
      "candidate_reserve_shortfall": 0,
      "candidate_unit_periods": 15160,
      "case_id": "2015-03-01_reserves_1",
      "catalyst_q_api_attempted": false,
      "catalyst_q_api_error": null,
      "catalyst_q_api_latency_ms": null,
      "catalyst_q_api_objective": null,
      "catalyst_q_api_ok": null,
      "catalyst_q_api_response_sha256": null,
      "catalyst_q_api_status_code": null,
      "milp_binary_variables": 58560,
      "milp_constraint_count": 87936,
      "milp_continuous_variables": 29280,
      "milp_highs_attempted": false,
      "milp_highs_available": null,
      "milp_highs_message": null,
      "milp_highs_objective": null,
      "milp_highs_runtime_seconds": null,
      "milp_highs_status": null,
      "milp_highs_success": null,
      "milp_highs_unit_periods": null,
      "milp_variable_count": 87840,
      "objective_delta": 18194.607208,
      "objective_improvement_pct": 39.285889,
      "peak_requirement": 26889.1795,
      "renewable_generators": 0,
      "source_path": "pglib-uc-master/ca/2015-03-01_reserves_1.json",
      "thermal_generators": 610,
      "time_periods": 48,
      "total_capacity": 47761.5,
      "unit_period_delta": -4360
    },
    {
      "baseline_feasible": true,
      "baseline_objective": 37019.311583,
      "baseline_overgeneration": 0,
      "baseline_reserve_shortfall": 0,
      "baseline_unit_periods": 10842,
      "candidate_feasible": true,
      "candidate_gap_to_milp_pct": null,
      "candidate_objective": 28212.092218,
      "candidate_overgeneration": 0,
      "candidate_reserve_shortfall": 0,
      "candidate_unit_periods": 15226,
      "case_id": "2015-03-01_reserves_3",
      "catalyst_q_api_attempted": false,
      "catalyst_q_api_error": null,
      "catalyst_q_api_latency_ms": null,
      "catalyst_q_api_objective": null,
      "catalyst_q_api_ok": null,
      "catalyst_q_api_response_sha256": null,
      "catalyst_q_api_status_code": null,
      "milp_binary_variables": 58560,
      "milp_constraint_count": 87936,
      "milp_continuous_variables": 29280,
      "milp_highs_attempted": false,
      "milp_highs_available": null,
      "milp_highs_message": null,
      "milp_highs_objective": null,
      "milp_highs_runtime_seconds": null,
      "milp_highs_status": null,
      "milp_highs_success": null,
      "milp_highs_unit_periods": null,
      "milp_variable_count": 87840,
      "objective_delta": 8807.219365,
      "objective_improvement_pct": 23.790878,
      "peak_requirement": 27421.6385,
      "renewable_generators": 0,
      "source_path": "pglib-uc-master/ca/2015-03-01_reserves_3.json",
      "thermal_generators": 610,
      "time_periods": 48,
      "total_capacity": 47761.5,
      "unit_period_delta": -4384
    },
    {
      "baseline_feasible": true,
      "baseline_objective": 37487.299336,
      "baseline_overgeneration": 0,
      "baseline_reserve_shortfall": 0,
      "baseline_unit_periods": 10886,
      "candidate_feasible": true,
      "candidate_gap_to_milp_pct": null,
      "candidate_objective": 28243.243295,
      "candidate_overgeneration": 0,
      "candidate_reserve_shortfall": 0,
      "candidate_unit_periods": 15304,
      "case_id": "2015-03-01_reserves_5",
      "catalyst_q_api_attempted": false,
      "catalyst_q_api_error": null,
      "catalyst_q_api_latency_ms": null,
      "catalyst_q_api_objective": null,
      "catalyst_q_api_ok": null,
      "catalyst_q_api_response_sha256": null,
      "catalyst_q_api_status_code": null,
      "milp_binary_variables": 58560,
      "milp_constraint_count": 87936,
      "milp_continuous_variables": 29280,
      "milp_highs_attempted": false,
      "milp_highs_available": null,
      "milp_highs_message": null,
      "milp_highs_objective": null,
      "milp_highs_runtime_seconds": null,
      "milp_highs_status": null,
      "milp_highs_success": null,
      "milp_highs_unit_periods": null,
      "milp_variable_count": 87840,
      "objective_delta": 9244.056042,
      "objective_improvement_pct": 24.659168,
      "peak_requirement": 27954.0975,
      "renewable_generators": 0,
      "source_path": "pglib-uc-master/ca/2015-03-01_reserves_5.json",
      "thermal_generators": 610,
      "time_periods": 48,
      "total_capacity": 47761.5,
      "unit_period_delta": -4418
    },
    {
      "baseline_feasible": true,
      "baseline_objective": 219274.008471,
      "baseline_overgeneration": 0,
      "baseline_reserve_shortfall": 0,
      "baseline_unit_periods": 11340,
      "candidate_feasible": true,
      "candidate_gap_to_milp_pct": null,
      "candidate_objective": 36681.910532,
      "candidate_overgeneration": 0,
      "candidate_reserve_shortfall": 0,
      "candidate_unit_periods": 16020,
      "case_id": "2015-06-01_reserves_0",
      "catalyst_q_api_attempted": false,
      "catalyst_q_api_error": null,
      "catalyst_q_api_latency_ms": null,
      "catalyst_q_api_objective": null,
      "catalyst_q_api_ok": null,
      "catalyst_q_api_response_sha256": null,
      "catalyst_q_api_status_code": null,
      "milp_binary_variables": 58560,
      "milp_constraint_count": 87936,
      "milp_continuous_variables": 29280,
      "milp_highs_attempted": false,
      "milp_highs_available": null,
      "milp_highs_message": null,
      "milp_highs_objective": null,
      "milp_highs_runtime_seconds": null,
      "milp_highs_status": null,
      "milp_highs_success": null,
      "milp_highs_unit_periods": null,
      "milp_variable_count": 87840,
      "objective_delta": 182592.097939,
      "objective_improvement_pct": 83.2712,
      "peak_requirement": 30020.08,
      "renewable_generators": 0,
      "source_path": "pglib-uc-master/ca/2015-06-01_reserves_0.json",
      "thermal_generators": 610,
      "time_periods": 48,
      "total_capacity": 47761.5,
      "unit_period_delta": -4680
    },
    {
      "baseline_feasible": true,
      "baseline_objective": 162156.842425,
      "baseline_overgeneration": 0,
      "baseline_reserve_shortfall": 0,
      "baseline_unit_periods": 11376,
      "candidate_feasible": true,
      "candidate_gap_to_milp_pct": null,
      "candidate_objective": 36780.702479,
      "candidate_overgeneration": 0,
      "candidate_reserve_shortfall": 0,
      "candidate_unit_periods": 16088,
      "case_id": "2015-06-01_reserves_1",
      "catalyst_q_api_attempted": false,
      "catalyst_q_api_error": null,
      "catalyst_q_api_latency_ms": null,
      "catalyst_q_api_objective": null,
      "catalyst_q_api_ok": null,
      "catalyst_q_api_response_sha256": null,
      "catalyst_q_api_status_code": null,
      "milp_binary_variables": 58560,
      "milp_constraint_count": 87936,
      "milp_continuous_variables": 29280,
      "milp_highs_attempted": false,
      "milp_highs_available": null,
      "milp_highs_message": null,
      "milp_highs_objective": null,
      "milp_highs_runtime_seconds": null,
      "milp_highs_status": null,
      "milp_highs_success": null,
      "milp_highs_unit_periods": null,
      "milp_variable_count": 87840,
      "objective_delta": 125376.139945,
      "objective_improvement_pct": 77.317823,
      "peak_requirement": 30320.2808,
      "renewable_generators": 0,
      "source_path": "pglib-uc-master/ca/2015-06-01_reserves_1.json",
      "thermal_generators": 610,
      "time_periods": 48,
      "total_capacity": 47761.5,
      "unit_period_delta": -4712
    },
    {
      "baseline_feasible": true,
      "baseline_objective": 85547.330176,
      "baseline_overgeneration": 0,
      "baseline_reserve_shortfall": 0,
      "baseline_unit_periods": 11452,
      "candidate_feasible": true,
      "candidate_gap_to_milp_pct": null,
      "candidate_objective": 36785.462714,
      "candidate_overgeneration": 0,
      "candidate_reserve_shortfall": 0,
      "candidate_unit_periods": 16254,
      "case_id": "2015-06-01_reserves_3",
      "catalyst_q_api_attempted": false,
      "catalyst_q_api_error": null,
      "catalyst_q_api_latency_ms": null,
      "catalyst_q_api_objective": null,
      "catalyst_q_api_ok": null,
      "catalyst_q_api_response_sha256": null,
      "catalyst_q_api_status_code": null,
      "milp_binary_variables": 58560,
      "milp_constraint_count": 87936,
      "milp_continuous_variables": 29280,
      "milp_highs_attempted": false,
      "milp_highs_available": null,
      "milp_highs_message": null,
      "milp_highs_objective": null,
      "milp_highs_runtime_seconds": null,
      "milp_highs_status": null,
      "milp_highs_success": null,
      "milp_highs_unit_periods": null,
      "milp_variable_count": 87840,
      "objective_delta": 48761.867463,
      "objective_improvement_pct": 56.999871,
      "peak_requirement": 30920.6824,
      "renewable_generators": 0,
      "source_path": "pglib-uc-master/ca/2015-06-01_reserves_3.json",
      "thermal_generators": 610,
      "time_periods": 48,
      "total_capacity": 47761.5,
      "unit_period_delta": -4802
    },
    {
      "baseline_feasible": true,
      "baseline_objective": 75852.396875,
      "baseline_overgeneration": 0,
      "baseline_reserve_shortfall": 0,
      "baseline_unit_periods": 11528,
      "candidate_feasible": true,
