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        "family_variance": 0.0003,
        "exploration_current": 0.1603,
        "exploration_mean": 0.1403,
        "exploration_variance": 0.0003,
        "knowledge_current": 0.2726,
        "knowledge_mean": 0.2226,
        "knowledge_variance": 0.0017,
        "comfort_current": 0.2298,
        "comfort_mean": 0.1898,
        "comfort_variance": 0.0011,
        "dominance_current": 0.0997,
        "dominance_mean": 0.1197,
        "dominance_variance": 0.0003
      }
    }
  ],
  "events": [
    "[MILESTONE] Tick 1 (Year 0, Day 1): Complete shelter network achieved \u2014 all 16 living agents have shelter!",
    "[BIRTH] Tick 7 | Colony Beta | Parents #5 x #6 -> Child #16 (Gen 1)",
    "[BIRTH] Tick 7 | Colony Delta | Parents #12 x #14 -> Child #17 (Gen 1)",
    "[MILESTONE] Tick 7 (Year 0, Day 7): First successful reproduction! (parents #5 x #6) Birth #2.",
    "Year 0, Day 34: Agent 5 upgraded shelter to Wood Cabin at coordinate (192, 447).",
    "Year 0, Day 35: Agent 8 upgraded shelter to Wood Cabin at coordinate (192, 447).",
    "Year 0, Day 36: Agent 3 upgraded shelter to Wood Cabin at coordinate (192, 447).",
    "Year 0, Day 39: Agent 16 upgraded shelter to Wood Cabin at coordinate (192, 447).",
    "[BIRTH] Tick 90 | Colony Alpha | Parents #0 x #3 -> Child #18 (Gen 1)",
    "[BIRTH] Tick 101 | Colony Gamma | Parents #8 x #10 -> Child #19 (Gen 1)",
    "[MILESTONE] Tick 101 (Year 0, Day 101): New population peak reached: 20 alive at tick 101!",
    "[BIRTH] Tick 103 | Colony Alpha | Parents #1 x #2 -> Child #20 (Gen 1)",
    "[BIRTH] Tick 120 | Colony Delta | Parents #13 x #15 -> Child #21 (Gen 1)",
    "[BIRTH] Tick 138 | Colony Gamma | Parents #9 x #11 -> Child #22 (Gen 1)",
    "[BIRTH] Tick 464 | Colony Gamma | Parents #8 x #10 -> Child #23 (Gen 1)",
    "[BIRTH] Tick 482 | Colony Delta | Parents #12 x #13 -> Child #24 (Gen 1)",
    "[MILESTONE] Tick 501 (Year 1, Day 141): Population crisis \u2014 dropped below 50 (25 alive). Survival at risk.",
    "[BIRTH] Tick 509 | Colony Gamma | Parents #9 x #11 -> Child #25 (Gen 1)",
    "[BIRTH] Tick 844 | Colony Delta | Parents #12 x #15 -> Child #26 (Gen 1)",
    "[BIRTH] Tick 876 | Colony Gamma | Parents #9 x #11 -> Child #27 (Gen 1)",
    "Year 2, Day 179: Agent 4 sprained an ankle on steep slope at coordinate (233, 464).",
    "Year 3, Day 20: Agent 17 sprained an ankle on steep slope at coordinate (230, 410).",
    "Year 3, Day 181: Agent 19 sprained an ankle on steep slope at coordinate (187, 425).",
    "Year 4, Day 248: Agent 13 sprained an ankle on steep slope at coordinate (235, 432)."
