[
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -27.11639,
        "lon": -49.99806,
        "name": "Taió"
      },
      {
        "lat": -25.76972,
        "lon": -49.71583,
        "name": "Lapa"
      },
      {
        "lat": -29.51694,
        "lon": -50.77778,
        "name": "Três Coroas"
      },
      {
        "lat": -31.76333,
        "lon": -52.48389,
        "name": "Capão do Leão"
      },
      {
        "lat": 26.2452,
        "lon": 91.52525,
        "name": "Hājo"
      }
    ],
    "question": "Which location is the geographic outlier among: Taió, Lapa, Três Coroas, Capão do Leão, Hājo?",
    "ground_truth": {
      "answer": "Hājo",
      "outlier_distance_km": 13188.8,
      "second_furthest_km": 3417.2,
      "clarity_ratio": 3.86,
      "median_distance_km": 3180.6,
      "distances_to_centroid": {
        "Taió": 3031.8,
        "Lapa": 2969.5,
        "Três Coroas": 3180.6,
        "Capão do Leão": 3417.2,
        "Hājo": 13188.8
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Taió: (-27.12°, -50.00°)",
      "  Lapa: (-25.77°, -49.72°)",
      "  Três Coroas: (-29.52°, -50.78°)",
      "  Capão do Leão: (-31.76°, -52.48°)",
      "  Hājo: (26.25°, 91.53°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Hājo: 13188.8 km from centroid",
      "  Capão do Leão: 3417.2 km from centroid",
      "  Três Coroas: 3180.6 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Hājo",
      "FINAL ANSWER: Hājo"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 7.28889,
        "lon": 36.24167,
        "name": "Bonga"
      },
      {
        "lat": 10.26858,
        "lon": 13.26701,
        "name": "Mubi"
      },
      {
        "lat": 7.4824,
        "lon": 4.56032,
        "name": "Ile-Ife"
      },
      {
        "lat": -3.63045,
        "lon": 39.84992,
        "name": "Kilifi"
      },
      {
        "lat": -1.22361,
        "lon": -48.29444,
        "name": "Santa Bárbara do Pará"
      }
    ],
    "question": "Which location is the geographic outlier among: Bonga, Mubi, Ile-Ife, Kilifi, Santa Bárbara do Pará?",
    "ground_truth": {
      "answer": "Santa Bárbara do Pará",
      "outlier_distance_km": 6407.1,
      "second_furthest_km": 3518.7,
      "clarity_ratio": 1.82,
      "median_distance_km": 3021.5,
      "distances_to_centroid": {
        "Bonga": 3021.5,
        "Mubi": 829.9,
        "Ile-Ife": 633.8,
        "Kilifi": 3518.7,
        "Santa Bárbara do Pará": 6407.1
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Bonga: (7.29°, 36.24°)",
      "  Mubi: (10.27°, 13.27°)",
      "  Ile-Ife: (7.48°, 4.56°)",
      "  Kilifi: (-3.63°, 39.85°)",
      "  Santa Bárbara do Pará: (-1.22°, -48.29°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Santa Bárbara do Pará: 6407.1 km from centroid",
      "  Kilifi: 3518.7 km from centroid",
      "  Bonga: 3021.5 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Santa Bárbara do Pará",
      "FINAL ANSWER: Santa Bárbara do Pará"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -26.36,
        "lon": 28.129,
        "name": "Tokoza"
      },
      {
        "lat": 30.82796,
        "lon": 30.53552,
        "name": "Ad Dilinjāt"
      },
      {
        "lat": -26.98023,
        "lon": 26.67272,
        "name": "Orkney"
      },
      {
        "lat": 29.84144,
        "lon": 31.30084,
        "name": "Ḩalwān"
      },
      {
        "lat": -27.63917,
        "lon": 153.10944,
        "name": "Logan City"
      }
    ],
    "question": "Which location is the geographic outlier among: Tokoza, Ad Dilinjāt, Orkney, Ḩalwān, Logan City?",
    "ground_truth": {
      "answer": "Logan City",
      "outlier_distance_km": 10695.7,
      "second_furthest_km": 4607.2,
      "clarity_ratio": 2.32,
      "median_distance_km": 4475.4,
      "distances_to_centroid": {
        "Tokoza": 3700.7,
        "Ad Dilinjāt": 4607.2,
        "Orkney": 3857.7,
        "Ḩalwān": 4475.4,
        "Logan City": 10695.7
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Tokoza: (-26.36°, 28.13°)",
      "  Ad Dilinjāt: (30.83°, 30.54°)",
      "  Orkney: (-26.98°, 26.67°)",
      "  Ḩalwān: (29.84°, 31.30°)",
      "  Logan City: (-27.64°, 153.11°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Logan City: 10695.7 km from centroid",
      "  Ad Dilinjāt: 4607.2 km from centroid",
      "  Ḩalwān: 4475.4 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Logan City",
      "FINAL ANSWER: Logan City"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 31.32047,
        "lon": 109.48416,
        "name": "Shanghuang"
      },
      {
        "lat": 5.02298,
        "lon": 118.32897,
        "name": "Lahad Datu"
      },
      {
        "lat": 14.51288,
        "lon": 75.80716,
        "name": "Harihar"
      },
      {
        "lat": 25.98546,
        "lon": 84.17233,
        "name": "Maniar"
      },
      {
        "lat": 43.77639,
        "lon": -79.38028,
        "name": "Bayview Village"
      }
    ],
    "question": "Which location is the geographic outlier among: Shanghuang, Lahad Datu, Harihar, Maniar, Bayview Village?",
    "ground_truth": {
      "answer": "Bayview Village",
      "outlier_distance_km": 11484.9,
      "second_furthest_km": 6406.2,
      "clarity_ratio": 1.79,
      "median_distance_km": 4736.3,
      "distances_to_centroid": {
        "Shanghuang": 4736.3,
        "Lahad Datu": 6406.2,
        "Harihar": 1825.0,
        "Maniar": 2272.1,
        "Bayview Village": 11484.9
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Shanghuang: (31.32°, 109.48°)",
      "  Lahad Datu: (5.02°, 118.33°)",
      "  Harihar: (14.51°, 75.81°)",
      "  Maniar: (25.99°, 84.17°)",
      "  Bayview Village: (43.78°, -79.38°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Bayview Village: 11484.9 km from centroid",
      "  Lahad Datu: 6406.2 km from centroid",
      "  Shanghuang: 4736.3 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Bayview Village",
      "FINAL ANSWER: Bayview Village"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 5.7,
        "lon": -1.65,
        "name": "Assin Foso"
      },
      {
        "lat": 27.55642,
        "lon": 30.81057,
        "name": "Dayrūţ"
      },
      {
        "lat": 29.14816,
        "lon": 31.12733,
        "name": "Būsh"
      },
      {
        "lat": -3.21799,
        "lon": 40.11692,
        "name": "Malindi"
      },
      {
        "lat": -29.17139,
        "lon": -51.51917,
        "name": "Bento Gonçalves"
      }
    ],
    "question": "Which location is the geographic outlier among: Assin Foso, Dayrūţ, Būsh, Malindi, Bento Gonçalves?",
    "ground_truth": {
      "answer": "Bento Gonçalves",
      "outlier_distance_km": 7619.7,
      "second_furthest_km": 3521.5,
      "clarity_ratio": 2.16,
      "median_distance_km": 3413.0,
      "distances_to_centroid": {
        "Assin Foso": 1264.4,
        "Dayrūţ": 3267.6,
        "Būsh": 3413.0,
        "Malindi": 3521.5,
        "Bento Gonçalves": 7619.7
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Assin Foso: (5.70°, -1.65°)",
      "  Dayrūţ: (27.56°, 30.81°)",
      "  Būsh: (29.15°, 31.13°)",
      "  Malindi: (-3.22°, 40.12°)",
      "  Bento Gonçalves: (-29.17°, -51.52°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Bento Gonçalves: 7619.7 km from centroid",
      "  Malindi: 3521.5 km from centroid",
      "  Būsh: 3413.0 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Bento Gonçalves",
      "FINAL ANSWER: Bento Gonçalves"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 48.9535,
        "lon": 2.31514,
        "name": "Épinay-sur-Seine"
      },
      {
        "lat": 37.97872,
        "lon": -0.68222,
        "name": "Torrevieja"
      },
      {
        "lat": 43.33333,
        "lon": -8.31667,
        "name": "Oleiros"
      },
      {
        "lat": 50.10038,
        "lon": 8.6295,
        "name": "Gallus"
      },
      {
        "lat": 26.90687,
        "lon": -101.42056,
        "name": "Monclova"
      }
    ],
    "question": "Which location is the geographic outlier among: Épinay-sur-Seine, Torrevieja, Oleiros, Gallus, Monclova?",
    "ground_truth": {
      "answer": "Monclova",
      "outlier_distance_km": 7399.1,
      "second_furthest_km": 2393.1,
      "clarity_ratio": 3.09,
      "median_distance_km": 1920.0,
      "distances_to_centroid": {
        "Épinay-sur-Seine": 1920.0,
        "Torrevieja": 1684.3,
        "Oleiros": 972.6,
        "Gallus": 2393.1,
        "Monclova": 7399.1
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Épinay-sur-Seine: (48.95°, 2.32°)",
      "  Torrevieja: (37.98°, -0.68°)",
      "  Oleiros: (43.33°, -8.32°)",
      "  Gallus: (50.10°, 8.63°)",
      "  Monclova: (26.91°, -101.42°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Monclova: 7399.1 km from centroid",
      "  Gallus: 2393.1 km from centroid",
      "  Épinay-sur-Seine: 1920.0 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Monclova",
      "FINAL ANSWER: Monclova"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -37.66667,
        "lon": 145.01667,
        "name": "Lalor"
      },
      {
        "lat": -37.82289,
        "lon": 147.61041,
        "name": "Bairnsdale"
      },
      {
        "lat": -27.93994,
        "lon": 153.31436,
        "name": "Pacific Pines"
      },
      {
        "lat": -41.26667,
        "lon": 174.95,
        "name": "Wainuiomata"
      },
      {
        "lat": 12.11667,
        "lon": 37.78333,
        "name": "Ādīs Zemen"
      }
    ],
    "question": "Which location is the geographic outlier among: Lalor, Bairnsdale, Pacific Pines, Wainuiomata, Ādīs Zemen?",
    "ground_truth": {
      "answer": "Ādīs Zemen",
      "outlier_distance_km": 10992.6,
      "second_furthest_km": 4260.3,
      "clarity_ratio": 2.58,
      "median_distance_km": 2136.7,
      "distances_to_centroid": {
        "Lalor": 1757.9,
        "Bairnsdale": 1947.7,
        "Pacific Pines": 2136.7,
        "Wainuiomata": 4260.3,
        "Ādīs Zemen": 10992.6
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Lalor: (-37.67°, 145.02°)",
      "  Bairnsdale: (-37.82°, 147.61°)",
      "  Pacific Pines: (-27.94°, 153.31°)",
      "  Wainuiomata: (-41.27°, 174.95°)",
      "  Ādīs Zemen: (12.12°, 37.78°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Ādīs Zemen: 10992.6 km from centroid",
      "  Wainuiomata: 4260.3 km from centroid",
      "  Pacific Pines: 2136.7 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Ādīs Zemen",
      "FINAL ANSWER: Ādīs Zemen"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 36.26954,
        "lon": -95.85471,
        "name": "Owasso"
      },
      {
        "lat": 37.93576,
        "lon": -122.34775,
        "name": "Richmond"
      },
      {
        "lat": 39.07039,
        "lon": -76.54524,
        "name": "Severna Park"
      },
      {
        "lat": 30.41131,
        "lon": -88.82781,
        "name": "Ocean Springs"
      },
      {
        "lat": 11.73559,
        "lon": 108.3733,
        "name": "Đưc Trọng"
      }
    ],
    "question": "Which location is the geographic outlier among: Owasso, Richmond, Severna Park, Ocean Springs, Đưc Trọng?",
    "ground_truth": {
      "answer": "Đưc Trọng",
      "outlier_distance_km": 14935.1,
      "second_furthest_km": 6081.3,
      "clarity_ratio": 2.46,
      "median_distance_km": 3792.3,
      "distances_to_centroid": {
        "Owasso": 3792.3,
        "Richmond": 6081.3,
        "Severna Park": 2141.9,
        "Ocean Springs": 3217.1,
        "Đưc Trọng": 14935.1
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Owasso: (36.27°, -95.85°)",
      "  Richmond: (37.94°, -122.35°)",
      "  Severna Park: (39.07°, -76.55°)",
      "  Ocean Springs: (30.41°, -88.83°)",
      "  Đưc Trọng: (11.74°, 108.37°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Đưc Trọng: 14935.1 km from centroid",
      "  Richmond: 6081.3 km from centroid",
      "  Owasso: 3792.3 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Đưc Trọng",
      "FINAL ANSWER: Đưc Trọng"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 47.13014,
        "lon": -119.27808,
        "name": "Moses Lake"
      },
      {
        "lat": 25.64205,
        "lon": -80.39839,
        "name": "Three Lakes"
      },
      {
        "lat": 25.97205,
        "lon": -100.45029,
        "name": "Hidalgo"
      },
      {
        "lat": 42.24087,
        "lon": -83.26965,
        "name": "Taylor"
      },
      {
        "lat": 25.19413,
        "lon": 32.6771,
        "name": "As Sibā‘īyah"
      }
    ],
    "question": "Which location is the geographic outlier among: Moses Lake, Three Lakes, Hidalgo, Taylor, As Sibā‘īyah?",
    "ground_truth": {
      "answer": "As Sibā‘īyah",
      "outlier_distance_km": 9590.8,
      "second_furthest_km": 4368.2,
      "clarity_ratio": 2.2,
      "median_distance_km": 3027.3,
      "distances_to_centroid": {
        "Moses Lake": 4368.2,
        "Three Lakes": 1302.2,
        "Hidalgo": 3027.3,
        "Taylor": 1524.8,
        "As Sibā‘īyah": 9590.8
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Moses Lake: (47.13°, -119.28°)",
      "  Three Lakes: (25.64°, -80.40°)",
      "  Hidalgo: (25.97°, -100.45°)",
      "  Taylor: (42.24°, -83.27°)",
      "  As Sibā‘īyah: (25.19°, 32.68°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  As Sibā‘īyah: 9590.8 km from centroid",
      "  Moses Lake: 4368.2 km from centroid",
      "  Hidalgo: 3027.3 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: As Sibā‘īyah",
      "FINAL ANSWER: As Sibā‘īyah"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 41.68921,
        "lon": 2.48965,
        "name": "Sant Celoni"
      },
      {
        "lat": 54.53478,
        "lon": -1.05606,
        "name": "Guisborough"
      },
      {
        "lat": 53.00974,
        "lon": -3.05814,
        "name": "Rhosllannerchrugog"
      },
      {
        "lat": 52.63598,
        "lon": 13.20419,
        "name": "Hennigsdorf"
      },
      {
        "lat": -21.76333,
        "lon": -52.11556,
        "name": "Presidente Epitácio"
      }
    ],
    "question": "Which location is the geographic outlier among: Sant Celoni, Guisborough, Rhosllannerchrugog, Hennigsdorf, Presidente Epitácio?",
    "ground_truth": {
      "answer": "Presidente Epitácio",
      "outlier_distance_km": 7917.5,
      "second_furthest_km": 2488.4,
      "clarity_ratio": 3.18,
      "median_distance_km": 2128.7,
      "distances_to_centroid": {
        "Sant Celoni": 1111.9,
        "Guisborough": 2128.7,
        "Rhosllannerchrugog": 1929.8,
        "Hennigsdorf": 2488.4,
        "Presidente Epitácio": 7917.5
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Sant Celoni: (41.69°, 2.49°)",
      "  Guisborough: (54.53°, -1.06°)",
      "  Rhosllannerchrugog: (53.01°, -3.06°)",
      "  Hennigsdorf: (52.64°, 13.20°)",
      "  Presidente Epitácio: (-21.76°, -52.12°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Presidente Epitácio: 7917.5 km from centroid",
      "  Hennigsdorf: 2488.4 km from centroid",
      "  Guisborough: 2128.7 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Presidente Epitácio",
      "FINAL ANSWER: Presidente Epitácio"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 41.00176,
        "lon": -73.66568,
        "name": "Port Chester"
      },
      {
        "lat": 33.88399,
        "lon": -84.51438,
        "name": "Smyrna"
      },
      {
        "lat": 19.26755,
        "lon": -99.61925,
        "name": "San Francisco Cuaxusco"
      },
      {
        "lat": 49.22119,
        "lon": -122.68965,
        "name": "Pitt Meadows"
      },
      {
        "lat": -23.84852,
        "lon": 151.25775,
        "name": "Gladstone"
      }
    ],
    "question": "Which location is the geographic outlier among: Port Chester, Smyrna, San Francisco Cuaxusco, Pitt Meadows, Gladstone?",
    "ground_truth": {
      "answer": "Gladstone",
      "outlier_distance_km": 18277.0,
      "second_furthest_km": 7085.3,
      "clarity_ratio": 2.58,
      "median_distance_km": 5551.8,
      "distances_to_centroid": {
        "Port Chester": 3205.6,
        "Smyrna": 3899.1,
        "San Francisco Cuaxusco": 5551.8,
        "Pitt Meadows": 7085.3,
        "Gladstone": 18277.0
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Port Chester: (41.00°, -73.67°)",
      "  Smyrna: (33.88°, -84.51°)",
      "  San Francisco Cuaxusco: (19.27°, -99.62°)",
      "  Pitt Meadows: (49.22°, -122.69°)",
      "  Gladstone: (-23.85°, 151.26°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Gladstone: 18277.0 km from centroid",
      "  Pitt Meadows: 7085.3 km from centroid",
      "  San Francisco Cuaxusco: 5551.8 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Gladstone",
      "FINAL ANSWER: Gladstone"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -19.51361,
        "lon": -43.745,
        "name": "Jaboticatubas"
      },
      {
        "lat": -23.53729,
        "lon": -46.5666,
        "name": "Tatuapé"
      },
      {
        "lat": -8.48972,
        "lon": -36.05944,
        "name": "Altinho"
      },
      {
        "lat": -20.53389,
        "lon": -49.31417,
        "name": "Nova Granada"
      },
      {
        "lat": 31.06062,
        "lon": 76.30166,
        "name": "Bālāchor"
      }
    ],
    "question": "Which location is the geographic outlier among: Jaboticatubas, Tatuapé, Altinho, Nova Granada, Bālāchor?",
    "ground_truth": {
      "answer": "Bālāchor",
      "outlier_distance_km": 11062.7,
      "second_furthest_km": 3445.9,
      "clarity_ratio": 3.21,
      "median_distance_km": 3314.3,
      "distances_to_centroid": {
        "Jaboticatubas": 2861.9,
        "Tatuapé": 3314.3,
        "Altinho": 1780.5,
        "Nova Granada": 3445.9,
        "Bālāchor": 11062.7
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Jaboticatubas: (-19.51°, -43.74°)",
      "  Tatuapé: (-23.54°, -46.57°)",
      "  Altinho: (-8.49°, -36.06°)",
      "  Nova Granada: (-20.53°, -49.31°)",
      "  Bālāchor: (31.06°, 76.30°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Bālāchor: 11062.7 km from centroid",
      "  Nova Granada: 3445.9 km from centroid",
      "  Tatuapé: 3314.3 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Bālāchor",
      "FINAL ANSWER: Bālāchor"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 48.80263,
        "lon": 44.47491,
        "name": "Gorodishche"
      },
      {
        "lat": 37.08343,
        "lon": 15.15332,
        "name": "Floridia"
      },
      {
        "lat": 50.76871,
        "lon": 0.28453,
        "name": "Eastbourne"
      },
      {
        "lat": 50.81342,
        "lon": 10.2361,
        "name": "Bad Salzungen"
      },
      {
        "lat": 39.5186,
        "lon": -104.76136,
        "name": "Parker"
      }
    ],
    "question": "Which location is the geographic outlier among: Gorodishche, Floridia, Eastbourne, Bad Salzungen, Parker?",
    "ground_truth": {
      "answer": "Parker",
      "outlier_distance_km": 7529.8,
      "second_furthest_km": 3834.3,
      "clarity_ratio": 1.96,
      "median_distance_km": 2055.1,
      "distances_to_centroid": {
        "Gorodishche": 3834.3,
        "Floridia": 2055.1,
        "Eastbourne": 801.3,
        "Bad Salzungen": 1404.8,
        "Parker": 7529.8
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Gorodishche: (48.80°, 44.47°)",
      "  Floridia: (37.08°, 15.15°)",
      "  Eastbourne: (50.77°, 0.28°)",
      "  Bad Salzungen: (50.81°, 10.24°)",
      "  Parker: (39.52°, -104.76°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Parker: 7529.8 km from centroid",
      "  Gorodishche: 3834.3 km from centroid",
      "  Floridia: 2055.1 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Parker",
      "FINAL ANSWER: Parker"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -39.06667,
        "lon": 174.08333,
        "name": "New Plymouth"
      },
      {
        "lat": -37.81667,
        "lon": 144.75,
        "name": "Truganina"
      },
      {
        "lat": -19.26639,
        "lon": 146.80569,
        "name": "Townsville"
      },
      {
        "lat": -25.28762,
        "lon": 152.76936,
        "name": "Hervey Bay"
      },
      {
        "lat": 30.09403,
        "lon": 105.71297,
        "name": "Baizi"
      }
    ],
    "question": "Which location is the geographic outlier among: New Plymouth, Truganina, Townsville, Hervey Bay, Baizi?",
    "ground_truth": {
      "answer": "Baizi",
      "outlier_distance_km": 6815.6,
      "second_furthest_km": 3644.7,
      "clarity_ratio": 1.87,
      "median_distance_km": 2173.7,
      "distances_to_centroid": {
        "New Plymouth": 3644.7,
        "Truganina": 2173.7,
        "Townsville": 236.3,
        "Hervey Bay": 1131.7,
        "Baizi": 6815.6
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  New Plymouth: (-39.07°, 174.08°)",
      "  Truganina: (-37.82°, 144.75°)",
      "  Townsville: (-19.27°, 146.81°)",
      "  Hervey Bay: (-25.29°, 152.77°)",
      "  Baizi: (30.09°, 105.71°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Baizi: 6815.6 km from centroid",
      "  New Plymouth: 3644.7 km from centroid",
      "  Truganina: 2173.7 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Baizi",
      "FINAL ANSWER: Baizi"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -32.57076,
        "lon": 27.42396,
        "name": "Stutterheim"
      },
      {
        "lat": 7.75537,
        "lon": -0.98085,
        "name": "Atebubu"
      },
      {
        "lat": 6.52799,
        "lon": 3.35411,
        "name": "Mushin"
      },
      {
        "lat": 7.63527,
        "lon": 4.18156,
        "name": "Iwo"
      },
      {
        "lat": -37.80128,
        "lon": -73.39616,
        "name": "Cañete"
      }
    ],
    "question": "Which location is the geographic outlier among: Stutterheim, Atebubu, Mushin, Iwo, Cañete?",
    "ground_truth": {
      "answer": "Cañete",
      "outlier_distance_km": 7203.8,
      "second_furthest_km": 4423.2,
      "clarity_ratio": 1.63,
      "median_distance_km": 2344.6,
      "distances_to_centroid": {
        "Stutterheim": 4423.2,
        "Atebubu": 2085.1,
        "Mushin": 2191.4,
        "Iwo": 2344.6,
        "Cañete": 7203.8
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Stutterheim: (-32.57°, 27.42°)",
      "  Atebubu: (7.76°, -0.98°)",
      "  Mushin: (6.53°, 3.35°)",
      "  Iwo: (7.64°, 4.18°)",
      "  Cañete: (-37.80°, -73.40°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Cañete: 7203.8 km from centroid",
      "  Stutterheim: 4423.2 km from centroid",
      "  Iwo: 2344.6 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Cañete",
      "FINAL ANSWER: Cañete"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 28.70007,
        "lon": -100.52353,
        "name": "Piedras Negras"
      },
      {
        "lat": 19.10059,
        "lon": -98.8788,
        "name": "Juchitepec"
      },
      {
        "lat": 36.03452,
        "lon": -89.38563,
        "name": "Dyersburg"
      },
      {
        "lat": 30.63269,
        "lon": -97.67723,
        "name": "Georgetown"
      },
      {
        "lat": 7.35156,
        "lon": 4.18335,
        "name": "Apomu"
      }
    ],
    "question": "Which location is the geographic outlier among: Piedras Negras, Juchitepec, Dyersburg, Georgetown, Apomu?",
    "ground_truth": {
      "answer": "Apomu",
      "outlier_distance_km": 8726.5,
      "second_furthest_km": 2437.9,
      "clarity_ratio": 3.58,
      "median_distance_km": 2385.7,
      "distances_to_centroid": {
        "Piedras Negras": 2437.9,
        "Juchitepec": 2385.7,
        "Dyersburg": 1793.2,
        "Georgetown": 2201.8,
        "Apomu": 8726.5
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Piedras Negras: (28.70°, -100.52°)",
      "  Juchitepec: (19.10°, -98.88°)",
      "  Dyersburg: (36.03°, -89.39°)",
      "  Georgetown: (30.63°, -97.68°)",
      "  Apomu: (7.35°, 4.18°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Apomu: 8726.5 km from centroid",
      "  Piedras Negras: 2437.9 km from centroid",
      "  Juchitepec: 2385.7 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Apomu",
      "FINAL ANSWER: Apomu"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -25.86522,
        "lon": 25.64421,
        "name": "Mafikeng"
      },
      {
        "lat": 9.59306,
        "lon": 41.86611,
        "name": "Dire Dawa"
      },
      {
        "lat": 30.6713,
        "lon": 31.58801,
        "name": "Hihyā"
      },
      {
        "lat": -28.28756,
        "lon": 26.14996,
        "name": "Bultfontein"
      },
      {
        "lat": 22.07748,
        "lon": -102.2714,
        "name": "San Francisco de los Romo"
      }
    ],
    "question": "Which location is the geographic outlier among: Mafikeng, Dire Dawa, Hihyā, Bultfontein, San Francisco de los Romo?",
    "ground_truth": {
      "answer": "San Francisco de los Romo",
      "outlier_distance_km": 11670.2,
      "second_furthest_km": 4300.7,
      "clarity_ratio": 2.71,
      "median_distance_km": 4214.1,
      "distances_to_centroid": {
        "Mafikeng": 3804.1,
        "Dire Dawa": 4214.1,
        "Hihyā": 4300.7,
        "Bultfontein": 4045.1,
        "San Francisco de los Romo": 11670.2
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Mafikeng: (-25.87°, 25.64°)",
      "  Dire Dawa: (9.59°, 41.87°)",
      "  Hihyā: (30.67°, 31.59°)",
      "  Bultfontein: (-28.29°, 26.15°)",
      "  San Francisco de los Romo: (22.08°, -102.27°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  San Francisco de los Romo: 11670.2 km from centroid",
      "  Hihyā: 4300.7 km from centroid",
      "  Dire Dawa: 4214.1 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: San Francisco de los Romo",
      "FINAL ANSWER: San Francisco de los Romo"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 6.61012,
        "lon": 3.30968,
        "name": "Akowonjo"
      },
      {
        "lat": 27.26881,
        "lon": 31.15232,
        "name": "Abnūb"
      },
      {
        "lat": 6.31667,
        "lon": 38.26667,
        "name": "Wenago"
      },
      {
        "lat": 8.4541,
        "lon": 39.21752,
        "name": "Wonji"
      },
      {
        "lat": 34.02862,
        "lon": -117.81034,
        "name": "Diamond Bar"
      }
    ],
    "question": "Which location is the geographic outlier among: Akowonjo, Abnūb, Wenago, Wonji, Diamond Bar?",
    "ground_truth": {
      "answer": "Diamond Bar",
      "outlier_distance_km": 11270.4,
      "second_furthest_km": 4467.5,
      "clarity_ratio": 2.52,
      "median_distance_km": 4436.6,
      "distances_to_centroid": {
        "Akowonjo": 1206.6,
        "Abnūb": 3529.2,
        "Wenago": 4436.6,
        "Wonji": 4467.5,
        "Diamond Bar": 11270.4
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Akowonjo: (6.61°, 3.31°)",
      "  Abnūb: (27.27°, 31.15°)",
      "  Wenago: (6.32°, 38.27°)",
      "  Wonji: (8.45°, 39.22°)",
      "  Diamond Bar: (34.03°, -117.81°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Diamond Bar: 11270.4 km from centroid",
      "  Wonji: 4467.5 km from centroid",
      "  Wenago: 4436.6 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Diamond Bar",
      "FINAL ANSWER: Diamond Bar"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 41.55475,
        "lon": -88.09867,
        "name": "Crest Hill"
      },
      {
        "lat": 43.95977,
        "lon": -78.16515,
        "name": "Cobourg"
      },
      {
        "lat": 38.84685,
        "lon": -76.92591,
        "name": "Suitland-Silver Hill"
      },
      {
        "lat": 43.37729,
        "lon": -73.61317,
        "name": "Queensbury"
      },
      {
        "lat": 10.79115,
        "lon": -74.76059,
        "name": "Sabanagrande"
      }
    ],
    "question": "Which location is the geographic outlier among: Crest Hill, Cobourg, Suitland-Silver Hill, Queensbury, Sabanagrande?",
    "ground_truth": {
      "answer": "Sabanagrande",
      "outlier_distance_km": 2793.5,
      "second_furthest_km": 1069.1,
      "clarity_ratio": 2.61,
      "median_distance_km": 943.0,
      "distances_to_centroid": {
        "Crest Hill": 1069.1,
        "Cobourg": 917.9,
        "Suitland-Silver Hill": 370.2,
        "Queensbury": 943.0,
        "Sabanagrande": 2793.5
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Crest Hill: (41.55°, -88.10°)",
      "  Cobourg: (43.96°, -78.17°)",
      "  Suitland-Silver Hill: (38.85°, -76.93°)",
      "  Queensbury: (43.38°, -73.61°)",
      "  Sabanagrande: (10.79°, -74.76°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Sabanagrande: 2793.5 km from centroid",
      "  Crest Hill: 1069.1 km from centroid",
      "  Queensbury: 943.0 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Sabanagrande",
      "FINAL ANSWER: Sabanagrande"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 6.9827,
        "lon": 7.45534,
        "name": "Enugu-Ezike"
      },
      {
        "lat": 6.75,
        "lon": 38.41667,
        "name": "Yirga ‘Alem"
      },
      {
        "lat": 10.89469,
        "lon": -1.09083,
        "name": "Navrongo"
      },
      {
        "lat": 7.11345,
        "lon": 6.73866,
        "name": "Idah"
      },
      {
        "lat": 23.6658,
        "lon": 86.43166,
        "name": "Pāthardih"
      }
    ],
    "question": "Which location is the geographic outlier among: Enugu-Ezike, Yirga ‘Alem, Navrongo, Idah, Pāthardih?",
    "ground_truth": {
      "answer": "Pāthardih",
      "outlier_distance_km": 6356.5,
      "second_furthest_km": 3129.6,
      "clarity_ratio": 2.03,
      "median_distance_km": 2330.8,
      "distances_to_centroid": {
        "Enugu-Ezike": 2256.8,
        "Yirga ‘Alem": 1282.8,
        "Navrongo": 3129.6,
        "Idah": 2330.8,
        "Pāthardih": 6356.5
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Enugu-Ezike: (6.98°, 7.46°)",
      "  Yirga ‘Alem: (6.75°, 38.42°)",
      "  Navrongo: (10.89°, -1.09°)",
      "  Idah: (7.11°, 6.74°)",
      "  Pāthardih: (23.67°, 86.43°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Pāthardih: 6356.5 km from centroid",
      "  Navrongo: 3129.6 km from centroid",
      "  Idah: 2330.8 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Pāthardih",
      "FINAL ANSWER: Pāthardih"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -3.14306,
        "lon": -58.44417,
        "name": "Itacoatiara"
      },
      {
        "lat": -17.345,
        "lon": -44.94194,
        "name": "Pirapora"
      },
      {
        "lat": -10.6875,
        "lon": -37.86167,
        "name": "Paripiranga"
      },
      {
        "lat": -32.0671,
        "lon": -60.64267,
        "name": "Diamante"
      },
      {
        "lat": 48.44963,
        "lon": -123.50261,
        "name": "Langford"
      }
    ],
    "question": "Which location is the geographic outlier among: Itacoatiara, Pirapora, Paripiranga, Diamante, Langford?",
    "ground_truth": {
      "answer": "Langford",
      "outlier_distance_km": 8011.4,
      "second_furthest_km": 3269.8,
      "clarity_ratio": 2.45,
      "median_distance_km": 3122.7,