      "candidate_gap_to_milp_pct": null,
      "candidate_objective": 36833.791937,
      "candidate_overgeneration": 0,
      "candidate_reserve_shortfall": 0,
      "candidate_unit_periods": 16582,
      "case_id": "2015-06-01_reserves_5",
      "catalyst_q_api_attempted": false,
      "catalyst_q_api_error": null,
      "catalyst_q_api_latency_ms": null,
      "catalyst_q_api_objective": null,
      "catalyst_q_api_ok": null,
      "catalyst_q_api_response_sha256": null,
      "catalyst_q_api_status_code": null,
      "milp_binary_variables": 58560,
      "milp_constraint_count": 87936,
      "milp_continuous_variables": 29280,
      "milp_highs_attempted": false,
      "milp_highs_available": null,
      "milp_highs_message": null,
      "milp_highs_objective": null,
      "milp_highs_runtime_seconds": null,
      "milp_highs_status": null,
      "milp_highs_success": null,
      "milp_highs_unit_periods": null,
      "milp_variable_count": 87840,
      "objective_delta": 39018.604939,
      "objective_improvement_pct": 51.440174,
      "peak_requirement": 31521.084,
      "renewable_generators": 0,
      "source_path": "pglib-uc-master/ca/2015-06-01_reserves_5.json",
      "thermal_generators": 610,
      "time_periods": 48,
      "total_capacity": 47761.5,
      "unit_period_delta": -5054
    },
    {
      "baseline_feasible": true,
      "baseline_objective": 3213519.180079,
      "baseline_overgeneration": 0,
      "baseline_reserve_shortfall": 0,
      "baseline_unit_periods": 14006,
      "candidate_feasible": true,
      "candidate_gap_to_milp_pct": null,
      "candidate_objective": 136106.422391,
      "candidate_overgeneration": 0,
      "candidate_reserve_shortfall": 0,
      "candidate_unit_periods": 20038,
      "case_id": "Scenario400_reserves_0",
      "catalyst_q_api_attempted": false,
      "catalyst_q_api_error": null,
      "catalyst_q_api_latency_ms": null,
      "catalyst_q_api_objective": null,
      "catalyst_q_api_ok": null,
      "catalyst_q_api_response_sha256": null,
      "catalyst_q_api_status_code": null,
      "milp_binary_variables": 58560,
      "milp_constraint_count": 87936,
      "milp_continuous_variables": 29280,
      "milp_highs_attempted": false,
      "milp_highs_available": null,
      "milp_highs_message": null,
      "milp_highs_objective": null,
      "milp_highs_runtime_seconds": null,
      "milp_highs_status": null,
      "milp_highs_success": null,
      "milp_highs_unit_periods": null,
      "milp_variable_count": 87840,
      "objective_delta": 3077412.757688,
      "objective_improvement_pct": 95.764568,
      "peak_requirement": 44214.671423,
      "renewable_generators": 1,
      "source_path": "pglib-uc-master/ca/Scenario400_reserves_0.json",
      "thermal_generators": 610,
      "time_periods": 48,
      "total_capacity": 47761.5,
      "unit_period_delta": -6032
    },
    {
      "baseline_feasible": true,
      "baseline_objective": 2008667.881886,
      "baseline_overgeneration": 0,
      "baseline_reserve_shortfall": 0,
      "baseline_unit_periods": 14200,
      "candidate_feasible": true,
      "candidate_gap_to_milp_pct": null,
      "candidate_objective": 140551.586813,
      "candidate_overgeneration": 0,
      "candidate_reserve_shortfall": 0,
      "candidate_unit_periods": 20258,
      "case_id": "Scenario400_reserves_1",
      "catalyst_q_api_attempted": false,
      "catalyst_q_api_error": null,
      "catalyst_q_api_latency_ms": null,
      "catalyst_q_api_objective": null,
      "catalyst_q_api_ok": null,
      "catalyst_q_api_response_sha256": null,
      "catalyst_q_api_status_code": null,
      "milp_binary_variables": 58560,
      "milp_constraint_count": 87936,
      "milp_continuous_variables": 29280,
      "milp_highs_attempted": false,
      "milp_highs_available": null,
      "milp_highs_message": null,
      "milp_highs_objective": null,
      "milp_highs_runtime_seconds": null,
      "milp_highs_status": null,
      "milp_highs_success": null,
      "milp_highs_unit_periods": null,
      "milp_variable_count": 87840,
      "objective_delta": 1868116.295073,
      "objective_improvement_pct": 93.002746,
      "peak_requirement": 44656.818138,
      "renewable_generators": 1,
      "source_path": "pglib-uc-master/ca/Scenario400_reserves_1.json",
      "thermal_generators": 610,
      "time_periods": 48,
      "total_capacity": 47761.5,
      "unit_period_delta": -6058
    },
    {
      "baseline_feasible": true,
      "baseline_objective": 1777710.730633,
      "baseline_overgeneration": 0,
      "baseline_reserve_shortfall": 0,
      "baseline_unit_periods": 14620,
      "candidate_feasible": true,
      "candidate_gap_to_milp_pct": null,
      "candidate_objective": 164248.711924,
      "candidate_overgeneration": 0,
      "candidate_reserve_shortfall": 0,
      "candidate_unit_periods": 20614,
      "case_id": "Scenario400_reserves_3",
      "catalyst_q_api_attempted": false,
      "catalyst_q_api_error": null,
      "catalyst_q_api_latency_ms": null,
      "catalyst_q_api_objective": null,
      "catalyst_q_api_ok": null,
      "catalyst_q_api_response_sha256": null,
      "catalyst_q_api_status_code": null,
      "milp_binary_variables": 58560,
      "milp_constraint_count": 87936,
      "milp_continuous_variables": 29280,
      "milp_highs_attempted": false,
      "milp_highs_available": null,
      "milp_highs_message": null,
      "milp_highs_objective": null,
      "milp_highs_runtime_seconds": null,
      "milp_highs_status": null,
      "milp_highs_success": null,
      "milp_highs_unit_periods": null,
      "milp_variable_count": 87840,
      "objective_delta": 1613462.018709,
      "objective_improvement_pct": 90.760662,
      "peak_requirement": 45541.111566,
      "renewable_generators": 1,
      "source_path": "pglib-uc-master/ca/Scenario400_reserves_3.json",
      "thermal_generators": 610,
      "time_periods": 48,
      "total_capacity": 47761.5,
      "unit_period_delta": -5994
    },
    {
      "baseline_feasible": true,
      "baseline_objective": 1819192.224873,
      "baseline_overgeneration": 0,
      "baseline_reserve_shortfall": 0,
      "baseline_unit_periods": 15090,
      "candidate_feasible": true,
      "candidate_gap_to_milp_pct": null,
      "candidate_objective": 261679.279414,
      "candidate_overgeneration": 0,
      "candidate_reserve_shortfall": 0,
      "candidate_unit_periods": 21122,
      "case_id": "Scenario400_reserves_5",
      "catalyst_q_api_attempted": false,
      "catalyst_q_api_error": null,
      "catalyst_q_api_latency_ms": null,
      "catalyst_q_api_objective": null,
      "catalyst_q_api_ok": null,
      "catalyst_q_api_response_sha256": null,
      "catalyst_q_api_status_code": null,
      "milp_binary_variables": 58560,
      "milp_constraint_count": 87936,
      "milp_continuous_variables": 29280,
      "milp_highs_attempted": false,
      "milp_highs_available": null,
      "milp_highs_message": null,
      "milp_highs_objective": null,
      "milp_highs_runtime_seconds": null,
      "milp_highs_status": null,
      "milp_highs_success": null,
      "milp_highs_unit_periods": null,
      "milp_variable_count": 87840,
      "objective_delta": 1557512.945458,
      "objective_improvement_pct": 85.615633,
      "peak_requirement": 46425.404994,
      "renewable_generators": 1,
      "source_path": "pglib-uc-master/ca/Scenario400_reserves_5.json",
      "thermal_generators": 610,
      "time_periods": 48,
      "total_capacity": 47761.5,
      "unit_period_delta": -6032
    },
    {
      "baseline_feasible": true,
      "baseline_objective": 213928573.44962,
      "baseline_overgeneration": 0,
      "baseline_reserve_shortfall": 0,
      "baseline_unit_periods": 8615,
      "candidate_feasible": true,
      "candidate_gap_to_milp_pct": null,
      "candidate_objective": 89617348.095341,
      "candidate_overgeneration": 0,
      "candidate_reserve_shortfall": 0,
      "candidate_unit_periods": 13777,
      "case_id": "2015-01-01_hw",
      "catalyst_q_api_attempted": false,
      "catalyst_q_api_error": null,
      "catalyst_q_api_latency_ms": null,
      "catalyst_q_api_objective": null,
      "catalyst_q_api_ok": null,
      "catalyst_q_api_response_sha256": null,
      "catalyst_q_api_status_code": null,
      "milp_binary_variables": 89664,
      "milp_constraint_count": 134592,
      "milp_continuous_variables": 44832,
      "milp_highs_attempted": false,
      "milp_highs_available": null,
      "milp_highs_message": null,
      "milp_highs_objective": null,
      "milp_highs_runtime_seconds": null,
      "milp_highs_status": null,
      "milp_highs_success": null,
      "milp_highs_unit_periods": null,
      "milp_variable_count": 134496,
      "objective_delta": 124311225.354279,
      "objective_improvement_pct": 58.108753,
      "peak_requirement": 105866.7,
      "renewable_generators": 1,
      "source_path": "pglib-uc-master/ferc/2015-01-01_hw.json",
      "thermal_generators": 934,
      "time_periods": 48,
      "total_capacity": 180731.71,
      "unit_period_delta": -5162
    },
    {
      "baseline_feasible": true,
      "baseline_objective": 213928573.44962,