  ],
  "death_density": [],
  "events_timeline": [
    {
      "tick": 1,
      "year": 0,
      "day": 1,
      "type": "Milestone",
      "description": "Complete shelter network achieved \u2014 all 16 living agents have shelter!",
      "metadata": {
        "population": 16
      }
    },
    {
      "tick": 7,
      "year": 0,
      "day": 7,
      "type": "Birth",
      "description": "Child #16 (Gen 1) born in Colony Beta to Parents #5 and #6.",
      "metadata": {
        "child_id": 16,
        "parent_a_id": 5,
        "parent_b_id": 6,
        "generation": 1,
        "location": [
          192,
          447
        ],
        "colony_id": 1,
        "colony_name": "Beta"
      }
    },
    {
      "tick": 7,
      "year": 0,
      "day": 7,
      "type": "Birth",
      "description": "Child #17 (Gen 1) born in Colony Delta to Parents #12 and #14.",
      "metadata": {
        "child_id": 17,
        "parent_a_id": 12,
        "parent_b_id": 14,
        "generation": 1,
        "location": [
          192,
          447
        ],
        "colony_id": 3,
        "colony_name": "Delta"
      }
    },
    {
      "tick": 7,
      "year": 0,
      "day": 7,
      "type": "Milestone",
      "description": "First successful reproduction! (parents #5 x #6) Birth #2.",
      "metadata": {
        "total_births": 2
      }
    },
    {
      "tick": 90,
      "year": 0,
      "day": 90,
      "type": "Birth",
      "description": "Child #18 (Gen 1) born in Colony Alpha to Parents #0 and #3.",
      "metadata": {
        "child_id": 18,
        "parent_a_id": 0,
        "parent_b_id": 3,
        "generation": 1,
        "location": [
          192,
          441
        ],
        "colony_id": 0,
        "colony_name": "Alpha"
      }
    },
    {
      "tick": 101,
      "year": 0,
      "day": 101,
      "type": "Birth",
      "description": "Child #19 (Gen 1) born in Colony Gamma to Parents #8 and #10.",
      "metadata": {
        "child_id": 19,
        "parent_a_id": 8,
        "parent_b_id": 10,
        "generation": 1,
        "location": [
          192,
          441
        ],
        "colony_id": 2,
        "colony_name": "Gamma"
      }
    },
    {
      "tick": 101,
      "year": 0,
      "day": 101,
      "type": "Milestone",
      "description": "New population peak reached: 20 alive at tick 101!",
      "metadata": {
        "peak": 20
      }
    },
    {
      "tick": 103,
      "year": 0,
      "day": 103,
      "type": "Birth",
      "description": "Child #20 (Gen 1) born in Colony Alpha to Parents #1 and #2.",
      "metadata": {
        "child_id": 20,
        "parent_a_id": 1,
        "parent_b_id": 2,
        "generation": 1,
        "location": [
          192,
          442
        ],
        "colony_id": 0,
        "colony_name": "Alpha"
      }
    },
    {
      "tick": 120,
      "year": 0,
      "day": 120,
      "type": "Birth",
      "description": "Child #21 (Gen 1) born in Colony Delta to Parents #13 and #15.",
      "metadata": {
        "child_id": 21,
        "parent_a_id": 13,
        "parent_b_id": 15,
        "generation": 1,
        "location": [
          192,
          442
        ],
        "colony_id": 3,
        "colony_name": "Delta"
      }
    },
    {
      "tick": 138,
      "year": 0,
      "day": 138,
      "type": "Birth",
      "description": "Child #22 (Gen 1) born in Colony Gamma to Parents #9 and #11.",
      "metadata": {
        "child_id": 22,
        "parent_a_id": 9,
        "parent_b_id": 11,
        "generation": 1,
        "location": [
          192,
          442
        ],
        "colony_id": 2,
        "colony_name": "Gamma"
      }
    },
    {
      "tick": 464,
      "year": 1,
      "day": 104,
      "type": "Birth",
      "description": "Child #23 (Gen 1) born in Colony Gamma to Parents #8 and #10.",
      "metadata": {
        "child_id": 23,
        "parent_a_id": 8,
        "parent_b_id": 10,
        "generation": 1,
        "location": [
          192,
          442
        ],
        "colony_id": 2,
        "colony_name": "Gamma"
      }
    },
    {
      "tick": 482,
      "year": 1,
      "day": 122,
      "type": "Birth",
      "description": "Child #24 (Gen 1) born in Colony Delta to Parents #12 and #13.",
      "metadata": {
        "child_id": 24,
        "parent_a_id": 12,
        "parent_b_id": 13,
        "generation": 1,
        "location": [
          192,
          447
        ],
        "colony_id": 3,
        "colony_name": "Delta"
      }
    },
    {
      "tick": 501,
      "year": 1,
      "day": 141,
      "type": "Milestone",
      "description": "Population crisis \u2014 dropped below 50 (25 alive). Survival at risk.",
      "metadata": {
        "alive": 25
      }
    },
    {
      "tick": 509,
      "year": 1,
      "day": 149,
      "type": "Birth",
      "description": "Child #25 (Gen 1) born in Colony Gamma to Parents #9 and #11.",
      "metadata": {
        "child_id": 25,
        "parent_a_id": 9,
        "parent_b_id": 11,
        "generation": 1,
        "location": [
          196,
          444
        ],
        "colony_id": 2,
        "colony_name": "Gamma"
      }
    },
    {
      "tick": 844,
      "year": 2,
      "day": 124,
      "type": "Birth",
      "description": "Child #26 (Gen 1) born in Colony Delta to Parents #12 and #15.",
      "metadata": {