      "distances_to_centroid": {
        "Itacoatiara": 737.0,
        "Pirapora": 2717.9,
        "Paripiranga": 3122.7,
        "Diamante": 3269.8,
        "Langford": 8011.4
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Itacoatiara: (-3.14°, -58.44°)",
      "  Pirapora: (-17.34°, -44.94°)",
      "  Paripiranga: (-10.69°, -37.86°)",
      "  Diamante: (-32.07°, -60.64°)",
      "  Langford: (48.45°, -123.50°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Langford: 8011.4 km from centroid",
      "  Diamante: 3269.8 km from centroid",
      "  Paripiranga: 3122.7 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Langford",
      "FINAL ANSWER: Langford"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 52.2546,
        "lon": 20.90844,
        "name": "Bemowo"
      },
      {
        "lat": 48.06212,
        "lon": 39.9355,
        "name": "Gukovo"
      },
      {
        "lat": 50.65256,
        "lon": 3.18681,
        "name": "Hem"
      },
      {
        "lat": 50.19645,
        "lon": 39.56631,
        "name": "Rossosh’"
      },
      {
        "lat": -33.28397,
        "lon": 149.10018,
        "name": "Orange"
      }
    ],
    "question": "Which location is the geographic outlier among: Bemowo, Gukovo, Hem, Rossosh’, Orange?",
    "ground_truth": {
      "answer": "Orange",
      "outlier_distance_km": 12679.3,
      "second_furthest_km": 4250.8,
      "clarity_ratio": 2.98,
      "median_distance_km": 3144.7,
      "distances_to_centroid": {
        "Bemowo": 3144.7,
        "Gukovo": 1837.4,
        "Hem": 4250.8,
        "Rossosh’": 2054.1,
        "Orange": 12679.3
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Bemowo: (52.25°, 20.91°)",
      "  Gukovo: (48.06°, 39.94°)",
      "  Hem: (50.65°, 3.19°)",
      "  Rossosh’: (50.20°, 39.57°)",
      "  Orange: (-33.28°, 149.10°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Orange: 12679.3 km from centroid",
      "  Hem: 4250.8 km from centroid",
      "  Bemowo: 3144.7 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Orange",
      "FINAL ANSWER: Orange"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -32.05251,
        "lon": 115.88782,
        "name": "Willetton"
      },
      {
        "lat": -37.88264,
        "lon": 144.7003,
        "name": "Hoppers Crossing"
      },
      {
        "lat": -36.88745,
        "lon": 174.77059,
        "name": "Epsom"
      },
      {
        "lat": -34.78254,
        "lon": 138.61077,
        "name": "Parafield Gardens"
      },
      {
        "lat": 33.58699,
        "lon": 130.48676,
        "name": "Shime"
      }
    ],
    "question": "Which location is the geographic outlier among: Willetton, Hoppers Crossing, Epsom, Parafield Gardens, Shime?",
    "ground_truth": {
      "answer": "Shime",
      "outlier_distance_km": 6235.2,
      "second_furthest_km": 3672.9,
      "clarity_ratio": 1.7,
      "median_distance_km": 2730.3,
      "distances_to_centroid": {
        "Willetton": 2730.3,
        "Hoppers Crossing": 1846.6,
        "Epsom": 3672.9,
        "Parafield Gardens": 1482.2,
        "Shime": 6235.2
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Willetton: (-32.05°, 115.89°)",
      "  Hoppers Crossing: (-37.88°, 144.70°)",
      "  Epsom: (-36.89°, 174.77°)",
      "  Parafield Gardens: (-34.78°, 138.61°)",
      "  Shime: (33.59°, 130.49°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Shime: 6235.2 km from centroid",
      "  Epsom: 3672.9 km from centroid",
      "  Willetton: 2730.3 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Shime",
      "FINAL ANSWER: Shime"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -32.05799,
        "lon": 115.91814,
        "name": "Canning Vale"
      },
      {
        "lat": -37.91928,
        "lon": 145.05301,
        "name": "Bentleigh East"
      },
      {
        "lat": -31.76737,
        "lon": 115.96936,
        "name": "Ellenbrook"
      },
      {
        "lat": -37.8676,
        "lon": 144.98099,
        "name": "Saint Kilda"
      },
      {
        "lat": 41.56667,
        "lon": 2.01667,
        "name": "Terrassa"
      }
    ],
    "question": "Which location is the geographic outlier among: Canning Vale, Bentleigh East, Ellenbrook, Saint Kilda, Terrassa?",
    "ground_truth": {
      "answer": "Terrassa",
      "outlier_distance_km": 12480.4,
      "second_furthest_km": 4375.5,
      "clarity_ratio": 2.85,
      "median_distance_km": 4367.8,
      "distances_to_centroid": {
        "Canning Vale": 1774.3,
        "Bentleigh East": 4375.5,
        "Ellenbrook": 1753.4,
        "Saint Kilda": 4367.8,
        "Terrassa": 12480.4
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Canning Vale: (-32.06°, 115.92°)",
      "  Bentleigh East: (-37.92°, 145.05°)",
      "  Ellenbrook: (-31.77°, 115.97°)",
      "  Saint Kilda: (-37.87°, 144.98°)",
      "  Terrassa: (41.57°, 2.02°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Terrassa: 12480.4 km from centroid",
      "  Bentleigh East: 4375.5 km from centroid",
      "  Saint Kilda: 4367.8 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Terrassa",
      "FINAL ANSWER: Terrassa"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -27.46794,
        "lon": 153.02809,
        "name": "Brisbane"
      },
      {
        "lat": -34.4279,
        "lon": 150.89268,
        "name": "Wollongong city centre"
      },
      {
        "lat": -33.95,
        "lon": 151.23333,
        "name": "Maroubra"
      },
      {
        "lat": -33.75881,
        "lon": 150.99292,
        "name": "Baulkham Hills"
      },
      {
        "lat": 0.28422,
        "lon": 34.75229,
        "name": "Kakamega"
      }
    ],
    "question": "Which location is the geographic outlier among: Brisbane, Wollongong city centre, Maroubra, Baulkham Hills, Kakamega?",
    "ground_truth": {
      "answer": "Kakamega",
      "outlier_distance_km": 10364.3,
      "second_furthest_km": 2471.5,
      "clarity_ratio": 4.19,
      "median_distance_km": 2390.2,
      "distances_to_centroid": {
        "Brisbane": 2471.5,
        "Wollongong city centre": 2375.4,
        "Maroubra": 2390.2,
        "Baulkham Hills": 2363.0,
        "Kakamega": 10364.3
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Brisbane: (-27.47°, 153.03°)",
      "  Wollongong city centre: (-34.43°, 150.89°)",
      "  Maroubra: (-33.95°, 151.23°)",
      "  Baulkham Hills: (-33.76°, 150.99°)",
      "  Kakamega: (0.28°, 34.75°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Kakamega: 10364.3 km from centroid",
      "  Brisbane: 2471.5 km from centroid",
      "  Maroubra: 2390.2 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Kakamega",
      "FINAL ANSWER: Kakamega"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 30.47856,
        "lon": 76.59284,
        "name": "Rajpura"
      },
      {
        "lat": 29.7283,
        "lon": 106.63506,
        "name": "Jiangbei"
      },
      {
        "lat": 32.62082,
        "lon": 117.06319,
        "name": "Datong"
      },
      {
        "lat": 37.75266,
        "lon": 128.87239,
        "name": "Gangneung"
      },
      {
        "lat": 41.86003,
        "lon": -87.71839,
        "name": "North Lawndale"
      }
    ],
    "question": "Which location is the geographic outlier among: Rajpura, Jiangbei, Datong, Gangneung, North Lawndale?",
    "ground_truth": {
      "answer": "North Lawndale",
      "outlier_distance_km": 11179.9,
      "second_furthest_km": 5357.6,
      "clarity_ratio": 2.09,
      "median_distance_km": 4480.3,
      "distances_to_centroid": {
        "Rajpura": 897.0,
        "Jiangbei": 3628.6,
        "Datong": 4480.3,
        "Gangneung": 5357.6,
        "North Lawndale": 11179.9
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Rajpura: (30.48°, 76.59°)",
      "  Jiangbei: (29.73°, 106.64°)",
      "  Datong: (32.62°, 117.06°)",
      "  Gangneung: (37.75°, 128.87°)",
      "  North Lawndale: (41.86°, -87.72°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  North Lawndale: 11179.9 km from centroid",
      "  Gangneung: 5357.6 km from centroid",
      "  Datong: 4480.3 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: North Lawndale",
      "FINAL ANSWER: North Lawndale"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 31.9376,
        "lon": 75.88657,
        "name": "Talwāra"
      },
      {
        "lat": 30.08167,
        "lon": 106.5912,
        "name": "Sanhui"
      },
      {
        "lat": 35.46028,
        "lon": 110.42917,
        "name": "Hancheng"
      },
      {
        "lat": 29.65,
        "lon": 91.1,
        "name": "Lhasa"
      },
      {
        "lat": -34.91119,
        "lon": 138.70735,
        "name": "Adelaide Hills"
      }
    ],
    "question": "Which location is the geographic outlier among: Talwāra, Sanhui, Hancheng, Lhasa, Adelaide Hills?",
    "ground_truth": {
      "answer": "Adelaide Hills",
      "outlier_distance_km": 6943.5,
      "second_furthest_km": 3235.6,
      "clarity_ratio": 2.15,
      "median_distance_km": 1978.9,
      "distances_to_centroid": {
        "Talwāra": 3235.6,
        "Sanhui": 1310.5,
        "Hancheng": 1978.9,
        "Lhasa": 1845.3,
        "Adelaide Hills": 6943.5
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Talwāra: (31.94°, 75.89°)",
      "  Sanhui: (30.08°, 106.59°)",
      "  Hancheng: (35.46°, 110.43°)",
      "  Lhasa: (29.65°, 91.10°)",
      "  Adelaide Hills: (-34.91°, 138.71°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Adelaide Hills: 6943.5 km from centroid",
      "  Talwāra: 3235.6 km from centroid",
      "  Hancheng: 1978.9 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Adelaide Hills",
      "FINAL ANSWER: Adelaide Hills"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 6.58222,
        "lon": 46.43333,
        "name": "Qorof"
      },
      {
        "lat": 27.06309,
        "lon": 31.34425,
        "name": "As Sāḩil"
      },
      {
        "lat": 28.49456,
        "lon": 30.80526,
        "name": "Banī Mazār"
      },
      {
        "lat": -27.65036,
        "lon": 27.23488,
        "name": "Kroonstad"
      },
      {
        "lat": -29.16163,
        "lon": -67.49934,
        "name": "Chilecito"
      }
    ],
    "question": "Which location is the geographic outlier among: Qorof, As Sāḩil, Banī Mazār, Kroonstad, Chilecito?",
    "ground_truth": {
      "answer": "Chilecito",
      "outlier_distance_km": 9208.7,
      "second_furthest_km": 3685.5,
      "clarity_ratio": 2.5,
      "median_distance_km": 3552.2,
      "distances_to_centroid": {
        "Qorof": 3685.5,
        "As Sāḩil": 3452.1,
        "Banī Mazār": 3552.2,
        "Kroonstad": 3507.0,
        "Chilecito": 9208.7
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Qorof: (6.58°, 46.43°)",
      "  As Sāḩil: (27.06°, 31.34°)",
      "  Banī Mazār: (28.49°, 30.81°)",
      "  Kroonstad: (-27.65°, 27.23°)",
      "  Chilecito: (-29.16°, -67.50°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Chilecito: 9208.7 km from centroid",
      "  Qorof: 3685.5 km from centroid",
      "  Banī Mazār: 3552.2 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Chilecito",
      "FINAL ANSWER: Chilecito"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -21.60333,
        "lon": -48.36583,
        "name": "Matão"
      },
      {
        "lat": -19.67722,
        "lon": -51.19083,
        "name": "Paranaíba"
      },
      {
        "lat": -21.64611,
        "lon": -41.74694,
        "name": "São Fidélis"
      },
      {
        "lat": -13.55222,
        "lon": -52.26833,
        "name": "Canarana"
      },
      {
        "lat": 45.48706,
        "lon": -122.80371,
        "name": "Beaverton"
      }
    ],
    "question": "Which location is the geographic outlier among: Matão, Paranaíba, São Fidélis, Canarana, Beaverton?",
    "ground_truth": {
      "answer": "Beaverton",
      "outlier_distance_km": 8223.1,
      "second_furthest_km": 2882.1,
      "clarity_ratio": 2.85,
      "median_distance_km": 2346.2,
      "distances_to_centroid": {
        "Matão": 2346.2,
        "Paranaíba": 1987.9,
        "São Fidélis": 2882.1,
        "Canarana": 1456.1,
        "Beaverton": 8223.1
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Matão: (-21.60°, -48.37°)",
      "  Paranaíba: (-19.68°, -51.19°)",
      "  São Fidélis: (-21.65°, -41.75°)",
      "  Canarana: (-13.55°, -52.27°)",
      "  Beaverton: (45.49°, -122.80°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Beaverton: 8223.1 km from centroid",
      "  São Fidélis: 2882.1 km from centroid",
      "  Matão: 2346.2 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Beaverton",
      "FINAL ANSWER: Beaverton"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -1.19667,
        "lon": -46.14,
        "name": "Viseu"
      },
      {
        "lat": -21.26083,
        "lon": -50.64278,
        "name": "Guararapes"
      },
      {
        "lat": -20.73139,
        "lon": -48.05778,
        "name": "Morro Agudo"
      },
      {
        "lat": -4.44696,
        "lon": -49.11556,
        "name": "Jacundá"
      },
      {
        "lat": 28.86504,
        "lon": 106.83814,
        "name": "Qingnian"
      }
    ],
    "question": "Which location is the geographic outlier among: Viseu, Guararapes, Morro Agudo, Jacundá, Qingnian?",
    "ground_truth": {
      "answer": "Qingnian",
      "outlier_distance_km": 13518.3,
      "second_furthest_km": 4081.5,
      "clarity_ratio": 3.31,
      "median_distance_km": 3813.1,
      "distances_to_centroid": {
        "Viseu": 3202.5,
        "Guararapes": 4081.5,
        "Morro Agudo": 3813.1,
        "Jacundá": 3515.6,
        "Qingnian": 13518.3
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Viseu: (-1.20°, -46.14°)",
      "  Guararapes: (-21.26°, -50.64°)",
      "  Morro Agudo: (-20.73°, -48.06°)",
      "  Jacundá: (-4.45°, -49.12°)",
      "  Qingnian: (28.87°, 106.84°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Qingnian: 13518.3 km from centroid",
      "  Guararapes: 4081.5 km from centroid",
      "  Morro Agudo: 3813.1 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Qingnian",
      "FINAL ANSWER: Qingnian"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 44.15011,
        "lon": -79.86635,
        "name": "Alliston"
      },
      {
        "lat": 21.47831,
        "lon": -101.21566,
        "name": "San Felipe"
      },
      {
        "lat": 38.85039,
        "lon": -77.1297,
        "name": "Baileys Crossroads"
      },
      {
        "lat": 34.89859,
        "lon": -117.02282,
        "name": "Barstow"
      },
      {
        "lat": 21.0045,
        "lon": 105.7404,
        "name": "Vinhomes Smart City"
      }
    ],
    "question": "Which location is the geographic outlier among: Alliston, San Felipe, Baileys Crossroads, Barstow, Vinhomes Smart City?",
    "ground_truth": {
      "answer": "Vinhomes Smart City",
      "outlier_distance_km": 13727.4,
      "second_furthest_km": 5763.3,
      "clarity_ratio": 2.38,
      "median_distance_km": 4803.3,
      "distances_to_centroid": {
        "Alliston": 2622.0,
        "San Felipe": 4803.3,
        "Baileys Crossroads": 2227.2,
        "Barstow": 5763.3,
        "Vinhomes Smart City": 13727.4
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Alliston: (44.15°, -79.87°)",
      "  San Felipe: (21.48°, -101.22°)",
      "  Baileys Crossroads: (38.85°, -77.13°)",
      "  Barstow: (34.90°, -117.02°)",
      "  Vinhomes Smart City: (21.00°, 105.74°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Vinhomes Smart City: 13727.4 km from centroid",
      "  Barstow: 5763.3 km from centroid",
      "  San Felipe: 4803.3 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Vinhomes Smart City",
      "FINAL ANSWER: Vinhomes Smart City"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 21.48815,
        "lon": 70.07576,
        "name": "Bāntva"
      },
      {
        "lat": 36.05701,
        "lon": 103.83987,
        "name": "Lanzhou"
      },
      {
        "lat": 13.69196,
        "lon": 100.40691,
        "name": "Bang Khae"
      },
      {
        "lat": 30.81609,
        "lon": 108.26216,
        "name": "Lihe"
      },
      {
        "lat": 32.86013,
        "lon": -97.36391,
        "name": "Saginaw"
      }
    ],
    "question": "Which location is the geographic outlier among: Bāntva, Lanzhou, Bang Khae, Lihe, Saginaw?",
    "ground_truth": {
      "answer": "Saginaw",
      "outlier_distance_km": 12831.9,
      "second_furthest_km": 4961.3,
      "clarity_ratio": 2.59,
      "median_distance_km": 4729.7,
      "distances_to_centroid": {
        "Bāntva": 1454.6,
        "Lanzhou": 4504.8,
        "Bang Khae": 4729.7,
        "Lihe": 4961.3,
        "Saginaw": 12831.9
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Bāntva: (21.49°, 70.08°)",
      "  Lanzhou: (36.06°, 103.84°)",
      "  Bang Khae: (13.69°, 100.41°)",
      "  Lihe: (30.82°, 108.26°)",
      "  Saginaw: (32.86°, -97.36°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Saginaw: 12831.9 km from centroid",
      "  Lihe: 4961.3 km from centroid",
      "  Bang Khae: 4729.7 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Saginaw",
      "FINAL ANSWER: Saginaw"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -37.88214,
        "lon": 144.98215,
        "name": "Elwood"
      },
      {
        "lat": -31.76737,
        "lon": 115.96936,
        "name": "Ellenbrook"
      },
      {
        "lat": -38.09968,
        "lon": 145.17248,
        "name": "Carrum Downs"
      },
      {
        "lat": -25.54073,
        "lon": 152.70493,
        "name": "Maryborough"
      },
      {
        "lat": 38.55,
        "lon": 141.05,
        "name": "Kogota"
      }
    ],
    "question": "Which location is the geographic outlier among: Elwood, Ellenbrook, Carrum Downs, Maryborough, Kogota?",
    "ground_truth": {
      "answer": "Kogota",
      "outlier_distance_km": 6394.5,
      "second_furthest_km": 2791.8,
      "clarity_ratio": 2.29,
      "median_distance_km": 2188.2,
      "distances_to_centroid": {
        "Elwood": 2160.6,
        "Ellenbrook": 2791.8,
        "Carrum Downs": 2188.2,
        "Maryborough": 1499.9,
        "Kogota": 6394.5
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Elwood: (-37.88°, 144.98°)",
      "  Ellenbrook: (-31.77°, 115.97°)",
      "  Carrum Downs: (-38.10°, 145.17°)",
      "  Maryborough: (-25.54°, 152.70°)",
      "  Kogota: (38.55°, 141.05°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Kogota: 6394.5 km from centroid",
      "  Ellenbrook: 2791.8 km from centroid",
      "  Carrum Downs: 2188.2 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Kogota",
      "FINAL ANSWER: Kogota"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -25.699,
        "lon": 27.47475,
        "name": "Marikana"
      },
      {
        "lat": 25.90107,
        "lon": 32.72392,
        "name": "Naqādah"
      },
      {
        "lat": -30.99766,
        "lon": 26.32862,
        "name": "Burgersdorp"
      },
      {
        "lat": 9.11972,
        "lon": 4.8236,
        "name": "Jebba"
      },
      {
        "lat": 42.97866,
        "lon": -82.40407,
        "name": "Sarnia"
      }
    ],
    "question": "Which location is the geographic outlier among: Marikana, Naqādah, Burgersdorp, Jebba, Sarnia?",
    "ground_truth": {
      "answer": "Sarnia",
      "outlier_distance_km": 9212.6,
      "second_furthest_km": 4706.2,
      "clarity_ratio": 1.96,
      "median_distance_km": 4332.1,
      "distances_to_centroid": {
        "Marikana": 4332.1,
        "Naqādah": 4079.4,
        "Burgersdorp": 4706.2,
        "Jebba": 635.7,
        "Sarnia": 9212.6
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Marikana: (-25.70°, 27.47°)",
      "  Naqādah: (25.90°, 32.72°)",
      "  Burgersdorp: (-31.00°, 26.33°)",
      "  Jebba: (9.12°, 4.82°)",
      "  Sarnia: (42.98°, -82.40°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Sarnia: 9212.6 km from centroid",
      "  Burgersdorp: 4706.2 km from centroid",
      "  Marikana: 4332.1 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Sarnia",
      "FINAL ANSWER: Sarnia"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 56.01141,
        "lon": -3.72183,
        "name": "Grangemouth"
      },
      {
        "lat": 41.20036,
        "lon": 16.59905,
        "name": "Molfetta"
      },
      {
        "lat": 55.71815,
        "lon": 37.47271,
        "name": "Davydkovo"
      },
      {
        "lat": 51.954,
        "lon": 7.00481,
        "name": "Gescher"
      },
      {
        "lat": 26.15422,
        "lon": 78.7812,
        "name": "Seondha"
      }
    ],
    "question": "Which location is the geographic outlier among: Grangemouth, Molfetta, Davydkovo, Gescher, Seondha?",
    "ground_truth": {
      "answer": "Seondha",
      "outlier_distance_km": 5027.9,
      "second_furthest_km": 2392.5,
      "clarity_ratio": 2.1,
      "median_distance_km": 1598.6,
      "distances_to_centroid": {
        "Grangemouth": 2392.5,
        "Molfetta": 1018.4,
        "Davydkovo": 1275.1,
        "Gescher": 1598.6,
        "Seondha": 5027.9
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Grangemouth: (56.01°, -3.72°)",
      "  Molfetta: (41.20°, 16.60°)",
      "  Davydkovo: (55.72°, 37.47°)",
      "  Gescher: (51.95°, 7.00°)",
      "  Seondha: (26.15°, 78.78°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Seondha: 5027.9 km from centroid",
      "  Grangemouth: 2392.5 km from centroid",
      "  Gescher: 1598.6 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Seondha",
      "FINAL ANSWER: Seondha"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 55.81353,
        "lon": 37.71617,
        "name": "Bogorodskoye"
      },
      {
        "lat": 50.19661,
        "lon": 38.11674,
        "name": "Valuyki"
      },
      {
        "lat": 39.88853,
        "lon": 4.26583,
        "name": "Maó"
      },
      {
        "lat": 56.5234,
        "lon": 52.99431,
        "name": "Agryz"
      },
      {
        "lat": 40.22039,
        "lon": -74.01208,
        "name": "Asbury Park"
      }
    ],
    "question": "Which location is the geographic outlier among: Bogorodskoye, Valuyki, Maó, Agryz, Asbury Park?",
    "ground_truth": {
      "answer": "Asbury Park",
      "outlier_distance_km": 6518.9,
      "second_furthest_km": 2874.5,
      "clarity_ratio": 2.27,
      "median_distance_km": 1928.1,
      "distances_to_centroid": {
        "Bogorodskoye": 1928.1,
        "Valuyki": 1903.6,
        "Maó": 1132.4,
        "Agryz": 2874.5,
        "Asbury Park": 6518.9
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Bogorodskoye: (55.81°, 37.72°)",
      "  Valuyki: (50.20°, 38.12°)",
      "  Maó: (39.89°, 4.27°)",
      "  Agryz: (56.52°, 52.99°)",
      "  Asbury Park: (40.22°, -74.01°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Asbury Park: 6518.9 km from centroid",
      "  Agryz: 2874.5 km from centroid",
      "  Bogorodskoye: 1928.1 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Asbury Park",
      "FINAL ANSWER: Asbury Park"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 31.00751,
        "lon": 119.90851,
        "name": "Zhicheng"
      },
      {
        "lat": 33.5567,
        "lon": 131.44506,
        "name": "Bungo-Takada-shi"
      },
      {
        "lat": 21.89764,
        "lon": 83.3966,
        "name": "Raigarh"
      },
      {
        "lat": 35.68917,
        "lon": 139.83282,
        "name": "Ōjima"
      },
      {
        "lat": 38.70712,
        "lon": -121.28106,
        "name": "Citrus Heights"
      }
    ],
    "question": "Which location is the geographic outlier among: Zhicheng, Bungo-Takada-shi, Raigarh, Ōjima, Citrus Heights?",
    "ground_truth": {
      "answer": "Citrus Heights",
      "outlier_distance_km": 12037.6,
      "second_furthest_km": 6258.5,
      "clarity_ratio": 1.92,
      "median_distance_km": 5594.4,
      "distances_to_centroid": {
        "Zhicheng": 4624.8,
        "Bungo-Takada-shi": 5594.4,
        "Raigarh": 1699.2,
        "Ōjima": 6258.5,
        "Citrus Heights": 12037.6
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Zhicheng: (31.01°, 119.91°)",
      "  Bungo-Takada-shi: (33.56°, 131.45°)",
      "  Raigarh: (21.90°, 83.40°)",
      "  Ōjima: (35.69°, 139.83°)",
      "  Citrus Heights: (38.71°, -121.28°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Citrus Heights: 12037.6 km from centroid",
      "  Ōjima: 6258.5 km from centroid",
      "  Bungo-Takada-shi: 5594.4 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Citrus Heights",
      "FINAL ANSWER: Citrus Heights"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 35.27842,
        "lon": -93.13379,
        "name": "Russellville"
      },
      {
        "lat": 42.35843,
        "lon": -71.12589,
        "name": "Allston"
      },
      {
        "lat": 42.61065,
        "lon": -71.23422,
        "name": "Tewksbury"
      },
      {
        "lat": 40.12448,
        "lon": -87.63002,
        "name": "Danville"
      },
      {
        "lat": -37.15276,
        "lon": -58.48838,
        "name": "Ayacucho"
      }
    ],
    "question": "Which location is the geographic outlier among: Russellville, Allston, Tewksbury, Danville, Ayacucho?",
    "ground_truth": {
      "answer": "Ayacucho",
      "outlier_distance_km": 7120.6,
      "second_furthest_km": 2051.6,
      "clarity_ratio": 3.47,
      "median_distance_km": 2026.8,
      "distances_to_centroid": {
        "Russellville": 2000.3,
        "Allston": 2026.8,
        "Tewksbury": 2051.6,
        "Danville": 2018.5,
        "Ayacucho": 7120.6
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Russellville: (35.28°, -93.13°)",
      "  Allston: (42.36°, -71.13°)",
      "  Tewksbury: (42.61°, -71.23°)",
      "  Danville: (40.12°, -87.63°)",
      "  Ayacucho: (-37.15°, -58.49°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Ayacucho: 7120.6 km from centroid",
      "  Tewksbury: 2051.6 km from centroid",
      "  Allston: 2026.8 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Ayacucho",
      "FINAL ANSWER: Ayacucho"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -38.16667,
        "lon": 145.16667,
        "name": "Langwarrin"
      },
      {
        "lat": -37.78828,
        "lon": 145.12373,
        "name": "Doncaster"
      },
      {
        "lat": -33.85,
        "lon": 151.03333,
        "name": "Auburn"
      },
      {
        "lat": -37.78247,
        "lon": 145.31682,
        "name": "Mooroolbark"
      },
      {
        "lat": 40.87363,
        "lon": 14.34085,
        "name": "Volla"
      }
    ],
    "question": "Which location is the geographic outlier among: Langwarrin, Doncaster, Auburn, Mooroolbark, Volla?",
    "ground_truth": {
      "answer": "Volla",
      "outlier_distance_km": 12843.5,
      "second_furthest_km": 3324.5,
      "clarity_ratio": 3.86,
      "median_distance_km": 3033.8,
      "distances_to_centroid": {
        "Langwarrin": 3033.8,
        "Doncaster": 3009.1,
        "Auburn": 3324.5,
        "Mooroolbark": 3023.5,
        "Volla": 12843.5
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Langwarrin: (-38.17°, 145.17°)",
      "  Doncaster: (-37.79°, 145.12°)",
      "  Auburn: (-33.85°, 151.03°)",
      "  Mooroolbark: (-37.78°, 145.32°)",
      "  Volla: (40.87°, 14.34°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Volla: 12843.5 km from centroid",
      "  Auburn: 3324.5 km from centroid",
      "  Langwarrin: 3033.8 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Volla",
      "FINAL ANSWER: Volla"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 40.63593,
        "lon": 141.4448,
        "name": "Hitokawame"
      },
      {
        "lat": 29.86203,
        "lon": 106.20288,
        "name": "Jiuxian"
      },
      {
        "lat": 34.30339,
        "lon": 135.53322,
        "name": "Nakaiburi"
      },
      {
        "lat": 33.16834,
        "lon": 129.72502,
        "name": "Sasebo"
      },
      {
        "lat": 36.73393,
        "lon": -3.69072,
        "name": "Almuñécar"
      }
    ],
    "question": "Which location is the geographic outlier among: Hitokawame, Jiuxian, Nakaiburi, Sasebo, Almuñécar?",
    "ground_truth": {
      "answer": "Almuñécar",
      "outlier_distance_km": 8941.1,
      "second_furthest_km": 3506.9,
      "clarity_ratio": 2.55,
      "median_distance_km": 3068.9,
      "distances_to_centroid": {
        "Hitokawame": 3506.9,
        "Jiuxian": 697.3,
        "Nakaiburi": 3068.9,
        "Sasebo": 2567.9,
        "Almuñécar": 8941.1
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Hitokawame: (40.64°, 141.44°)",
      "  Jiuxian: (29.86°, 106.20°)",
      "  Nakaiburi: (34.30°, 135.53°)",
      "  Sasebo: (33.17°, 129.73°)",
      "  Almuñécar: (36.73°, -3.69°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Almuñécar: 8941.1 km from centroid",
      "  Hitokawame: 3506.9 km from centroid",
      "  Nakaiburi: 3068.9 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Almuñécar",
      "FINAL ANSWER: Almuñécar"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -37.73333,
        "lon": 145.15,
        "name": "Eltham"
      },
      {
        "lat": -34.03857,
        "lon": 151.10005,
        "name": "Miranda"
      },
      {
        "lat": -37.91667,
        "lon": 145.11667,
        "name": "Clayton"
      },
      {
        "lat": -31.43084,
        "lon": 152.90894,
        "name": "Port Macquarie"
      },
      {
        "lat": -6.64167,
        "lon": -35.79,
        "name": "Cacimba de Dentro"
      }
    ],
    "question": "Which location is the geographic outlier among: Eltham, Miranda, Clayton, Port Macquarie, Cacimba de Dentro?",
    "ground_truth": {
      "answer": "Cacimba de Dentro",
      "outlier_distance_km": 14698.9,
      "second_furthest_km": 3931.2,
      "clarity_ratio": 3.74,
      "median_distance_km": 3734.3,
      "distances_to_centroid": {
        "Eltham": 3208.4,
        "Miranda": 3734.3,
        "Clayton": 3207.9,
        "Port Macquarie": 3931.2,
        "Cacimba de Dentro": 14698.9
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Eltham: (-37.73°, 145.15°)",
      "  Miranda: (-34.04°, 151.10°)",
      "  Clayton: (-37.92°, 145.12°)",
      "  Port Macquarie: (-31.43°, 152.91°)",
      "  Cacimba de Dentro: (-6.64°, -35.79°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Cacimba de Dentro: 14698.9 km from centroid",
      "  Port Macquarie: 3931.2 km from centroid",
      "  Miranda: 3734.3 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Cacimba de Dentro",
      "FINAL ANSWER: Cacimba de Dentro"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -2.97083,
        "lon": -44.31556,
        "name": "Bacabeira"
      },
      {
        "lat": -28.66056,
        "lon": -56.00444,
        "name": "São Borja"
      },
      {
        "lat": -21.12,
        "lon": -42.94278,
        "name": "Ubá"
      },
      {
        "lat": -19.17222,
        "lon": -41.47222,
        "name": "Conselheiro Pena"
      },
      {