      "baseline_overgeneration": 0,
      "baseline_reserve_shortfall": 0,
      "baseline_unit_periods": 8615,
      "candidate_feasible": true,
      "candidate_gap_to_milp_pct": null,
      "candidate_objective": 89617348.095341,
      "candidate_overgeneration": 0,
      "candidate_reserve_shortfall": 0,
      "candidate_unit_periods": 13777,
      "case_id": "2015-01-01_lw",
      "catalyst_q_api_attempted": false,
      "catalyst_q_api_error": null,
      "catalyst_q_api_latency_ms": null,
      "catalyst_q_api_objective": null,
      "catalyst_q_api_ok": null,
      "catalyst_q_api_response_sha256": null,
      "catalyst_q_api_status_code": null,
      "milp_binary_variables": 89664,
      "milp_constraint_count": 134592,
      "milp_continuous_variables": 44832,
      "milp_highs_attempted": false,
      "milp_highs_available": null,
      "milp_highs_message": null,
      "milp_highs_objective": null,
      "milp_highs_runtime_seconds": null,
      "milp_highs_status": null,
      "milp_highs_success": null,
      "milp_highs_unit_periods": null,
      "milp_variable_count": 134496,
      "objective_delta": 124311225.354279,
      "objective_improvement_pct": 58.108753,
      "peak_requirement": 105866.7,
      "renewable_generators": 1,
      "source_path": "pglib-uc-master/ferc/2015-01-01_lw.json",
      "thermal_generators": 934,
      "time_periods": 48,
      "total_capacity": 180731.71,
      "unit_period_delta": -5162
    },
    {
      "baseline_feasible": true,
      "baseline_objective": 238910218.960154,
      "baseline_overgeneration": 0,
      "baseline_reserve_shortfall": 0,
      "baseline_unit_periods": 9560,
      "candidate_feasible": true,
      "candidate_gap_to_milp_pct": null,
      "candidate_objective": 102362826.513067,
      "candidate_overgeneration": 0,
      "candidate_reserve_shortfall": 0,
      "candidate_unit_periods": 15619,
      "case_id": "2015-02-01_hw",
      "catalyst_q_api_attempted": false,
      "catalyst_q_api_error": null,
      "catalyst_q_api_latency_ms": null,
      "catalyst_q_api_objective": null,
      "catalyst_q_api_ok": null,
      "catalyst_q_api_response_sha256": null,
      "catalyst_q_api_status_code": null,
      "milp_binary_variables": 89664,
      "milp_constraint_count": 134592,
      "milp_continuous_variables": 44832,
      "milp_highs_attempted": false,
      "milp_highs_available": null,
      "milp_highs_message": null,
      "milp_highs_objective": null,
      "milp_highs_runtime_seconds": null,
      "milp_highs_status": null,
      "milp_highs_success": null,
      "milp_highs_unit_periods": null,
      "milp_variable_count": 134496,
      "objective_delta": 136547392.447087,
      "objective_improvement_pct": 57.15427,
      "peak_requirement": 125155.9,
      "renewable_generators": 1,
      "source_path": "pglib-uc-master/ferc/2015-02-01_hw.json",
      "thermal_generators": 934,
      "time_periods": 48,
      "total_capacity": 180731.71,
      "unit_period_delta": -6059
    },
    {
      "baseline_feasible": true,
      "baseline_objective": 238910218.960154,
      "baseline_overgeneration": 0,
      "baseline_reserve_shortfall": 0,
      "baseline_unit_periods": 9560,
      "candidate_feasible": true,
      "candidate_gap_to_milp_pct": null,
      "candidate_objective": 102362826.513067,
      "candidate_overgeneration": 0,
      "candidate_reserve_shortfall": 0,
      "candidate_unit_periods": 15619,
      "case_id": "2015-02-01_lw",
      "catalyst_q_api_attempted": false,
      "catalyst_q_api_error": null,
      "catalyst_q_api_latency_ms": null,
      "catalyst_q_api_objective": null,
      "catalyst_q_api_ok": null,
      "catalyst_q_api_response_sha256": null,
      "catalyst_q_api_status_code": null,
      "milp_binary_variables": 89664,
      "milp_constraint_count": 134592,
      "milp_continuous_variables": 44832,
      "milp_highs_attempted": false,
      "milp_highs_available": null,
      "milp_highs_message": null,
      "milp_highs_objective": null,
      "milp_highs_runtime_seconds": null,
      "milp_highs_status": null,
      "milp_highs_success": null,
      "milp_highs_unit_periods": null,
      "milp_variable_count": 134496,
      "objective_delta": 136547392.447087,
      "objective_improvement_pct": 57.15427,
      "peak_requirement": 125155.9,
      "renewable_generators": 1,
      "source_path": "pglib-uc-master/ferc/2015-02-01_lw.json",
      "thermal_generators": 934,
      "time_periods": 48,
      "total_capacity": 180731.71,
      "unit_period_delta": -6059
    },
    {
      "baseline_feasible": true,
      "baseline_objective": 251294636.712461,
      "baseline_overgeneration": 0,
      "baseline_reserve_shortfall": 0,
      "baseline_unit_periods": 9748,
      "candidate_feasible": true,
      "candidate_gap_to_milp_pct": null,
      "candidate_objective": 106472332.62072,
      "candidate_overgeneration": 0,
      "candidate_reserve_shortfall": 0,
      "candidate_unit_periods": 15962,
      "case_id": "2015-03-01_hw",
      "catalyst_q_api_attempted": false,
      "catalyst_q_api_error": null,
      "catalyst_q_api_latency_ms": null,
      "catalyst_q_api_objective": null,
      "catalyst_q_api_ok": null,
      "catalyst_q_api_response_sha256": null,
      "catalyst_q_api_status_code": null,
      "milp_binary_variables": 89664,
      "milp_constraint_count": 134592,
      "milp_continuous_variables": 44832,
      "milp_highs_attempted": false,
      "milp_highs_available": null,
      "milp_highs_message": null,
      "milp_highs_objective": null,
      "milp_highs_runtime_seconds": null,
      "milp_highs_status": null,
      "milp_highs_success": null,
      "milp_highs_unit_periods": null,
      "milp_variable_count": 134496,
      "objective_delta": 144822304.091741,
      "objective_improvement_pct": 57.630479,
      "peak_requirement": 116644.3,
      "renewable_generators": 1,
      "source_path": "pglib-uc-master/ferc/2015-03-01_hw.json",
      "thermal_generators": 934,
      "time_periods": 48,
      "total_capacity": 180731.71,
      "unit_period_delta": -6214
    },
    {
      "baseline_feasible": true,
      "baseline_objective": 251294636.712461,
      "baseline_overgeneration": 0,
      "baseline_reserve_shortfall": 0,
      "baseline_unit_periods": 9748,
      "candidate_feasible": true,
      "candidate_gap_to_milp_pct": null,
      "candidate_objective": 106472332.62072,
      "candidate_overgeneration": 0,
      "candidate_reserve_shortfall": 0,
      "candidate_unit_periods": 15962,
      "case_id": "2015-03-01_lw",
      "catalyst_q_api_attempted": false,
      "catalyst_q_api_error": null,
      "catalyst_q_api_latency_ms": null,
      "catalyst_q_api_objective": null,
      "catalyst_q_api_ok": null,
      "catalyst_q_api_response_sha256": null,
      "catalyst_q_api_status_code": null,
      "milp_binary_variables": 89664,
      "milp_constraint_count": 134592,
      "milp_continuous_variables": 44832,
      "milp_highs_attempted": false,
      "milp_highs_available": null,
      "milp_highs_message": null,
      "milp_highs_objective": null,
      "milp_highs_runtime_seconds": null,
      "milp_highs_status": null,
      "milp_highs_success": null,
      "milp_highs_unit_periods": null,
      "milp_variable_count": 134496,
      "objective_delta": 144822304.091741,
      "objective_improvement_pct": 57.630479,
      "peak_requirement": 116644.3,
      "renewable_generators": 1,
      "source_path": "pglib-uc-master/ferc/2015-03-01_lw.json",
      "thermal_generators": 934,
      "time_periods": 48,
      "total_capacity": 180731.71,
      "unit_period_delta": -6214
    },
    {
      "baseline_feasible": true,
      "baseline_objective": 205847665.968042,
      "baseline_overgeneration": 0,
      "baseline_reserve_shortfall": 0,
      "baseline_unit_periods": 10952,
      "candidate_feasible": true,
      "candidate_gap_to_milp_pct": null,
      "candidate_objective": 65040732.833564,
      "candidate_overgeneration": 0,
      "candidate_reserve_shortfall": 0,
      "candidate_unit_periods": 15648,
      "case_id": "2015-04-01_hw",
      "catalyst_q_api_attempted": true,
      "catalyst_q_api_error": null,
      "catalyst_q_api_latency_ms": 264.494,
      "catalyst_q_api_objective": 65123730.266827,
      "catalyst_q_api_ok": true,
      "catalyst_q_api_response_sha256": "2f9b991cc4877816e06759eab0145006ce8b449d43868a700d9d3d0da3f28606",
      "catalyst_q_api_status_code": 200,
      "milp_binary_variables": 93888,
      "milp_constraint_count": 140928,
      "milp_continuous_variables": 46944,
      "milp_highs_attempted": true,
      "milp_highs_available": true,
      "milp_highs_message": "Time limit reached. (HiGHS Status 13: Time limit reached)",
      "milp_highs_objective": 71750668.446674,
      "milp_highs_runtime_seconds": 1.889486,
      "milp_highs_status": 1,
      "milp_highs_success": false,
      "milp_highs_unit_periods": 17479,
      "milp_variable_count": 140832,
      "objective_delta": 140806933.134477,
      "objective_improvement_pct": 68.403464,
      "peak_requirement": 101688.1,
      "renewable_generators": 1,
      "source_path": "pglib-uc-master/ferc/2015-04-01_hw.json",