        "child_id": 26,
        "parent_a_id": 12,
        "parent_b_id": 15,
        "generation": 1,
        "location": [
          193,
          445
        ],
        "colony_id": 3,
        "colony_name": "Delta"
      }
    },
    {
      "tick": 876,
      "year": 2,
      "day": 156,
      "type": "Birth",
      "description": "Child #27 (Gen 1) born in Colony Gamma to Parents #9 and #11.",
      "metadata": {
        "child_id": 27,
        "parent_a_id": 9,
        "parent_b_id": 11,
        "generation": 1,
        "location": [
          192,
          447
        ],
        "colony_id": 2,
        "colony_name": "Gamma"
      }
    }
  ],
  "colonies": [
    {
      "id": 0,
      "name": "Alpha",
      "color": "#E74C3C",
      "founder_ids": [
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        1,
        2,
        3
      ],
      "stored_food": 0.0,
      "stored_water": 1113.9916036498907
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    {
      "id": 1,
      "name": "Beta",
      "color": "#3498DB",
      "founder_ids": [
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        5,
        6,
        7
      ],
      "stored_food": 0.0,
      "stored_water": 1039.1499756612468
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    {
      "id": 2,
      "name": "Gamma",
      "color": "#2ECC71",
      "founder_ids": [
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        9,
        10,
        11
      ],
      "stored_food": 586.4437085153755,
      "stored_water": 3830.123808914972
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    {
      "id": 3,
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        13,
        14,
        15
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      "stored_food": 262.8626480831073,
      "stored_water": 3806.359239352776
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  ],
  "population_history": [],
  "genetic_history": [],
  "extinction_events": [],
  "generation_number": 1,
  "total_births": 12,
  "total_deaths": 0,
  "behavior_clustering": {
    "agent_clusters": {
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      "1": "C0",
      "2": "C0",
      "3": "C0",
      "4": "C0",
      "5": "C0",
      "6": "C1",
      "7": "C0",
      "8": "C0",
      "9": "C1",
      "10": "C1",
      "11": "C0",
      "12": "C0",
      "13": "C0",
      "14": "C0",
      "15": "C0",
      "16": "C1",
      "17": "C3",
      "18": "C0",
      "19": "C2",
      "20": "C0",
      "21": "C0",
      "22": "C2",
      "23": "C2",
      "24": "C2",
      "25": "C2",
      "26": "C2",
      "27": "C2"
    },
    "cluster_centroids": [
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        "cluster_id": "C0",
        "feature_means": {
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          "Building": 0.004,
          "Sharing": 0.0,
          "Resting": 0.026,
          "Exploration Rate": 0.998,
          "Foraging Rate": 0.138,
          "Planning Quality": 0.043,
          "Social Network": 0.977
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        "count": 16
      },
      {
        "cluster_id": "C1",
        "feature_means": {
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          "Exploration Rate": 0.608,
          "Foraging Rate": 0.051,
          "Planning Quality": 0.25,
          "Social Network": 0.973
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        "count": 4
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      {
        "cluster_id": "C2",
        "feature_means": {
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          "Resting": 0.015,
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          "Foraging Rate": 0.039,
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          "Social Network": 1.0
        },
        "count": 7
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      {
        "cluster_id": "C3",
        "feature_means": {
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          "Resting": 0.031,
          "Exploration Rate": 1.0,
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          "Social Network": 0.975
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        "count": 1
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    ],
    "pca_coords": {
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    "n_clusters": 4,
    "feature_names": [
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      "Exploration Rate",
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  "gene_names": [
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    "g_longevity",
    "g_learning_rate"
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  "epoch_stats": [],
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      "biome": "Temperate Forest",
      "dist_to_water": 0.0,
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      "temperature": 14.12,
      "elevation": 0.31,
      "avg_wildlife_density": 0.402,
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      "biome_mix": {
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      "temperature": 14.12,
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    "repro_actual_opportunities": 3399,
    "repro_mate_exists_world_ticks": 3399,
    "repro_mate_exists_radius_ticks": 3398,