        "lat": -0.50397,
        "lon": 36.31845,
        "name": "Gilgil"
      }
    ],
    "question": "Which location is the geographic outlier among: Bacabeira, São Borja, Ubá, Conselheiro Pena, Gilgil?",
    "ground_truth": {
      "answer": "Gilgil",
      "outlier_distance_km": 7413.8,
      "second_furthest_km": 3133.5,
      "clarity_ratio": 2.37,
      "median_distance_km": 2053.3,
      "distances_to_centroid": {
        "Bacabeira": 2053.3,
        "São Borja": 3133.5,
        "Ubá": 1584.7,
        "Conselheiro Pena": 1358.1,
        "Gilgil": 7413.8
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Bacabeira: (-2.97°, -44.32°)",
      "  São Borja: (-28.66°, -56.00°)",
      "  Ubá: (-21.12°, -42.94°)",
      "  Conselheiro Pena: (-19.17°, -41.47°)",
      "  Gilgil: (-0.50°, 36.32°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Gilgil: 7413.8 km from centroid",
      "  São Borja: 3133.5 km from centroid",
      "  Bacabeira: 2053.3 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Gilgil",
      "FINAL ANSWER: Gilgil"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -4.23222,
        "lon": -39.1925,
        "name": "Caridade"
      },
      {
        "lat": -5.35,
        "lon": -40.38333,
        "name": "Várzea Alegre"
      },
      {
        "lat": -25.22,
        "lon": -49.34778,
        "name": "Itaperuçu"
      },
      {
        "lat": -23.54889,
        "lon": -46.93417,
        "name": "Itapevi"
      },
      {
        "lat": -31.83291,
        "lon": 115.7759,
        "name": "Duncraig"
      }
    ],
    "question": "Which location is the geographic outlier among: Caridade, Várzea Alegre, Itaperuçu, Itapevi, Duncraig?",
    "ground_truth": {
      "answer": "Duncraig",
      "outlier_distance_km": 12161.8,
      "second_furthest_km": 3927.5,
      "clarity_ratio": 3.1,
      "median_distance_km": 3672.0,
      "distances_to_centroid": {
        "Caridade": 3330.6,
        "Várzea Alegre": 3388.0,
        "Itaperuçu": 3927.5,
        "Itapevi": 3672.0,
        "Duncraig": 12161.8
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Caridade: (-4.23°, -39.19°)",
      "  Várzea Alegre: (-5.35°, -40.38°)",
      "  Itaperuçu: (-25.22°, -49.35°)",
      "  Itapevi: (-23.55°, -46.93°)",
      "  Duncraig: (-31.83°, 115.78°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Duncraig: 12161.8 km from centroid",
      "  Itaperuçu: 3927.5 km from centroid",
      "  Itapevi: 3672.0 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Duncraig",
      "FINAL ANSWER: Duncraig"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -28.07071,
        "lon": 153.39329,
        "name": "Robina"
      },
      {
        "lat": -45.87416,
        "lon": 170.50361,
        "name": "Dunedin"
      },
      {
        "lat": -37.82289,
        "lon": 147.61041,
        "name": "Bairnsdale"
      },
      {
        "lat": -37.90561,
        "lon": 145.00279,
        "name": "Brighton"
      },
      {
        "lat": 51.90224,
        "lon": -0.20256,
        "name": "Stevenage"
      }
    ],
    "question": "Which location is the geographic outlier among: Robina, Dunedin, Bairnsdale, Brighton, Stevenage?",
    "ground_truth": {
      "answer": "Stevenage",
      "outlier_distance_km": 13980.8,
      "second_furthest_km": 5194.1,
      "clarity_ratio": 2.69,
      "median_distance_km": 3198.3,
      "distances_to_centroid": {
        "Robina": 3198.3,
        "Dunedin": 5194.1,
        "Bairnsdale": 3107.5,
        "Brighton": 2927.8,
        "Stevenage": 13980.8
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Robina: (-28.07°, 153.39°)",
      "  Dunedin: (-45.87°, 170.50°)",
      "  Bairnsdale: (-37.82°, 147.61°)",
      "  Brighton: (-37.91°, 145.00°)",
      "  Stevenage: (51.90°, -0.20°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Stevenage: 13980.8 km from centroid",
      "  Dunedin: 5194.1 km from centroid",
      "  Robina: 3198.3 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Stevenage",
      "FINAL ANSWER: Stevenage"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -35.02692,
        "lon": 117.88369,
        "name": "Albany"
      },
      {
        "lat": -37.82289,
        "lon": 147.61041,
        "name": "Bairnsdale"
      },
      {
        "lat": -32.27682,
        "lon": 115.72978,
        "name": "Rockingham"
      },
      {
        "lat": -33.92019,
        "lon": 151.22241,
        "name": "Kensington"
      },
      {
        "lat": -24.52611,
        "lon": -49.94861,
        "name": "Piraí do Sul"
      }
    ],
    "question": "Which location is the geographic outlier among: Albany, Bairnsdale, Rockingham, Kensington, Piraí do Sul?",
    "ground_truth": {
      "answer": "Piraí do Sul",
      "outlier_distance_km": 12724.0,
      "second_furthest_km": 5024.4,
      "clarity_ratio": 2.53,
      "median_distance_km": 4617.3,
      "distances_to_centroid": {
        "Albany": 1987.1,
        "Bairnsdale": 4617.3,
        "Rockingham": 1801.7,
        "Kensington": 5024.4,
        "Piraí do Sul": 12724.0
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Albany: (-35.03°, 117.88°)",
      "  Bairnsdale: (-37.82°, 147.61°)",
      "  Rockingham: (-32.28°, 115.73°)",
      "  Kensington: (-33.92°, 151.22°)",
      "  Piraí do Sul: (-24.53°, -49.95°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Piraí do Sul: 12724.0 km from centroid",
      "  Kensington: 5024.4 km from centroid",
      "  Bairnsdale: 4617.3 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Piraí do Sul",
      "FINAL ANSWER: Piraí do Sul"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -7.31111,
        "lon": -39.30417,
        "name": "Barbalha"
      },
      {
        "lat": -23.56202,
        "lon": -46.4913,
        "name": "Cidade Lider"
      },
      {
        "lat": -23.62821,
        "lon": -46.45395,
        "name": "Sao Rafael"
      },
      {
        "lat": -23.43389,
        "lon": -45.07111,
        "name": "Ubatuba"
      },
      {
        "lat": -37.8228,
        "lon": 144.96434,
        "name": "Southbank"
      }
    ],
    "question": "Which location is the geographic outlier among: Barbalha, Cidade Lider, Sao Rafael, Ubatuba, Southbank?",
    "ground_truth": {
      "answer": "Southbank",
      "outlier_distance_km": 12607.1,
      "second_furthest_km": 4072.0,
      "clarity_ratio": 3.1,
      "median_distance_km": 4067.3,
      "distances_to_centroid": {
        "Barbalha": 3923.0,
        "Cidade Lider": 4072.0,
        "Sao Rafael": 4067.3,
        "Ubatuba": 3930.3,
        "Southbank": 12607.1
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Barbalha: (-7.31°, -39.30°)",
      "  Cidade Lider: (-23.56°, -46.49°)",
      "  Sao Rafael: (-23.63°, -46.45°)",
      "  Ubatuba: (-23.43°, -45.07°)",
      "  Southbank: (-37.82°, 144.96°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Southbank: 12607.1 km from centroid",
      "  Cidade Lider: 4072.0 km from centroid",
      "  Sao Rafael: 4067.3 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Southbank",
      "FINAL ANSWER: Southbank"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 12.99082,
        "lon": 7.60177,
        "name": "Katsina"
      },
      {
        "lat": 7.2,
        "lon": 38.6,
        "name": "Shashamane"
      },
      {
        "lat": 11.59364,
        "lon": 37.39077,
        "name": "Bahir Dar"
      },
      {
        "lat": 30.29636,
        "lon": 31.74633,
        "name": "Al ‘Āshir min Ramaḑān"
      },
      {
        "lat": -37.8,
        "lon": 144.9,
        "name": "Footscray"
      }
    ],
    "question": "Which location is the geographic outlier among: Katsina, Shashamane, Bahir Dar, Al ‘Āshir min Ramaḑān, Footscray?",
    "ground_truth": {
      "answer": "Footscray",
      "outlier_distance_km": 10588.5,
      "second_furthest_km": 4958.0,
      "clarity_ratio": 2.14,
      "median_distance_km": 3539.6,
      "distances_to_centroid": {
        "Katsina": 4958.0,
        "Shashamane": 1509.6,
        "Bahir Dar": 1777.5,
        "Al ‘Āshir min Ramaḑān": 3539.6,
        "Footscray": 10588.5
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Katsina: (12.99°, 7.60°)",
      "  Shashamane: (7.20°, 38.60°)",
      "  Bahir Dar: (11.59°, 37.39°)",
      "  Al ‘Āshir min Ramaḑān: (30.30°, 31.75°)",
      "  Footscray: (-37.80°, 144.90°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Footscray: 10588.5 km from centroid",
      "  Katsina: 4958.0 km from centroid",
      "  Al ‘Āshir min Ramaḑān: 3539.6 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Footscray",
      "FINAL ANSWER: Footscray"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -39.6381,
        "lon": 176.84918,
        "name": "Hastings"
      },
      {
        "lat": -33.9209,
        "lon": 151.12506,
        "name": "Earlwood"
      },
      {
        "lat": -27.61025,
        "lon": 153.05388,
        "name": "Sunnybank Hills"
      },
      {
        "lat": -27.19354,
        "lon": 153.02631,
        "name": "Deception Bay"
      },
      {
        "lat": 50.99687,
        "lon": 8.11062,
        "name": "Hilchenbach"
      }
    ],
    "question": "Which location is the geographic outlier among: Hastings, Earlwood, Sunnybank Hills, Deception Bay, Hilchenbach?",
    "ground_truth": {
      "answer": "Hilchenbach",
      "outlier_distance_km": 13443.5,
      "second_furthest_km": 5391.5,
      "clarity_ratio": 2.49,
      "median_distance_km": 3062.1,
      "distances_to_centroid": {
        "Hastings": 5391.5,
        "Earlwood": 3062.1,
        "Sunnybank Hills": 2873.4,
        "Deception Bay": 2853.2,
        "Hilchenbach": 13443.5
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Hastings: (-39.64°, 176.85°)",
      "  Earlwood: (-33.92°, 151.13°)",
      "  Sunnybank Hills: (-27.61°, 153.05°)",
      "  Deception Bay: (-27.19°, 153.03°)",
      "  Hilchenbach: (51.00°, 8.11°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Hilchenbach: 13443.5 km from centroid",
      "  Hastings: 5391.5 km from centroid",
      "  Earlwood: 3062.1 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Hilchenbach",
      "FINAL ANSWER: Hilchenbach"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 42.58698,
        "lon": -82.91992,
        "name": "Clinton Township"
      },
      {
        "lat": 31.31716,
        "lon": -113.53799,
        "name": "Puerto Peñasco"
      },
      {
        "lat": 34.95303,
        "lon": -120.43572,
        "name": "Santa Maria"
      },
      {
        "lat": 48.0151,
        "lon": -122.06374,
        "name": "Lake Stevens"
      },
      {
        "lat": 27.15092,
        "lon": 78.39781,
        "name": "Fīrozābād"
      }
    ],
    "question": "Which location is the geographic outlier among: Clinton Township, Puerto Peñasco, Santa Maria, Lake Stevens, Fīrozābād?",
    "ground_truth": {
      "answer": "Fīrozābād",
      "outlier_distance_km": 12263.6,
      "second_furthest_km": 4311.9,
      "clarity_ratio": 2.84,
      "median_distance_km": 4205.4,
      "distances_to_centroid": {
        "Clinton Township": 1124.8,
        "Puerto Peñasco": 3834.5,
        "Santa Maria": 4311.9,
        "Lake Stevens": 4205.4,
        "Fīrozābād": 12263.6
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Clinton Township: (42.59°, -82.92°)",
      "  Puerto Peñasco: (31.32°, -113.54°)",
      "  Santa Maria: (34.95°, -120.44°)",
      "  Lake Stevens: (48.02°, -122.06°)",
      "  Fīrozābād: (27.15°, 78.40°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Fīrozābād: 12263.6 km from centroid",
      "  Santa Maria: 4311.9 km from centroid",
      "  Lake Stevens: 4205.4 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Fīrozābād",
      "FINAL ANSWER: Fīrozābād"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 51.18035,
        "lon": 14.43494,
        "name": "Bautzen"
      },
      {
        "lat": 49.22045,
        "lon": 143.0912,
        "name": "Poronaysk"
      },
      {
        "lat": 50.87197,
        "lon": 9.70891,
        "name": "Bad Hersfeld"
      },
      {
        "lat": 45.93778,
        "lon": 8.57088,
        "name": "Pallanza-Intra-Suna"
      },
      {
        "lat": 28.26419,
        "lon": 78.4056,
        "name": "Babrāla"
      }
    ],
    "question": "Which location is the geographic outlier among: Bautzen, Poronaysk, Bad Hersfeld, Pallanza-Intra-Suna, Babrāla?",
    "ground_truth": {
      "answer": "Poronaysk",
      "outlier_distance_km": 6536.7,
      "second_furthest_km": 3255.9,
      "clarity_ratio": 2.01,
      "median_distance_km": 3085.9,
      "distances_to_centroid": {
        "Bautzen": 2754.4,
        "Poronaysk": 6536.7,
        "Bad Hersfeld": 3085.9,
        "Pallanza-Intra-Suna": 3255.9,
        "Babrāla": 3063.6
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Bautzen: (51.18°, 14.43°)",
      "  Poronaysk: (49.22°, 143.09°)",
      "  Bad Hersfeld: (50.87°, 9.71°)",
      "  Pallanza-Intra-Suna: (45.94°, 8.57°)",
      "  Babrāla: (28.26°, 78.41°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Poronaysk: 6536.7 km from centroid",
      "  Pallanza-Intra-Suna: 3255.9 km from centroid",
      "  Bad Hersfeld: 3085.9 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Poronaysk",
      "FINAL ANSWER: Poronaysk"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 36.74231,
        "lon": -5.16709,
        "name": "Ronda"
      },
      {
        "lat": 48.81451,
        "lon": 3.08498,
        "name": "Coulommiers"
      },
      {
        "lat": 51.41387,
        "lon": -2.4978,
        "name": "Keynsham"
      },
      {
        "lat": 51.43173,
        "lon": -0.45761,
        "name": "Ashford"
      },
      {
        "lat": 10.3121,
        "lon": 39.65888,
        "name": "Mehal Mēda"
      }
    ],
    "question": "Which location is the geographic outlier among: Ronda, Coulommiers, Keynsham, Ashford, Mehal Mēda?",
    "ground_truth": {
      "answer": "Mehal Mēda",
      "outlier_distance_km": 4596.8,
      "second_furthest_km": 1487.8,
      "clarity_ratio": 3.09,
      "median_distance_km": 1419.3,
      "distances_to_centroid": {
        "Ronda": 1106.4,
        "Coulommiers": 1053.6,
        "Keynsham": 1487.8,
        "Ashford": 1419.3,
        "Mehal Mēda": 4596.8
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Ronda: (36.74°, -5.17°)",
      "  Coulommiers: (48.81°, 3.08°)",
      "  Keynsham: (51.41°, -2.50°)",
      "  Ashford: (51.43°, -0.46°)",
      "  Mehal Mēda: (10.31°, 39.66°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Mehal Mēda: 4596.8 km from centroid",
      "  Keynsham: 1487.8 km from centroid",
      "  Ashford: 1419.3 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Mehal Mēda",
      "FINAL ANSWER: Mehal Mēda"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 45.36264,
        "lon": 9.68176,
        "name": "Crema"
      },
      {
        "lat": 53.16118,
        "lon": 12.48287,
        "name": "Wittstock"
      },
      {
        "lat": 53.22698,
        "lon": 8.79528,
        "name": "Osterholz-Scharmbeck"
      },
      {
        "lat": 53.27096,
        "lon": 34.32143,
        "name": "Bryansk"
      },
      {
        "lat": 35.50051,
        "lon": -119.27178,
        "name": "Shafter"
      }
    ],
    "question": "Which location is the geographic outlier among: Crema, Wittstock, Osterholz-Scharmbeck, Bryansk, Shafter?",
    "ground_truth": {
      "answer": "Shafter",
      "outlier_distance_km": 8331.9,
      "second_furthest_km": 3174.9,
      "clarity_ratio": 2.62,
      "median_distance_km": 1726.4,
      "distances_to_centroid": {
        "Crema": 1585.3,
        "Wittstock": 1726.4,
        "Osterholz-Scharmbeck": 1487.7,
        "Bryansk": 3174.9,
        "Shafter": 8331.9
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Crema: (45.36°, 9.68°)",
      "  Wittstock: (53.16°, 12.48°)",
      "  Osterholz-Scharmbeck: (53.23°, 8.80°)",
      "  Bryansk: (53.27°, 34.32°)",
      "  Shafter: (35.50°, -119.27°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Shafter: 8331.9 km from centroid",
      "  Bryansk: 3174.9 km from centroid",
      "  Wittstock: 1726.4 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Shafter",
      "FINAL ANSWER: Shafter"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 4.95893,
        "lon": 8.32695,
        "name": "Calabar"
      },
      {
        "lat": 28.31214,
        "lon": 30.71007,
        "name": "Samālūţ"
      },
      {
        "lat": 8.66762,
        "lon": 3.39393,
        "name": "Saki"
      },
      {
        "lat": 30.93055,
        "lon": 31.69864,
        "name": "Awlād Şaqr"
      },
      {
        "lat": -27.08465,
        "lon": 152.9511,
        "name": "Caboolture"
      }
    ],
    "question": "Which location is the geographic outlier among: Calabar, Samālūţ, Saki, Awlād Şaqr, Caboolture?",
    "ground_truth": {
      "answer": "Caboolture",
      "outlier_distance_km": 12199.4,
      "second_furthest_km": 4613.9,
      "clarity_ratio": 2.64,
      "median_distance_km": 4117.3,
      "distances_to_centroid": {
        "Calabar": 4117.3,
        "Samālūţ": 2627.4,
        "Saki": 4613.9,
        "Awlād Şaqr": 2807.0,
        "Caboolture": 12199.4
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Calabar: (4.96°, 8.33°)",
      "  Samālūţ: (28.31°, 30.71°)",
      "  Saki: (8.67°, 3.39°)",
      "  Awlād Şaqr: (30.93°, 31.70°)",
      "  Caboolture: (-27.08°, 152.95°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Caboolture: 12199.4 km from centroid",
      "  Saki: 4613.9 km from centroid",
      "  Calabar: 4117.3 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Caboolture",
      "FINAL ANSWER: Caboolture"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 14.56194,
        "lon": 120.59833,
        "name": "Limay"
      },
      {
        "lat": 23.6182,
        "lon": 91.35596,
        "name": "Barjala"
      },
      {
        "lat": 22.8275,
        "lon": 86.21639,
        "name": "Mango"
      },
      {
        "lat": 22.54721,
        "lon": 114.13149,
        "name": "Luohu District"
      },
      {
        "lat": -25.87417,
        "lon": -50.38278,
        "name": "São Mateus do Sul"
      }
    ],
    "question": "Which location is the geographic outlier among: Limay, Barjala, Mango, Luohu District, São Mateus do Sul?",
    "ground_truth": {
      "answer": "São Mateus do Sul",
      "outlier_distance_km": 13828.3,
      "second_furthest_km": 5224.5,
      "clarity_ratio": 2.65,
      "median_distance_km": 4587.0,
      "distances_to_centroid": {
        "Limay": 5224.5,
        "Barjala": 2413.8,
        "Mango": 1930.2,
        "Luohu District": 4587.0,
        "São Mateus do Sul": 13828.3
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Limay: (14.56°, 120.60°)",
      "  Barjala: (23.62°, 91.36°)",
      "  Mango: (22.83°, 86.22°)",
      "  Luohu District: (22.55°, 114.13°)",
      "  São Mateus do Sul: (-25.87°, -50.38°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  São Mateus do Sul: 13828.3 km from centroid",
      "  Limay: 5224.5 km from centroid",
      "  Luohu District: 4587.0 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: São Mateus do Sul",
      "FINAL ANSWER: São Mateus do Sul"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 30.50463,
        "lon": -90.46293,
        "name": "Hammond"
      },
      {
        "lat": 37.68187,
        "lon": -121.76801,
        "name": "Livermore"
      },
      {
        "lat": 42.68313,
        "lon": -73.77845,
        "name": "West Albany"
      },
      {
        "lat": 40.37637,
        "lon": -104.69219,
        "name": "Evans"
      },
      {
        "lat": -9.84139,
        "lon": -39.48167,
        "name": "Uauá"
      }
    ],
    "question": "Which location is the geographic outlier among: Hammond, Livermore, West Albany, Evans, Uauá?",
    "ground_truth": {
      "answer": "Uauá",
      "outlier_distance_km": 6555.7,
      "second_furthest_km": 3469.1,
      "clarity_ratio": 1.89,
      "median_distance_km": 2170.0,
      "distances_to_centroid": {
        "Hammond": 494.9,
        "Livermore": 3469.1,
        "West Albany": 1943.9,
        "Evans": 2170.0,
        "Uauá": 6555.7
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Hammond: (30.50°, -90.46°)",
      "  Livermore: (37.68°, -121.77°)",
      "  West Albany: (42.68°, -73.78°)",
      "  Evans: (40.38°, -104.69°)",
      "  Uauá: (-9.84°, -39.48°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Uauá: 6555.7 km from centroid",
      "  Livermore: 3469.1 km from centroid",
      "  Evans: 2170.0 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Uauá",
      "FINAL ANSWER: Uauá"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -39.6381,
        "lon": 176.84918,
        "name": "Hastings"
      },
      {
        "lat": -12.48602,
        "lon": 130.9833,
        "name": "Palmerston"
      },
      {
        "lat": -36.8582,
        "lon": 174.62019,
        "name": "Lincoln"
      },
      {
        "lat": -37.83834,
        "lon": 144.99149,
        "name": "South Yarra"
      },
      {
        "lat": 51.51312,
        "lon": 10.25951,
        "name": "Duderstadt"
      }
    ],
    "question": "Which location is the geographic outlier among: Hastings, Palmerston, Lincoln, South Yarra, Duderstadt?",
    "ground_truth": {
      "answer": "Duderstadt",
      "outlier_distance_km": 13188.9,
      "second_furthest_km": 5494.4,
      "clarity_ratio": 2.4,
      "median_distance_km": 5225.9,
      "distances_to_centroid": {
        "Hastings": 5494.4,
        "Palmerston": 469.3,
        "Lincoln": 5225.9,
        "South Yarra": 3059.1,
        "Duderstadt": 13188.9
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Hastings: (-39.64°, 176.85°)",
      "  Palmerston: (-12.49°, 130.98°)",
      "  Lincoln: (-36.86°, 174.62°)",
      "  South Yarra: (-37.84°, 144.99°)",
      "  Duderstadt: (51.51°, 10.26°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Duderstadt: 13188.9 km from centroid",
      "  Hastings: 5494.4 km from centroid",
      "  Lincoln: 5225.9 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Duderstadt",
      "FINAL ANSWER: Duderstadt"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 33.75918,
        "lon": -118.00673,
        "name": "Westminster"
      },
      {
        "lat": 20.68812,
        "lon": -88.19936,
        "name": "Valladolid"
      },
      {
        "lat": 20.51853,
        "lon": -103.18159,
        "name": "El Salto"
      },
      {
        "lat": 41.62697,
        "lon": -88.20395,
        "name": "Plainfield"
      },
      {
        "lat": 54.04649,
        "lon": -2.79988,
        "name": "Lancaster"
      }
    ],
    "question": "Which location is the geographic outlier among: Westminster, Valladolid, El Salto, Plainfield, Lancaster?",
    "ground_truth": {
      "answer": "Lancaster",
      "outlier_distance_km": 6211.6,
      "second_furthest_km": 3478.5,
      "clarity_ratio": 1.79,
      "median_distance_km": 2727.6,
      "distances_to_centroid": {
        "Westminster": 3478.5,
        "Valladolid": 1694.2,
        "El Salto": 2727.6,
        "Plainfield": 1096.2,
        "Lancaster": 6211.6
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Westminster: (33.76°, -118.01°)",
      "  Valladolid: (20.69°, -88.20°)",
      "  El Salto: (20.52°, -103.18°)",
      "  Plainfield: (41.63°, -88.20°)",
      "  Lancaster: (54.05°, -2.80°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Lancaster: 6211.6 km from centroid",
      "  Westminster: 3478.5 km from centroid",
      "  El Salto: 2727.6 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Lancaster",
      "FINAL ANSWER: Lancaster"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 26.21286,
        "lon": -80.24977,
        "name": "Tamarac"
      },
      {
        "lat": 40.3934,
        "lon": -82.48572,
        "name": "Mount Vernon"
      },
      {
        "lat": 48.05176,
        "lon": -122.17708,
        "name": "Marysville"
      },
      {
        "lat": 33.37642,
        "lon": -117.25115,
        "name": "Fallbrook"
      },
      {
        "lat": -0.27088,
        "lon": 36.37917,
        "name": "Ol Kalou"
      }
    ],
    "question": "Which location is the geographic outlier among: Tamarac, Mount Vernon, Marysville, Fallbrook, Ol Kalou?",
    "ground_truth": {
      "answer": "Ol Kalou",
      "outlier_distance_km": 11903.5,
      "second_furthest_km": 4622.1,
      "clarity_ratio": 2.58,
      "median_distance_km": 4172.9,
      "distances_to_centroid": {
        "Tamarac": 789.6,
        "Mount Vernon": 1473.0,
        "Marysville": 4622.1,
        "Fallbrook": 4172.9,
        "Ol Kalou": 11903.5
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Tamarac: (26.21°, -80.25°)",
      "  Mount Vernon: (40.39°, -82.49°)",
      "  Marysville: (48.05°, -122.18°)",
      "  Fallbrook: (33.38°, -117.25°)",
      "  Ol Kalou: (-0.27°, 36.38°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Ol Kalou: 11903.5 km from centroid",
      "  Marysville: 4622.1 km from centroid",
      "  Fallbrook: 4172.9 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Ol Kalou",
      "FINAL ANSWER: Ol Kalou"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -25.54073,
        "lon": 152.70493,
        "name": "Maryborough"
      },
      {
        "lat": -33.71816,
        "lon": 151.11561,
        "name": "Wahroonga"
      },
      {
        "lat": -37.96649,
        "lon": 145.2081,
        "name": "Dandenong North"
      },
      {
        "lat": -33.9209,
        "lon": 151.12506,
        "name": "Earlwood"
      },
      {
        "lat": 41.8092,
        "lon": -87.59755,
        "name": "Kenwood"
      }
    ],
    "question": "Which location is the geographic outlier among: Maryborough, Wahroonga, Dandenong North, Earlwood, Kenwood?",
    "ground_truth": {
      "answer": "Kenwood",
      "outlier_distance_km": 17185.0,
      "second_furthest_km": 5225.6,
      "clarity_ratio": 3.29,
      "median_distance_km": 5126.4,
      "distances_to_centroid": {
        "Maryborough": 5225.6,
        "Wahroonga": 5122.5,
        "Dandenong North": 4698.0,
        "Earlwood": 5126.4,
        "Kenwood": 17185.0
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Maryborough: (-25.54°, 152.70°)",
      "  Wahroonga: (-33.72°, 151.12°)",
      "  Dandenong North: (-37.97°, 145.21°)",
      "  Earlwood: (-33.92°, 151.13°)",
      "  Kenwood: (41.81°, -87.60°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Kenwood: 17185.0 km from centroid",
      "  Maryborough: 5225.6 km from centroid",
      "  Earlwood: 5126.4 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Kenwood",
      "FINAL ANSWER: Kenwood"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 20.78613,
        "lon": 78.5936,
        "name": "Pipri"
      },
      {
        "lat": 30.96853,
        "lon": 74.99106,
        "name": "Zira"
      },
      {
        "lat": 4.2168,
        "lon": 100.6996,
        "name": "Sitiawan"
      },
      {
        "lat": 6.02867,
        "lon": 100.40691,
        "name": "Tokai"
      },
      {
        "lat": -29.06415,
        "lon": 30.59279,
        "name": "Greytown"
      }
    ],
    "question": "Which location is the geographic outlier among: Pipri, Zira, Sitiawan, Tokai, Greytown?",
    "ground_truth": {
      "answer": "Greytown",
      "outlier_distance_km": 6355.3,
      "second_furthest_km": 2719.6,
      "clarity_ratio": 2.34,
      "median_distance_km": 2630.2,
      "distances_to_centroid": {
        "Pipri": 1587.5,
        "Zira": 2719.6,
        "Sitiawan": 2630.2,
        "Tokai": 2581.2,
        "Greytown": 6355.3
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Pipri: (20.79°, 78.59°)",
      "  Zira: (30.97°, 74.99°)",
      "  Sitiawan: (4.22°, 100.70°)",
      "  Tokai: (6.03°, 100.41°)",
      "  Greytown: (-29.06°, 30.59°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Greytown: 6355.3 km from centroid",
      "  Zira: 2719.6 km from centroid",
      "  Sitiawan: 2630.2 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Greytown",
      "FINAL ANSWER: Greytown"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 20.72204,
        "lon": 78.32056,
        "name": "Pulgaon"
      },
      {
        "lat": -6.17694,
        "lon": 106.94667,
        "name": "Utan"
      },
      {
        "lat": 23.21337,
        "lon": 82.20232,
        "name": "Manendragarh"
      },
      {
        "lat": 22.75268,
        "lon": 73.14967,
        "name": "Dākor"
      },
      {
        "lat": -33.89743,
        "lon": 150.93446,
        "name": "Cabramatta"
      }
    ],
    "question": "Which location is the geographic outlier among: Pulgaon, Utan, Manendragarh, Dākor, Cabramatta?",
    "ground_truth": {
      "answer": "Cabramatta",
      "outlier_distance_km": 7034.0,
      "second_furthest_km": 3323.9,
      "clarity_ratio": 2.12,
      "median_distance_km": 2754.4,
      "distances_to_centroid": {
        "Pulgaon": 2754.4,
        "Utan": 1598.1,
        "Manendragarh": 2634.5,
        "Dākor": 3323.9,
        "Cabramatta": 7034.0
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Pulgaon: (20.72°, 78.32°)",
      "  Utan: (-6.18°, 106.95°)",
      "  Manendragarh: (23.21°, 82.20°)",
      "  Dākor: (22.75°, 73.15°)",
      "  Cabramatta: (-33.90°, 150.93°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Cabramatta: 7034.0 km from centroid",
      "  Dākor: 3323.9 km from centroid",
      "  Pulgaon: 2754.4 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Cabramatta",
      "FINAL ANSWER: Cabramatta"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 26.86396,
        "lon": 82.14103,
        "name": "Nawābganj"
      },
      {
        "lat": 21.01767,
        "lon": 75.91042,
        "name": "Varangaon"
      },
      {
        "lat": 29.96207,
        "lon": 106.60996,
        "name": "Liuyin"
      },
      {
        "lat": 1.6006,
        "lon": 103.6419,
        "name": "Taman Senai"
      },
      {
        "lat": -33.9677,
        "lon": 151.10149,
        "name": "Hurstville"
      }
    ],
    "question": "Which location is the geographic outlier among: Nawābganj, Varangaon, Liuyin, Taman Senai, Hurstville?",
    "ground_truth": {
      "answer": "Hurstville",
      "outlier_distance_km": 6905.6,
      "second_furthest_km": 3275.0,
      "clarity_ratio": 2.11,
      "median_distance_km": 3021.3,
      "distances_to_centroid": {
        "Nawābganj": 3021.3,
        "Varangaon": 3275.0,
        "Liuyin": 2337.6,
        "Taman Senai": 833.8,
        "Hurstville": 6905.6
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Nawābganj: (26.86°, 82.14°)",
      "  Varangaon: (21.02°, 75.91°)",
      "  Liuyin: (29.96°, 106.61°)",
      "  Taman Senai: (1.60°, 103.64°)",
      "  Hurstville: (-33.97°, 151.10°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Hurstville: 6905.6 km from centroid",
      "  Varangaon: 3275.0 km from centroid",
      "  Nawābganj: 3021.3 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Hurstville",