      "thermal_generators": 978,
      "time_periods": 48,
      "total_capacity": 177513.27,
      "unit_period_delta": -4696
    },
    {
      "baseline_feasible": true,
      "baseline_objective": 205847665.968042,
      "baseline_overgeneration": 0,
      "baseline_reserve_shortfall": 0,
      "baseline_unit_periods": 10952,
      "candidate_feasible": true,
      "candidate_gap_to_milp_pct": null,
      "candidate_objective": 65040732.833564,
      "candidate_overgeneration": 0,
      "candidate_reserve_shortfall": 0,
      "candidate_unit_periods": 15648,
      "case_id": "2015-04-01_lw",
      "catalyst_q_api_attempted": true,
      "catalyst_q_api_error": null,
      "catalyst_q_api_latency_ms": 230.676,
      "catalyst_q_api_objective": 65123730.266827,
      "catalyst_q_api_ok": true,
      "catalyst_q_api_response_sha256": "f3847719a140a1a0abc80e80bd1c477cb7f0056308e17552deb24a370f05438a",
      "catalyst_q_api_status_code": 200,
      "milp_binary_variables": 93888,
      "milp_constraint_count": 140928,
      "milp_continuous_variables": 46944,
      "milp_highs_attempted": true,
      "milp_highs_available": true,
      "milp_highs_message": "Time limit reached. (HiGHS Status 13: Time limit reached)",
      "milp_highs_objective": 71733254.792853,
      "milp_highs_runtime_seconds": 1.543487,
      "milp_highs_status": 1,
      "milp_highs_success": false,
      "milp_highs_unit_periods": 17468,
      "milp_variable_count": 140832,
      "objective_delta": 140806933.134477,
      "objective_improvement_pct": 68.403464,
      "peak_requirement": 101688.1,
      "renewable_generators": 1,
      "source_path": "pglib-uc-master/ferc/2015-04-01_lw.json",
      "thermal_generators": 978,
      "time_periods": 48,
      "total_capacity": 177513.27,
      "unit_period_delta": -4696
    },
    {
      "baseline_feasible": true,
      "baseline_objective": 186764674.236439,
      "baseline_overgeneration": 0,
      "baseline_reserve_shortfall": 0,
      "baseline_unit_periods": 10147,
      "candidate_feasible": true,
      "candidate_gap_to_milp_pct": null,
      "candidate_objective": 50455454.302502,
      "candidate_overgeneration": 0,
      "candidate_reserve_shortfall": 0,
      "candidate_unit_periods": 14227,
      "case_id": "2015-05-01_hw",
      "catalyst_q_api_attempted": true,
      "catalyst_q_api_error": null,
      "catalyst_q_api_latency_ms": 161.127,
      "catalyst_q_api_objective": 50438380.575364,
      "catalyst_q_api_ok": true,
      "catalyst_q_api_response_sha256": "949fbc02142e1ba53c403255c6dfd92aa76acabb7228f906355cf384776d45ca",
      "catalyst_q_api_status_code": 200,
      "milp_binary_variables": 93888,
      "milp_constraint_count": 140928,
      "milp_continuous_variables": 46944,
      "milp_highs_attempted": true,
      "milp_highs_available": true,
      "milp_highs_message": "Time limit reached. (HiGHS Status 13: Time limit reached)",
      "milp_highs_objective": 55666078.130278,
      "milp_highs_runtime_seconds": 1.5792,
      "milp_highs_status": 1,
      "milp_highs_success": false,
      "milp_highs_unit_periods": 15878,
      "milp_variable_count": 140832,
      "objective_delta": 136309219.933937,
      "objective_improvement_pct": 72.984477,
      "peak_requirement": 88861.5,
      "renewable_generators": 1,
      "source_path": "pglib-uc-master/ferc/2015-05-01_hw.json",
      "thermal_generators": 978,
      "time_periods": 48,
      "total_capacity": 177513.27,
      "unit_period_delta": -4080
    },
    {
      "baseline_feasible": true,
      "baseline_objective": 186764674.236439,
      "baseline_overgeneration": 0,
      "baseline_reserve_shortfall": 0,
      "baseline_unit_periods": 10147,
      "candidate_feasible": true,
      "candidate_gap_to_milp_pct": null,
      "candidate_objective": 50455454.302502,
      "candidate_overgeneration": 0,
      "candidate_reserve_shortfall": 0,
      "candidate_unit_periods": 14227,
      "case_id": "2015-05-01_lw",
      "catalyst_q_api_attempted": false,
      "catalyst_q_api_error": null,
      "catalyst_q_api_latency_ms": null,
      "catalyst_q_api_objective": null,
      "catalyst_q_api_ok": null,
      "catalyst_q_api_response_sha256": null,
      "catalyst_q_api_status_code": null,
      "milp_binary_variables": 93888,
      "milp_constraint_count": 140928,
      "milp_continuous_variables": 46944,
      "milp_highs_attempted": false,
      "milp_highs_available": null,
      "milp_highs_message": null,
      "milp_highs_objective": null,
      "milp_highs_runtime_seconds": null,
      "milp_highs_status": null,
      "milp_highs_success": null,
      "milp_highs_unit_periods": null,
      "milp_variable_count": 140832,
      "objective_delta": 136309219.933937,
      "objective_improvement_pct": 72.984477,
      "peak_requirement": 88861.5,
      "renewable_generators": 1,
      "source_path": "pglib-uc-master/ferc/2015-05-01_lw.json",
      "thermal_generators": 978,
      "time_periods": 48,
      "total_capacity": 177513.27,
      "unit_period_delta": -4080
    },
    {
      "baseline_feasible": true,
      "baseline_objective": 208804369.935857,
      "baseline_overgeneration": 0,
      "baseline_reserve_shortfall": 0,
      "baseline_unit_periods": 11060,
      "candidate_feasible": true,
      "candidate_gap_to_milp_pct": null,
      "candidate_objective": 67009608.972517,
      "candidate_overgeneration": 0,
      "candidate_reserve_shortfall": 0,
      "candidate_unit_periods": 15890,
      "case_id": "2015-06-01_hw",
      "catalyst_q_api_attempted": false,
      "catalyst_q_api_error": null,
      "catalyst_q_api_latency_ms": null,
      "catalyst_q_api_objective": null,
      "catalyst_q_api_ok": null,
      "catalyst_q_api_response_sha256": null,
      "catalyst_q_api_status_code": null,
      "milp_binary_variables": 93888,
      "milp_constraint_count": 140928,
      "milp_continuous_variables": 46944,
      "milp_highs_attempted": false,
      "milp_highs_available": null,
      "milp_highs_message": null,
      "milp_highs_objective": null,
      "milp_highs_runtime_seconds": null,
      "milp_highs_status": null,
      "milp_highs_success": null,
      "milp_highs_unit_periods": null,
      "milp_variable_count": 140832,
      "objective_delta": 141794760.963341,
      "objective_improvement_pct": 67.907947,
      "peak_requirement": 107030.4,
      "renewable_generators": 1,
      "source_path": "pglib-uc-master/ferc/2015-06-01_hw.json",
      "thermal_generators": 978,
      "time_periods": 48,
      "total_capacity": 177513.27,
      "unit_period_delta": -4830
    },
    {
      "baseline_feasible": true,
      "baseline_objective": 208804369.935857,
      "baseline_overgeneration": 0,
      "baseline_reserve_shortfall": 0,
      "baseline_unit_periods": 11060,
      "candidate_feasible": true,
      "candidate_gap_to_milp_pct": null,
      "candidate_objective": 67009608.972517,
      "candidate_overgeneration": 0,
      "candidate_reserve_shortfall": 0,
      "candidate_unit_periods": 15890,
      "case_id": "2015-06-01_lw",
      "catalyst_q_api_attempted": false,
      "catalyst_q_api_error": null,
      "catalyst_q_api_latency_ms": null,
      "catalyst_q_api_objective": null,
      "catalyst_q_api_ok": null,
      "catalyst_q_api_response_sha256": null,
      "catalyst_q_api_status_code": null,
      "milp_binary_variables": 93888,
      "milp_constraint_count": 140928,
      "milp_continuous_variables": 46944,
      "milp_highs_attempted": false,
      "milp_highs_available": null,
      "milp_highs_message": null,
      "milp_highs_objective": null,
      "milp_highs_runtime_seconds": null,
      "milp_highs_status": null,
      "milp_highs_success": null,
      "milp_highs_unit_periods": null,
      "milp_variable_count": 140832,
      "objective_delta": 141794760.963341,
      "objective_improvement_pct": 67.907947,
      "peak_requirement": 107030.4,
      "renewable_generators": 1,
      "source_path": "pglib-uc-master/ferc/2015-06-01_lw.json",
      "thermal_generators": 978,
      "time_periods": 48,
      "total_capacity": 177513.27,
      "unit_period_delta": -4830
    },
    {
      "baseline_feasible": true,
      "baseline_objective": 221549313.342612,
      "baseline_overgeneration": 0,
      "baseline_reserve_shortfall": 0,
      "baseline_unit_periods": 11746,
      "candidate_feasible": true,
      "candidate_gap_to_milp_pct": null,
      "candidate_objective": 77281576.283495,
      "candidate_overgeneration": 0,
      "candidate_reserve_shortfall": 0,
      "candidate_unit_periods": 17061,
      "case_id": "2015-07-01_hw",
      "catalyst_q_api_attempted": false,
      "catalyst_q_api_error": null,
      "catalyst_q_api_latency_ms": null,
      "catalyst_q_api_objective": null,
      "catalyst_q_api_ok": null,
      "catalyst_q_api_response_sha256": null,
      "catalyst_q_api_status_code": null,
      "milp_binary_variables": 93888,
      "milp_constraint_count": 140928,
      "milp_continuous_variables": 46944,
      "milp_highs_attempted": false,
      "milp_highs_available": null,
      "milp_highs_message": null,
      "milp_highs_objective": null,
