{
  "scope": "simulation_only",
  "date": "2026-11-12",
  "studies": {
    "original": {
      "low": {
        "schema_version": 1,
        "scope": "simulation_only",
        "config": {
          "seeds": [
            11,
            12,
            13,
            14,
            15
          ],
          "policies": [
            "static-distance",
            "dynamic-distance",
            "static-time",
            "dynamic-time"
          ],
          "n_zones": 20,
          "n_drivers": 0,
          "duration_hours": 8.0,
          "time_step_minutes": 5.0,
          "start_time": "2026-11-12T08:00:00",
          "data_source": "map",
          "data_directory": "output/map_data",
          "scenario_event": "steady",
          "demand_multiplier": 1.0,
          "min_price": 1.0,
          "max_price": 10.0,
          "target_occupancy": 0.85,
          "max_price_change": 0.15,
          "warmup_hours": 2.0,
          "array_backend": "mlx",
          "offered_load": 0.35
        },
        "baseline": "static-distance",
        "metric_definitions": {
          "revenue": "Simulated occupied-space revenue (USD)",
          "mean_occupancy": "Time-weighted occupied capacity (fraction)",
          "peak_occupancy": "Peak interval occupancy in measurement window (fraction)",
          "success_rate": "Parked / drivers arriving in measurement window (fraction)",
          "rejected": "Rejected drivers (count)",
          "unresolved": "Unresolved drivers (count)",
          "search_minutes": "Search delay, successful drivers only (minutes)",
          "driving_minutes": "Recommended driving time, successful drivers (minutes)",
          "walking_meters": "Estimated walk, successful drivers (meters)",
          "mean_stay_cost": "Quoted full-stay cost, successful drivers (USD)",
          "mean_hourly_price": "Time- and capacity-weighted posted price (USD/hour)",
          "target_occupancy_error": "Time-weighted absolute gap from occupancy target (fraction)"
        },
        "uncertainty": "95% Student t intervals across seeds; paired differences use identical seeds. These intervals do not capture model uncertainty. Small seed counts are exploratory.",
        "software": {
          "parking-optimization": "1.0.0",
          "numpy": "2.5.4",
          "networkx": "3.7",
          "scipy": "1.18.1"
        },
        "source_sha256": {
          "core/__init__.py": "a71a1db5453415566a85ebc7874314564742e01331d77e82f9c9f2e497a8617a",
          "core/array_backend.py": "8746905a4ed02ccbfdea4c50031ffd9ff95d2798e45f41de1fa294f9afee4f70",
          "core/config.py": "830fe44a2a3a90a8074c77b0f4bdb665a4ca7238d9e8da772b6ae139680cac4a",
          "core/coordinator.py": "79997dc0a95d6f85bf2d6fac602f09c1e2d1f955f231f89ff9bc6b8ae76657cf",
          "core/demand_predictor.py": "9ac10ddea0b43a0d8450d33b72f78d20097b6029e78789b939431b62bea23b1b",
          "core/dynamic_pricing.py": "e22a01b8adc0fb185fb83f5cb827567c8f82fa573ad331669de22e27b55a9f43",
          "core/exceptions.py": "0de9c2860156251faccacd1e51b580b3a42320fbff9a2cc7617d66e59915091a",
          "core/logger.py": "deffbae3e2499b2de4f2437d689d332cb90b75ce40b2209112156dcd254d5222",
          "core/map_data_loader.py": "91204b9085dc5814b1c5b9ec6acbd519762664ffd86f553ba925b43fc2e1d9bf",
          "core/parking_zone.py": "efcc3950da3489ec6c1b8af7ae68bbc708c7292cee08d30bf931863d34a1b477",
          "core/route_optimizer.py": "d2c3770810d8eddd7d796c9beca8104aa2a899e7f8db68ad1800c1fe056ec955",
          "core/run_manager.py": "9d3def61e28979d5fd2d8b879cb68c80b64d60ee504b3ff51d82199bfb2c3f2b",
          "core/traffic_manager.py": "176fc25c874a2c64082f5cc418a2ebeff2a4952c292479fb9d53be0a35d6361c",
          "simulation/__init__.py": "8dc7ad3b88ac531983be5d9786bfc6ce7dcb270830c4136b73111b73671f2175",
          "simulation/city_simulator.py": "e3fe0a99150d0969aefd6a4c2fc8829a91c496c3166ca6186a81fbe19a001778",
          "simulation/dashboard.py": "03389ef258945bb937f46ffb12b8d3448feb7dc9c72857dc31b7cc455581434e",
          "simulation/demand_study.py": "c021ac31654c44727c37f8de4a28d31c9b2c9e83f3389bcfde319fcc0d06d728",
          "simulation/driver_behavior.py": "87488b1e8990f4e10feeed9c6325796bb63fe9f2b33d7e88aee899a9c20d2e85",
          "simulation/experiment_charts.py": "958171ab2dba01230570bcfa6e23d305b5709173c5fe5e9b01aea469b68419af",
          "simulation/experiments.py": "89b2a4738bd20edf68fb8847733f733fb90f7555e2a5439fb76c4dc0b256944c"
        },
        "assumptions": [
          "Simulated outcomes; demand and behavior are not field calibrated.",
          "Walking distance is a straight-line estimate, not an accessible pedestrian route.",
          "Parking decisions occur on time-step boundaries; route time affects choice and is recorded separately from search delay.",
          "Revenue accrues for occupied minutes at the hourly rate accepted on entry; stays are censored at simulation end."