      "FINAL ANSWER: Hurstville"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -34.04368,
        "lon": 22.22574,
        "name": "Groot-Brakrivier"
      },
      {
        "lat": 7.94783,
        "lon": 4.78836,
        "name": "Otan Ayegbaju"
      },
      {
        "lat": 30.136,
        "lon": 31.715,
        "name": "Badr"
      },
      {
        "lat": -24.98776,
        "lon": 31.2385,
        "name": "Mkhuhlu"
      },
      {
        "lat": 34.4048,
        "lon": -103.20523,
        "name": "Clovis"
      }
    ],
    "question": "Which location is the geographic outlier among: Groot-Brakrivier, Otan Ayegbaju, Badr, Mkhuhlu, Clovis?",
    "ground_truth": {
      "answer": "Clovis",
      "outlier_distance_km": 10802.6,
      "second_furthest_km": 4843.8,
      "clarity_ratio": 2.23,
      "median_distance_km": 4777.4,
      "distances_to_centroid": {
        "Groot-Brakrivier": 4843.8,
        "Otan Ayegbaju": 1009.4,
        "Badr": 4731.3,
        "Mkhuhlu": 4777.4,
        "Clovis": 10802.6
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Groot-Brakrivier: (-34.04°, 22.23°)",
      "  Otan Ayegbaju: (7.95°, 4.79°)",
      "  Badr: (30.14°, 31.71°)",
      "  Mkhuhlu: (-24.99°, 31.24°)",
      "  Clovis: (34.40°, -103.21°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Clovis: 10802.6 km from centroid",
      "  Groot-Brakrivier: 4843.8 km from centroid",
      "  Mkhuhlu: 4777.4 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Clovis",
      "FINAL ANSWER: Clovis"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 42.09869,
        "lon": -75.91797,
        "name": "Binghamton"
      },
      {
        "lat": 46.28569,
        "lon": -119.28446,
        "name": "Richland"
      },
      {
        "lat": 41.13815,
        "lon": -73.54346,
        "name": "North Stamford"
      },
      {
        "lat": 29.53885,
        "lon": -95.44744,
        "name": "Fresno"
      },
      {
        "lat": -33.9049,
        "lon": 151.01996,
        "name": "Yagoona"
      }
    ],
    "question": "Which location is the geographic outlier among: Binghamton, Richland, North Stamford, Fresno, Yagoona?",
    "ground_truth": {
      "answer": "Yagoona",
      "outlier_distance_km": 18368.2,
      "second_furthest_km": 7030.9,
      "clarity_ratio": 2.61,
      "median_distance_km": 5199.4,
      "distances_to_centroid": {
        "Binghamton": 3586.6,
        "Richland": 7030.9,
        "North Stamford": 3363.6,
        "Fresno": 5199.4,
        "Yagoona": 18368.2
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Binghamton: (42.10°, -75.92°)",
      "  Richland: (46.29°, -119.28°)",
      "  North Stamford: (41.14°, -73.54°)",
      "  Fresno: (29.54°, -95.45°)",
      "  Yagoona: (-33.90°, 151.02°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Yagoona: 18368.2 km from centroid",
      "  Richland: 7030.9 km from centroid",
      "  Fresno: 5199.4 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Yagoona",
      "FINAL ANSWER: Yagoona"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 17.46885,
        "lon": 106.62226,
        "name": "Đồng Hới"
      },
      {
        "lat": 12.33042,
        "lon": 76.60213,
        "name": "Hinakallu"
      },
      {
        "lat": 21.34222,
        "lon": 71.30633,
        "name": "Kundla"
      },
      {
        "lat": 14.04472,
        "lon": 121.15861,
        "name": "Malvar"
      },
      {
        "lat": 41.48593,
        "lon": -73.05066,
        "name": "Naugatuck"
      }
    ],
    "question": "Which location is the geographic outlier among: Đồng Hới, Hinakallu, Kundla, Malvar, Naugatuck?",
    "ground_truth": {
      "answer": "Naugatuck",
      "outlier_distance_km": 11551.7,
      "second_furthest_km": 6437.7,
      "clarity_ratio": 1.79,
      "median_distance_km": 4837.0,
      "distances_to_centroid": {
        "Đồng Hới": 4837.0,
        "Hinakallu": 1979.9,
        "Kundla": 1116.1,
        "Malvar": 6437.7,
        "Naugatuck": 11551.7
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Đồng Hới: (17.47°, 106.62°)",
      "  Hinakallu: (12.33°, 76.60°)",
      "  Kundla: (21.34°, 71.31°)",
      "  Malvar: (14.04°, 121.16°)",
      "  Naugatuck: (41.49°, -73.05°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Naugatuck: 11551.7 km from centroid",
      "  Malvar: 6437.7 km from centroid",
      "  Đồng Hới: 4837.0 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Naugatuck",
      "FINAL ANSWER: Naugatuck"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 27.79836,
        "lon": 73.34297,
        "name": "Deshnoke"
      },
      {
        "lat": 24.51379,
        "lon": 86.64576,
        "name": "Jasidih"
      },
      {
        "lat": 23.8507,
        "lon": 72.12963,
        "name": "Pātan"
      },
      {
        "lat": 14.15093,
        "lon": 79.8521,
        "name": "Gūdūr"
      },
      {
        "lat": 48.83584,
        "lon": 2.64241,
        "name": "Marne La Vallée"
      }
    ],
    "question": "Which location is the geographic outlier among: Deshnoke, Jasidih, Pātan, Gūdūr, Marne La Vallée?",
    "ground_truth": {
      "answer": "Marne La Vallée",
      "outlier_distance_km": 5582.6,
      "second_furthest_km": 2392.1,
      "clarity_ratio": 2.33,
      "median_distance_km": 2319.1,
      "distances_to_centroid": {
        "Deshnoke": 1024.5,
        "Jasidih": 2392.1,
        "Pātan": 1021.7,
        "Gūdūr": 2319.1,
        "Marne La Vallée": 5582.6
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Deshnoke: (27.80°, 73.34°)",
      "  Jasidih: (24.51°, 86.65°)",
      "  Pātan: (23.85°, 72.13°)",
      "  Gūdūr: (14.15°, 79.85°)",
      "  Marne La Vallée: (48.84°, 2.64°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Marne La Vallée: 5582.6 km from centroid",
      "  Jasidih: 2392.1 km from centroid",
      "  Gūdūr: 2319.1 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Marne La Vallée",
      "FINAL ANSWER: Marne La Vallée"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 49.54518,
        "lon": 0.18769,
        "name": "Montivilliers"
      },
      {
        "lat": 42.81483,
        "lon": -1.64898,
        "name": "Primer Ensanche"
      },
      {
        "lat": 53.17477,
        "lon": 5.42244,
        "name": "Harlingen"
      },
      {
        "lat": 47.29221,
        "lon": -2.36395,
        "name": "La Baule-Escoublac"
      },
      {
        "lat": -33.95,
        "lon": 151.23333,
        "name": "Maroubra"
      }
    ],
    "question": "Which location is the geographic outlier among: Montivilliers, Primer Ensanche, Harlingen, La Baule-Escoublac, Maroubra?",
    "ground_truth": {
      "answer": "Maroubra",
      "outlier_distance_km": 14547.2,
      "second_furthest_km": 3273.0,
      "clarity_ratio": 4.44,
      "median_distance_km": 3199.1,
      "distances_to_centroid": {
        "Montivilliers": 3199.1,
        "Primer Ensanche": 3078.7,
        "Harlingen": 3115.8,
        "La Baule-Escoublac": 3273.0,
        "Maroubra": 14547.2
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Montivilliers: (49.55°, 0.19°)",
      "  Primer Ensanche: (42.81°, -1.65°)",
      "  Harlingen: (53.17°, 5.42°)",
      "  La Baule-Escoublac: (47.29°, -2.36°)",
      "  Maroubra: (-33.95°, 151.23°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Maroubra: 14547.2 km from centroid",
      "  La Baule-Escoublac: 3273.0 km from centroid",
      "  Montivilliers: 3199.1 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Maroubra",
      "FINAL ANSWER: Maroubra"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 27.74278,
        "lon": 111.29556,
        "name": "Shangmei"
      },
      {
        "lat": 3.24177,
        "lon": 101.53296,
        "name": "Kampung Setia"
      },
      {
        "lat": 29.53284,
        "lon": 108.42504,
        "name": "Yushan"
      },
      {
        "lat": 2.6579,
        "lon": 101.5629,
        "name": "Tanjung Sepat"
      },
      {
        "lat": 6.09392,
        "lon": -0.83599,
        "name": "Kade"
      }
    ],
    "question": "Which location is the geographic outlier among: Shangmei, Kampung Setia, Yushan, Tanjung Sepat, Kade?",
    "ground_truth": {
      "answer": "Kade",
      "outlier_distance_km": 9333.1,
      "second_furthest_km": 3182.8,
      "clarity_ratio": 2.93,
      "median_distance_km": 3022.2,
      "distances_to_centroid": {
        "Shangmei": 3182.8,
        "Kampung Setia": 2220.8,
        "Yushan": 3022.2,
        "Tanjung Sepat": 2259.6,
        "Kade": 9333.1
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Shangmei: (27.74°, 111.30°)",
      "  Kampung Setia: (3.24°, 101.53°)",
      "  Yushan: (29.53°, 108.43°)",
      "  Tanjung Sepat: (2.66°, 101.56°)",
      "  Kade: (6.09°, -0.84°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Kade: 9333.1 km from centroid",
      "  Shangmei: 3182.8 km from centroid",
      "  Yushan: 3022.2 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Kade",
      "FINAL ANSWER: Kade"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -39.4926,
        "lon": 176.91233,
        "name": "Napier"
      },
      {
        "lat": -37.79086,
        "lon": 145.09386,
        "name": "Balwyn North"
      },
      {
        "lat": -31.9652,
        "lon": 141.4512,
        "name": "Broken Hill"
      },
      {
        "lat": -41.31667,
        "lon": 173.23333,
        "name": "Stoke"
      },
      {
        "lat": 41.18389,
        "lon": -96.03113,
        "name": "La Vista"
      }
    ],
    "question": "Which location is the geographic outlier among: Napier, Balwyn North, Broken Hill, Stoke, La Vista?",
    "ground_truth": {
      "answer": "La Vista",
      "outlier_distance_km": 16896.5,
      "second_furthest_km": 6699.8,
      "clarity_ratio": 2.52,
      "median_distance_km": 6377.5,
      "distances_to_centroid": {
        "Napier": 6699.8,
        "Balwyn North": 3945.5,
        "Broken Hill": 3472.2,
        "Stoke": 6377.5,
        "La Vista": 16896.5
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Napier: (-39.49°, 176.91°)",
      "  Balwyn North: (-37.79°, 145.09°)",
      "  Broken Hill: (-31.97°, 141.45°)",
      "  Stoke: (-41.32°, 173.23°)",
      "  La Vista: (41.18°, -96.03°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  La Vista: 16896.5 km from centroid",
      "  Napier: 6699.8 km from centroid",
      "  Stoke: 6377.5 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: La Vista",
      "FINAL ANSWER: La Vista"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 30.86163,
        "lon": 31.91809,
        "name": "Al Ḩusaynīyah"
      },
      {
        "lat": 31.28837,
        "lon": 31.67719,
        "name": "Mīt Abū Ghālib"
      },
      {
        "lat": 5.75279,
        "lon": 45.64603,
        "name": "Kahandhale"
      },
      {
        "lat": -22.34881,
        "lon": 30.04074,
        "name": "Musina"
      },
      {
        "lat": 20.68812,
        "lon": -88.19936,
        "name": "Valladolid"
      }
    ],
    "question": "Which location is the geographic outlier among: Al Ḩusaynīyah, Mīt Abū Ghālib, Kahandhale, Musina, Valladolid?",
    "ground_truth": {
      "answer": "Valladolid",
      "outlier_distance_km": 10341.0,
      "second_furthest_km": 4509.6,
      "clarity_ratio": 2.29,
      "median_distance_km": 3969.3,
      "distances_to_centroid": {
        "Al Ḩusaynīyah": 2961.4,
        "Mīt Abū Ghālib": 2971.8,
        "Kahandhale": 3969.3,
        "Musina": 4509.6,
        "Valladolid": 10341.0
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Al Ḩusaynīyah: (30.86°, 31.92°)",
      "  Mīt Abū Ghālib: (31.29°, 31.68°)",
      "  Kahandhale: (5.75°, 45.65°)",
      "  Musina: (-22.35°, 30.04°)",
      "  Valladolid: (20.69°, -88.20°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Valladolid: 10341.0 km from centroid",
      "  Musina: 4509.6 km from centroid",
      "  Kahandhale: 3969.3 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Valladolid",
      "FINAL ANSWER: Valladolid"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 17.90802,
        "lon": 77.51524,
        "name": "Bidar"
      },
      {
        "lat": 29.21399,
        "lon": 78.95693,
        "name": "Kashipur"
      },
      {
        "lat": 31.91667,
        "lon": 131.41667,
        "name": "Miyazaki"
      },
      {
        "lat": 26.48333,
        "lon": 107.91667,
        "name": "Zhouxi"
      },
      {
        "lat": -22.51278,
        "lon": -44.00056,
        "name": "Pinheiral"
      }
    ],
    "question": "Which location is the geographic outlier among: Bidar, Kashipur, Miyazaki, Zhouxi, Pinheiral?",
    "ground_truth": {
      "answer": "Pinheiral",
      "outlier_distance_km": 13157.9,
      "second_furthest_km": 6337.5,
      "clarity_ratio": 2.08,
      "median_distance_km": 4020.5,
      "distances_to_centroid": {
        "Bidar": 773.4,
        "Kashipur": 1654.4,
        "Miyazaki": 6337.5,
        "Zhouxi": 4020.5,
        "Pinheiral": 13157.9
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Bidar: (17.91°, 77.52°)",
      "  Kashipur: (29.21°, 78.96°)",
      "  Miyazaki: (31.92°, 131.42°)",
      "  Zhouxi: (26.48°, 107.92°)",
      "  Pinheiral: (-22.51°, -44.00°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Pinheiral: 13157.9 km from centroid",
      "  Miyazaki: 6337.5 km from centroid",
      "  Zhouxi: 4020.5 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Pinheiral",
      "FINAL ANSWER: Pinheiral"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 30.65622,
        "lon": 76.82093,
        "name": "Zerakpur"
      },
      {
        "lat": 28.02849,
        "lon": 74.47442,
        "name": "Rājaldesar"
      },
      {
        "lat": 21.03433,
        "lon": 106.77049,
        "name": "Thành Phố Uông Bí"
      },
      {
        "lat": 34.2,
        "lon": 118.48333,
        "name": "Shiji"
      },
      {
        "lat": -26.25,
        "lon": 28.4,
        "name": "Springs"
      }
    ],
    "question": "Which location is the geographic outlier among: Zerakpur, Rājaldesar, Thành Phố Uông Bí, Shiji, Springs?",
    "ground_truth": {
      "answer": "Springs",
      "outlier_distance_km": 7480.7,
      "second_furthest_km": 4151.8,
      "clarity_ratio": 1.8,
      "median_distance_km": 2730.6,
      "distances_to_centroid": {
        "Zerakpur": 1518.9,
        "Rājaldesar": 1343.9,
        "Thành Phố Uông Bí": 2730.6,
        "Shiji": 4151.8,
        "Springs": 7480.7
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Zerakpur: (30.66°, 76.82°)",
      "  Rājaldesar: (28.03°, 74.47°)",
      "  Thành Phố Uông Bí: (21.03°, 106.77°)",
      "  Shiji: (34.20°, 118.48°)",
      "  Springs: (-26.25°, 28.40°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Springs: 7480.7 km from centroid",
      "  Shiji: 4151.8 km from centroid",
      "  Thành Phố Uông Bí: 2730.6 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Springs",
      "FINAL ANSWER: Springs"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -31.9652,
        "lon": 141.4512,
        "name": "Broken Hill"
      },
      {
        "lat": -37.66667,
        "lon": 145.06667,
        "name": "Mill Park"
      },
      {
        "lat": -27.91828,
        "lon": 153.33275,
        "name": "Helensvale"
      },
      {
        "lat": -37.0393,
        "lon": 174.92815,
        "name": "Takanini"
      },
      {
        "lat": 41.557,
        "lon": -83.62716,
        "name": "Perrysburg"
      }
    ],
    "question": "Which location is the geographic outlier among: Broken Hill, Mill Park, Helensvale, Takanini, Perrysburg?",
    "ground_truth": {
      "answer": "Perrysburg",
      "outlier_distance_km": 17297.1,
      "second_furthest_km": 6911.8,
      "clarity_ratio": 2.5,
      "median_distance_km": 4891.8,
      "distances_to_centroid": {
        "Broken Hill": 3817.9,
        "Mill Park": 4314.4,
        "Helensvale": 4891.8,
        "Takanini": 6911.8,
        "Perrysburg": 17297.1
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Broken Hill: (-31.97°, 141.45°)",
      "  Mill Park: (-37.67°, 145.07°)",
      "  Helensvale: (-27.92°, 153.33°)",
      "  Takanini: (-37.04°, 174.93°)",
      "  Perrysburg: (41.56°, -83.63°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Perrysburg: 17297.1 km from centroid",
      "  Takanini: 6911.8 km from centroid",
      "  Helensvale: 4891.8 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Perrysburg",
      "FINAL ANSWER: Perrysburg"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 19.02492,
        "lon": -102.09318,
        "name": "Nueva Italia de Ruiz"
      },
      {
        "lat": 38.9556,
        "lon": -90.18678,
        "name": "Godfrey"
      },
      {
        "lat": 19.71288,
        "lon": -98.96895,
        "name": "Tecámac"
      },
      {
        "lat": 19.61387,
        "lon": -98.9364,
        "name": "Tepexpan"
      },
      {
        "lat": 9.86667,
        "lon": 76.5,
        "name": "Piravam"
      }
    ],
    "question": "Which location is the geographic outlier among: Nueva Italia de Ruiz, Godfrey, Tecámac, Tepexpan, Piravam?",
    "ground_truth": {
      "answer": "Piravam",
      "outlier_distance_km": 14366.0,
      "second_furthest_km": 4104.5,
      "clarity_ratio": 3.5,
      "median_distance_km": 3768.5,
      "distances_to_centroid": {
        "Nueva Italia de Ruiz": 4104.5,
        "Godfrey": 3257.4,
        "Tecámac": 3768.5,
        "Tepexpan": 3766.9,
        "Piravam": 14366.0
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Nueva Italia de Ruiz: (19.02°, -102.09°)",
      "  Godfrey: (38.96°, -90.19°)",
      "  Tecámac: (19.71°, -98.97°)",
      "  Tepexpan: (19.61°, -98.94°)",
      "  Piravam: (9.87°, 76.50°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Piravam: 14366.0 km from centroid",
      "  Nueva Italia de Ruiz: 4104.5 km from centroid",
      "  Tecámac: 3768.5 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Piravam",
      "FINAL ANSWER: Piravam"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -37.88413,
        "lon": 144.78367,
        "name": "Altona Meadows"
      },
      {
        "lat": -31.76737,
        "lon": 115.96936,
        "name": "Ellenbrook"
      },
      {
        "lat": -30.50123,
        "lon": 151.66553,
        "name": "Armidale"
      },
      {
        "lat": -27.35364,
        "lon": 152.96848,
        "name": "Albany Creek"
      },
      {
        "lat": 53.6851,
        "lon": -1.83878,
        "name": "Elland"
      }
    ],
    "question": "Which location is the geographic outlier among: Altona Meadows, Ellenbrook, Armidale, Albany Creek, Elland?",
    "ground_truth": {
      "answer": "Elland",
      "outlier_distance_km": 12933.4,
      "second_furthest_km": 4383.2,
      "clarity_ratio": 2.95,
      "median_distance_km": 4335.6,
      "distances_to_centroid": {
        "Altona Meadows": 4065.7,
        "Ellenbrook": 1919.4,
        "Armidale": 4335.6,
        "Albany Creek": 4383.2,
        "Elland": 12933.4
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Altona Meadows: (-37.88°, 144.78°)",
      "  Ellenbrook: (-31.77°, 115.97°)",
      "  Armidale: (-30.50°, 151.67°)",
      "  Albany Creek: (-27.35°, 152.97°)",
      "  Elland: (53.69°, -1.84°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Elland: 12933.4 km from centroid",
      "  Albany Creek: 4383.2 km from centroid",
      "  Armidale: 4335.6 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Elland",
      "FINAL ANSWER: Elland"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -33.91938,
        "lon": 150.92588,
        "name": "Liverpool"
      },
      {
        "lat": -37.79117,
        "lon": 144.81637,
        "name": "Sunshine West"
      },
      {
        "lat": -37.74124,
        "lon": 144.73631,
        "name": "Caroline Springs"
      },
      {
        "lat": -27.53221,
        "lon": 153.22889,
        "name": "Alexandra Hills"
      },
      {
        "lat": 43.16547,
        "lon": -77.70066,
        "name": "Gates-North Gates"
      }
    ],
    "question": "Which location is the geographic outlier among: Liverpool, Sunshine West, Caroline Springs, Alexandra Hills, Gates-North Gates?",
    "ground_truth": {
      "answer": "Gates-North Gates",
      "outlier_distance_km": 17300.4,
      "second_furthest_km": 5173.0,
      "clarity_ratio": 3.34,
      "median_distance_km": 4995.3,
      "distances_to_centroid": {
        "Liverpool": 4995.3,
        "Sunshine West": 4541.4,
        "Caroline Springs": 4533.1,
        "Alexandra Hills": 5173.0,
        "Gates-North Gates": 17300.4
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Liverpool: (-33.92°, 150.93°)",
      "  Sunshine West: (-37.79°, 144.82°)",
      "  Caroline Springs: (-37.74°, 144.74°)",
      "  Alexandra Hills: (-27.53°, 153.23°)",
      "  Gates-North Gates: (43.17°, -77.70°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Gates-North Gates: 17300.4 km from centroid",
      "  Alexandra Hills: 5173.0 km from centroid",
      "  Liverpool: 4995.3 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Gates-North Gates",
      "FINAL ANSWER: Gates-North Gates"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 53.0233,
        "lon": -1.48119,
        "name": "Belper"
      },
      {
        "lat": 43.31083,
        "lon": 3.47583,
        "name": "Agde"
      },
      {
        "lat": 40.61747,
        "lon": 15.05693,
        "name": "Eboli"
      },
      {
        "lat": 51.57344,
        "lon": -0.42341,
        "name": "Ruislip"
      },
      {
        "lat": 9.5,
        "lon": 35.5,
        "name": "Nejo"
      }
    ],
    "question": "Which location is the geographic outlier among: Belper, Agde, Eboli, Ruislip, Nejo?",
    "ground_truth": {
      "answer": "Nejo",
      "outlier_distance_km": 4168.3,
      "second_furthest_km": 1744.8,
      "clarity_ratio": 2.39,
      "median_distance_km": 1572.3,
      "distances_to_centroid": {
        "Belper": 1744.8,
        "Agde": 710.4,
        "Eboli": 409.6,
        "Ruislip": 1572.3,
        "Nejo": 4168.3
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Belper: (53.02°, -1.48°)",
      "  Agde: (43.31°, 3.48°)",
      "  Eboli: (40.62°, 15.06°)",
      "  Ruislip: (51.57°, -0.42°)",
      "  Nejo: (9.50°, 35.50°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Nejo: 4168.3 km from centroid",
      "  Belper: 1744.8 km from centroid",
      "  Ruislip: 1572.3 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Nejo",
      "FINAL ANSWER: Nejo"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 40.92298,
        "lon": 14.30935,
        "name": "Afragola"
      },
      {
        "lat": 53.92527,
        "lon": -3.01085,
        "name": "Fleetwood"
      },
      {
        "lat": 44.01759,
        "lon": 1.3542,
        "name": "Montauban"
      },
      {
        "lat": 53.65917,
        "lon": 10.08472,
        "name": "Poppenbüttel"
      },
      {
        "lat": -20.7725,
        "lon": -49.71417,
        "name": "Monte Aprazível"
      }
    ],
    "question": "Which location is the geographic outlier among: Afragola, Fleetwood, Montauban, Poppenbüttel, Monte Aprazível?",
    "ground_truth": {
      "answer": "Monte Aprazível",
      "outlier_distance_km": 7714.7,
      "second_furthest_km": 2466.3,
      "clarity_ratio": 3.13,
      "median_distance_km": 2184.6,
      "distances_to_centroid": {
        "Afragola": 1877.3,
        "Fleetwood": 2184.6,
        "Montauban": 1221.2,
        "Poppenbüttel": 2466.3,
        "Monte Aprazível": 7714.7
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Afragola: (40.92°, 14.31°)",
      "  Fleetwood: (53.93°, -3.01°)",
      "  Montauban: (44.02°, 1.35°)",
      "  Poppenbüttel: (53.66°, 10.08°)",
      "  Monte Aprazível: (-20.77°, -49.71°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Monte Aprazível: 7714.7 km from centroid",
      "  Poppenbüttel: 2466.3 km from centroid",
      "  Fleetwood: 2184.6 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Monte Aprazível",
      "FINAL ANSWER: Monte Aprazível"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 43.12442,
        "lon": 5.92836,
        "name": "Toulon"
      },
      {
        "lat": 45.07873,
        "lon": 7.56735,
        "name": "Collegno"
      },
      {
        "lat": 47.39484,
        "lon": 0.70398,
        "name": "Tours"
      },
      {
        "lat": 48.60974,
        "lon": 42.8569,
        "name": "Surovikino"
      },
      {
        "lat": -36.96587,
        "lon": 174.82389,
        "name": "Mangere East"
      }
    ],
    "question": "Which location is the geographic outlier among: Toulon, Collegno, Tours, Surovikino, Mangere East?",
    "ground_truth": {
      "answer": "Mangere East",
      "outlier_distance_km": 15205.0,
      "second_furthest_km": 4370.6,
      "clarity_ratio": 3.48,
      "median_distance_km": 3885.2,
      "distances_to_centroid": {
        "Toulon": 3885.2,
        "Collegno": 3800.7,
        "Tours": 4370.6,
        "Surovikino": 2151.6,
        "Mangere East": 15205.0
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Toulon: (43.12°, 5.93°)",
      "  Collegno: (45.08°, 7.57°)",
      "  Tours: (47.39°, 0.70°)",
      "  Surovikino: (48.61°, 42.86°)",
      "  Mangere East: (-36.97°, 174.82°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Mangere East: 15205.0 km from centroid",
      "  Tours: 4370.6 km from centroid",
      "  Toulon: 3885.2 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Mangere East",
      "FINAL ANSWER: Mangere East"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 5.92583,
        "lon": -75.67056,
        "name": "Fredonia"
      },
      {
        "lat": -23.02972,
        "lon": -46.97528,
        "name": "Vinhedo"
      },
      {
        "lat": -25.9466,
        "lon": -60.62008,
        "name": "Juan José Castelli"
      },
      {
        "lat": -34.71247,
        "lon": -71.0434,
        "name": "Chimbarongo"
      },
      {
        "lat": 34.87724,
        "lon": 135.6651,
        "name": "Minase"
      }
    ],
    "question": "Which location is the geographic outlier among: Fredonia, Vinhedo, Juan José Castelli, Chimbarongo, Minase?",
    "ground_truth": {
      "answer": "Minase",
      "outlier_distance_km": 16415.4,
      "second_furthest_km": 5979.9,
      "clarity_ratio": 2.75,
      "median_distance_km": 5616.0,
      "distances_to_centroid": {
        "Fredonia": 5979.9,
        "Vinhedo": 2953.2,
        "Juan José Castelli": 4344.4,
        "Chimbarongo": 5616.0,
        "Minase": 16415.4
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Fredonia: (5.93°, -75.67°)",
      "  Vinhedo: (-23.03°, -46.98°)",
      "  Juan José Castelli: (-25.95°, -60.62°)",
      "  Chimbarongo: (-34.71°, -71.04°)",
      "  Minase: (34.88°, 135.67°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Minase: 16415.4 km from centroid",
      "  Fredonia: 5979.9 km from centroid",
      "  Chimbarongo: 5616.0 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Minase",
      "FINAL ANSWER: Minase"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 59.71417,
        "lon": 30.39642,
        "name": "Pushkin"
      },
      {
        "lat": 50.53439,
        "lon": 36.68462,
        "name": "Razumnoye"
      },
      {
        "lat": 40.94477,
        "lon": 14.3714,
        "name": "Acerra"
      },
      {
        "lat": 52.27333,
        "lon": 5.16111,
        "name": "Bussum"
      },
      {
        "lat": -26.255,
        "lon": -53.63972,
        "name": "Dionísio Cerqueira"
      }
    ],
    "question": "Which location is the geographic outlier among: Pushkin, Razumnoye, Acerra, Bussum, Dionísio Cerqueira?",
    "ground_truth": {
      "answer": "Dionísio Cerqueira",
      "outlier_distance_km": 9329.6,
      "second_furthest_km": 3197.7,
      "clarity_ratio": 2.92,
      "median_distance_km": 2935.4,
      "distances_to_centroid": {
        "Pushkin": 3197.7,
        "Razumnoye": 2935.4,
        "Acerra": 913.7,
        "Bussum": 1875.0,
        "Dionísio Cerqueira": 9329.6
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Pushkin: (59.71°, 30.40°)",
      "  Razumnoye: (50.53°, 36.68°)",
      "  Acerra: (40.94°, 14.37°)",
      "  Bussum: (52.27°, 5.16°)",
      "  Dionísio Cerqueira: (-26.25°, -53.64°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Dionísio Cerqueira: 9329.6 km from centroid",
      "  Pushkin: 3197.7 km from centroid",
      "  Razumnoye: 2935.4 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Dionísio Cerqueira",
      "FINAL ANSWER: Dionísio Cerqueira"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 39.72943,
        "lon": -104.83192,
        "name": "Aurora"
      },
      {
        "lat": 37.70215,
        "lon": -121.93579,
        "name": "Dublin"
      },
      {
        "lat": 29.56884,
        "lon": -97.96473,
        "name": "Seguin"
      },
      {
        "lat": 25.77288,
        "lon": -80.34783,
        "name": "Fountainebleau"
      },
      {
        "lat": 9.29482,
        "lon": 5.05412,
        "name": "Mokwa"
      }
    ],
    "question": "Which location is the geographic outlier among: Aurora, Dublin, Seguin, Fountainebleau, Mokwa?",
    "ground_truth": {
      "answer": "Mokwa",
      "outlier_distance_km": 9037.9,
      "second_furthest_km": 4006.4,
      "clarity_ratio": 2.26,
      "median_distance_km": 2597.3,
      "distances_to_centroid": {
        "Aurora": 2597.3,
        "Dublin": 4006.4,
        "Seguin": 1749.7,
        "Fountainebleau": 295.6,
        "Mokwa": 9037.9
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Aurora: (39.73°, -104.83°)",
      "  Dublin: (37.70°, -121.94°)",
      "  Seguin: (29.57°, -97.96°)",
      "  Fountainebleau: (25.77°, -80.35°)",
      "  Mokwa: (9.29°, 5.05°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Mokwa: 9037.9 km from centroid",
      "  Dublin: 4006.4 km from centroid",
      "  Aurora: 2597.3 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Mokwa",
      "FINAL ANSWER: Mokwa"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 48.78583,
        "lon": 44.77973,
        "name": "Volzhsky"
      },
      {
        "lat": 44.93553,
        "lon": 10.51898,
        "name": "Viadana"
      },
      {
        "lat": 44.1072,
        "lon": 42.97798,
        "name": "Lermontov"
      },
      {
        "lat": 43.29551,
        "lon": 5.40055,
        "name": "Marseille 05"
      },
      {
        "lat": -4.16694,
        "lon": -40.7475,
        "name": "Guaraciaba do Norte"
      }
    ],
    "question": "Which location is the geographic outlier among: Volzhsky, Viadana, Lermontov, Marseille 05, Guaraciaba do Norte?",
    "ground_truth": {
      "answer": "Guaraciaba do Norte",
      "outlier_distance_km": 7080.5,
      "second_furthest_km": 3013.3,
      "clarity_ratio": 2.35,
      "median_distance_km": 2754.0,
      "distances_to_centroid": {
        "Volzhsky": 3013.3,
        "Viadana": 1075.6,
        "Lermontov": 2754.0,
        "Marseille 05": 1073.4,