      "milp_highs_runtime_seconds": null,
      "milp_highs_status": null,
      "milp_highs_success": null,
      "milp_highs_unit_periods": null,
      "milp_variable_count": 140832,
      "objective_delta": 144267737.059117,
      "objective_improvement_pct": 65.117664,
      "peak_requirement": 118423.4,
      "renewable_generators": 1,
      "source_path": "pglib-uc-master/ferc/2015-07-01_hw.json",
      "thermal_generators": 978,
      "time_periods": 48,
      "total_capacity": 177513.27,
      "unit_period_delta": -5315
    },
    {
      "baseline_feasible": true,
      "baseline_objective": 221549313.342612,
      "baseline_overgeneration": 0,
      "baseline_reserve_shortfall": 0,
      "baseline_unit_periods": 11746,
      "candidate_feasible": true,
      "candidate_gap_to_milp_pct": null,
      "candidate_objective": 77281576.283495,
      "candidate_overgeneration": 0,
      "candidate_reserve_shortfall": 0,
      "candidate_unit_periods": 17061,
      "case_id": "2015-07-01_lw",
      "catalyst_q_api_attempted": false,
      "catalyst_q_api_error": null,
      "catalyst_q_api_latency_ms": null,
      "catalyst_q_api_objective": null,
      "catalyst_q_api_ok": null,
      "catalyst_q_api_response_sha256": null,
      "catalyst_q_api_status_code": null,
      "milp_binary_variables": 93888,
      "milp_constraint_count": 140928,
      "milp_continuous_variables": 46944,
      "milp_highs_attempted": false,
      "milp_highs_available": null,
      "milp_highs_message": null,
      "milp_highs_objective": null,
      "milp_highs_runtime_seconds": null,
      "milp_highs_status": null,
      "milp_highs_success": null,
      "milp_highs_unit_periods": null,
      "milp_variable_count": 140832,
      "objective_delta": 144267737.059117,
      "objective_improvement_pct": 65.117664,
      "peak_requirement": 118423.4,
      "renewable_generators": 1,
      "source_path": "pglib-uc-master/ferc/2015-07-01_lw.json",
      "thermal_generators": 978,
      "time_periods": 48,
      "total_capacity": 177513.27,
      "unit_period_delta": -5315
    },
    {
      "baseline_feasible": true,
      "baseline_objective": 240672297.93882,
      "baseline_overgeneration": 0,
      "baseline_reserve_shortfall": 0,
      "baseline_unit_periods": 12680,
      "candidate_feasible": true,
      "candidate_gap_to_milp_pct": null,
      "candidate_objective": 90467523.882291,
      "candidate_overgeneration": 0,
      "candidate_reserve_shortfall": 0,
      "candidate_unit_periods": 18489,
      "case_id": "2015-08-01_hw",
      "catalyst_q_api_attempted": false,
      "catalyst_q_api_error": null,
      "catalyst_q_api_latency_ms": null,
      "catalyst_q_api_objective": null,
      "catalyst_q_api_ok": null,
      "catalyst_q_api_response_sha256": null,
      "catalyst_q_api_status_code": null,
      "milp_binary_variables": 93888,
      "milp_constraint_count": 140928,
      "milp_continuous_variables": 46944,
      "milp_highs_attempted": false,
      "milp_highs_available": null,
      "milp_highs_message": null,
      "milp_highs_objective": null,
      "milp_highs_runtime_seconds": null,
      "milp_highs_status": null,
      "milp_highs_success": null,
      "milp_highs_unit_periods": null,
      "milp_variable_count": 140832,
      "objective_delta": 150204774.056528,
      "objective_improvement_pct": 62.410496,
      "peak_requirement": 128193.2,
      "renewable_generators": 1,
      "source_path": "pglib-uc-master/ferc/2015-08-01_hw.json",
      "thermal_generators": 978,
      "time_periods": 48,
      "total_capacity": 177513.27,
      "unit_period_delta": -5809
    },
    {
      "baseline_feasible": true,
      "baseline_objective": 240672297.93882,
      "baseline_overgeneration": 0,
      "baseline_reserve_shortfall": 0,
      "baseline_unit_periods": 12680,
      "candidate_feasible": true,
      "candidate_gap_to_milp_pct": null,
      "candidate_objective": 90467523.882291,
      "candidate_overgeneration": 0,
      "candidate_reserve_shortfall": 0,
      "candidate_unit_periods": 18489,
      "case_id": "2015-08-01_lw",
      "catalyst_q_api_attempted": false,
      "catalyst_q_api_error": null,
      "catalyst_q_api_latency_ms": null,
      "catalyst_q_api_objective": null,
      "catalyst_q_api_ok": null,
      "catalyst_q_api_response_sha256": null,
      "catalyst_q_api_status_code": null,
      "milp_binary_variables": 93888,
      "milp_constraint_count": 140928,
      "milp_continuous_variables": 46944,
      "milp_highs_attempted": false,
      "milp_highs_available": null,
      "milp_highs_message": null,
      "milp_highs_objective": null,
      "milp_highs_runtime_seconds": null,
      "milp_highs_status": null,
      "milp_highs_success": null,
      "milp_highs_unit_periods": null,
      "milp_variable_count": 140832,
      "objective_delta": 150204774.056528,
      "objective_improvement_pct": 62.410496,
      "peak_requirement": 128193.2,
      "renewable_generators": 1,
      "source_path": "pglib-uc-master/ferc/2015-08-01_lw.json",
      "thermal_generators": 978,
      "time_periods": 48,
      "total_capacity": 177513.27,
      "unit_period_delta": -5809
    },
    {
      "baseline_feasible": true,
      "baseline_objective": 271240465.275263,
      "baseline_overgeneration": 0,
      "baseline_reserve_shortfall": 0,
      "baseline_unit_periods": 16686,
      "candidate_feasible": true,
      "candidate_gap_to_milp_pct": null,
      "candidate_objective": 122173073.912181,
      "candidate_overgeneration": 0,
      "candidate_reserve_shortfall": 0,
      "candidate_unit_periods": 24148,
      "case_id": "2015-09-01_hw",
      "catalyst_q_api_attempted": false,
      "catalyst_q_api_error": null,
      "catalyst_q_api_latency_ms": null,
      "catalyst_q_api_objective": null,
      "catalyst_q_api_ok": null,
      "catalyst_q_api_response_sha256": null,
      "catalyst_q_api_status_code": null,
      "milp_binary_variables": 93888,
      "milp_constraint_count": 140928,
      "milp_continuous_variables": 46944,
      "milp_highs_attempted": false,
      "milp_highs_available": null,
      "milp_highs_message": null,
      "milp_highs_objective": null,
      "milp_highs_runtime_seconds": null,
      "milp_highs_status": null,
      "milp_highs_success": null,
      "milp_highs_unit_periods": null,
      "milp_variable_count": 140832,
      "objective_delta": 149067391.363081,
      "objective_improvement_pct": 54.957652,
      "peak_requirement": 153190.9,
      "renewable_generators": 1,
      "source_path": "pglib-uc-master/ferc/2015-09-01_hw.json",
      "thermal_generators": 978,
      "time_periods": 48,
      "total_capacity": 177513.27,
      "unit_period_delta": -7462
    },
    {
      "baseline_feasible": true,
      "baseline_objective": 271240465.275263,
      "baseline_overgeneration": 0,
      "baseline_reserve_shortfall": 0,
      "baseline_unit_periods": 16686,
      "candidate_feasible": true,
      "candidate_gap_to_milp_pct": null,
      "candidate_objective": 122173073.912181,
      "candidate_overgeneration": 0,
      "candidate_reserve_shortfall": 0,
      "candidate_unit_periods": 24148,
      "case_id": "2015-09-01_lw",
      "catalyst_q_api_attempted": false,
      "catalyst_q_api_error": null,
      "catalyst_q_api_latency_ms": null,
      "catalyst_q_api_objective": null,
      "catalyst_q_api_ok": null,
      "catalyst_q_api_response_sha256": null,
      "catalyst_q_api_status_code": null,
      "milp_binary_variables": 93888,
      "milp_constraint_count": 140928,
      "milp_continuous_variables": 46944,
      "milp_highs_attempted": false,
      "milp_highs_available": null,
      "milp_highs_message": null,
      "milp_highs_objective": null,
      "milp_highs_runtime_seconds": null,
      "milp_highs_status": null,
      "milp_highs_success": null,
      "milp_highs_unit_periods": null,
      "milp_variable_count": 140832,
      "objective_delta": 149067391.363081,
      "objective_improvement_pct": 54.957652,
      "peak_requirement": 153190.9,
      "renewable_generators": 1,
      "source_path": "pglib-uc-master/ferc/2015-09-01_lw.json",
      "thermal_generators": 978,
      "time_periods": 48,
      "total_capacity": 177513.27,
      "unit_period_delta": -7462
    },
    {
      "baseline_feasible": true,
      "baseline_objective": 162970851.693671,
      "baseline_overgeneration": 0,
      "baseline_reserve_shortfall": 0,
      "baseline_unit_periods": 7342,
      "candidate_feasible": true,
      "candidate_gap_to_milp_pct": null,
      "candidate_objective": 67065139.892955,
      "candidate_overgeneration": 0,
      "candidate_reserve_shortfall": 0,
      "candidate_unit_periods": 11196,
      "case_id": "2015-10-01_hw",
      "catalyst_q_api_attempted": false,
      "catalyst_q_api_error": null,
      "catalyst_q_api_latency_ms": null,
      "catalyst_q_api_objective": null,
      "catalyst_q_api_ok": null,
      "catalyst_q_api_response_sha256": null,
      "catalyst_q_api_status_code": null,
      "milp_binary_variables": 89664,
      "milp_constraint_count": 134592,
      "milp_continuous_variables": 44832,
      "milp_highs_attempted": false,