    "repro_relationship_ok_ticks": 3398,
    "repro_mate_eligible_ticks": 2687,
    "repro_wanted_reproduction_ticks": 836,
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    "repro_fail_health": 6,
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    "repro_fail_hunger": 531,
    "repro_fail_thirst": 413,
    "repro_fail_shelter": 100,
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    "repro_fail_distance": 2,
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    "repro_fail_mate_ineligible": 1422,
    "repro_fail_low_utility": 1851,
    "repro_fail_mate_unwilling": 837,
    "repro_fail_no_mate_nearby": 9,
    "repro_lost_to_counts": {
      "Building Shelter": 44,
      "Store Food": 168,
      "Sheltering": 417,
      "Store Water": 542,
      "Deposit Water": 479,
      "Withdraw Water": 6,
      "Drink Stored Water": 33,
      "Eat Stored Food": 18,
      "Resting": 81,
      "Exploring": 53,
      "Deposit Food": 3,
      "Drinking": 7
    },
    "repro_lost_margin_avg": -2.6680134187047484,
    "utility_stats_by_bracket": {
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        "count": 6163,
        "mean_repro": 0.0,
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      "young_adult": {
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      "mature_adult": {
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        "min_win": 2.8179403427511174,
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      "elder": {
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        "M2_win": 0.0,
        "min_repro": 99999.0,
        "max_repro": -99999.0,
        "min_win": 99999.0,
        "max_win": -99999.0
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    },
    "water_searches": 1298,
    "water_search_successes": 395,
    "water_search_failures": 30,
    "water_search_distance_avg": 2.9987733271830286,
    "water_time_to_first_avg": 1.8430379746835444,
    "water_path_efficiency_avg": 0.9908242666773381,
    "dehydration_deaths": 0,
    "died_carrying_water": 0,
    "died_beside_water": 0,
    "died_with_remembered_water": 0,
    "died_after_dry_visit": 0,
    "births_by_generation": {
      "1": 12
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    "resource_timeline": [
      {
        "tick": 1,
        "population": 16,
        "alive": 16,
        "births": 0,
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        "stored_food": 0.0,
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        "mean_hunger": 0.0632334935076948,
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        "mean_shelter": 40.0,
        "dominant_emotion": "Content",
        "novelty": 1.0,
        "avg_trust": 1.0,
        "climate": "Temperate",
        "major_event": "None",
        "gene_averages": {
          "g_metabolism": 0.5266660451889038,
          "g_thermoregulation": 0.529456615447998,
          "g_vision": 0.5150457620620728,
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          "g_memory_fidelity": 0.4661034345626831,
          "g_planning": 0.47462883591651917,
          "g_novelty_seeking": 0.3406798541545868,
          "g_social_proximity": 0.4972037672996521,
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        "major_event": "Birth: Child #24 (Gen 1) born in Colony Delta to Parents ...",
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        "tick": 1000,
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        "tick": 1500,
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        "major_event": "None",
        "gene_averages": {
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      {
        "tick": 2000,
        "population": 28,
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        "climate": "Drought",
        "major_event": "None",
        "gene_averages": {
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    ],
    "scientific_hypotheses": [
      {
        "id": "H-0001",
        "category": "Ecology",
        "title": "Water scarcity reduced survival and reproduction utility during Drought",
        "confidence": 0.8,
        "evidence": [
          "Climate epoch transitioned to arid state (Drought).",
          "Average agent thirst increased by 122.5%."
        ],
        "alternatives": [
          "Nutritional stress (hunger) changed by 153.0%.",
          "Shelter infrastructure remained functional."
        ],
        "affected_metrics": [
          "population",
          "birth_rate",
          "thirst",
          "stored_water"
        ],
        "epoch": [
          0,
          5
        ],
        "related_events": [
          "Drought began"
        ],
        "unexplained_variance": 0.2
      },
      {
        "id": "H-0002",
        "category": "Nutrition",
        "title": "Nutritional scarcity impaired population growth during Drought",
        "confidence": 0.65,
        "evidence": [
          "Average agent hunger increased by 153.0%."
        ],
        "alternatives": [
          "Hydration stress (thirst) changed by 122.5%."
        ],
        "affected_metrics": [
          "population",
          "birth_rate",
          "hunger",
          "stored_food"
        ],
        "epoch": [
          0,
          5
        ],
        "related_events": [
          "Drought began"
        ],
        "unexplained_variance": 0.35
      }
    ]
  }
}