        "Guaraciaba do Norte": 7080.5
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Volzhsky: (48.79°, 44.78°)",
      "  Viadana: (44.94°, 10.52°)",
      "  Lermontov: (44.11°, 42.98°)",
      "  Marseille 05: (43.30°, 5.40°)",
      "  Guaraciaba do Norte: (-4.17°, -40.75°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Guaraciaba do Norte: 7080.5 km from centroid",
      "  Volzhsky: 3013.3 km from centroid",
      "  Lermontov: 2754.0 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Guaraciaba do Norte",
      "FINAL ANSWER: Guaraciaba do Norte"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -20.07417,
        "lon": -41.12389,
        "name": "Afonso Cláudio"
      },
      {
        "lat": -4.45528,
        "lon": -43.88556,
        "name": "Codó"
      },
      {
        "lat": -23.53361,
        "lon": -46.40866,
        "name": "Lajeado"
      },
      {
        "lat": -2.24444,
        "lon": -49.49583,
        "name": "Cametá"
      },
      {
        "lat": 52.30066,
        "lon": 7.15763,
        "name": "Bad Bentheim"
      }
    ],
    "question": "Which location is the geographic outlier among: Afonso Cláudio, Codó, Lajeado, Cametá, Bad Bentheim?",
    "ground_truth": {
      "answer": "Bad Bentheim",
      "outlier_distance_km": 6958.0,
      "second_furthest_km": 2944.1,
      "clarity_ratio": 2.36,
      "median_distance_km": 2379.9,
      "distances_to_centroid": {
        "Afonso Cláudio": 2379.9,
        "Codó": 1149.4,
        "Lajeado": 2944.1,
        "Cametá": 1665.3,
        "Bad Bentheim": 6958.0
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Afonso Cláudio: (-20.07°, -41.12°)",
      "  Codó: (-4.46°, -43.89°)",
      "  Lajeado: (-23.53°, -46.41°)",
      "  Cametá: (-2.24°, -49.50°)",
      "  Bad Bentheim: (52.30°, 7.16°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Bad Bentheim: 6958.0 km from centroid",
      "  Lajeado: 2944.1 km from centroid",
      "  Afonso Cláudio: 2379.9 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Bad Bentheim",
      "FINAL ANSWER: Bad Bentheim"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -36.35846,
        "lon": 146.32056,
        "name": "Wangaratta"
      },
      {
        "lat": -37.63333,
        "lon": 144.86667,
        "name": "Greenvale"
      },
      {
        "lat": -38.1,
        "lon": 145.13333,
        "name": "Seaford"
      },
      {
        "lat": -27.44187,
        "lon": 152.93861,
        "name": "The Gap"
      },
      {
        "lat": 44.26193,
        "lon": -88.41538,
        "name": "Appleton"
      }
    ],
    "question": "Which location is the geographic outlier among: Wangaratta, Greenvale, Seaford, The Gap, Appleton?",
    "ground_truth": {
      "answer": "Appleton",
      "outlier_distance_km": 17100.8,
      "second_furthest_km": 5432.4,
      "clarity_ratio": 3.15,
      "median_distance_km": 4878.6,
      "distances_to_centroid": {
        "Wangaratta": 4878.6,
        "Greenvale": 4780.7,
        "Seaford": 4815.2,
        "The Gap": 5432.4,
        "Appleton": 17100.8
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Wangaratta: (-36.36°, 146.32°)",
      "  Greenvale: (-37.63°, 144.87°)",
      "  Seaford: (-38.10°, 145.13°)",
      "  The Gap: (-27.44°, 152.94°)",
      "  Appleton: (44.26°, -88.42°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Appleton: 17100.8 km from centroid",
      "  The Gap: 5432.4 km from centroid",
      "  Wangaratta: 4878.6 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Appleton",
      "FINAL ANSWER: Appleton"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -37.90232,
        "lon": 145.01734,
        "name": "Brighton East"
      },
      {
        "lat": -33.9125,
        "lon": 151.10279,
        "name": "Campsie"
      },
      {
        "lat": -31.8075,
        "lon": 115.86599,
        "name": "Landsdale"
      },
      {
        "lat": -27.94402,
        "lon": 153.39815,
        "name": "Labrador"
      },
      {
        "lat": -24.81811,
        "lon": 27.29659,
        "name": "Amandelbult"
      }
    ],
    "question": "Which location is the geographic outlier among: Brighton East, Campsie, Landsdale, Labrador, Amandelbult?",
    "ground_truth": {
      "answer": "Amandelbult",
      "outlier_distance_km": 8717.3,
      "second_furthest_km": 3376.6,
      "clarity_ratio": 2.58,
      "median_distance_km": 3052.2,
      "distances_to_centroid": {
        "Brighton East": 2523.7,
        "Campsie": 3052.2,
        "Landsdale": 259.8,
        "Labrador": 3376.6,
        "Amandelbult": 8717.3
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Brighton East: (-37.90°, 145.02°)",
      "  Campsie: (-33.91°, 151.10°)",
      "  Landsdale: (-31.81°, 115.87°)",
      "  Labrador: (-27.94°, 153.40°)",
      "  Amandelbult: (-24.82°, 27.30°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Amandelbult: 8717.3 km from centroid",
      "  Labrador: 3376.6 km from centroid",
      "  Campsie: 3052.2 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Amandelbult",
      "FINAL ANSWER: Amandelbult"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -21.12,
        "lon": -42.94278,
        "name": "Ubá"
      },
      {
        "lat": -11.23333,
        "lon": -38.48333,
        "name": "Nova Soure"
      },
      {
        "lat": -11.255,
        "lon": -57.51972,
        "name": "Juara"
      },
      {
        "lat": -18.57889,
        "lon": -46.51806,
        "name": "Patos de Minas"
      },
      {
        "lat": 13.79284,
        "lon": 100.58298,
        "name": "Khetsamsenok"
      }
    ],
    "question": "Which location is the geographic outlier among: Ubá, Nova Soure, Juara, Patos de Minas, Khetsamsenok?",
    "ground_truth": {
      "answer": "Khetsamsenok",
      "outlier_distance_km": 13219.1,
      "second_furthest_km": 4433.3,
      "clarity_ratio": 2.98,
      "median_distance_km": 3330.0,
      "distances_to_centroid": {
        "Ubá": 3053.9,
        "Nova Soure": 2357.6,
        "Juara": 4433.3,
        "Patos de Minas": 3330.0,
        "Khetsamsenok": 13219.1
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Ubá: (-21.12°, -42.94°)",
      "  Nova Soure: (-11.23°, -38.48°)",
      "  Juara: (-11.26°, -57.52°)",
      "  Patos de Minas: (-18.58°, -46.52°)",
      "  Khetsamsenok: (13.79°, 100.58°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Khetsamsenok: 13219.1 km from centroid",
      "  Juara: 4433.3 km from centroid",
      "  Patos de Minas: 3330.0 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Khetsamsenok",
      "FINAL ANSWER: Khetsamsenok"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 44.93553,
        "lon": 10.51898,
        "name": "Viadana"
      },
      {
        "lat": 44.40478,
        "lon": 8.94439,
        "name": "Genoa"
      },
      {
        "lat": 40.87363,
        "lon": 14.34085,
        "name": "Volla"
      },
      {
        "lat": 49.71754,
        "lon": 11.05877,
        "name": "Forchheim"
      },
      {
        "lat": 26.97982,
        "lon": 84.85065,
        "name": "Raxaul"
      }
    ],
    "question": "Which location is the geographic outlier among: Viadana, Genoa, Volla, Forchheim, Raxaul?",
    "ground_truth": {
      "answer": "Raxaul",
      "outlier_distance_km": 5539.5,
      "second_furthest_km": 1479.4,
      "clarity_ratio": 3.74,
      "median_distance_km": 1422.1,
      "distances_to_centroid": {
        "Viadana": 1309.6,
        "Genoa": 1422.1,
        "Volla": 972.7,
        "Forchheim": 1479.4,
        "Raxaul": 5539.5
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Viadana: (44.94°, 10.52°)",
      "  Genoa: (44.40°, 8.94°)",
      "  Volla: (40.87°, 14.34°)",
      "  Forchheim: (49.72°, 11.06°)",
      "  Raxaul: (26.98°, 84.85°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Raxaul: 5539.5 km from centroid",
      "  Forchheim: 1479.4 km from centroid",
      "  Genoa: 1422.1 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Raxaul",
      "FINAL ANSWER: Raxaul"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 25.48742,
        "lon": 28.97918,
        "name": "Mūţ"
      },
      {
        "lat": -27.1974,
        "lon": 25.98311,
        "name": "Wolmaransstad"
      },
      {
        "lat": 5.71044,
        "lon": 6.80936,
        "name": "Oguta"
      },
      {
        "lat": 11.66667,
        "lon": 38.8,
        "name": "Filakit"
      },
      {
        "lat": -38.07018,
        "lon": 145.47411,
        "name": "Pakenham"
      }
    ],
    "question": "Which location is the geographic outlier among: Mūţ, Wolmaransstad, Oguta, Filakit, Pakenham?",
    "ground_truth": {
      "answer": "Pakenham",
      "outlier_distance_km": 10246.4,
      "second_furthest_km": 4842.5,
      "clarity_ratio": 2.12,
      "median_distance_km": 3983.8,
      "distances_to_centroid": {
        "Mūţ": 3983.8,
        "Wolmaransstad": 3527.9,
        "Oguta": 4842.5,
        "Filakit": 2132.9,
        "Pakenham": 10246.4
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Mūţ: (25.49°, 28.98°)",
      "  Wolmaransstad: (-27.20°, 25.98°)",
      "  Oguta: (5.71°, 6.81°)",
      "  Filakit: (11.67°, 38.80°)",
      "  Pakenham: (-38.07°, 145.47°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Pakenham: 10246.4 km from centroid",
      "  Oguta: 4842.5 km from centroid",
      "  Mūţ: 3983.8 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Pakenham",
      "FINAL ANSWER: Pakenham"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -27.98941,
        "lon": 153.33633,
        "name": "Nerang"
      },
      {
        "lat": -37.9,
        "lon": 144.66667,
        "name": "Werribee"
      },
      {
        "lat": -34.75705,
        "lon": 138.60819,
        "name": "Paralowie"
      },
      {
        "lat": -44.39672,
        "lon": 171.25364,
        "name": "Timaru"
      },
      {
        "lat": 52.22843,
        "lon": 17.27617,
        "name": "Środa Wielkopolska"
      }
    ],
    "question": "Which location is the geographic outlier among: Nerang, Werribee, Paralowie, Timaru, Środa Wielkopolska?",
    "ground_truth": {
      "answer": "Środa Wielkopolska",
      "outlier_distance_km": 12830.1,
      "second_furthest_km": 5144.5,
      "clarity_ratio": 2.49,
      "median_distance_km": 3066.4,
      "distances_to_centroid": {
        "Nerang": 3066.4,
        "Werribee": 2872.4,
        "Paralowie": 2245.1,
        "Timaru": 5144.5,
        "Środa Wielkopolska": 12830.1
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Nerang: (-27.99°, 153.34°)",
      "  Werribee: (-37.90°, 144.67°)",
      "  Paralowie: (-34.76°, 138.61°)",
      "  Timaru: (-44.40°, 171.25°)",
      "  Środa Wielkopolska: (52.23°, 17.28°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Środa Wielkopolska: 12830.1 km from centroid",
      "  Timaru: 5144.5 km from centroid",
      "  Nerang: 3066.4 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Środa Wielkopolska",
      "FINAL ANSWER: Środa Wielkopolska"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 40.66689,
        "lon": -111.88799,
        "name": "Murray"
      },
      {
        "lat": 23.38359,
        "lon": -105.37084,
        "name": "Pueblo Nuevo"
      },
      {
        "lat": 45.47723,
        "lon": -75.70164,
        "name": "Gatineau"
      },
      {
        "lat": 40.60816,
        "lon": -74.27765,
        "name": "Rahway"
      },
      {
        "lat": 29.074,
        "lon": 80.11139,
        "name": "Tanakpur"
      }
    ],
    "question": "Which location is the geographic outlier among: Murray, Pueblo Nuevo, Gatineau, Rahway, Tanakpur?",
    "ground_truth": {
      "answer": "Tanakpur",
      "outlier_distance_km": 11539.3,
      "second_furthest_km": 4786.6,
      "clarity_ratio": 2.41,
      "median_distance_km": 4709.8,
      "distances_to_centroid": {
        "Murray": 4709.8,
        "Pueblo Nuevo": 4786.6,
        "Gatineau": 1870.3,
        "Rahway": 1561.5,
        "Tanakpur": 11539.3
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Murray: (40.67°, -111.89°)",
      "  Pueblo Nuevo: (23.38°, -105.37°)",
      "  Gatineau: (45.48°, -75.70°)",
      "  Rahway: (40.61°, -74.28°)",
      "  Tanakpur: (29.07°, 80.11°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Tanakpur: 11539.3 km from centroid",
      "  Pueblo Nuevo: 4786.6 km from centroid",
      "  Murray: 4709.8 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Tanakpur",
      "FINAL ANSWER: Tanakpur"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 39.70647,
        "lon": 119.1603,
        "name": "Changli"
      },
      {
        "lat": 29.2947,
        "lon": 117.20789,
        "name": "Jingdezhen"
      },
      {
        "lat": 11.30975,
        "lon": 75.94995,
        "name": "Pūlakkōd"
      },
      {
        "lat": 15.82887,
        "lon": 78.03602,
        "name": "Kurnool"
      },
      {
        "lat": 32.59644,
        "lon": -114.70968,
        "name": "Somerton"
      }
    ],
    "question": "Which location is the geographic outlier among: Changli, Jingdezhen, Pūlakkōd, Kurnool, Somerton?",
    "ground_truth": {
      "answer": "Somerton",
      "outlier_distance_km": 13438.9,
      "second_furthest_km": 6062.6,
      "clarity_ratio": 2.22,
      "median_distance_km": 6058.2,
      "distances_to_centroid": {
        "Changli": 6058.2,
        "Jingdezhen": 6062.6,
        "Pūlakkōd": 2712.3,
        "Kurnool": 2618.6,
        "Somerton": 13438.9
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Changli: (39.71°, 119.16°)",
      "  Jingdezhen: (29.29°, 117.21°)",
      "  Pūlakkōd: (11.31°, 75.95°)",
      "  Kurnool: (15.83°, 78.04°)",
      "  Somerton: (32.60°, -114.71°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Somerton: 13438.9 km from centroid",
      "  Jingdezhen: 6062.6 km from centroid",
      "  Changli: 6058.2 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Somerton",
      "FINAL ANSWER: Somerton"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -8.75333,
        "lon": -37.33972,
        "name": "Tupanatinga"
      },
      {
        "lat": -22.77944,
        "lon": -46.59056,
        "name": "Pinhalzinho"
      },
      {
        "lat": -18.47333,
        "lon": -47.20028,
        "name": "Coromandel"
      },
      {
        "lat": -3.10056,
        "lon": -45.03361,
        "name": "Matinha"
      },
      {
        "lat": 29.69106,
        "lon": -95.2091,
        "name": "Pasadena"
      }
    ],
    "question": "Which location is the geographic outlier among: Tupanatinga, Pinhalzinho, Coromandel, Matinha, Pasadena?",
    "ground_truth": {
      "answer": "Pasadena",
      "outlier_distance_km": 5798.4,
      "second_furthest_km": 2175.1,
      "clarity_ratio": 2.67,
      "median_distance_km": 1923.6,
      "distances_to_centroid": {
        "Tupanatinga": 1923.6,
        "Pinhalzinho": 2175.1,
        "Coromandel": 1715.2,
        "Matinha": 1040.1,
        "Pasadena": 5798.4
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Tupanatinga: (-8.75°, -37.34°)",
      "  Pinhalzinho: (-22.78°, -46.59°)",
      "  Coromandel: (-18.47°, -47.20°)",
      "  Matinha: (-3.10°, -45.03°)",
      "  Pasadena: (29.69°, -95.21°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Pasadena: 5798.4 km from centroid",
      "  Pinhalzinho: 2175.1 km from centroid",
      "  Tupanatinga: 1923.6 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Pasadena",
      "FINAL ANSWER: Pasadena"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 53.84861,
        "lon": -1.83857,
        "name": "Bingley"
      },
      {
        "lat": 49.21088,
        "lon": -0.30653,
        "name": "Hérouville-Saint-Clair"
      },
      {
        "lat": 44.09973,
        "lon": 3.07848,
        "name": "Millau"
      },
      {
        "lat": 50.0888,
        "lon": 9.06455,
        "name": "Alzenau in Unterfranken"
      },
      {
        "lat": -0.97357,
        "lon": -62.9269,
        "name": "Barcelos"
      }
    ],
    "question": "Which location is the geographic outlier among: Bingley, Hérouville-Saint-Clair, Millau, Alzenau in Unterfranken, Barcelos?",
    "ground_truth": {
      "answer": "Barcelos",
      "outlier_distance_km": 6945.9,
      "second_furthest_km": 1955.9,
      "clarity_ratio": 3.55,
      "median_distance_km": 1752.1,
      "distances_to_centroid": {
        "Bingley": 1752.1,
        "Hérouville-Saint-Clair": 1374.4,
        "Millau": 1254.1,
        "Alzenau in Unterfranken": 1955.9,
        "Barcelos": 6945.9
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Bingley: (53.85°, -1.84°)",
      "  Hérouville-Saint-Clair: (49.21°, -0.31°)",
      "  Millau: (44.10°, 3.08°)",
      "  Alzenau in Unterfranken: (50.09°, 9.06°)",
      "  Barcelos: (-0.97°, -62.93°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Barcelos: 6945.9 km from centroid",
      "  Alzenau in Unterfranken: 1955.9 km from centroid",
      "  Bingley: 1752.1 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Barcelos",
      "FINAL ANSWER: Barcelos"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 19.38119,
        "lon": -99.13685,
        "name": "Colonia Nativitas"
      },
      {
        "lat": 38.62456,
        "lon": -76.93914,
        "name": "Waldorf"
      },
      {
        "lat": 34.59593,
        "lon": -92.48905,
        "name": "Bryant"
      },
      {
        "lat": 42.10009,
        "lon": -82.73312,
        "name": "Kingsville"
      },
      {
        "lat": -20.44222,
        "lon": -54.86028,
        "name": "Terenos"
      }
    ],
    "question": "Which location is the geographic outlier among: Colonia Nativitas, Waldorf, Bryant, Kingsville, Terenos?",
    "ground_truth": {
      "answer": "Terenos",
      "outlier_distance_km": 5599.6,
      "second_furthest_km": 2144.8,
      "clarity_ratio": 2.61,
      "median_distance_km": 1895.6,
      "distances_to_centroid": {
        "Colonia Nativitas": 1895.6,
        "Waldorf": 1800.6,
        "Bryant": 1703.3,
        "Kingsville": 2144.8,
        "Terenos": 5599.6
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Colonia Nativitas: (19.38°, -99.14°)",
      "  Waldorf: (38.62°, -76.94°)",
      "  Bryant: (34.60°, -92.49°)",
      "  Kingsville: (42.10°, -82.73°)",
      "  Terenos: (-20.44°, -54.86°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Terenos: 5599.6 km from centroid",
      "  Kingsville: 2144.8 km from centroid",
      "  Colonia Nativitas: 1895.6 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Terenos",
      "FINAL ANSWER: Terenos"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 15.6653,
        "lon": 120.6406,
        "name": "Ramos"
      },
      {
        "lat": 18.6057,
        "lon": 84.23546,
        "name": "Tekkali"
      },
      {
        "lat": 23.65063,
        "lon": 85.00744,
        "name": "Khalāri"
      },
      {
        "lat": 15.11481,
        "lon": 104.32938,
        "name": "Si Sa Ket"
      },
      {
        "lat": 41.62697,
        "lon": -88.20395,
        "name": "Plainfield"
      }
    ],
    "question": "Which location is the geographic outlier among: Ramos, Tekkali, Khalāri, Si Sa Ket, Plainfield?",
    "ground_truth": {
      "answer": "Plainfield",
      "outlier_distance_km": 12175.4,
      "second_furthest_km": 6250.7,
      "clarity_ratio": 1.95,
      "median_distance_km": 4599.7,
      "distances_to_centroid": {
        "Ramos": 6250.7,
        "Tekkali": 2439.8,
        "Khalāri": 2429.9,
        "Si Sa Ket": 4599.7,
        "Plainfield": 12175.4
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Ramos: (15.67°, 120.64°)",
      "  Tekkali: (18.61°, 84.24°)",
      "  Khalāri: (23.65°, 85.01°)",
      "  Si Sa Ket: (15.11°, 104.33°)",
      "  Plainfield: (41.63°, -88.20°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Plainfield: 12175.4 km from centroid",
      "  Ramos: 6250.7 km from centroid",
      "  Si Sa Ket: 4599.7 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Plainfield",
      "FINAL ANSWER: Plainfield"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -22.15194,
        "lon": -42.41944,
        "name": "Bom Jardim"
      },
      {
        "lat": -23.21003,
        "lon": -64.09965,
        "name": "Embarcación"
      },
      {
        "lat": -23.11694,
        "lon": -46.55028,
        "name": "Atibaia"
      },
      {
        "lat": -14.79909,
        "lon": -39.03228,
        "name": "Ilhéus"
      },
      {
        "lat": 15.39585,
        "lon": 73.81568,
        "name": "Vasco da Gama"
      }
    ],
    "question": "Which location is the geographic outlier among: Bom Jardim, Embarcación, Atibaia, Ilhéus, Vasco da Gama?",
    "ground_truth": {
      "answer": "Vasco da Gama",
      "outlier_distance_km": 11187.9,
      "second_furthest_km": 4384.1,
      "clarity_ratio": 2.55,
      "median_distance_km": 2633.9,
      "distances_to_centroid": {
        "Bom Jardim": 2199.8,
        "Embarcación": 4384.1,
        "Atibaia": 2633.9,
        "Ilhéus": 1662.7,
        "Vasco da Gama": 11187.9
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Bom Jardim: (-22.15°, -42.42°)",
      "  Embarcación: (-23.21°, -64.10°)",
      "  Atibaia: (-23.12°, -46.55°)",
      "  Ilhéus: (-14.80°, -39.03°)",
      "  Vasco da Gama: (15.40°, 73.82°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Vasco da Gama: 11187.9 km from centroid",
      "  Embarcación: 4384.1 km from centroid",
      "  Atibaia: 2633.9 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Vasco da Gama",
      "FINAL ANSWER: Vasco da Gama"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 35.32729,
        "lon": -96.9253,
        "name": "Shawnee"
      },
      {
        "lat": 39.70838,
        "lon": -91.35848,
        "name": "Hannibal"
      },
      {
        "lat": 20.93482,
        "lon": -89.55871,
        "name": "Kanasín"
      },
      {
        "lat": 42.3876,
        "lon": -71.0995,
        "name": "Somerville"
      },
      {
        "lat": 45.04616,
        "lon": 38.79491,
        "name": "Yelizavetinskaya"
      }
    ],
    "question": "Which location is the geographic outlier among: Shawnee, Hannibal, Kanasín, Somerville, Yelizavetinskaya?",
    "ground_truth": {
      "answer": "Yelizavetinskaya",
      "outlier_distance_km": 7957.0,
      "second_furthest_km": 3184.4,
      "clarity_ratio": 2.5,
      "median_distance_km": 3125.3,
      "distances_to_centroid": {
        "Shawnee": 3125.3,
        "Hannibal": 2573.5,
        "Kanasín": 3184.4,
        "Somerville": 1002.8,
        "Yelizavetinskaya": 7957.0
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Shawnee: (35.33°, -96.93°)",
      "  Hannibal: (39.71°, -91.36°)",
      "  Kanasín: (20.93°, -89.56°)",
      "  Somerville: (42.39°, -71.10°)",
      "  Yelizavetinskaya: (45.05°, 38.79°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Yelizavetinskaya: 7957.0 km from centroid",
      "  Kanasín: 3184.4 km from centroid",
      "  Shawnee: 3125.3 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Yelizavetinskaya",
      "FINAL ANSWER: Yelizavetinskaya"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 51.83333,
        "lon": 4.13333,
        "name": "Hellevoetsluis"
      },
      {
        "lat": 51.44227,
        "lon": -2.85786,
        "name": "Clevedon"
      },
      {
        "lat": 52.25443,
        "lon": 21.03472,
        "name": "Praga Północ"
      },
      {
        "lat": 37.28287,
        "lon": -5.92088,
        "name": "Dos Hermanas"
      },
      {
        "lat": 38.49602,
        "lon": -121.40884,
        "name": "Florin"
      }
    ],
    "question": "Which location is the geographic outlier among: Hellevoetsluis, Clevedon, Praga Północ, Dos Hermanas, Florin?",
    "ground_truth": {
      "answer": "Florin",
      "outlier_distance_km": 7715.8,
      "second_furthest_km": 3076.8,
      "clarity_ratio": 2.51,
      "median_distance_km": 1922.5,
      "distances_to_centroid": {
        "Hellevoetsluis": 1922.5,
        "Clevedon": 1442.3,
        "Praga Północ": 3076.8,
        "Dos Hermanas": 1595.8,
        "Florin": 7715.8
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Hellevoetsluis: (51.83°, 4.13°)",
      "  Clevedon: (51.44°, -2.86°)",
      "  Praga Północ: (52.25°, 21.03°)",
      "  Dos Hermanas: (37.28°, -5.92°)",
      "  Florin: (38.50°, -121.41°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Florin: 7715.8 km from centroid",
      "  Praga Północ: 3076.8 km from centroid",
      "  Hellevoetsluis: 1922.5 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Florin",
      "FINAL ANSWER: Florin"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -37.91667,
        "lon": 145.11667,
        "name": "Clayton"
      },
      {
        "lat": -33.88333,
        "lon": 151.1,
        "name": "Burwood"
      },
      {
        "lat": -37.88214,
        "lon": 144.98215,
        "name": "Elwood"
      },
      {
        "lat": -41.26667,
        "lon": 174.95,
        "name": "Wainuiomata"
      },
      {
        "lat": 8.87443,
        "lon": -75.62028,
        "name": "Ciénaga de Oro"
      }
    ],
    "question": "Which location is the geographic outlier among: Clayton, Burwood, Elwood, Wainuiomata, Ciénaga de Oro?",
    "ground_truth": {
      "answer": "Ciénaga de Oro",
      "outlier_distance_km": 17807.6,
      "second_furthest_km": 6113.8,
      "clarity_ratio": 2.91,
      "median_distance_km": 4106.7,
      "distances_to_centroid": {
        "Clayton": 3577.0,
        "Burwood": 4106.7,
        "Elwood": 3564.9,
        "Wainuiomata": 6113.8,
        "Ciénaga de Oro": 17807.6
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Clayton: (-37.92°, 145.12°)",
      "  Burwood: (-33.88°, 151.10°)",
      "  Elwood: (-37.88°, 144.98°)",
      "  Wainuiomata: (-41.27°, 174.95°)",
      "  Ciénaga de Oro: (8.87°, -75.62°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Ciénaga de Oro: 17807.6 km from centroid",
      "  Wainuiomata: 6113.8 km from centroid",
      "  Burwood: 4106.7 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Ciénaga de Oro",
      "FINAL ANSWER: Ciénaga de Oro"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 51.21977,
        "lon": 7.6273,
        "name": "Lüdenscheid"
      },
      {
        "lat": 57.47908,
        "lon": -4.22398,
        "name": "Inverness"
      },
      {
        "lat": 52.52437,
        "lon": 13.41053,
        "name": "Berlin"
      },
      {
        "lat": 42.88052,
        "lon": -8.54569,
        "name": "Santiago de Compostela"
      },
      {
        "lat": -32.94433,
        "lon": 28.01496,
        "name": "Gonubie"
      }
    ],
    "question": "Which location is the geographic outlier among: Lüdenscheid, Inverness, Berlin, Santiago de Compostela, Gonubie?",
    "ground_truth": {
      "answer": "Gonubie",
      "outlier_distance_km": 7778.0,
      "second_furthest_km": 2724.9,
      "clarity_ratio": 2.85,
      "median_distance_km": 2092.1,
      "distances_to_centroid": {
        "Lüdenscheid": 1889.2,
        "Inverness": 2724.9,
        "Berlin": 2092.1,
        "Santiago de Compostela": 1672.7,
        "Gonubie": 7778.0
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Lüdenscheid: (51.22°, 7.63°)",
      "  Inverness: (57.48°, -4.22°)",
      "  Berlin: (52.52°, 13.41°)",
      "  Santiago de Compostela: (42.88°, -8.55°)",
      "  Gonubie: (-32.94°, 28.01°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Gonubie: 7778.0 km from centroid",
      "  Inverness: 2724.9 km from centroid",
      "  Berlin: 2092.1 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Gonubie",
      "FINAL ANSWER: Gonubie"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -15.86126,
        "lon": -38.87982,
        "name": "Belmonte"
      },
      {
        "lat": -4.1725,
        "lon": -38.46056,
        "name": "Pacajus"
      },
      {
        "lat": -8.80972,
        "lon": -63.69556,
        "name": "Candeias do Jamari"
      },
      {
        "lat": -16.56167,
        "lon": -41.50333,
        "name": "Itaobim"
      },
      {
        "lat": -37.75,
        "lon": 145.35,
        "name": "Lilydale"
      }
    ],
    "question": "Which location is the geographic outlier among: Belmonte, Pacajus, Candeias do Jamari, Itaobim, Lilydale?",
    "ground_truth": {
      "answer": "Lilydale",
      "outlier_distance_km": 13332.6,
      "second_furthest_km": 6145.2,
      "clarity_ratio": 2.17,
      "median_distance_km": 3656.6,
      "distances_to_centroid": {
        "Belmonte": 3354.3,
        "Pacajus": 3656.6,
        "Candeias do Jamari": 6145.2,
        "Itaobim": 3625.6,
        "Lilydale": 13332.6
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Belmonte: (-15.86°, -38.88°)",
      "  Pacajus: (-4.17°, -38.46°)",
      "  Candeias do Jamari: (-8.81°, -63.70°)",
      "  Itaobim: (-16.56°, -41.50°)",
      "  Lilydale: (-37.75°, 145.35°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Lilydale: 13332.6 km from centroid",
      "  Candeias do Jamari: 6145.2 km from centroid",
      "  Pacajus: 3656.6 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Lilydale",
      "FINAL ANSWER: Lilydale"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -4.16694,
        "lon": -40.7475,
        "name": "Guaraciaba do Norte"
      },
      {
        "lat": -29.44806,
        "lon": -50.58361,
        "name": "São Francisco de Paula"
      },
      {
        "lat": 3.54625,
        "lon": -73.70687,
        "name": "Granada"
      },
      {
        "lat": -23.21472,
        "lon": -47.52389,
        "name": "Porto Feliz"
      },
      {
        "lat": 5.52491,
        "lon": 7.49461,
        "name": "Umuahia"
      }
    ],
    "question": "Which location is the geographic outlier among: Guaraciaba do Norte, São Francisco de Paula, Granada, Porto Feliz, Umuahia?",
    "ground_truth": {
      "answer": "Umuahia",
      "outlier_distance_km": 5629.9,
      "second_furthest_km": 3904.0,
      "clarity_ratio": 1.44,
      "median_distance_km": 2426.2,
      "distances_to_centroid": {
        "Guaraciaba do Norte": 599.5,
        "São Francisco de Paula": 2426.2,
        "Granada": 3904.0,
        "Porto Feliz": 1669.6,
        "Umuahia": 5629.9
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Guaraciaba do Norte: (-4.17°, -40.75°)",
      "  São Francisco de Paula: (-29.45°, -50.58°)",
      "  Granada: (3.55°, -73.71°)",
      "  Porto Feliz: (-23.21°, -47.52°)",
      "  Umuahia: (5.52°, 7.49°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Umuahia: 5629.9 km from centroid",
      "  Granada: 3904.0 km from centroid",
      "  São Francisco de Paula: 2426.2 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Umuahia",
      "FINAL ANSWER: Umuahia"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 47.65105,
        "lon": 7.82089,
        "name": "Schopfheim"
      },
      {
        "lat": 39.1218,
        "lon": -0.44812,
        "name": "Carcaixent"
      },
      {
        "lat": 43.31117,
        "lon": -0.35583,
        "name": "Pau"
      },
      {
        "lat": 43.29695,