      "milp_highs_available": null,
      "milp_highs_message": null,
      "milp_highs_objective": null,
      "milp_highs_runtime_seconds": null,
      "milp_highs_status": null,
      "milp_highs_success": null,
      "milp_highs_unit_periods": null,
      "milp_variable_count": 134496,
      "objective_delta": 95905711.800716,
      "objective_improvement_pct": 58.848384,
      "peak_requirement": 91171.1,
      "renewable_generators": 1,
      "source_path": "pglib-uc-master/ferc/2015-10-01_hw.json",
      "thermal_generators": 934,
      "time_periods": 48,
      "total_capacity": 180731.71,
      "unit_period_delta": -3854
    },
    {
      "baseline_feasible": true,
      "baseline_objective": 162970851.693671,
      "baseline_overgeneration": 0,
      "baseline_reserve_shortfall": 0,
      "baseline_unit_periods": 7342,
      "candidate_feasible": true,
      "candidate_gap_to_milp_pct": null,
      "candidate_objective": 67065139.892955,
      "candidate_overgeneration": 0,
      "candidate_reserve_shortfall": 0,
      "candidate_unit_periods": 11196,
      "case_id": "2015-10-01_lw",
      "catalyst_q_api_attempted": false,
      "catalyst_q_api_error": null,
      "catalyst_q_api_latency_ms": null,
      "catalyst_q_api_objective": null,
      "catalyst_q_api_ok": null,
      "catalyst_q_api_response_sha256": null,
      "catalyst_q_api_status_code": null,
      "milp_binary_variables": 89664,
      "milp_constraint_count": 134592,
      "milp_continuous_variables": 44832,
      "milp_highs_attempted": false,
      "milp_highs_available": null,
      "milp_highs_message": null,
      "milp_highs_objective": null,
      "milp_highs_runtime_seconds": null,
      "milp_highs_status": null,
      "milp_highs_success": null,
      "milp_highs_unit_periods": null,
      "milp_variable_count": 134496,
      "objective_delta": 95905711.800716,
      "objective_improvement_pct": 58.848384,
      "peak_requirement": 91171.1,
      "renewable_generators": 1,
      "source_path": "pglib-uc-master/ferc/2015-10-01_lw.json",
      "thermal_generators": 934,
      "time_periods": 48,
      "total_capacity": 180731.71,
      "unit_period_delta": -3854
    },
    {
      "baseline_feasible": true,
      "baseline_objective": 167049757.320754,
      "baseline_overgeneration": 0,
      "baseline_reserve_shortfall": 0,
      "baseline_unit_periods": 7478,
      "candidate_feasible": true,
      "candidate_gap_to_milp_pct": null,
      "candidate_objective": 69441265.935578,
      "candidate_overgeneration": 0,
      "candidate_reserve_shortfall": 0,
      "candidate_unit_periods": 11456,
      "case_id": "2015-11-02_hw",
      "catalyst_q_api_attempted": false,
      "catalyst_q_api_error": null,
      "catalyst_q_api_latency_ms": null,
      "catalyst_q_api_objective": null,
      "catalyst_q_api_ok": null,
      "catalyst_q_api_response_sha256": null,
      "catalyst_q_api_status_code": null,
      "milp_binary_variables": 89664,
      "milp_constraint_count": 134592,
      "milp_continuous_variables": 44832,
      "milp_highs_attempted": false,
      "milp_highs_available": null,
      "milp_highs_message": null,
      "milp_highs_objective": null,
      "milp_highs_runtime_seconds": null,
      "milp_highs_status": null,
      "milp_highs_success": null,
      "milp_highs_unit_periods": null,
      "milp_variable_count": 134496,
      "objective_delta": 97608491.385175,
      "objective_improvement_pct": 58.430789,
      "peak_requirement": 95558.2,
      "renewable_generators": 1,
      "source_path": "pglib-uc-master/ferc/2015-11-02_hw.json",
      "thermal_generators": 934,
      "time_periods": 48,
      "total_capacity": 180731.71,
      "unit_period_delta": -3978
    },
    {
      "baseline_feasible": true,
      "baseline_objective": 167049757.320754,
      "baseline_overgeneration": 0,
      "baseline_reserve_shortfall": 0,
      "baseline_unit_periods": 7478,
      "candidate_feasible": true,
      "candidate_gap_to_milp_pct": null,
      "candidate_objective": 69441265.935578,
      "candidate_overgeneration": 0,
      "candidate_reserve_shortfall": 0,
      "candidate_unit_periods": 11456,
      "case_id": "2015-11-02_lw",
      "catalyst_q_api_attempted": false,
      "catalyst_q_api_error": null,
      "catalyst_q_api_latency_ms": null,
      "catalyst_q_api_objective": null,
      "catalyst_q_api_ok": null,
      "catalyst_q_api_response_sha256": null,
      "catalyst_q_api_status_code": null,
      "milp_binary_variables": 89664,
      "milp_constraint_count": 134592,
      "milp_continuous_variables": 44832,
      "milp_highs_attempted": false,
      "milp_highs_available": null,
      "milp_highs_message": null,
      "milp_highs_objective": null,
      "milp_highs_runtime_seconds": null,
      "milp_highs_status": null,
      "milp_highs_success": null,
      "milp_highs_unit_periods": null,
      "milp_variable_count": 134496,
      "objective_delta": 97608491.385175,
      "objective_improvement_pct": 58.430789,
      "peak_requirement": 95558.2,
      "renewable_generators": 1,
      "source_path": "pglib-uc-master/ferc/2015-11-02_lw.json",
      "thermal_generators": 934,
      "time_periods": 48,
      "total_capacity": 180731.71,
      "unit_period_delta": -3978
    },
    {
      "baseline_feasible": true,
      "baseline_objective": 192381065.467686,
      "baseline_overgeneration": 0,
      "baseline_reserve_shortfall": 0,
      "baseline_unit_periods": 8132,
      "candidate_feasible": true,
      "candidate_gap_to_milp_pct": null,
      "candidate_objective": 81139568.530718,
      "candidate_overgeneration": 0,
      "candidate_reserve_shortfall": 0,
      "candidate_unit_periods": 12870,
      "case_id": "2015-12-01_hw",
      "catalyst_q_api_attempted": false,
      "catalyst_q_api_error": null,
      "catalyst_q_api_latency_ms": null,
      "catalyst_q_api_objective": null,
      "catalyst_q_api_ok": null,
      "catalyst_q_api_response_sha256": null,
      "catalyst_q_api_status_code": null,
      "milp_binary_variables": 89664,
      "milp_constraint_count": 134592,
      "milp_continuous_variables": 44832,
      "milp_highs_attempted": false,
      "milp_highs_available": null,
      "milp_highs_message": null,
      "milp_highs_objective": null,
      "milp_highs_runtime_seconds": null,
      "milp_highs_status": null,
      "milp_highs_success": null,
      "milp_highs_unit_periods": null,
      "milp_variable_count": 134496,
      "objective_delta": 111241496.936968,
      "objective_improvement_pct": 57.823516,
      "peak_requirement": 103760.901,
      "renewable_generators": 1,
      "source_path": "pglib-uc-master/ferc/2015-12-01_hw.json",
      "thermal_generators": 934,
      "time_periods": 48,
      "total_capacity": 180731.71,
      "unit_period_delta": -4738
    },
    {
      "baseline_feasible": true,
      "baseline_objective": 192381065.467686,
      "baseline_overgeneration": 0,
      "baseline_reserve_shortfall": 0,
      "baseline_unit_periods": 8132,
      "candidate_feasible": true,
      "candidate_gap_to_milp_pct": null,
      "candidate_objective": 81139568.530718,
      "candidate_overgeneration": 0,
      "candidate_reserve_shortfall": 0,
      "candidate_unit_periods": 12870,
      "case_id": "2015-12-01_lw",
      "catalyst_q_api_attempted": false,
      "catalyst_q_api_error": null,
      "catalyst_q_api_latency_ms": null,
      "catalyst_q_api_objective": null,
      "catalyst_q_api_ok": null,
      "catalyst_q_api_response_sha256": null,
      "catalyst_q_api_status_code": null,
      "milp_binary_variables": 89664,
      "milp_constraint_count": 134592,
      "milp_continuous_variables": 44832,
      "milp_highs_attempted": false,
      "milp_highs_available": null,
      "milp_highs_message": null,
      "milp_highs_objective": null,
      "milp_highs_runtime_seconds": null,
      "milp_highs_status": null,
      "milp_highs_success": null,
      "milp_highs_unit_periods": null,
      "milp_variable_count": 134496,
      "objective_delta": 111241496.936968,
      "objective_improvement_pct": 57.823516,
      "peak_requirement": 103760.901,
      "renewable_generators": 1,
      "source_path": "pglib-uc-master/ferc/2015-12-01_lw.json",
      "thermal_generators": 934,
      "time_periods": 48,
      "total_capacity": 180731.71,
      "unit_period_delta": -4738
    },
    {
      "baseline_feasible": true,
      "baseline_objective": 4819859.050706,
      "baseline_overgeneration": 0,
      "baseline_reserve_shortfall": 0,
      "baseline_unit_periods": 553,
      "candidate_feasible": true,
      "candidate_gap_to_milp_pct": null,
      "candidate_objective": 4140577.185204,
      "candidate_overgeneration": 0,
      "candidate_reserve_shortfall": 0,
      "candidate_unit_periods": 1068,
      "case_id": "2020-01-27",
      "catalyst_q_api_attempted": false,
      "catalyst_q_api_error": null,
      "catalyst_q_api_latency_ms": null,
      "catalyst_q_api_objective": null,
      "catalyst_q_api_ok": null,
      "catalyst_q_api_response_sha256": null,
      "catalyst_q_api_status_code": null,
      "milp_binary_variables": 7008,
      "milp_constraint_count": 10608,