        ],
        "runs": [
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              "mean_occupancy": 0.21182622354497355,
              "peak_occupancy": 0.2615613553113553,
              "capacity": 17472,
              "generated_drivers": 15389,
              "actual_offered_load": 0.3484950921474359,
              "measurement_hours": 6.0,
              "success_rate": 0.7217555288873649,
              "rejected": 2966,
              "unresolved": 280,
              "mean_hourly_price": 1.9803113553113552,
              "target_occupancy_error": 0.6381737764550265,
              "search_minutes": 5.0,
              "search_n": 8420,
              "driving_minutes": 0.8441053840182396,
              "walking_meters": 155.75401382129152,
              "mean_stay_cost": 6.222424287410926,
              "total": 11666,
              "parked": 8420
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            "compute": {
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          },
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            "artifact": "dynamic-distance/seed-11/results.json",
            "sha256": "6297fbfa0c044ef03a23e04b60eee83c1028bca30018a0a8cec91c36d940fea6",
            "outcomes": {
              "revenue": 35680.43385399568,
              "mean_occupancy": 0.22598141152828655,
              "peak_occupancy": 0.28113553113553114,
              "capacity": 17472,
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              "measurement_hours": 6.0,
              "success_rate": 0.780558889079376,
              "rejected": 2280,
              "unresolved": 280,
              "mean_hourly_price": 1.437446763049225,
              "target_occupancy_error": 0.6240185884717134,
              "search_minutes": 5.0,
              "search_n": 9106,
              "driving_minutes": 0.8354296962954956,
              "walking_meters": 161.63996181767143,
              "mean_stay_cost": 4.888454941570616,
              "total": 11666,
              "parked": 9106
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            "compute": {
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              "zones": 113,
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          },
          {
            "seed": 11,
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            "artifact": "static-time/seed-11/results.json",
            "sha256": "3930a9b7facd1edf9f50aa6c539d086adb78d4e2cf96b2252e0f7da48f3ac640",
            "outcomes": {
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              "mean_occupancy": 0.21182622354497355,
              "peak_occupancy": 0.2615613553113553,
              "capacity": 17472,
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              "actual_offered_load": 0.3484950921474359,
              "measurement_hours": 6.0,
              "success_rate": 0.7217555288873649,
              "rejected": 2966,
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              "mean_hourly_price": 1.9803113553113552,
              "target_occupancy_error": 0.6381737764550265,
              "search_minutes": 5.0,
              "search_n": 8420,
              "driving_minutes": 0.8399118842369713,
              "walking_meters": 155.76231621903082,
              "mean_stay_cost": 6.222424287410926,
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            "outcomes": {
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              "actual_offered_load": 0.3484950921474359,
              "measurement_hours": 6.0,
              "success_rate": 0.7807303274472827,
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              "target_occupancy_error": 0.6239828169515669,
              "search_minutes": 5.0,
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              "driving_minutes": 0.8323410475038381,
              "walking_meters": 161.71695410150366,
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              "target_occupancy_error": 0.6385561342592592,
              "search_minutes": 5.0,
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              "driving_minutes": 0.8358767899299401,
              "walking_meters": 157.05305623290715,
              "mean_stay_cost": 6.118870309454191,
              "total": 11451,
              "parked": 8208
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              "measurement_hours": 6.0,
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          "success_rate": "Parked / drivers arriving in measurement window (fraction)",
          "rejected": "Rejected drivers (count)",
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          "search_minutes": "Search delay, successful drivers only (minutes)",
          "driving_minutes": "Recommended driving time, successful drivers (minutes)",
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          "Revenue accrues for occupied minutes at the hourly rate accepted on entry; stays are censored at simulation end."
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        "config": {
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            22,
            23,
            24,
            25,
            26,
            27,
            28,
            29,
            30
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          "n_drivers": 0,
          "duration_hours": 8.0,
          "time_step_minutes": 5.0,
          "start_time": "2026-11-12T08:00:00",
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          "data_directory": "output/map_data",
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          "mean_occupancy": "Time-weighted occupied capacity (fraction)",
          "peak_occupancy": "Peak interval occupancy in measurement window (fraction)",
          "success_rate": "Parked / drivers arriving in measurement window (fraction)",
          "rejected": "Rejected drivers (count)",
          "unresolved": "Unresolved drivers (count)",
          "search_minutes": "Search delay, successful drivers only (minutes)",
          "driving_minutes": "Recommended driving time, successful drivers (minutes)",
          "walking_meters": "Estimated walk, successful drivers (meters)",
          "mean_stay_cost": "Quoted full-stay cost, successful drivers (USD)",
          "mean_hourly_price": "Time- and capacity-weighted posted price (USD/hour)",
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          "Parking decisions occur on time-step boundaries; route time affects choice and is recorded separately from search delay.",
          "Revenue accrues for occupied minutes at the hourly rate accepted on entry; stays are censored at simulation end."
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      "Rate missing; assumed USD 2.0/hour",
      "Capacity uses estimate:metric_area_m2/25",
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