        "lon": 5.38107,
        "name": "Marseille"
      },
      {
        "lat": -13.85875,
        "lon": -40.08512,
        "name": "Jequié"
      }
    ],
    "question": "Which location is the geographic outlier among: Schopfheim, Carcaixent, Pau, Marseille, Jequié?",
    "ground_truth": {
      "answer": "Jequié",
      "outlier_distance_km": 6279.9,
      "second_furthest_km": 2083.5,
      "clarity_ratio": 3.01,
      "median_distance_km": 1587.6,
      "distances_to_centroid": {
        "Schopfheim": 2083.5,
        "Carcaixent": 924.9,
        "Pau": 1347.3,
        "Marseille": 1587.6,
        "Jequié": 6279.9
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Schopfheim: (47.65°, 7.82°)",
      "  Carcaixent: (39.12°, -0.45°)",
      "  Pau: (43.31°, -0.36°)",
      "  Marseille: (43.30°, 5.38°)",
      "  Jequié: (-13.86°, -40.09°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Jequié: 6279.9 km from centroid",
      "  Schopfheim: 2083.5 km from centroid",
      "  Marseille: 1587.6 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Jequié",
      "FINAL ANSWER: Jequié"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 42.33437,
        "lon": -71.10845,
        "name": "Mission Hill"
      },
      {
        "lat": 20.03085,
        "lon": -100.72194,
        "name": "Acámbaro"
      },
      {
        "lat": 17.55602,
        "lon": -92.94788,
        "name": "Teapa"
      },
      {
        "lat": 39.77978,
        "lon": -84.1241,
        "name": "Riverside"
      },
      {
        "lat": 46.53168,
        "lon": 125.1038,
        "name": "Longfeng"
      }
    ],
    "question": "Which location is the geographic outlier among: Mission Hill, Acámbaro, Teapa, Riverside, Longfeng?",
    "ground_truth": {
      "answer": "Longfeng",
      "outlier_distance_km": 11086.1,
      "second_furthest_km": 5685.1,
      "clarity_ratio": 1.95,
      "median_distance_km": 5094.5,
      "distances_to_centroid": {
        "Mission Hill": 2512.9,
        "Acámbaro": 5685.1,
        "Teapa": 5094.5,
        "Riverside": 3562.5,
        "Longfeng": 11086.1
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Mission Hill: (42.33°, -71.11°)",
      "  Acámbaro: (20.03°, -100.72°)",
      "  Teapa: (17.56°, -92.95°)",
      "  Riverside: (39.78°, -84.12°)",
      "  Longfeng: (46.53°, 125.10°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Longfeng: 11086.1 km from centroid",
      "  Acámbaro: 5685.1 km from centroid",
      "  Teapa: 5094.5 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Longfeng",
      "FINAL ANSWER: Longfeng"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -5.115,
        "lon": -36.63444,
        "name": "Macau"
      },
      {
        "lat": -15.60972,
        "lon": -42.53972,
        "name": "Rio Pardo de Minas"
      },
      {
        "lat": -3.74611,
        "lon": -39.78333,
        "name": "Irauçuba"
      },
      {
        "lat": -10.685,
        "lon": -37.42528,
        "name": "Itabaiana"
      },
      {
        "lat": 21.86764,
        "lon": 75.96391,
        "name": "Bhikangaon"
      }
    ],
    "question": "Which location is the geographic outlier among: Macau, Rio Pardo de Minas, Irauçuba, Itabaiana, Bhikangaon?",
    "ground_truth": {
      "answer": "Bhikangaon",
      "outlier_distance_km": 10328.7,
      "second_furthest_km": 3235.3,
      "clarity_ratio": 3.19,
      "median_distance_km": 2633.8,
      "distances_to_centroid": {
        "Macau": 2296.0,
        "Rio Pardo de Minas": 3235.3,
        "Irauçuba": 2633.8,
        "Itabaiana": 2518.3,
        "Bhikangaon": 10328.7
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Macau: (-5.12°, -36.63°)",
      "  Rio Pardo de Minas: (-15.61°, -42.54°)",
      "  Irauçuba: (-3.75°, -39.78°)",
      "  Itabaiana: (-10.69°, -37.43°)",
      "  Bhikangaon: (21.87°, 75.96°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Bhikangaon: 10328.7 km from centroid",
      "  Rio Pardo de Minas: 3235.3 km from centroid",
      "  Irauçuba: 2633.8 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Bhikangaon",
      "FINAL ANSWER: Bhikangaon"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 53.48513,
        "lon": 9.14644,
        "name": "Bremervörde"
      },
      {
        "lat": 40.42386,
        "lon": -3.53261,
        "name": "San Fernando de Henares"
      },
      {
        "lat": 53.3618,
        "lon": -2.73406,
        "name": "Widnes"
      },
      {
        "lat": 51.46171,
        "lon": 8.84949,
        "name": "Marsberg"
      },
      {
        "lat": 42.316,
        "lon": -82.884,
        "name": "Tecumseh"
      }
    ],
    "question": "Which location is the geographic outlier among: Bremervörde, San Fernando de Henares, Widnes, Marsberg, Tecumseh?",
    "ground_truth": {
      "answer": "Tecumseh",
      "outlier_distance_km": 5232.1,
      "second_furthest_km": 1733.4,
      "clarity_ratio": 3.02,
      "median_distance_km": 1686.8,
      "distances_to_centroid": {
        "Bremervörde": 1733.4,
        "San Fernando de Henares": 1211.9,
        "Widnes": 988.8,
        "Marsberg": 1686.8,
        "Tecumseh": 5232.1
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Bremervörde: (53.49°, 9.15°)",
      "  San Fernando de Henares: (40.42°, -3.53°)",
      "  Widnes: (53.36°, -2.73°)",
      "  Marsberg: (51.46°, 8.85°)",
      "  Tecumseh: (42.32°, -82.88°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Tecumseh: 5232.1 km from centroid",
      "  Bremervörde: 1733.4 km from centroid",
      "  Marsberg: 1686.8 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Tecumseh",
      "FINAL ANSWER: Tecumseh"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 31.27133,
        "lon": 30.78617,
        "name": "Sīdī Sālim"
      },
      {
        "lat": 6.68848,
        "lon": -1.62443,
        "name": "Kumasi"
      },
      {
        "lat": 7.52591,
        "lon": 5.75342,
        "name": "Ikare"
      },
      {
        "lat": -33.75562,
        "lon": 25.40074,
        "name": "Kariega"
      },
      {
        "lat": 8.45611,
        "lon": 125.78417,
        "name": "Talacogon"
      }
    ],
    "question": "Which location is the geographic outlier among: Sīdī Sālim, Kumasi, Ikare, Kariega, Talacogon?",
    "ground_truth": {
      "answer": "Talacogon",
      "outlier_distance_km": 9784.0,
      "second_furthest_km": 4381.9,
      "clarity_ratio": 2.23,
      "median_distance_km": 4309.3,
      "distances_to_centroid": {
        "Sīdī Sālim": 3102.2,
        "Kumasi": 4309.3,
        "Ikare": 3501.7,
        "Kariega": 4381.9,
        "Talacogon": 9784.0
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Sīdī Sālim: (31.27°, 30.79°)",
      "  Kumasi: (6.69°, -1.62°)",
      "  Ikare: (7.53°, 5.75°)",
      "  Kariega: (-33.76°, 25.40°)",
      "  Talacogon: (8.46°, 125.78°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Talacogon: 9784.0 km from centroid",
      "  Kariega: 4381.9 km from centroid",
      "  Kumasi: 4309.3 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Talacogon",
      "FINAL ANSWER: Talacogon"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 14.46289,
        "lon": 78.81191,
        "name": "Chemmumiahpet"
      },
      {
        "lat": 38.98082,
        "lon": 106.3892,
        "name": "Shizuishan"
      },
      {
        "lat": 13.53671,
        "lon": 99.81712,
        "name": "Ratchaburi"
      },
      {
        "lat": 14.15093,
        "lon": 79.8521,
        "name": "Gūdūr"
      },
      {
        "lat": 6.01277,
        "lon": 6.74768,
        "name": "Atani"
      }
    ],
    "question": "Which location is the geographic outlier among: Chemmumiahpet, Shizuishan, Ratchaburi, Gūdūr, Atani?",
    "ground_truth": {
      "answer": "Atani",
      "outlier_distance_km": 7432.1,
      "second_furthest_km": 3916.4,
      "clarity_ratio": 1.9,
      "median_distance_km": 2763.7,
      "distances_to_centroid": {
        "Chemmumiahpet": 582.2,
        "Shizuishan": 3916.4,
        "Ratchaburi": 2763.7,
        "Gūdūr": 694.7,
        "Atani": 7432.1
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Chemmumiahpet: (14.46°, 78.81°)",
      "  Shizuishan: (38.98°, 106.39°)",
      "  Ratchaburi: (13.54°, 99.82°)",
      "  Gūdūr: (14.15°, 79.85°)",
      "  Atani: (6.01°, 6.75°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Atani: 7432.1 km from centroid",
      "  Shizuishan: 3916.4 km from centroid",
      "  Ratchaburi: 2763.7 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Atani",
      "FINAL ANSWER: Atani"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -37.71667,
        "lon": 145.0,
        "name": "Reservoir"
      },
      {
        "lat": -32.32889,
        "lon": 115.83047,
        "name": "Baldivis"
      },
      {
        "lat": -37.81667,
        "lon": 144.75,
        "name": "Truganina"
      },
      {
        "lat": -37.9,
        "lon": 145.18333,
        "name": "Wheelers Hill"
      },
      {
        "lat": 30.58333,
        "lon": 114.26667,
        "name": "Wuhan"
      }
    ],
    "question": "Which location is the geographic outlier among: Reservoir, Baldivis, Truganina, Wheelers Hill, Wuhan?",
    "ground_truth": {
      "answer": "Wuhan",
      "outlier_distance_km": 6288.5,
      "second_furthest_km": 2019.1,
      "clarity_ratio": 3.11,
      "median_distance_km": 1993.2,
      "distances_to_centroid": {
        "Reservoir": 1993.2,
        "Baldivis": 1977.9,
        "Truganina": 1988.4,
        "Wheelers Hill": 2019.1,
        "Wuhan": 6288.5
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Reservoir: (-37.72°, 145.00°)",
      "  Baldivis: (-32.33°, 115.83°)",
      "  Truganina: (-37.82°, 144.75°)",
      "  Wheelers Hill: (-37.90°, 145.18°)",
      "  Wuhan: (30.58°, 114.27°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Wuhan: 6288.5 km from centroid",
      "  Wheelers Hill: 2019.1 km from centroid",
      "  Reservoir: 1993.2 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Wuhan",
      "FINAL ANSWER: Wuhan"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -21.29917,
        "lon": -46.8025,
        "name": "Guaranésia"
      },
      {
        "lat": -9.33806,
        "lon": -38.25472,
        "name": "Glória"
      },
      {
        "lat": -9.01222,
        "lon": -35.2225,
        "name": "Maragogi"
      },
      {
        "lat": -23.485,
        "lon": -51.79167,
        "name": "Marialva"
      },
      {
        "lat": 10.06069,
        "lon": -2.50192,
        "name": "Wa"
      }
    ],
    "question": "Which location is the geographic outlier among: Guaranésia, Glória, Maragogi, Marialva, Wa?",
    "ground_truth": {
      "answer": "Wa",
      "outlier_distance_km": 4258.3,
      "second_furthest_km": 2290.8,
      "clarity_ratio": 1.86,
      "median_distance_km": 1737.9,
      "distances_to_centroid": {
        "Guaranésia": 1737.9,
        "Glória": 392.4,
        "Maragogi": 181.4,
        "Marialva": 2290.8,
        "Wa": 4258.3
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Guaranésia: (-21.30°, -46.80°)",
      "  Glória: (-9.34°, -38.25°)",
      "  Maragogi: (-9.01°, -35.22°)",
      "  Marialva: (-23.48°, -51.79°)",
      "  Wa: (10.06°, -2.50°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Wa: 4258.3 km from centroid",
      "  Marialva: 2290.8 km from centroid",
      "  Guaranésia: 1737.9 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Wa",
      "FINAL ANSWER: Wa"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 8.58679,
        "lon": 39.12111,
        "name": "Mojo"
      },
      {
        "lat": -32.83483,
        "lon": 27.21742,
        "name": "Dimbaza"
      },
      {
        "lat": -27.66606,
        "lon": 28.13132,
        "name": "Mamafubedu"
      },
      {
        "lat": 8.27338,
        "lon": 5.83526,
        "name": "Isanlu-Itedoijowa"
      },
      {
        "lat": 47.64454,
        "lon": -122.69487,
        "name": "Silverdale"
      }
    ],
    "question": "Which location is the geographic outlier among: Mojo, Dimbaza, Mamafubedu, Isanlu-Itedoijowa, Silverdale?",
    "ground_truth": {
      "answer": "Silverdale",
      "outlier_distance_km": 12003.5,
      "second_furthest_km": 5002.3,
      "clarity_ratio": 2.4,
      "median_distance_km": 4904.1,
      "distances_to_centroid": {
        "Mojo": 4904.1,
        "Dimbaza": 5002.3,
        "Mamafubedu": 4704.8,
        "Isanlu-Itedoijowa": 1412.6,
        "Silverdale": 12003.5
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Mojo: (8.59°, 39.12°)",
      "  Dimbaza: (-32.83°, 27.22°)",
      "  Mamafubedu: (-27.67°, 28.13°)",
      "  Isanlu-Itedoijowa: (8.27°, 5.84°)",
      "  Silverdale: (47.64°, -122.69°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Silverdale: 12003.5 km from centroid",
      "  Dimbaza: 5002.3 km from centroid",
      "  Mojo: 4904.1 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Silverdale",
      "FINAL ANSWER: Silverdale"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 49.89738,
        "lon": 8.84613,
        "name": "Dieburg"
      },
      {
        "lat": 51.99244,
        "lon": -2.1601,
        "name": "Tewkesbury"
      },
      {
        "lat": 50.85162,
        "lon": -1.17929,
        "name": "Fareham"
      },
      {
        "lat": 42.02896,
        "lon": 13.42641,
        "name": "Avezzano"
      },
      {
        "lat": -40.91667,
        "lon": 175.01667,
        "name": "Paraparaumu"
      }
    ],
    "question": "Which location is the geographic outlier among: Dieburg, Tewkesbury, Fareham, Avezzano, Paraparaumu?",
    "ground_truth": {
      "answer": "Paraparaumu",
      "outlier_distance_km": 15957.1,
      "second_furthest_km": 4070.9,
      "clarity_ratio": 3.92,
      "median_distance_km": 3965.3,
      "distances_to_centroid": {
        "Dieburg": 3273.0,
        "Tewkesbury": 4070.9,
        "Fareham": 3965.3,
        "Avezzano": 2578.1,
        "Paraparaumu": 15957.1
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Dieburg: (49.90°, 8.85°)",
      "  Tewkesbury: (51.99°, -2.16°)",
      "  Fareham: (50.85°, -1.18°)",
      "  Avezzano: (42.03°, 13.43°)",
      "  Paraparaumu: (-40.92°, 175.02°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Paraparaumu: 15957.1 km from centroid",
      "  Tewkesbury: 4070.9 km from centroid",
      "  Fareham: 3965.3 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Paraparaumu",
      "FINAL ANSWER: Paraparaumu"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -5.0925,
        "lon": -80.1625,
        "name": "Chulucanas"
      },
      {
        "lat": -21.46583,
        "lon": -54.38389,
        "name": "Nova Alvorada do Sul"
      },
      {
        "lat": -1.36139,
        "lon": -48.24472,
        "name": "Benevides"
      },
      {
        "lat": 3.93135,
        "lon": -76.48481,
        "name": "Darien"
      },
      {
        "lat": 43.5283,
        "lon": 5.44973,
        "name": "Aix-en-Provence"
      }
    ],
    "question": "Which location is the geographic outlier among: Chulucanas, Nova Alvorada do Sul, Benevides, Darien, Aix-en-Provence?",
    "ground_truth": {
      "answer": "Aix-en-Provence",
      "outlier_distance_km": 7039.6,
      "second_furthest_km": 3415.2,
      "clarity_ratio": 2.06,
      "median_distance_km": 2853.1,
      "distances_to_centroid": {
        "Chulucanas": 3415.2,
        "Nova Alvorada do Sul": 2848.8,
        "Benevides": 649.4,
        "Darien": 2853.1,
        "Aix-en-Provence": 7039.6
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Chulucanas: (-5.09°, -80.16°)",
      "  Nova Alvorada do Sul: (-21.47°, -54.38°)",
      "  Benevides: (-1.36°, -48.24°)",
      "  Darien: (3.93°, -76.48°)",
      "  Aix-en-Provence: (43.53°, 5.45°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Aix-en-Provence: 7039.6 km from centroid",
      "  Chulucanas: 3415.2 km from centroid",
      "  Darien: 2853.1 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Aix-en-Provence",
      "FINAL ANSWER: Aix-en-Provence"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 45.4399,
        "lon": -75.66498,
        "name": "Vanier"
      },
      {
        "lat": 33.91371,
        "lon": -98.49339,
        "name": "Wichita Falls"
      },
      {
        "lat": 30.43937,
        "lon": -97.62,
        "name": "Pflugerville"
      },
      {
        "lat": 44.35012,
        "lon": -78.73286,
        "name": "Lindsay"
      },
      {
        "lat": 23.25469,
        "lon": 77.40289,
        "name": "Bhopal"
      }
    ],
    "question": "Which location is the geographic outlier among: Vanier, Wichita Falls, Pflugerville, Lindsay, Bhopal?",
    "ground_truth": {
      "answer": "Bhopal",
      "outlier_distance_km": 11760.6,
      "second_furthest_km": 4019.0,
      "clarity_ratio": 2.93,
      "median_distance_km": 3981.4,
      "distances_to_centroid": {
        "Vanier": 2087.0,
        "Wichita Falls": 3981.4,
        "Pflugerville": 4019.0,
        "Lindsay": 2269.2,
        "Bhopal": 11760.6
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Vanier: (45.44°, -75.66°)",
      "  Wichita Falls: (33.91°, -98.49°)",
      "  Pflugerville: (30.44°, -97.62°)",
      "  Lindsay: (44.35°, -78.73°)",
      "  Bhopal: (23.25°, 77.40°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Bhopal: 11760.6 km from centroid",
      "  Pflugerville: 4019.0 km from centroid",
      "  Wichita Falls: 3981.4 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Bhopal",
      "FINAL ANSWER: Bhopal"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 1.66711,
        "lon": 101.44316,
        "name": "Dumai"
      },
      {
        "lat": 14.40599,
        "lon": 121.02222,
        "name": "Ayala Alabang"
      },
      {
        "lat": 10.93487,
        "lon": 78.41251,
        "name": "Kulittalai"
      },
      {
        "lat": 10.0477,
        "lon": 78.74719,
        "name": "Sankarapatti"
      },
      {
        "lat": -6.77008,
        "lon": -79.85495,
        "name": "Chiclayo"
      }
    ],
    "question": "Which location is the geographic outlier among: Dumai, Ayala Alabang, Kulittalai, Sankarapatti, Chiclayo?",
    "ground_truth": {
      "answer": "Chiclayo",
      "outlier_distance_km": 15574.5,
      "second_furthest_km": 6729.0,
      "clarity_ratio": 2.31,
      "median_distance_km": 4627.1,
      "distances_to_centroid": {
        "Dumai": 4627.1,
        "Ayala Alabang": 6729.0,
        "Kulittalai": 2100.4,
        "Sankarapatti": 2115.5,
        "Chiclayo": 15574.5
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Dumai: (1.67°, 101.44°)",
      "  Ayala Alabang: (14.41°, 121.02°)",
      "  Kulittalai: (10.93°, 78.41°)",
      "  Sankarapatti: (10.05°, 78.75°)",
      "  Chiclayo: (-6.77°, -79.85°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Chiclayo: 15574.5 km from centroid",
      "  Ayala Alabang: 6729.0 km from centroid",
      "  Dumai: 4627.1 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Chiclayo",
      "FINAL ANSWER: Chiclayo"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 49.59786,
        "lon": 8.4725,
        "name": "Lampertheim"
      },
      {
        "lat": 52.16442,
        "lon": 10.54095,
        "name": "Wolfenbüttel"
      },
      {
        "lat": 52.44628,
        "lon": 10.0064,
        "name": "Burgdorf"
      },
      {
        "lat": 44.40854,
        "lon": 0.70415,
        "name": "Villeneuve-sur-Lot"
      },
      {
        "lat": -8.75222,
        "lon": -67.39778,
        "name": "Boca do Acre"
      }
    ],
    "question": "Which location is the geographic outlier among: Lampertheim, Wolfenbüttel, Burgdorf, Villeneuve-sur-Lot, Boca do Acre?",
    "ground_truth": {
      "answer": "Boca do Acre",
      "outlier_distance_km": 8082.7,
      "second_furthest_km": 2110.8,
      "clarity_ratio": 3.83,
      "median_distance_km": 2104.8,
      "distances_to_centroid": {
        "Lampertheim": 1815.4,
        "Wolfenbüttel": 2110.8,
        "Burgdorf": 2104.8,
        "Villeneuve-sur-Lot": 992.7,
        "Boca do Acre": 8082.7
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Lampertheim: (49.60°, 8.47°)",
      "  Wolfenbüttel: (52.16°, 10.54°)",
      "  Burgdorf: (52.45°, 10.01°)",
      "  Villeneuve-sur-Lot: (44.41°, 0.70°)",
      "  Boca do Acre: (-8.75°, -67.40°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Boca do Acre: 8082.7 km from centroid",
      "  Wolfenbüttel: 2110.8 km from centroid",
      "  Burgdorf: 2104.8 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Boca do Acre",
      "FINAL ANSWER: Boca do Acre"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 44.4115,
        "lon": 40.79281,
        "name": "Mostovskoy"
      },
      {
        "lat": 37.14386,
        "lon": -3.62534,
        "name": "Armilla"
      },
      {
        "lat": 60.70763,
        "lon": 28.75283,
        "name": "Vyborg"
      },
      {
        "lat": 60.13044,
        "lon": 64.78896,
        "name": "Uray"
      },
      {
        "lat": 17.02921,
        "lon": -96.70094,
        "name": "San Antonio de la Cal"
      }
    ],
    "question": "Which location is the geographic outlier among: Mostovskoy, Armilla, Vyborg, Uray, San Antonio de la Cal?",
    "ground_truth": {
      "answer": "San Antonio de la Cal",
      "outlier_distance_km": 9739.2,
      "second_furthest_km": 4190.2,
      "clarity_ratio": 2.32,
      "median_distance_km": 2693.1,
      "distances_to_centroid": {
        "Mostovskoy": 2693.1,
        "Armilla": 1155.4,
        "Vyborg": 2369.4,
        "Uray": 4190.2,
        "San Antonio de la Cal": 9739.2
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Mostovskoy: (44.41°, 40.79°)",
      "  Armilla: (37.14°, -3.63°)",
      "  Vyborg: (60.71°, 28.75°)",
      "  Uray: (60.13°, 64.79°)",
      "  San Antonio de la Cal: (17.03°, -96.70°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  San Antonio de la Cal: 9739.2 km from centroid",
      "  Uray: 4190.2 km from centroid",
      "  Mostovskoy: 2693.1 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: San Antonio de la Cal",
      "FINAL ANSWER: San Antonio de la Cal"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 9.15203,
        "lon": 39.02335,
        "name": "Sendafa"
      },
      {
        "lat": -28.31971,
        "lon": 27.62082,
        "name": "Senekal"
      },
      {
        "lat": -25.99636,
        "lon": 28.2268,
        "name": "Thembisa"
      },
      {
        "lat": 28.34827,
        "lon": 28.86936,
        "name": "Al Bawīţī"
      },
      {
        "lat": 34.86676,
        "lon": -92.40432,
        "name": "Maumelle"
      }
    ],
    "question": "Which location is the geographic outlier among: Sendafa, Senekal, Thembisa, Al Bawīţī, Maumelle?",
    "ground_truth": {
      "answer": "Maumelle",
      "outlier_distance_km": 10565.5,
      "second_furthest_km": 4221.6,
      "clarity_ratio": 2.5,
      "median_distance_km": 4053.3,
      "distances_to_centroid": {
        "Sendafa": 3669.8,
        "Senekal": 4221.6,
        "Thembisa": 4053.3,
        "Al Bawīţī": 3644.8,
        "Maumelle": 10565.5
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Sendafa: (9.15°, 39.02°)",
      "  Senekal: (-28.32°, 27.62°)",
      "  Thembisa: (-26.00°, 28.23°)",
      "  Al Bawīţī: (28.35°, 28.87°)",
      "  Maumelle: (34.87°, -92.40°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Maumelle: 10565.5 km from centroid",
      "  Senekal: 4221.6 km from centroid",
      "  Thembisa: 4053.3 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Maumelle",
      "FINAL ANSWER: Maumelle"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 22.10317,
        "lon": 78.17159,
        "name": "Sārni"
      },
      {
        "lat": 33.59811,
        "lon": 131.1883,
        "name": "Nakatsu"
      },
      {
        "lat": 20.28961,
        "lon": 83.15233,
        "name": "Titlāgarh"
      },
      {
        "lat": 33.63611,
        "lon": 116.97889,
        "name": "Suzhou"
      },
      {
        "lat": -26.49155,
        "lon": 29.22878,
        "name": "Trichardt"
      }
    ],
    "question": "Which location is the geographic outlier among: Sārni, Nakatsu, Titlāgarh, Suzhou, Trichardt?",
    "ground_truth": {
      "answer": "Trichardt",
      "outlier_distance_km": 7930.6,
      "second_furthest_km": 4720.8,
      "clarity_ratio": 1.68,
      "median_distance_km": 3478.1,
      "distances_to_centroid": {
        "Sārni": 1173.8,
        "Nakatsu": 4720.8,
        "Titlāgarh": 632.7,
        "Suzhou": 3478.1,
        "Trichardt": 7930.6
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Sārni: (22.10°, 78.17°)",
      "  Nakatsu: (33.60°, 131.19°)",
      "  Titlāgarh: (20.29°, 83.15°)",
      "  Suzhou: (33.64°, 116.98°)",
      "  Trichardt: (-26.49°, 29.23°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Trichardt: 7930.6 km from centroid",
      "  Nakatsu: 4720.8 km from centroid",
      "  Suzhou: 3478.1 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Trichardt",
      "FINAL ANSWER: Trichardt"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -37.75819,
        "lon": 145.00583,
        "name": "Thornbury"
      },
      {
        "lat": -43.89834,
        "lon": 171.73011,
        "name": "Ashburton"
      },
      {
        "lat": -27.3171,
        "lon": 153.03097,
        "name": "Bracken Ridge"
      },
      {
        "lat": -37.78821,
        "lon": 175.2902,
        "name": "Hamilton East"
      },
      {
        "lat": 40.32234,
        "lon": -3.86496,
        "name": "Móstoles"
      }
    ],
    "question": "Which location is the geographic outlier among: Thornbury, Ashburton, Bracken Ridge, Hamilton East, Móstoles?",
    "ground_truth": {
      "answer": "Móstoles",
      "outlier_distance_km": 15048.5,
      "second_furthest_km": 4848.1,
      "clarity_ratio": 3.1,
      "median_distance_km": 4711.2,
      "distances_to_centroid": {
        "Thornbury": 2438.4,
        "Ashburton": 4711.2,
        "Bracken Ridge": 2595.3,
        "Hamilton East": 4848.1,
        "Móstoles": 15048.5
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Thornbury: (-37.76°, 145.01°)",
      "  Ashburton: (-43.90°, 171.73°)",
      "  Bracken Ridge: (-27.32°, 153.03°)",
      "  Hamilton East: (-37.79°, 175.29°)",
      "  Móstoles: (40.32°, -3.86°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Móstoles: 15048.5 km from centroid",
      "  Hamilton East: 4848.1 km from centroid",
      "  Ashburton: 4711.2 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Móstoles",
      "FINAL ANSWER: Móstoles"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -27.76952,
        "lon": 30.79165,
        "name": "Vryheid"
      },
      {
        "lat": 31.18352,
        "lon": 30.52448,
        "name": "Al Maḩmūdīyah"
      },
      {
        "lat": 8.9,
        "lon": 39.91667,
        "name": "Metahāra"
      },
      {
        "lat": 30.29735,
        "lon": 30.97641,
        "name": "Ashmūn"
      },
      {
        "lat": 40.57762,
        "lon": 17.03812,
        "name": "Palagiano"
      }
    ],
    "question": "Which location is the geographic outlier among: Vryheid, Al Maḩmūdīyah, Metahāra, Ashmūn, Palagiano?",
    "ground_truth": {
      "answer": "Vryheid",
      "outlier_distance_km": 4938.9,
      "second_furthest_km": 2933.5,
      "clarity_ratio": 1.68,
      "median_distance_km": 1618.9,
      "distances_to_centroid": {
        "Vryheid": 4938.9,
        "Al Maḩmūdīyah": 1618.9,
        "Metahāra": 1389.2,
        "Ashmūn": 1523.2,
        "Palagiano": 2933.5
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Vryheid: (-27.77°, 30.79°)",
      "  Al Maḩmūdīyah: (31.18°, 30.52°)",
      "  Metahāra: (8.90°, 39.92°)",
      "  Ashmūn: (30.30°, 30.98°)",
      "  Palagiano: (40.58°, 17.04°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Vryheid: 4938.9 km from centroid",
      "  Palagiano: 2933.5 km from centroid",
      "  Al Maḩmūdīyah: 1618.9 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Vryheid",
      "FINAL ANSWER: Vryheid"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 50.7282,
        "lon": 16.65141,
        "name": "Dzierżoniów"
      },
      {
        "lat": 51.77714,
        "lon": -3.20792,
        "name": "Ebbw Vale"
      },
      {
        "lat": 57.25483,
        "lon": 60.09052,
        "name": "Novoural’sk"
      },
      {
        "lat": 41.41209,
        "lon": 2.14394,
        "name": "Vallcarca"
      },
      {
        "lat": -1.69405,
        "lon": 40.17015,
        "name": "Masalani"
      }
    ],
    "question": "Which location is the geographic outlier among: Dzierżoniów, Ebbw Vale, Novoural’sk, Vallcarca, Masalani?",
    "ground_truth": {
      "answer": "Masalani",
      "outlier_distance_km": 4937.7,
      "second_furthest_km": 3268.9,
      "clarity_ratio": 1.51,
      "median_distance_km": 2412.6,
      "distances_to_centroid": {
        "Dzierżoniów": 1306.7,
        "Ebbw Vale": 2412.6,
        "Novoural’sk": 3268.9,
        "Vallcarca": 1777.3,
        "Masalani": 4937.7
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Dzierżoniów: (50.73°, 16.65°)",
      "  Ebbw Vale: (51.78°, -3.21°)",
      "  Novoural’sk: (57.25°, 60.09°)",
      "  Vallcarca: (41.41°, 2.14°)",
      "  Masalani: (-1.69°, 40.17°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Masalani: 4937.7 km from centroid",
      "  Novoural’sk: 3268.9 km from centroid",
      "  Ebbw Vale: 2412.6 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Masalani",
      "FINAL ANSWER: Masalani"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -2.04278,
        "lon": -45.95917,
        "name": "Maracaçumé"
      },
      {
        "lat": -5.7925,
        "lon": -37.55667,
        "name": "Caraúbas"
      },
      {
        "lat": -19.49583,
        "lon": -41.06389,
        "name": "Aimorés"
      },
      {
        "lat": -22.98436,
        "lon": -43.20285,
        "name": "Ipanema"
      },
      {
        "lat": 33.96529,
        "lon": -118.15146,
        "name": "Bell Gardens"
      }
    ],
    "question": "Which location is the geographic outlier among: Maracaçumé, Caraúbas, Aimorés, Ipanema, Bell Gardens?",
    "ground_truth": {
      "answer": "Bell Gardens",
      "outlier_distance_km": 7592.8,
      "second_furthest_km": 2659.2,
      "clarity_ratio": 2.86,
      "median_distance_km": 2514.0,
      "distances_to_centroid": {
        "Maracaçumé": 1254.5,
        "Caraúbas": 2193.7,
        "Aimorés": 2514.0,
        "Ipanema": 2659.2,
        "Bell Gardens": 7592.8
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Maracaçumé: (-2.04°, -45.96°)",
      "  Caraúbas: (-5.79°, -37.56°)",
      "  Aimorés: (-19.50°, -41.06°)",
      "  Ipanema: (-22.98°, -43.20°)",
      "  Bell Gardens: (33.97°, -118.15°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Bell Gardens: 7592.8 km from centroid",
      "  Ipanema: 2659.2 km from centroid",
      "  Aimorés: 2514.0 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Bell Gardens",