      "milp_continuous_variables": 3504,
      "milp_highs_attempted": false,
      "milp_highs_available": null,
      "milp_highs_message": null,
      "milp_highs_objective": null,
      "milp_highs_runtime_seconds": null,
      "milp_highs_status": null,
      "milp_highs_success": null,
      "milp_highs_unit_periods": null,
      "milp_variable_count": 10512,
      "objective_delta": 679281.865503,
      "objective_improvement_pct": 14.093397,
      "peak_requirement": 4637.1321,
      "renewable_generators": 81,
      "source_path": "pglib-uc-master/rts_gmlc/2020-01-27.json",
      "thermal_generators": 73,
      "time_periods": 48,
      "total_capacity": 8076,
      "unit_period_delta": -515
    },
    {
      "baseline_feasible": true,
      "baseline_objective": 4589764.815326,
      "baseline_overgeneration": 0,
      "baseline_reserve_shortfall": 0,
      "baseline_unit_periods": 516,
      "candidate_feasible": true,
      "candidate_gap_to_milp_pct": null,
      "candidate_objective": 3889577.441736,
      "candidate_overgeneration": 0,
      "candidate_reserve_shortfall": 0,
      "candidate_unit_periods": 1029,
      "case_id": "2020-02-09",
      "catalyst_q_api_attempted": false,
      "catalyst_q_api_error": null,
      "catalyst_q_api_latency_ms": null,
      "catalyst_q_api_objective": null,
      "catalyst_q_api_ok": null,
      "catalyst_q_api_response_sha256": null,
      "catalyst_q_api_status_code": null,
      "milp_binary_variables": 7008,
      "milp_constraint_count": 10608,
      "milp_continuous_variables": 3504,
      "milp_highs_attempted": false,
      "milp_highs_available": null,
      "milp_highs_message": null,
      "milp_highs_objective": null,
      "milp_highs_runtime_seconds": null,
      "milp_highs_status": null,
      "milp_highs_success": null,
      "milp_highs_unit_periods": null,
      "milp_variable_count": 10512,
      "objective_delta": 700187.37359,
      "objective_improvement_pct": 15.255409,
      "peak_requirement": 4639.5526,
      "renewable_generators": 81,
      "source_path": "pglib-uc-master/rts_gmlc/2020-02-09.json",
      "thermal_generators": 73,
      "time_periods": 48,
      "total_capacity": 8076,
      "unit_period_delta": -513
    },
    {
      "baseline_feasible": true,
      "baseline_objective": 4747300.113657,
      "baseline_overgeneration": 0,
      "baseline_reserve_shortfall": 0,
      "baseline_unit_periods": 532,
      "candidate_feasible": true,
      "candidate_gap_to_milp_pct": null,
      "candidate_objective": 3973899.669312,
      "candidate_overgeneration": 0,
      "candidate_reserve_shortfall": 0,
      "candidate_unit_periods": 1054,
      "case_id": "2020-03-05",
      "catalyst_q_api_attempted": false,
      "catalyst_q_api_error": null,
      "catalyst_q_api_latency_ms": null,
      "catalyst_q_api_objective": null,
      "catalyst_q_api_ok": null,
      "catalyst_q_api_response_sha256": null,
      "catalyst_q_api_status_code": null,
      "milp_binary_variables": 7008,
      "milp_constraint_count": 10608,
      "milp_continuous_variables": 3504,
      "milp_highs_attempted": false,
      "milp_highs_available": null,
      "milp_highs_message": null,
      "milp_highs_objective": null,
      "milp_highs_runtime_seconds": null,
      "milp_highs_status": null,
      "milp_highs_success": null,
      "milp_highs_unit_periods": null,
      "milp_variable_count": 10512,
      "objective_delta": 773400.444345,
      "objective_improvement_pct": 16.291375,
      "peak_requirement": 4457.8503,
      "renewable_generators": 81,
      "source_path": "pglib-uc-master/rts_gmlc/2020-03-05.json",
      "thermal_generators": 73,
      "time_periods": 48,
      "total_capacity": 8076,
      "unit_period_delta": -522
    },
    {
      "baseline_feasible": true,
      "baseline_objective": 4531496.788562,
      "baseline_overgeneration": 0,
      "baseline_reserve_shortfall": 0,
      "baseline_unit_periods": 512,
      "candidate_feasible": true,
      "candidate_gap_to_milp_pct": null,
      "candidate_objective": 3794974.126762,
      "candidate_overgeneration": 0,
      "candidate_reserve_shortfall": 0,
      "candidate_unit_periods": 1019,
      "case_id": "2020-04-03",
      "catalyst_q_api_attempted": false,
      "catalyst_q_api_error": null,
      "catalyst_q_api_latency_ms": null,
      "catalyst_q_api_objective": null,
      "catalyst_q_api_ok": null,
      "catalyst_q_api_response_sha256": null,
      "catalyst_q_api_status_code": null,
      "milp_binary_variables": 7008,
      "milp_constraint_count": 10608,
      "milp_continuous_variables": 3504,
      "milp_highs_attempted": false,
      "milp_highs_available": null,
      "milp_highs_message": null,
      "milp_highs_objective": null,
      "milp_highs_runtime_seconds": null,
      "milp_highs_status": null,
      "milp_highs_success": null,
      "milp_highs_unit_periods": null,
      "milp_variable_count": 10512,
      "objective_delta": 736522.6618,
      "objective_improvement_pct": 16.253408,
      "peak_requirement": 4457.9636,
      "renewable_generators": 81,
      "source_path": "pglib-uc-master/rts_gmlc/2020-04-03.json",
      "thermal_generators": 73,
      "time_periods": 48,
      "total_capacity": 8076,
      "unit_period_delta": -507
    },
    {
      "baseline_feasible": true,
      "baseline_objective": 5372828.199499,
      "baseline_overgeneration": 0,
      "baseline_reserve_shortfall": 0,
      "baseline_unit_periods": 634,
      "candidate_feasible": true,
      "candidate_gap_to_milp_pct": null,
      "candidate_objective": 4773859.51608,
      "candidate_overgeneration": 0,
      "candidate_reserve_shortfall": 0,
      "candidate_unit_periods": 1175,
      "case_id": "2020-05-05",
      "catalyst_q_api_attempted": false,
      "catalyst_q_api_error": null,
      "catalyst_q_api_latency_ms": null,
      "catalyst_q_api_objective": null,
      "catalyst_q_api_ok": null,
      "catalyst_q_api_response_sha256": null,
      "catalyst_q_api_status_code": null,
      "milp_binary_variables": 7008,
      "milp_constraint_count": 10608,
      "milp_continuous_variables": 3504,
      "milp_highs_attempted": false,
      "milp_highs_available": null,
      "milp_highs_message": null,
      "milp_highs_objective": null,
      "milp_highs_runtime_seconds": null,
      "milp_highs_status": null,
      "milp_highs_success": null,
      "milp_highs_unit_periods": null,
      "milp_variable_count": 10512,
      "objective_delta": 598968.68342,
      "objective_improvement_pct": 11.148108,
      "peak_requirement": 5442.6127,
      "renewable_generators": 81,
      "source_path": "pglib-uc-master/rts_gmlc/2020-05-05.json",
      "thermal_generators": 73,
      "time_periods": 48,
      "total_capacity": 8076,
      "unit_period_delta": -541
    },
    {
      "baseline_feasible": true,
      "baseline_objective": 6370230.681097,
      "baseline_overgeneration": 0,
      "baseline_reserve_shortfall": 0,
      "baseline_unit_periods": 888,
      "candidate_feasible": true,
      "candidate_gap_to_milp_pct": null,
      "candidate_objective": 5927207.534759,
      "candidate_overgeneration": 0,
      "candidate_reserve_shortfall": 0,
      "candidate_unit_periods": 1400,
      "case_id": "2020-06-09",
      "catalyst_q_api_attempted": false,
      "catalyst_q_api_error": null,
      "catalyst_q_api_latency_ms": null,
      "catalyst_q_api_objective": null,
      "catalyst_q_api_ok": null,
      "catalyst_q_api_response_sha256": null,
      "catalyst_q_api_status_code": null,
      "milp_binary_variables": 7008,
      "milp_constraint_count": 10608,
      "milp_continuous_variables": 3504,
      "milp_highs_attempted": false,
      "milp_highs_available": null,
      "milp_highs_message": null,
      "milp_highs_objective": null,
      "milp_highs_runtime_seconds": null,
      "milp_highs_status": null,
      "milp_highs_success": null,
      "milp_highs_unit_periods": null,
      "milp_variable_count": 10512,
      "objective_delta": 443023.146338,
      "objective_improvement_pct": 6.954586,
      "peak_requirement": 6772.25,
      "renewable_generators": 81,
      "source_path": "pglib-uc-master/rts_gmlc/2020-06-09.json",
      "thermal_generators": 73,
      "time_periods": 48,
      "total_capacity": 8076,
      "unit_period_delta": -512
    },
    {
      "baseline_feasible": true,
      "baseline_objective": 6426541.001724,
      "baseline_overgeneration": 0,
      "baseline_reserve_shortfall": 0,
      "baseline_unit_periods": 915,
      "candidate_feasible": true,
      "candidate_gap_to_milp_pct": null,
      "candidate_objective": 6043531.175823,
      "candidate_overgeneration": 0,
      "candidate_reserve_shortfall": 0,
      "candidate_unit_periods": 1421,
      "case_id": "2020-07-06",
      "catalyst_q_api_attempted": false,
      "catalyst_q_api_error": null,
      "catalyst_q_api_latency_ms": null,
      "catalyst_q_api_objective": null,
      "catalyst_q_api_ok": null,
      "catalyst_q_api_response_sha256": null,
      "catalyst_q_api_status_code": null,
      "milp_binary_variables": 7008,
      "milp_constraint_count": 10608,
      "milp_continuous_variables": 3504,