      "FINAL ANSWER: Bell Gardens"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -38.38176,
        "lon": 142.48799,
        "name": "Warrnambool"
      },
      {
        "lat": -37.79117,
        "lon": 144.81637,
        "name": "Sunshine West"
      },
      {
        "lat": -33.71816,
        "lon": 151.11561,
        "name": "Wahroonga"
      },
      {
        "lat": -38.1,
        "lon": 145.13333,
        "name": "Seaford"
      },
      {
        "lat": -2.51389,
        "lon": -66.09167,
        "name": "Fonte Boa"
      }
    ],
    "question": "Which location is the geographic outlier among: Warrnambool, Sunshine West, Wahroonga, Seaford, Fonte Boa?",
    "ground_truth": {
      "answer": "Fonte Boa",
      "outlier_distance_km": 16223.4,
      "second_furthest_km": 4473.8,
      "clarity_ratio": 3.63,
      "median_distance_km": 3901.9,
      "distances_to_centroid": {
        "Warrnambool": 3671.8,
        "Sunshine West": 3873.9,
        "Wahroonga": 4473.8,
        "Seaford": 3901.9,
        "Fonte Boa": 16223.4
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Warrnambool: (-38.38°, 142.49°)",
      "  Sunshine West: (-37.79°, 144.82°)",
      "  Wahroonga: (-33.72°, 151.12°)",
      "  Seaford: (-38.10°, 145.13°)",
      "  Fonte Boa: (-2.51°, -66.09°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Fonte Boa: 16223.4 km from centroid",
      "  Wahroonga: 4473.8 km from centroid",
      "  Seaford: 3901.9 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Fonte Boa",
      "FINAL ANSWER: Fonte Boa"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 34.43333,
        "lon": 116.98333,
        "name": "Huangji"
      },
      {
        "lat": 28.50228,
        "lon": 109.26661,
        "name": "Hong’an"
      },
      {
        "lat": 10.88266,
        "lon": 78.70456,
        "name": "Bhikshāndārkovil"
      },
      {
        "lat": 21.93458,
        "lon": 86.72852,
        "name": "Baripāda"
      },
      {
        "lat": 49.38417,
        "lon": 8.3775,
        "name": "Schifferstadt"
      }
    ],
    "question": "Which location is the geographic outlier among: Huangji, Hong’an, Bhikshāndārkovil, Baripāda, Schifferstadt?",
    "ground_truth": {
      "answer": "Schifferstadt",
      "outlier_distance_km": 6315.0,
      "second_furthest_km": 3528.0,
      "clarity_ratio": 1.79,
      "median_distance_km": 2844.8,
      "distances_to_centroid": {
        "Huangji": 3528.0,
        "Hong’an": 2844.8,
        "Bhikshāndārkovil": 2022.2,
        "Baripāda": 1037.1,
        "Schifferstadt": 6315.0
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Huangji: (34.43°, 116.98°)",
      "  Hong’an: (28.50°, 109.27°)",
      "  Bhikshāndārkovil: (10.88°, 78.70°)",
      "  Baripāda: (21.93°, 86.73°)",
      "  Schifferstadt: (49.38°, 8.38°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Schifferstadt: 6315.0 km from centroid",
      "  Huangji: 3528.0 km from centroid",
      "  Hong’an: 2844.8 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Schifferstadt",
      "FINAL ANSWER: Schifferstadt"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -37.87822,
        "lon": 175.4402,
        "name": "Cambridge"
      },
      {
        "lat": -36.88012,
        "lon": 174.61975,
        "name": "Henderson"
      },
      {
        "lat": -28.77897,
        "lon": 114.61459,
        "name": "Geraldton"
      },
      {
        "lat": -33.86785,
        "lon": 151.20732,
        "name": "Sydney"
      },
      {
        "lat": 5.89258,
        "lon": 7.93534,
        "name": "Afikpo"
      }
    ],
    "question": "Which location is the geographic outlier among: Cambridge, Henderson, Geraldton, Sydney, Afikpo?",
    "ground_truth": {
      "answer": "Afikpo",
      "outlier_distance_km": 12966.6,
      "second_furthest_km": 4882.3,
      "clarity_ratio": 2.66,
      "median_distance_km": 4810.5,
      "distances_to_centroid": {
        "Cambridge": 4882.3,
        "Henderson": 4810.5,
        "Geraldton": 1037.4,
        "Sydney": 2670.7,
        "Afikpo": 12966.6
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Cambridge: (-37.88°, 175.44°)",
      "  Henderson: (-36.88°, 174.62°)",
      "  Geraldton: (-28.78°, 114.61°)",
      "  Sydney: (-33.87°, 151.21°)",
      "  Afikpo: (5.89°, 7.94°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Afikpo: 12966.6 km from centroid",
      "  Cambridge: 4882.3 km from centroid",
      "  Henderson: 4810.5 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Afikpo",
      "FINAL ANSWER: Afikpo"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 52.58547,
        "lon": -2.12296,
        "name": "Wolverhampton"
      },
      {
        "lat": 53.48095,
        "lon": -2.23743,
        "name": "Manchester"
      },
      {
        "lat": 53.63738,
        "lon": 9.91973,
        "name": "Schnelsen"
      },
      {
        "lat": 51.51355,
        "lon": -0.3229,
        "name": "West Ealing"
      },
      {
        "lat": 33.50094,
        "lon": -86.75221,
        "name": "Mountain Brook"
      }
    ],
    "question": "Which location is the geographic outlier among: Wolverhampton, Manchester, Schnelsen, West Ealing, Mountain Brook?",
    "ground_truth": {
      "answer": "Mountain Brook",
      "outlier_distance_km": 5911.9,
      "second_furthest_km": 1884.6,
      "clarity_ratio": 3.14,
      "median_distance_km": 1169.5,
      "distances_to_centroid": {
        "Wolverhampton": 1074.1,
        "Manchester": 1099.4,
        "Schnelsen": 1884.6,
        "West Ealing": 1169.5,
        "Mountain Brook": 5911.9
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Wolverhampton: (52.59°, -2.12°)",
      "  Manchester: (53.48°, -2.24°)",
      "  Schnelsen: (53.64°, 9.92°)",
      "  West Ealing: (51.51°, -0.32°)",
      "  Mountain Brook: (33.50°, -86.75°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Mountain Brook: 5911.9 km from centroid",
      "  Schnelsen: 1884.6 km from centroid",
      "  West Ealing: 1169.5 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Mountain Brook",
      "FINAL ANSWER: Mountain Brook"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -8.1654,
        "lon": -70.35486,
        "name": "Feijó"
      },
      {
        "lat": -33.68909,
        "lon": -71.21528,
        "name": "Melipilla"
      },
      {
        "lat": -5.50361,
        "lon": -41.32333,
        "name": "São Miguel do Tapuio"
      },
      {
        "lat": -21.78083,
        "lon": -45.965,
        "name": "Poço Fundo"
      },
      {
        "lat": -28.77897,
        "lon": 114.61459,
        "name": "Geraldton"
      }
    ],
    "question": "Which location is the geographic outlier among: Feijó, Melipilla, São Miguel do Tapuio, Poço Fundo, Geraldton?",
    "ground_truth": {
      "answer": "Geraldton",
      "outlier_distance_km": 12960.7,
      "second_furthest_km": 5264.5,
      "clarity_ratio": 2.46,
      "median_distance_km": 5007.1,
      "distances_to_centroid": {
        "Feijó": 5264.5,
        "Melipilla": 5007.1,
        "São Miguel do Tapuio": 2539.1,
        "Poço Fundo": 2414.9,
        "Geraldton": 12960.7
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Feijó: (-8.17°, -70.35°)",
      "  Melipilla: (-33.69°, -71.22°)",
      "  São Miguel do Tapuio: (-5.50°, -41.32°)",
      "  Poço Fundo: (-21.78°, -45.97°)",
      "  Geraldton: (-28.78°, 114.61°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Geraldton: 12960.7 km from centroid",
      "  Feijó: 5264.5 km from centroid",
      "  Melipilla: 5007.1 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Geraldton",
      "FINAL ANSWER: Geraldton"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -24.86621,
        "lon": 152.3479,
        "name": "Bundaberg"
      },
      {
        "lat": -27.91828,
        "lon": 153.33275,
        "name": "Helensvale"
      },
      {
        "lat": -32.05799,
        "lon": 115.91814,
        "name": "Canning Vale"
      },
      {
        "lat": -34.18551,
        "lon": 142.16251,
        "name": "Mildura"
      },
      {
        "lat": -5.75611,
        "lon": -78.44111,
        "name": "Bagua Grande"
      }
    ],
    "question": "Which location is the geographic outlier among: Bundaberg, Helensvale, Canning Vale, Mildura, Bagua Grande?",
    "ground_truth": {
      "answer": "Bagua Grande",
      "outlier_distance_km": 16565.5,
      "second_furthest_km": 5562.9,
      "clarity_ratio": 2.98,
      "median_distance_km": 5533.9,
      "distances_to_centroid": {
        "Bundaberg": 5533.9,
        "Helensvale": 5562.9,
        "Canning Vale": 2000.6,
        "Mildura": 4443.5,
        "Bagua Grande": 16565.5
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Bundaberg: (-24.87°, 152.35°)",
      "  Helensvale: (-27.92°, 153.33°)",
      "  Canning Vale: (-32.06°, 115.92°)",
      "  Mildura: (-34.19°, 142.16°)",
      "  Bagua Grande: (-5.76°, -78.44°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Bagua Grande: 16565.5 km from centroid",
      "  Helensvale: 5562.9 km from centroid",
      "  Bundaberg: 5533.9 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Bagua Grande",
      "FINAL ANSWER: Bagua Grande"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -4.16667,
        "lon": -40.94278,
        "name": "Carnaubal"
      },
      {
        "lat": -22.59139,
        "lon": -46.52889,
        "name": "Socorro"
      },
      {
        "lat": 9.25778,
        "lon": -73.81228,
        "name": "Chimichagua"
      },
      {
        "lat": -29.65056,
        "lon": -50.78056,
        "name": "Taquara"
      },
      {
        "lat": 61.21806,
        "lon": -149.90028,
        "name": "Anchorage"
      }
    ],
    "question": "Which location is the geographic outlier among: Carnaubal, Socorro, Chimichagua, Taquara, Anchorage?",
    "ground_truth": {
      "answer": "Anchorage",
      "outlier_distance_km": 9067.3,
      "second_furthest_km": 4280.0,
      "clarity_ratio": 2.12,
      "median_distance_km": 3982.3,
      "distances_to_centroid": {
        "Carnaubal": 3579.8,
        "Socorro": 3982.3,
        "Chimichagua": 733.5,
        "Taquara": 4280.0,
        "Anchorage": 9067.3
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Carnaubal: (-4.17°, -40.94°)",
      "  Socorro: (-22.59°, -46.53°)",
      "  Chimichagua: (9.26°, -73.81°)",
      "  Taquara: (-29.65°, -50.78°)",
      "  Anchorage: (61.22°, -149.90°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Anchorage: 9067.3 km from centroid",
      "  Taquara: 4280.0 km from centroid",
      "  Socorro: 3982.3 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Anchorage",
      "FINAL ANSWER: Anchorage"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 2.39341,
        "lon": -75.89232,
        "name": "La Plata"
      },
      {
        "lat": -27.42039,
        "lon": -59.03731,
        "name": "Fontana"
      },
      {
        "lat": -18.91861,
        "lon": -48.27722,
        "name": "Uberlândia"
      },
      {
        "lat": -40.29313,
        "lon": -73.08167,
        "name": "La Unión"
      },
      {
        "lat": 29.39553,
        "lon": 107.53939,
        "name": "Baima"
      }
    ],
    "question": "Which location is the geographic outlier among: La Plata, Fontana, Uberlândia, La Unión, Baima?",
    "ground_truth": {
      "answer": "Baima",
      "outlier_distance_km": 15145.9,
      "second_furthest_km": 5349.4,
      "clarity_ratio": 2.83,
      "median_distance_km": 5315.5,
      "distances_to_centroid": {
        "La Plata": 5315.5,
        "Fontana": 3562.8,
        "Uberlândia": 2175.6,
        "La Unión": 5349.4,
        "Baima": 15145.9
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  La Plata: (2.39°, -75.89°)",
      "  Fontana: (-27.42°, -59.04°)",
      "  Uberlândia: (-18.92°, -48.28°)",
      "  La Unión: (-40.29°, -73.08°)",
      "  Baima: (29.40°, 107.54°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Baima: 15145.9 km from centroid",
      "  La Unión: 5349.4 km from centroid",
      "  La Plata: 5315.5 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Baima",
      "FINAL ANSWER: Baima"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -27.50578,
        "lon": 153.10236,
        "name": "Carindale"
      },
      {
        "lat": -33.32711,
        "lon": 115.64137,
        "name": "Bunbury"
      },
      {
        "lat": -37.84205,
        "lon": 145.0694,
        "name": "Camberwell"
      },
      {
        "lat": -27.66757,
        "lon": 152.92488,
        "name": "Springfield Lakes"
      },
      {
        "lat": 51.95453,
        "lon": 8.6622,
        "name": "Oerlinghausen"
      }
    ],
    "question": "Which location is the geographic outlier among: Carindale, Bunbury, Camberwell, Springfield Lakes, Oerlinghausen?",
    "ground_truth": {
      "answer": "Oerlinghausen",
      "outlier_distance_km": 12426.0,
      "second_furthest_km": 4164.3,
      "clarity_ratio": 2.98,
      "median_distance_km": 4150.9,
      "distances_to_centroid": {
        "Carindale": 4164.3,
        "Bunbury": 2052.3,
        "Camberwell": 3898.3,
        "Springfield Lakes": 4150.9,
        "Oerlinghausen": 12426.0
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Carindale: (-27.51°, 153.10°)",
      "  Bunbury: (-33.33°, 115.64°)",
      "  Camberwell: (-37.84°, 145.07°)",
      "  Springfield Lakes: (-27.67°, 152.92°)",
      "  Oerlinghausen: (51.95°, 8.66°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Oerlinghausen: 12426.0 km from centroid",
      "  Carindale: 4164.3 km from centroid",
      "  Springfield Lakes: 4150.9 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Oerlinghausen",
      "FINAL ANSWER: Oerlinghausen"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -33.7061,
        "lon": 150.7094,
        "name": "Cranebrook"
      },
      {
        "lat": -37.57742,
        "lon": 144.72607,
        "name": "Sunbury"
      },
      {
        "lat": -33.9681,
        "lon": 151.13564,
        "name": "Kogarah"
      },
      {
        "lat": -32.73308,
        "lon": 151.5574,
        "name": "Maitland"
      },
      {
        "lat": 9.88333,
        "lon": 36.61667,
        "name": "Āyana"
      }
    ],
    "question": "Which location is the geographic outlier among: Cranebrook, Sunbury, Kogarah, Maitland, Āyana?",
    "ground_truth": {
      "answer": "Āyana",
      "outlier_distance_km": 10513.8,
      "second_furthest_km": 2509.6,
      "clarity_ratio": 4.19,
      "median_distance_km": 2503.9,
      "distances_to_centroid": {
        "Cranebrook": 2458.3,
        "Sunbury": 2138.7,
        "Kogarah": 2503.9,
        "Maitland": 2509.6,
        "Āyana": 10513.8
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Cranebrook: (-33.71°, 150.71°)",
      "  Sunbury: (-37.58°, 144.73°)",
      "  Kogarah: (-33.97°, 151.14°)",
      "  Maitland: (-32.73°, 151.56°)",
      "  Āyana: (9.88°, 36.62°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Āyana: 10513.8 km from centroid",
      "  Maitland: 2509.6 km from centroid",
      "  Kogarah: 2503.9 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Āyana",
      "FINAL ANSWER: Āyana"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -33.56668,
        "lon": 18.48335,
        "name": "Atlantis"
      },
      {
        "lat": 6.54584,
        "lon": -0.76264,
        "name": "Nkawkaw"
      },
      {
        "lat": 10.3121,
        "lon": 39.65888,
        "name": "Mehal Mēda"
      },
      {
        "lat": -29.06415,
        "lon": 30.59279,
        "name": "Greytown"
      },
      {
        "lat": -37.88413,
        "lon": 144.78367,
        "name": "Altona Meadows"
      }
    ],
    "question": "Which location is the geographic outlier among: Atlantis, Nkawkaw, Mehal Mēda, Greytown, Altona Meadows?",
    "ground_truth": {
      "answer": "Altona Meadows",
      "outlier_distance_km": 9570.5,
      "second_furthest_km": 5809.8,
      "clarity_ratio": 1.65,
      "median_distance_km": 3370.5,
      "distances_to_centroid": {
        "Atlantis": 3370.5,
        "Nkawkaw": 5809.8,
        "Mehal Mēda": 3101.2,
        "Greytown": 2129.4,
        "Altona Meadows": 9570.5
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Atlantis: (-33.57°, 18.48°)",
      "  Nkawkaw: (6.55°, -0.76°)",
      "  Mehal Mēda: (10.31°, 39.66°)",
      "  Greytown: (-29.06°, 30.59°)",
      "  Altona Meadows: (-37.88°, 144.78°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Altona Meadows: 9570.5 km from centroid",
      "  Nkawkaw: 5809.8 km from centroid",
      "  Atlantis: 3370.5 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Altona Meadows",
      "FINAL ANSWER: Altona Meadows"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -27.91828,
        "lon": 153.33275,
        "name": "Helensvale"
      },
      {
        "lat": -37.8676,
        "lon": 144.98099,
        "name": "Saint Kilda"
      },
      {
        "lat": -27.19354,
        "lon": 153.02631,
        "name": "Deception Bay"
      },
      {
        "lat": -37.81667,
        "lon": 144.75,
        "name": "Truganina"
      },
      {
        "lat": -2.00306,
        "lon": -49.85444,
        "name": "Oeiras do Pará"
      }
    ],
    "question": "Which location is the geographic outlier among: Helensvale, Saint Kilda, Deception Bay, Truganina, Oeiras do Pará?",
    "ground_truth": {
      "answer": "Oeiras do Pará",
      "outlier_distance_km": 16127.0,
      "second_furthest_km": 4337.3,
      "clarity_ratio": 3.72,
      "median_distance_km": 4320.1,
      "distances_to_centroid": {
        "Helensvale": 4337.3,
        "Saint Kilda": 3563.0,
        "Deception Bay": 4320.1,
        "Truganina": 3542.0,
        "Oeiras do Pará": 16127.0
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Helensvale: (-27.92°, 153.33°)",
      "  Saint Kilda: (-37.87°, 144.98°)",
      "  Deception Bay: (-27.19°, 153.03°)",
      "  Truganina: (-37.82°, 144.75°)",
      "  Oeiras do Pará: (-2.00°, -49.85°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Oeiras do Pará: 16127.0 km from centroid",
      "  Helensvale: 4337.3 km from centroid",
      "  Deception Bay: 4320.1 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Oeiras do Pará",
      "FINAL ANSWER: Oeiras do Pará"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 29.2376,
        "lon": 30.78944,
        "name": "Iţsā"
      },
      {
        "lat": 29.41345,
        "lon": 30.86579,
        "name": "Sinnūris"
      },
      {
        "lat": 8.83784,
        "lon": 3.75628,
        "name": "Igboho"
      },
      {
        "lat": 30.06667,
        "lon": 31.3,
        "name": "Madīnat an Naşr"
      },
      {
        "lat": 41.97263,
        "lon": -71.32474,
        "name": "North Attleborough Center"
      }
    ],
    "question": "Which location is the geographic outlier among: Iţsā, Sinnūris, Igboho, Madīnat an Naşr, North Attleborough Center?",
    "ground_truth": {
      "answer": "North Attleborough Center",
      "outlier_distance_km": 6908.5,
      "second_furthest_km": 2556.3,
      "clarity_ratio": 2.7,
      "median_distance_km": 2516.7,
      "distances_to_centroid": {
        "Iţsā": 2510.3,
        "Sinnūris": 2516.7,
        "Igboho": 2124.8,
        "Madīnat an Naşr": 2556.3,
        "North Attleborough Center": 6908.5
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Iţsā: (29.24°, 30.79°)",
      "  Sinnūris: (29.41°, 30.87°)",
      "  Igboho: (8.84°, 3.76°)",
      "  Madīnat an Naşr: (30.07°, 31.30°)",
      "  North Attleborough Center: (41.97°, -71.32°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  North Attleborough Center: 6908.5 km from centroid",
      "  Madīnat an Naşr: 2556.3 km from centroid",
      "  Sinnūris: 2516.7 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: North Attleborough Center",
      "FINAL ANSWER: North Attleborough Center"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 35.71657,
        "lon": 137.93745,
        "name": "Komagane"
      },
      {
        "lat": 10.97724,
        "lon": 76.22541,
        "name": "Perintalmanna"
      },
      {
        "lat": 19.55158,
        "lon": 110.80279,
        "name": "Wenchang"
      },
      {
        "lat": 14.6488,
        "lon": 121.0509,
        "name": "Quezon City"
      },
      {
        "lat": 40.19338,
        "lon": -85.38636,
        "name": "Muncie"
      }
    ],
    "question": "Which location is the geographic outlier among: Komagane, Perintalmanna, Wenchang, Quezon City, Muncie?",
    "ground_truth": {
      "answer": "Muncie",
      "outlier_distance_km": 12483.7,
      "second_furthest_km": 6351.6,
      "clarity_ratio": 1.97,
      "median_distance_km": 5213.2,
      "distances_to_centroid": {
        "Komagane": 6351.6,
        "Perintalmanna": 1534.7,
        "Wenchang": 4011.8,
        "Quezon City": 5213.2,
        "Muncie": 12483.7
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Komagane: (35.72°, 137.94°)",
      "  Perintalmanna: (10.98°, 76.23°)",
      "  Wenchang: (19.55°, 110.80°)",
      "  Quezon City: (14.65°, 121.05°)",
      "  Muncie: (40.19°, -85.39°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Muncie: 12483.7 km from centroid",
      "  Komagane: 6351.6 km from centroid",
      "  Quezon City: 5213.2 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Muncie",
      "FINAL ANSWER: Muncie"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -37.81501,
        "lon": 144.96657,
        "name": "Melbourne City Centre"
      },
      {
        "lat": -37.81667,
        "lon": 145.23333,
        "name": "Ringwood"
      },
      {
        "lat": -37.91928,
        "lon": 145.05301,
        "name": "Bentleigh East"
      },
      {
        "lat": -37.73333,
        "lon": 144.8,
        "name": "Saint Albans"
      },
      {
        "lat": 36.81667,
        "lon": 117.81667,
        "name": "Zhoucun"
      }
    ],
    "question": "Which location is the geographic outlier among: Melbourne City Centre, Ringwood, Bentleigh East, Saint Albans, Zhoucun?",
    "ground_truth": {
      "answer": "Zhoucun",
      "outlier_distance_km": 7020.7,
      "second_furthest_km": 1750.5,
      "clarity_ratio": 4.01,
      "median_distance_km": 1745.0,
      "distances_to_centroid": {
        "Melbourne City Centre": 1737.1,
        "Ringwood": 1745.0,
        "Bentleigh East": 1750.5,
        "Saint Albans": 1723.8,
        "Zhoucun": 7020.7
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Melbourne City Centre: (-37.82°, 144.97°)",
      "  Ringwood: (-37.82°, 145.23°)",
      "  Bentleigh East: (-37.92°, 145.05°)",
      "  Saint Albans: (-37.73°, 144.80°)",
      "  Zhoucun: (36.82°, 117.82°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Zhoucun: 7020.7 km from centroid",
      "  Bentleigh East: 1750.5 km from centroid",
      "  Ringwood: 1745.0 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Zhoucun",
      "FINAL ANSWER: Zhoucun"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 8.98333,
        "lon": 37.85,
        "name": "Hāgere Hiywet"
      },
      {
        "lat": 9.35,
        "lon": 42.8,
        "name": "Jijiga"
      },
      {
        "lat": -29.57366,
        "lon": 31.11552,
        "name": "Tongaat"
      },
      {
        "lat": 6.41667,
        "lon": 38.31667,
        "name": "Dīla"
      },
      {
        "lat": -10.40194,
        "lon": -65.32667,
        "name": "Nova Mamoré"
      }
    ],
    "question": "Which location is the geographic outlier among: Hāgere Hiywet, Jijiga, Tongaat, Dīla, Nova Mamoré?",
    "ground_truth": {
      "answer": "Nova Mamoré",
      "outlier_distance_km": 9102.6,
      "second_furthest_km": 3306.7,
      "clarity_ratio": 2.75,
      "median_distance_km": 3178.5,
      "distances_to_centroid": {
        "Hāgere Hiywet": 2674.8,
        "Jijiga": 3178.5,
        "Tongaat": 3306.7,
        "Dīla": 2594.9,
        "Nova Mamoré": 9102.6
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Hāgere Hiywet: (8.98°, 37.85°)",
      "  Jijiga: (9.35°, 42.80°)",
      "  Tongaat: (-29.57°, 31.12°)",
      "  Dīla: (6.42°, 38.32°)",
      "  Nova Mamoré: (-10.40°, -65.33°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Nova Mamoré: 9102.6 km from centroid",
      "  Tongaat: 3306.7 km from centroid",
      "  Jijiga: 3178.5 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Nova Mamoré",
      "FINAL ANSWER: Nova Mamoré"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -1.47612,
        "lon": 36.96144,
        "name": "Kitengela"
      },
      {
        "lat": 3.93726,
        "lon": 41.85688,
        "name": "Mandera"
      },
      {
        "lat": 6.58412,
        "lon": 3.98336,
        "name": "Epe"
      },
      {
        "lat": -32.90769,
        "lon": 27.50973,
        "name": "Ndevana"
      },
      {
        "lat": 34.88333,
        "lon": 136.58333,
        "name": "Suzuka"
      }
    ],
    "question": "Which location is the geographic outlier among: Kitengela, Mandera, Epe, Ndevana, Suzuka?",
    "ground_truth": {
      "answer": "Suzuka",
      "outlier_distance_km": 9612.4,
      "second_furthest_km": 5054.4,
      "clarity_ratio": 1.9,
      "median_distance_km": 4530.3,
      "distances_to_centroid": {
        "Kitengela": 1439.9,
        "Mandera": 857.1,
        "Epe": 5054.4,
        "Ndevana": 4530.3,
        "Suzuka": 9612.4
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Kitengela: (-1.48°, 36.96°)",
      "  Mandera: (3.94°, 41.86°)",
      "  Epe: (6.58°, 3.98°)",
      "  Ndevana: (-32.91°, 27.51°)",
      "  Suzuka: (34.88°, 136.58°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Suzuka: 9612.4 km from centroid",
      "  Epe: 5054.4 km from centroid",
      "  Ndevana: 4530.3 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Suzuka",
      "FINAL ANSWER: Suzuka"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -22.50222,
        "lon": -48.71139,
        "name": "Macatuba"
      },
      {
        "lat": -33.44735,
        "lon": -70.58279,
        "name": "Ñuñoa"
      },
      {
        "lat": -2.03444,
        "lon": -60.025,
        "name": "Presidente Figueiredo"
      },
      {
        "lat": -30.08389,
        "lon": -51.61611,
        "name": "Eldorado do Sul"
      },
      {
        "lat": -6.39472,
        "lon": 106.95917,
        "name": "Cileungsir"
      }
    ],
    "question": "Which location is the geographic outlier among: Macatuba, Ñuñoa, Presidente Figueiredo, Eldorado do Sul, Cileungsir?",
    "ground_truth": {
      "answer": "Cileungsir",
      "outlier_distance_km": 14028.6,
      "second_furthest_km": 4803.7,
      "clarity_ratio": 2.92,
      "median_distance_km": 4268.3,
      "distances_to_centroid": {
        "Macatuba": 2517.1,
        "Ñuñoa": 4803.7,
        "Presidente Figueiredo": 4268.3,
        "Eldorado do Sul": 2975.4,
        "Cileungsir": 14028.6
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Macatuba: (-22.50°, -48.71°)",
      "  Ñuñoa: (-33.45°, -70.58°)",
      "  Presidente Figueiredo: (-2.03°, -60.02°)",
      "  Eldorado do Sul: (-30.08°, -51.62°)",
      "  Cileungsir: (-6.39°, 106.96°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Cileungsir: 14028.6 km from centroid",
      "  Ñuñoa: 4803.7 km from centroid",
      "  Presidente Figueiredo: 4268.3 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Cileungsir",
      "FINAL ANSWER: Cileungsir"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 58.36848,
        "lon": 45.51622,
        "name": "Shar’ya"
      },
      {
        "lat": 55.13061,
        "lon": -1.59319,
        "name": "Bedlington"
      },
      {
        "lat": 50.44767,
        "lon": 23.41616,
        "name": "Tomaszów Lubelski"
      },
      {
        "lat": 50.97281,
        "lon": 18.21816,
        "name": "Kluczbork"
      },
      {
        "lat": -32.92953,
        "lon": 151.7801,
        "name": "Newcastle"
      }
    ],
    "question": "Which location is the geographic outlier among: Shar’ya, Bedlington, Tomaszów Lubelski, Kluczbork, Newcastle?",
    "ground_truth": {
      "answer": "Newcastle",
      "outlier_distance_km": 13267.1,
      "second_furthest_km": 4221.5,
      "clarity_ratio": 3.14,
      "median_distance_km": 2826.4,
      "distances_to_centroid": {
        "Shar’ya": 2447.2,
        "Bedlington": 4221.5,
        "Tomaszów Lubelski": 2473.3,
        "Kluczbork": 2826.4,
        "Newcastle": 13267.1
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Shar’ya: (58.37°, 45.52°)",
      "  Bedlington: (55.13°, -1.59°)",
      "  Tomaszów Lubelski: (50.45°, 23.42°)",
      "  Kluczbork: (50.97°, 18.22°)",
      "  Newcastle: (-32.93°, 151.78°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Newcastle: 13267.1 km from centroid",
      "  Bedlington: 4221.5 km from centroid",
      "  Kluczbork: 2826.4 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Newcastle",
      "FINAL ANSWER: Newcastle"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -37.93333,
        "lon": 145.23333,
        "name": "Rowville"
      },
      {
        "lat": -37.76667,
        "lon": 144.91667,
        "name": "Moonee Ponds"
      },
      {
        "lat": -41.51603,
        "lon": 173.9528,
        "name": "Blenheim"
      },
      {
        "lat": -34.4279,
        "lon": 150.89268,
        "name": "Wollongong city centre"
      },
      {
        "lat": -39.09631,
        "lon": -67.08374,
        "name": "Villa Regina"
      }
    ],
    "question": "Which location is the geographic outlier among: Rowville, Moonee Ponds, Blenheim, Wollongong city centre, Villa Regina?",
    "ground_truth": {
      "answer": "Villa Regina",
      "outlier_distance_km": 11419.2,
      "second_furthest_km": 5380.1,
      "clarity_ratio": 2.12,
      "median_distance_km": 3695.1,
      "distances_to_centroid": {
        "Rowville": 3102.6,
        "Moonee Ponds": 3079.2,
        "Blenheim": 5380.1,
        "Wollongong city centre": 3695.1,
        "Villa Regina": 11419.2
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Rowville: (-37.93°, 145.23°)",
      "  Moonee Ponds: (-37.77°, 144.92°)",
      "  Blenheim: (-41.52°, 173.95°)",
      "  Wollongong city centre: (-34.43°, 150.89°)",
      "  Villa Regina: (-39.10°, -67.08°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Villa Regina: 11419.2 km from centroid",
      "  Blenheim: 5380.1 km from centroid",
      "  Wollongong city centre: 3695.1 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Villa Regina",
      "FINAL ANSWER: Villa Regina"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -5.09417,
        "lon": -42.83667,
        "name": "Timon"
      },
      {
        "lat": -13.44083,
        "lon": -49.14861,
        "name": "Porangatu"
      },
      {
        "lat": -28.97111,
        "lon": -51.06806,
        "name": "São Marcos"
      },
      {
        "lat": -34.65142,
        "lon": -58.64074,
        "name": "Castelar"
      },
      {
        "lat": 42.86563,
        "lon": -73.77095,
        "name": "Clifton Park"
      }
    ],
    "question": "Which location is the geographic outlier among: Timon, Porangatu, São Marcos, Castelar, Clifton Park?",