      "milp_highs_attempted": false,
      "milp_highs_available": null,
      "milp_highs_message": null,
      "milp_highs_objective": null,
      "milp_highs_runtime_seconds": null,
      "milp_highs_status": null,
      "milp_highs_success": null,
      "milp_highs_unit_periods": null,
      "milp_variable_count": 10512,
      "objective_delta": 383009.825901,
      "objective_improvement_pct": 5.959813,
      "peak_requirement": 6653.5013,
      "renewable_generators": 81,
      "source_path": "pglib-uc-master/rts_gmlc/2020-07-06.json",
      "thermal_generators": 73,
      "time_periods": 48,
      "total_capacity": 8076,
      "unit_period_delta": -506
    },
    {
      "baseline_feasible": false,
      "baseline_objective": 7816827.593554,
      "baseline_overgeneration": 0,
      "baseline_reserve_shortfall": 457.0212,
      "baseline_unit_periods": 1553,
      "candidate_feasible": false,
      "candidate_gap_to_milp_pct": null,
      "candidate_objective": 7521886.08572,
      "candidate_overgeneration": 0,
      "candidate_reserve_shortfall": 457.0212,
      "candidate_unit_periods": 1892,
      "case_id": "2020-08-12",
      "catalyst_q_api_attempted": false,
      "catalyst_q_api_error": null,
      "catalyst_q_api_latency_ms": null,
      "catalyst_q_api_objective": null,
      "catalyst_q_api_ok": null,
      "catalyst_q_api_response_sha256": null,
      "catalyst_q_api_status_code": null,
      "milp_binary_variables": 7008,
      "milp_constraint_count": 10608,
      "milp_continuous_variables": 3504,
      "milp_highs_attempted": false,
      "milp_highs_available": null,
      "milp_highs_message": null,
      "milp_highs_objective": null,
      "milp_highs_runtime_seconds": null,
      "milp_highs_status": null,
      "milp_highs_success": null,
      "milp_highs_unit_periods": null,
      "milp_variable_count": 10512,
      "objective_delta": 0,
      "objective_improvement_pct": 0,
      "peak_requirement": 8258.0456,
      "renewable_generators": 81,
      "source_path": "pglib-uc-master/rts_gmlc/2020-08-12.json",
      "thermal_generators": 73,
      "time_periods": 48,
      "total_capacity": 8076,
      "unit_period_delta": -339
    },
    {
      "baseline_feasible": true,
      "baseline_objective": 5391985.382039,
      "baseline_overgeneration": 0,
      "baseline_reserve_shortfall": 0,
      "baseline_unit_periods": 635,
      "candidate_feasible": true,
      "candidate_gap_to_milp_pct": null,
      "candidate_objective": 4784256.675775,
      "candidate_overgeneration": 0,
      "candidate_reserve_shortfall": 0,
      "candidate_unit_periods": 1157,
      "case_id": "2020-09-20",
      "catalyst_q_api_attempted": false,
      "catalyst_q_api_error": null,
      "catalyst_q_api_latency_ms": null,
      "catalyst_q_api_objective": null,
      "catalyst_q_api_ok": null,
      "catalyst_q_api_response_sha256": null,
      "catalyst_q_api_status_code": null,
      "milp_binary_variables": 7008,
      "milp_constraint_count": 10608,
      "milp_continuous_variables": 3504,
      "milp_highs_attempted": false,
      "milp_highs_available": null,
      "milp_highs_message": null,
      "milp_highs_objective": null,
      "milp_highs_runtime_seconds": null,
      "milp_highs_status": null,
      "milp_highs_success": null,
      "milp_highs_unit_periods": null,
      "milp_variable_count": 10512,
      "objective_delta": 607728.706264,
      "objective_improvement_pct": 11.270964,
      "peak_requirement": 5769.3802,
      "renewable_generators": 81,
      "source_path": "pglib-uc-master/rts_gmlc/2020-09-20.json",
      "thermal_generators": 73,
      "time_periods": 48,
      "total_capacity": 8076,
      "unit_period_delta": -522
    },
    {
      "baseline_feasible": true,
      "baseline_objective": 5034817.229905,
      "baseline_overgeneration": 0,
      "baseline_reserve_shortfall": 0,
      "baseline_unit_periods": 562,
      "candidate_feasible": true,
      "candidate_gap_to_milp_pct": null,
      "candidate_objective": 4351045.60541,
      "candidate_overgeneration": 0,
      "candidate_reserve_shortfall": 0,
      "candidate_unit_periods": 1093,
      "case_id": "2020-10-27",
      "catalyst_q_api_attempted": false,
      "catalyst_q_api_error": null,
      "catalyst_q_api_latency_ms": null,
      "catalyst_q_api_objective": null,
      "catalyst_q_api_ok": null,
      "catalyst_q_api_response_sha256": null,
      "catalyst_q_api_status_code": null,
      "milp_binary_variables": 7008,
      "milp_constraint_count": 10608,
      "milp_continuous_variables": 3504,
      "milp_highs_attempted": false,
      "milp_highs_available": null,
      "milp_highs_message": null,
      "milp_highs_objective": null,
      "milp_highs_runtime_seconds": null,
      "milp_highs_status": null,
      "milp_highs_success": null,
      "milp_highs_unit_periods": null,
      "milp_variable_count": 10512,
      "objective_delta": 683771.624496,
      "objective_improvement_pct": 13.580863,
      "peak_requirement": 4759.733,
      "renewable_generators": 81,
      "source_path": "pglib-uc-master/rts_gmlc/2020-10-27.json",
      "thermal_generators": 73,
      "time_periods": 48,
      "total_capacity": 8076,
      "unit_period_delta": -531
    },
    {
      "baseline_feasible": true,
      "baseline_objective": 4550590.00539,
      "baseline_overgeneration": 0,
      "baseline_reserve_shortfall": 0,
      "baseline_unit_periods": 516,
      "candidate_feasible": true,
      "candidate_gap_to_milp_pct": null,
      "candidate_objective": 3800470.553142,
      "candidate_overgeneration": 0,
      "candidate_reserve_shortfall": 0,
      "candidate_unit_periods": 1023,
      "case_id": "2020-11-25",
      "catalyst_q_api_attempted": false,
      "catalyst_q_api_error": null,
      "catalyst_q_api_latency_ms": null,
      "catalyst_q_api_objective": null,
      "catalyst_q_api_ok": null,
      "catalyst_q_api_response_sha256": null,
      "catalyst_q_api_status_code": null,
      "milp_binary_variables": 7008,
      "milp_constraint_count": 10608,
      "milp_continuous_variables": 3504,
      "milp_highs_attempted": false,
      "milp_highs_available": null,
      "milp_highs_message": null,
      "milp_highs_objective": null,
      "milp_highs_runtime_seconds": null,
      "milp_highs_status": null,
      "milp_highs_success": null,
      "milp_highs_unit_periods": null,
      "milp_variable_count": 10512,
      "objective_delta": 750119.452249,
      "objective_improvement_pct": 16.484004,
      "peak_requirement": 4568.3384,
      "renewable_generators": 81,
      "source_path": "pglib-uc-master/rts_gmlc/2020-11-25.json",
      "thermal_generators": 73,
      "time_periods": 48,
      "total_capacity": 8076,
      "unit_period_delta": -507
    },
    {
      "baseline_feasible": true,
      "baseline_objective": 5321661.476132,
      "baseline_overgeneration": 0,
      "baseline_reserve_shortfall": 0,
      "baseline_unit_periods": 614,
      "candidate_feasible": true,
      "candidate_gap_to_milp_pct": null,
      "candidate_objective": 4723647.245407,
      "candidate_overgeneration": 0,
      "candidate_reserve_shortfall": 0,
      "candidate_unit_periods": 1160,
      "case_id": "2020-12-23",
      "catalyst_q_api_attempted": false,
      "catalyst_q_api_error": null,
      "catalyst_q_api_latency_ms": null,
      "catalyst_q_api_objective": null,
      "catalyst_q_api_ok": null,
      "catalyst_q_api_response_sha256": null,
      "catalyst_q_api_status_code": null,
      "milp_binary_variables": 7008,
      "milp_constraint_count": 10608,
      "milp_continuous_variables": 3504,
      "milp_highs_attempted": false,
      "milp_highs_available": null,
      "milp_highs_message": null,
      "milp_highs_objective": null,
      "milp_highs_runtime_seconds": null,
      "milp_highs_status": null,
      "milp_highs_success": null,
      "milp_highs_unit_periods": null,
      "milp_variable_count": 10512,
      "objective_delta": 598014.230725,
      "objective_improvement_pct": 11.237359,
      "peak_requirement": 5053.0255,
      "renewable_generators": 81,
      "source_path": "pglib-uc-master/rts_gmlc/2020-12-23.json",
      "thermal_generators": 73,
      "time_periods": 48,
      "total_capacity": 8076,
      "unit_period_delta": -546
    }
  ],
  "summary": {
    "api_case_count": 3,
    "api_ok_count": 3,
    "api_selection": "largest",
    "api_solver": "catalyst-q-api-unit_commitment",
    "api_success_on_milp_failed_count": 3,
    "average_improvement_pct": 54.00521,
    "baseline_feasible_count": 55,
    "baseline_solver": "capacity-order-warm-start-seed",
    "candidate_feasible_count": 55,
    "candidate_solver": "catalyst-q-compatible-merit-order-warm-start-seed-v0",
    "case_count": 56,
    "feasible_rescues": 0,
    "improved_count": 55,
    "largest_milp_variable_count": 140832,
    "largest_thermal_generators": 978,
    "milp_case_count": 3,
    "milp_failure_count": 3,
    "milp_selection": "largest",
    "milp_solver": "scipy.optimize.milp-highs",
    "milp_success_count": 0,
    "total_objective_delta": 3162716831.604632,
    "total_unit_period_delta": -233051
  }
}