    "ground_truth": {
      "answer": "Clifton Park",
      "outlier_distance_km": 5949.0,
      "second_furthest_km": 3001.2,
      "clarity_ratio": 1.98,
      "median_distance_km": 2385.1,
      "distances_to_centroid": {
        "Timon": 1388.4,
        "Porangatu": 898.3,
        "São Marcos": 2385.1,
        "Castelar": 3001.2,
        "Clifton Park": 5949.0
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Timon: (-5.09°, -42.84°)",
      "  Porangatu: (-13.44°, -49.15°)",
      "  São Marcos: (-28.97°, -51.07°)",
      "  Castelar: (-34.65°, -58.64°)",
      "  Clifton Park: (42.87°, -73.77°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Clifton Park: 5949.0 km from centroid",
      "  Castelar: 3001.2 km from centroid",
      "  São Marcos: 2385.1 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Clifton Park",
      "FINAL ANSWER: Clifton Park"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 43.71721,
        "lon": -79.40604,
        "name": "Lawrence Park South"
      },
      {
        "lat": 15.76889,
        "lon": -96.135,
        "name": "Crucecita"
      },
      {
        "lat": 40.00989,
        "lon": -75.16387,
        "name": "Nicetown-Tioga"
      },
      {
        "lat": 34.86414,
        "lon": -118.16341,
        "name": "Rosamond"
      },
      {
        "lat": -27.36541,
        "lon": 29.88175,
        "name": "Volksrust"
      }
    ],
    "question": "Which location is the geographic outlier among: Lawrence Park South, Crucecita, Nicetown-Tioga, Rosamond, Volksrust?",
    "ground_truth": {
      "answer": "Volksrust",
      "outlier_distance_km": 11803.7,
      "second_furthest_km": 5104.2,
      "clarity_ratio": 2.31,
      "median_distance_km": 3046.9,
      "distances_to_centroid": {
        "Lawrence Park South": 2703.3,
        "Crucecita": 3046.9,
        "Nicetown-Tioga": 2183.9,
        "Rosamond": 5104.2,
        "Volksrust": 11803.7
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Lawrence Park South: (43.72°, -79.41°)",
      "  Crucecita: (15.77°, -96.14°)",
      "  Nicetown-Tioga: (40.01°, -75.16°)",
      "  Rosamond: (34.86°, -118.16°)",
      "  Volksrust: (-27.37°, 29.88°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Volksrust: 11803.7 km from centroid",
      "  Rosamond: 5104.2 km from centroid",
      "  Crucecita: 3046.9 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Volksrust",
      "FINAL ANSWER: Volksrust"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -28.21298,
        "lon": 153.53634,
        "name": "Banora Point"
      },
      {
        "lat": -42.87936,
        "lon": 147.32941,
        "name": "Hobart"
      },
      {
        "lat": -43.89834,
        "lon": 171.73011,
        "name": "Ashburton"
      },
      {
        "lat": -33.85,
        "lon": 151.03333,
        "name": "Auburn"
      },
      {
        "lat": 38.77144,
        "lon": -90.37095,
        "name": "Hazelwood"
      }
    ],
    "question": "Which location is the geographic outlier among: Banora Point, Hobart, Ashburton, Auburn, Hazelwood?",
    "ground_truth": {
      "answer": "Hazelwood",
      "outlier_distance_km": 17546.5,
      "second_furthest_km": 6362.7,
      "clarity_ratio": 2.76,
      "median_distance_km": 4741.9,
      "distances_to_centroid": {
        "Banora Point": 4741.9,
        "Hobart": 4405.7,
        "Ashburton": 6362.7,
        "Auburn": 4516.5,
        "Hazelwood": 17546.5
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Banora Point: (-28.21°, 153.54°)",
      "  Hobart: (-42.88°, 147.33°)",
      "  Ashburton: (-43.90°, 171.73°)",
      "  Auburn: (-33.85°, 151.03°)",
      "  Hazelwood: (38.77°, -90.37°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Hazelwood: 17546.5 km from centroid",
      "  Ashburton: 6362.7 km from centroid",
      "  Banora Point: 4741.9 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Hazelwood",
      "FINAL ANSWER: Hazelwood"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -8.45806,
        "lon": -35.94472,
        "name": "Agrestina"
      },
      {
        "lat": -5.1875,
        "lon": -37.34417,
        "name": "Mossoró"
      },
      {
        "lat": -18.57889,
        "lon": -46.51806,
        "name": "Patos de Minas"
      },
      {
        "lat": -12.13588,
        "lon": -77.00742,
        "name": "Santiago de Surco"
      },
      {
        "lat": 53.61122,
        "lon": -0.96308,
        "name": "Thorne"
      }
    ],
    "question": "Which location is the geographic outlier among: Agrestina, Mossoró, Patos de Minas, Santiago de Surco, Thorne?",
    "ground_truth": {
      "answer": "Thorne",
      "outlier_distance_km": 6749.1,
      "second_furthest_km": 4419.1,
      "clarity_ratio": 1.53,
      "median_distance_km": 2395.9,
      "distances_to_centroid": {
        "Agrestina": 1214.1,
        "Mossoró": 820.2,
        "Patos de Minas": 2395.9,
        "Santiago de Surco": 4419.1,
        "Thorne": 6749.1
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Agrestina: (-8.46°, -35.94°)",
      "  Mossoró: (-5.19°, -37.34°)",
      "  Patos de Minas: (-18.58°, -46.52°)",
      "  Santiago de Surco: (-12.14°, -77.01°)",
      "  Thorne: (53.61°, -0.96°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Thorne: 6749.1 km from centroid",
      "  Santiago de Surco: 4419.1 km from centroid",
      "  Patos de Minas: 2395.9 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Thorne",
      "FINAL ANSWER: Thorne"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -36.38047,
        "lon": 145.39867,
        "name": "Shepparton"
      },
      {
        "lat": -41.13333,
        "lon": 174.85,
        "name": "Porirua"
      },
      {
        "lat": -43.89834,
        "lon": 171.73011,
        "name": "Ashburton"
      },
      {
        "lat": -37.69825,
        "lon": 145.05967,
        "name": "Bundoora"
      },
      {
        "lat": 37.30216,
        "lon": -120.48297,
        "name": "Merced"
      }
    ],
    "question": "Which location is the geographic outlier among: Shepparton, Porirua, Ashburton, Bundoora, Merced?",
    "ground_truth": {
      "answer": "Merced",
      "outlier_distance_km": 15637.0,
      "second_furthest_km": 6755.2,
      "clarity_ratio": 2.31,
      "median_distance_km": 6467.8,
      "distances_to_centroid": {
        "Shepparton": 4215.7,
        "Porirua": 6755.2,
        "Ashburton": 6467.8,
        "Bundoora": 4204.7,
        "Merced": 15637.0
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Shepparton: (-36.38°, 145.40°)",
      "  Porirua: (-41.13°, 174.85°)",
      "  Ashburton: (-43.90°, 171.73°)",
      "  Bundoora: (-37.70°, 145.06°)",
      "  Merced: (37.30°, -120.48°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Merced: 15637.0 km from centroid",
      "  Porirua: 6755.2 km from centroid",
      "  Ashburton: 6467.8 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Merced",
      "FINAL ANSWER: Merced"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 57.88227,
        "lon": 54.71827,
        "name": "Ochër"
      },
      {
        "lat": 43.32059,
        "lon": 45.04903,
        "name": "Sunzha"
      },
      {
        "lat": 47.73512,
        "lon": -3.42952,
        "name": "Ploemeur"
      },
      {
        "lat": 37.35813,
        "lon": -6.03731,
        "name": "San Juan de Aznalfarache"
      },
      {
        "lat": -9.58833,
        "lon": -67.5325,
        "name": "Porto Acre"
      }
    ],
    "question": "Which location is the geographic outlier among: Ochër, Sunzha, Ploemeur, San Juan de Aznalfarache, Porto Acre?",
    "ground_truth": {
      "answer": "Porto Acre",
      "outlier_distance_km": 9041.5,
      "second_furthest_km": 4431.0,
      "clarity_ratio": 2.04,
      "median_distance_km": 3556.9,
      "distances_to_centroid": {
        "Ochër": 4431.0,
        "Sunzha": 3556.9,
        "Ploemeur": 1527.9,
        "San Juan de Aznalfarache": 974.1,
        "Porto Acre": 9041.5
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Ochër: (57.88°, 54.72°)",
      "  Sunzha: (43.32°, 45.05°)",
      "  Ploemeur: (47.74°, -3.43°)",
      "  San Juan de Aznalfarache: (37.36°, -6.04°)",
      "  Porto Acre: (-9.59°, -67.53°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Porto Acre: 9041.5 km from centroid",
      "  Ochër: 4431.0 km from centroid",
      "  Sunzha: 3556.9 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Porto Acre",
      "FINAL ANSWER: Porto Acre"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 40.52467,
        "lon": -111.86382,
        "name": "Draper"
      },
      {
        "lat": 42.04114,
        "lon": -87.69006,
        "name": "Evanston"
      },
      {
        "lat": 42.30008,
        "lon": -83.01654,
        "name": "Windsor"
      },
      {
        "lat": 42.88645,
        "lon": -78.87837,
        "name": "Buffalo"
      },
      {
        "lat": -24.00583,
        "lon": -46.40278,
        "name": "Praia Grande"
      }
    ],
    "question": "Which location is the geographic outlier among: Draper, Evanston, Windsor, Buffalo, Praia Grande?",
    "ground_truth": {
      "answer": "Praia Grande",
      "outlier_distance_km": 6969.2,
      "second_furthest_km": 3044.8,
      "clarity_ratio": 2.29,
      "median_distance_km": 1590.4,
      "distances_to_centroid": {
        "Draper": 3044.8,
        "Evanston": 1577.5,
        "Windsor": 1512.4,
        "Buffalo": 1590.4,
        "Praia Grande": 6969.2
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Draper: (40.52°, -111.86°)",
      "  Evanston: (42.04°, -87.69°)",
      "  Windsor: (42.30°, -83.02°)",
      "  Buffalo: (42.89°, -78.88°)",
      "  Praia Grande: (-24.01°, -46.40°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Praia Grande: 6969.2 km from centroid",
      "  Draper: 3044.8 km from centroid",
      "  Buffalo: 1590.4 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Praia Grande",
      "FINAL ANSWER: Praia Grande"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -13.18222,
        "lon": -39.425,
        "name": "Laje"
      },
      {
        "lat": -12.97563,
        "lon": -38.49096,
        "name": "Salvador"
      },
      {
        "lat": -5.26667,
        "lon": -80.68333,
        "name": "Catacaos"
      },
      {
        "lat": -25.44472,
        "lon": -49.1925,
        "name": "Pinhais"
      },
      {
        "lat": 12.15449,
        "lon": 77.11051,
        "name": "Kollegāl"
      }
    ],
    "question": "Which location is the geographic outlier among: Laje, Salvador, Catacaos, Pinhais, Kollegāl?",
    "ground_truth": {
      "answer": "Kollegāl",
      "outlier_distance_km": 11643.8,
      "second_furthest_km": 6027.7,
      "clarity_ratio": 1.93,
      "median_distance_km": 3050.3,
      "distances_to_centroid": {
        "Laje": 1524.4,
        "Salvador": 1420.9,
        "Catacaos": 6027.7,
        "Pinhais": 3050.3,
        "Kollegāl": 11643.8
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Laje: (-13.18°, -39.42°)",
      "  Salvador: (-12.98°, -38.49°)",
      "  Catacaos: (-5.27°, -80.68°)",
      "  Pinhais: (-25.44°, -49.19°)",
      "  Kollegāl: (12.15°, 77.11°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Kollegāl: 11643.8 km from centroid",
      "  Catacaos: 6027.7 km from centroid",
      "  Pinhais: 3050.3 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Kollegāl",
      "FINAL ANSWER: Kollegāl"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -37.87811,
        "lon": 145.16476,
        "name": "Glen Waverley"
      },
      {
        "lat": -27.63917,
        "lon": 153.10944,
        "name": "Logan City"
      },
      {
        "lat": -38.03333,
        "lon": 145.35,
        "name": "Berwick"
      },
      {
        "lat": -36.90694,
        "lon": 174.68704,
        "name": "New Lynn"
      },
      {
        "lat": 34.07001,
        "lon": 133.00023,
        "name": "Imabari"
      }
    ],
    "question": "Which location is the geographic outlier among: Glen Waverley, Logan City, Berwick, New Lynn, Imabari?",
    "ground_truth": {
      "answer": "Imabari",
      "outlier_distance_km": 6419.9,
      "second_furthest_km": 2926.5,
      "clarity_ratio": 2.19,
      "median_distance_km": 1921.8,
      "distances_to_centroid": {
        "Glen Waverley": 1909.7,
        "Logan City": 763.7,
        "Berwick": 1921.8,
        "New Lynn": 2926.5,
        "Imabari": 6419.9
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Glen Waverley: (-37.88°, 145.16°)",
      "  Logan City: (-27.64°, 153.11°)",
      "  Berwick: (-38.03°, 145.35°)",
      "  New Lynn: (-36.91°, 174.69°)",
      "  Imabari: (34.07°, 133.00°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Imabari: 6419.9 km from centroid",
      "  New Lynn: 2926.5 km from centroid",
      "  Berwick: 1921.8 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Imabari",
      "FINAL ANSWER: Imabari"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 45.83362,
        "lon": 1.24759,
        "name": "Limoges"
      },
      {
        "lat": 52.37193,
        "lon": 9.97919,
        "name": "Lehrte"
      },
      {
        "lat": 38.50754,
        "lon": -0.23346,
        "name": "Villajoyosa"
      },
      {
        "lat": 51.57515,
        "lon": 0.18582,
        "name": "Romford"
      },
      {
        "lat": 9.23478,
        "lon": 40.75593,
        "name": "Mī’ēso"
      }
    ],
    "question": "Which location is the geographic outlier among: Limoges, Lehrte, Villajoyosa, Romford, Mī’ēso?",
    "ground_truth": {
      "answer": "Mī’ēso",
      "outlier_distance_km": 4515.6,
      "second_furthest_km": 1556.3,
      "clarity_ratio": 2.9,
      "median_distance_km": 1431.1,
      "distances_to_centroid": {
        "Limoges": 1025.2,
        "Lehrte": 1431.1,
        "Villajoyosa": 923.8,
        "Romford": 1556.3,
        "Mī’ēso": 4515.6
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Limoges: (45.83°, 1.25°)",
      "  Lehrte: (52.37°, 9.98°)",
      "  Villajoyosa: (38.51°, -0.23°)",
      "  Romford: (51.58°, 0.19°)",
      "  Mī’ēso: (9.23°, 40.76°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Mī’ēso: 4515.6 km from centroid",
      "  Romford: 1556.3 km from centroid",
      "  Lehrte: 1431.1 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Mī’ēso",
      "FINAL ANSWER: Mī’ēso"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -38.07018,
        "lon": 145.47411,
        "name": "Pakenham"
      },
      {
        "lat": -32.22099,
        "lon": 116.009,
        "name": "Byford"
      },
      {
        "lat": -27.59521,
        "lon": 153.12332,
        "name": "Rochedale South"
      },
      {
        "lat": -27.10876,
        "lon": 152.94907,
        "name": "Morayfield"
      },
      {
        "lat": 50.32797,
        "lon": 7.22277,
        "name": "Mayen"
      }
    ],
    "question": "Which location is the geographic outlier among: Pakenham, Byford, Rochedale South, Morayfield, Mayen?",
    "ground_truth": {
      "answer": "Mayen",
      "outlier_distance_km": 12533.9,
      "second_furthest_km": 4177.6,
      "clarity_ratio": 3.0,
      "median_distance_km": 4150.0,
      "distances_to_centroid": {
        "Pakenham": 3946.6,
        "Byford": 1925.2,
        "Rochedale South": 4177.6,
        "Morayfield": 4150.0,
        "Mayen": 12533.9
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Pakenham: (-38.07°, 145.47°)",
      "  Byford: (-32.22°, 116.01°)",
      "  Rochedale South: (-27.60°, 153.12°)",
      "  Morayfield: (-27.11°, 152.95°)",
      "  Mayen: (50.33°, 7.22°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Mayen: 12533.9 km from centroid",
      "  Rochedale South: 4177.6 km from centroid",
      "  Morayfield: 4150.0 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Mayen",
      "FINAL ANSWER: Mayen"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -11.66417,
        "lon": -39.0075,
        "name": "Serrinha"
      },
      {
        "lat": -23.21003,
        "lon": -64.09965,
        "name": "Embarcación"
      },
      {
        "lat": -21.52944,
        "lon": -46.64389,
        "name": "Caconde"
      },
      {
        "lat": -4.39143,
        "lon": -59.58864,
        "name": "Borba"
      },
      {
        "lat": 47.79292,
        "lon": 1.06556,
        "name": "Vendôme"
      }
    ],
    "question": "Which location is the geographic outlier among: Serrinha, Embarcación, Caconde, Borba, Vendôme?",
    "ground_truth": {
      "answer": "Vendôme",
      "outlier_distance_km": 6966.2,
      "second_furthest_km": 3330.4,
      "clarity_ratio": 2.09,
      "median_distance_km": 2172.9,
      "distances_to_centroid": {
        "Serrinha": 1049.2,
        "Embarcación": 3330.4,
        "Caconde": 2172.9,
        "Borba": 2000.3,
        "Vendôme": 6966.2
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Serrinha: (-11.66°, -39.01°)",
      "  Embarcación: (-23.21°, -64.10°)",
      "  Caconde: (-21.53°, -46.64°)",
      "  Borba: (-4.39°, -59.59°)",
      "  Vendôme: (47.79°, 1.07°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Vendôme: 6966.2 km from centroid",
      "  Embarcación: 3330.4 km from centroid",
      "  Caconde: 2172.9 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Vendôme",
      "FINAL ANSWER: Vendôme"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 10.07431,
        "lon": 105.73974,
        "name": "Bình Thủy"
      },
      {
        "lat": 8.28486,
        "lon": 77.27551,
        "name": "Kāttatturai"
      },
      {
        "lat": 20.66612,
        "lon": 76.77386,
        "name": "Bālāpur"
      },
      {
        "lat": 38.16143,
        "lon": 106.58502,
        "name": "Ningdong"
      },
      {
        "lat": -8.87556,
        "lon": -36.36667,
        "name": "São João"
      }
    ],
    "question": "Which location is the geographic outlier among: Bình Thủy, Kāttatturai, Bālāpur, Ningdong, São João?",
    "ground_truth": {
      "answer": "São João",
      "outlier_distance_km": 11565.3,
      "second_furthest_km": 4829.5,
      "clarity_ratio": 2.39,
      "median_distance_km": 4338.0,
      "distances_to_centroid": {
        "Bình Thủy": 4338.0,
        "Kāttatturai": 1367.7,
        "Bālāpur": 1383.4,
        "Ningdong": 4829.5,
        "São João": 11565.3
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Bình Thủy: (10.07°, 105.74°)",
      "  Kāttatturai: (8.28°, 77.28°)",
      "  Bālāpur: (20.67°, 76.77°)",
      "  Ningdong: (38.16°, 106.59°)",
      "  São João: (-8.88°, -36.37°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  São João: 11565.3 km from centroid",
      "  Ningdong: 4829.5 km from centroid",
      "  Bình Thủy: 4338.0 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: São João",
      "FINAL ANSWER: São João"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -8.89778,
        "lon": -35.14778,
        "name": "São José da Coroa Grande"
      },
      {
        "lat": -26.02667,
        "lon": -48.855,
        "name": "Garuva"
      },
      {
        "lat": -6.64056,
        "lon": -79.38917,
        "name": "Chongoyape"
      },
      {
        "lat": -10.66722,
        "lon": -39.49917,
        "name": "Cansanção"
      },
      {
        "lat": -36.38047,
        "lon": 145.39867,
        "name": "Shepparton"
      }
    ],
    "question": "Which location is the geographic outlier among: São José da Coroa Grande, Garuva, Chongoyape, Cansanção, Shepparton?",
    "ground_truth": {
      "answer": "Shepparton",
      "outlier_distance_km": 13527.6,
      "second_furthest_km": 7446.1,
      "clarity_ratio": 1.82,
      "median_distance_km": 3949.3,
      "distances_to_centroid": {
        "São José da Coroa Grande": 2737.0,
        "Garuva": 3949.3,
        "Chongoyape": 7446.1,
        "Cansanção": 3114.8,
        "Shepparton": 13527.6
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  São José da Coroa Grande: (-8.90°, -35.15°)",
      "  Garuva: (-26.03°, -48.85°)",
      "  Chongoyape: (-6.64°, -79.39°)",
      "  Cansanção: (-10.67°, -39.50°)",
      "  Shepparton: (-36.38°, 145.40°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Shepparton: 13527.6 km from centroid",
      "  Chongoyape: 7446.1 km from centroid",
      "  Garuva: 3949.3 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Shepparton",
      "FINAL ANSWER: Shepparton"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -33.52314,
        "lon": 151.31325,
        "name": "Umina Beach"
      },
      {
        "lat": -37.75819,
        "lon": 145.00583,
        "name": "Thornbury"
      },
      {
        "lat": -37.88214,
        "lon": 144.98215,
        "name": "Elwood"
      },
      {
        "lat": -31.9652,
        "lon": 141.4512,
        "name": "Broken Hill"
      },
      {
        "lat": -1.06343,
        "lon": 34.47313,
        "name": "Migori"
      }
    ],
    "question": "Which location is the geographic outlier among: Umina Beach, Thornbury, Elwood, Broken Hill, Migori?",
    "ground_truth": {
      "answer": "Migori",
      "outlier_distance_km": 9850.7,
      "second_furthest_km": 2707.5,
      "clarity_ratio": 3.64,
      "median_distance_km": 2255.4,
      "distances_to_centroid": {
        "Umina Beach": 2707.5,
        "Thornbury": 2252.4,
        "Elwood": 2255.4,
        "Broken Hill": 1772.0,
        "Migori": 9850.7
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Umina Beach: (-33.52°, 151.31°)",
      "  Thornbury: (-37.76°, 145.01°)",
      "  Elwood: (-37.88°, 144.98°)",
      "  Broken Hill: (-31.97°, 141.45°)",
      "  Migori: (-1.06°, 34.47°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Migori: 9850.7 km from centroid",
      "  Umina Beach: 2707.5 km from centroid",
      "  Elwood: 2255.4 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Migori",
      "FINAL ANSWER: Migori"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -25.30556,
        "lon": -49.05528,
        "name": "Campina Grande do Sul"
      },
      {
        "lat": -0.71667,
        "lon": -48.52333,
        "name": "Soure"
      },
      {
        "lat": 4.53656,
        "lon": -75.67263,
        "name": "Armenia"
      },
      {
        "lat": -11.85889,
        "lon": -40.4725,
        "name": "Mundo Novo"
      },
      {
        "lat": 27.83598,
        "lon": 74.31776,
        "name": "Bīdāsar"
      }
    ],
    "question": "Which location is the geographic outlier among: Campina Grande do Sul, Soure, Armenia, Mundo Novo, Bīdāsar?",
    "ground_truth": {
      "answer": "Bīdāsar",
      "outlier_distance_km": 11263.1,
      "second_furthest_km": 5346.3,
      "clarity_ratio": 2.11,
      "median_distance_km": 3521.7,
      "distances_to_centroid": {
        "Campina Grande do Sul": 3521.7,
        "Soure": 2295.4,
        "Armenia": 5346.3,
        "Mundo Novo": 1833.0,
        "Bīdāsar": 11263.1
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Campina Grande do Sul: (-25.31°, -49.06°)",
      "  Soure: (-0.72°, -48.52°)",
      "  Armenia: (4.54°, -75.67°)",
      "  Mundo Novo: (-11.86°, -40.47°)",
      "  Bīdāsar: (27.84°, 74.32°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Bīdāsar: 11263.1 km from centroid",
      "  Armenia: 5346.3 km from centroid",
      "  Campina Grande do Sul: 3521.7 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Bīdāsar",
      "FINAL ANSWER: Bīdāsar"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 36.48,
        "lon": 102.41639,
        "name": "Nianbo"
      },
      {
        "lat": 35.54651,
        "lon": 139.51723,
        "name": "Aobadai"
      },
      {
        "lat": 13.59072,
        "lon": 100.10748,
        "name": "Ban Phaeo"
      },
      {
        "lat": 15.44903,
        "lon": 120.79627,
        "name": "Zaragoza"
      },
      {
        "lat": 43.1875,
        "lon": 44.90194,
        "name": "Surkhakhi"
      }
    ],
    "question": "Which location is the geographic outlier among: Nianbo, Aobadai, Ban Phaeo, Zaragoza, Surkhakhi?",
    "ground_truth": {
      "answer": "Surkhakhi",
      "outlier_distance_km": 5231.7,
      "second_furthest_km": 3626.3,
      "clarity_ratio": 1.44,
      "median_distance_km": 2473.5,
      "distances_to_centroid": {
        "Nianbo": 852.2,
        "Aobadai": 3626.3,
        "Ban Phaeo": 1703.3,
        "Zaragoza": 2473.5,
        "Surkhakhi": 5231.7
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Nianbo: (36.48°, 102.42°)",
      "  Aobadai: (35.55°, 139.52°)",
      "  Ban Phaeo: (13.59°, 100.11°)",
      "  Zaragoza: (15.45°, 120.80°)",
      "  Surkhakhi: (43.19°, 44.90°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Surkhakhi: 5231.7 km from centroid",
      "  Aobadai: 3626.3 km from centroid",
      "  Zaragoza: 2473.5 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Surkhakhi",
      "FINAL ANSWER: Surkhakhi"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -23.26417,
        "lon": -47.29917,
        "name": "Itu"
      },
      {
        "lat": -23.56786,
        "lon": -46.54599,
        "name": "Vila Formosa"
      },
      {
        "lat": -22.89889,
        "lon": -42.46985,
        "name": "Saquarema"
      },
      {
        "lat": -27.27611,
        "lon": -48.84944,
        "name": "São João Batista"
      },
      {
        "lat": -33.95222,
        "lon": 150.89949,
        "name": "Casula"
      }
    ],
    "question": "Which location is the geographic outlier among: Itu, Vila Formosa, Saquarema, São João Batista, Casula?",
    "ground_truth": {
      "answer": "Casula",
      "outlier_distance_km": 12927.3,
      "second_furthest_km": 4152.5,
      "clarity_ratio": 3.11,
      "median_distance_km": 4081.8,
      "distances_to_centroid": {
        "Itu": 4081.8,
        "Vila Formosa": 3999.4,
        "Saquarema": 3610.0,
        "São João Batista": 4152.5,
        "Casula": 12927.3
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Itu: (-23.26°, -47.30°)",
      "  Vila Formosa: (-23.57°, -46.55°)",
      "  Saquarema: (-22.90°, -42.47°)",
      "  São João Batista: (-27.28°, -48.85°)",
      "  Casula: (-33.95°, 150.90°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Casula: 12927.3 km from centroid",
      "  São João Batista: 4152.5 km from centroid",
      "  Itu: 4081.8 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Casula",
      "FINAL ANSWER: Casula"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 39.01695,
        "lon": -94.28161,
        "name": "Blue Springs"
      },
      {
        "lat": 40.8501,
        "lon": -73.93541,
        "name": "Washington Heights"
      },
      {
        "lat": 19.54005,
        "lon": -99.19538,
        "name": "Tlalnepantla"
      },
      {
        "lat": 28.19013,
        "lon": -105.47012,
        "name": "Ciudad Delicias"
      },
      {
        "lat": 22.8774,
        "lon": 88.75479,
        "name": "Gobārdānga"
      }
    ],
    "question": "Which location is the geographic outlier among: Blue Springs, Washington Heights, Tlalnepantla, Ciudad Delicias, Gobārdānga?",
    "ground_truth": {
      "answer": "Gobārdānga",
      "outlier_distance_km": 13071.8,
      "second_furthest_km": 4693.1,
      "clarity_ratio": 2.79,
      "median_distance_km": 4407.3,
      "distances_to_centroid": {
        "Blue Springs": 3543.1,
        "Washington Heights": 1951.2,
        "Tlalnepantla": 4407.3,
        "Ciudad Delicias": 4693.1,
        "Gobārdānga": 13071.8
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Blue Springs: (39.02°, -94.28°)",
      "  Washington Heights: (40.85°, -73.94°)",
      "  Tlalnepantla: (19.54°, -99.20°)",
      "  Ciudad Delicias: (28.19°, -105.47°)",
      "  Gobārdānga: (22.88°, 88.75°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Gobārdānga: 13071.8 km from centroid",
      "  Ciudad Delicias: 4693.1 km from centroid",
      "  Tlalnepantla: 4407.3 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Gobārdānga",
      "FINAL ANSWER: Gobārdānga"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 39.4,
        "lon": -0.4,
        "name": "Catarroja"
      },
      {
        "lat": 40.36709,
        "lon": -3.74608,
        "name": "Buenavista"
      },
      {
        "lat": 49.13645,
        "lon": 8.91229,
        "name": "Eppingen"
      },
      {
        "lat": 52.25221,
        "lon": 21.26902,
        "name": "Sulejówek"
      },
      {
        "lat": -37.9,
        "lon": 145.18333,
        "name": "Wheelers Hill"
      }
    ],
    "question": "Which location is the geographic outlier among: Catarroja, Buenavista, Eppingen, Sulejówek, Wheelers Hill?",
    "ground_truth": {
      "answer": "Wheelers Hill",
      "outlier_distance_km": 13657.0,
      "second_furthest_km": 3683.1,
      "clarity_ratio": 3.71,
      "median_distance_km": 3383.9,
      "distances_to_centroid": {
        "Catarroja": 3383.9,
        "Buenavista": 3683.1,
        "Eppingen": 3132.3,
        "Sulejówek": 2834.7,
        "Wheelers Hill": 13657.0
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Catarroja: (39.40°, -0.40°)",
      "  Buenavista: (40.37°, -3.75°)",
      "  Eppingen: (49.14°, 8.91°)",
      "  Sulejówek: (52.25°, 21.27°)",
      "  Wheelers Hill: (-37.90°, 145.18°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Wheelers Hill: 13657.0 km from centroid",
      "  Buenavista: 3683.1 km from centroid",
      "  Catarroja: 3383.9 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Wheelers Hill",
      "FINAL ANSWER: Wheelers Hill"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 49.4668,
        "lon": 8.99016,
        "name": "Eberbach"
      },
      {
        "lat": 50.26526,
        "lon": -5.05436,
        "name": "Truro"
      },
      {
        "lat": 42.795,
        "lon": -8.548,
        "name": "Teo"
      },
      {
        "lat": 51.14648,
        "lon": 0.87376,
        "name": "Ashford"
      },
      {
        "lat": 50.03928,
        "lon": -110.67661,
        "name": "Medicine Hat"
      }
    ],
    "question": "Which location is the geographic outlier among: Eberbach, Truro, Teo, Ashford, Medicine Hat?",
    "ground_truth": {
      "answer": "Medicine Hat",
      "outlier_distance_km": 5967.2,
      "second_furthest_km": 2304.3,
      "clarity_ratio": 2.59,
      "median_distance_km": 1713.1,
      "distances_to_centroid": {
        "Eberbach": 2304.3,
        "Truro": 1295.3,
        "Teo": 1290.6,
        "Ashford": 1713.1,
        "Medicine Hat": 5967.2
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Eberbach: (49.47°, 8.99°)",
      "  Truro: (50.27°, -5.05°)",
      "  Teo: (42.80°, -8.55°)",
      "  Ashford: (51.15°, 0.87°)",
      "  Medicine Hat: (50.04°, -110.68°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Medicine Hat: 5967.2 km from centroid",
      "  Eberbach: 2304.3 km from centroid",
      "  Ashford: 1713.1 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Medicine Hat",
      "FINAL ANSWER: Medicine Hat"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -37.8,
        "lon": 144.9,
        "name": "Footscray"
      },
      {
        "lat": -40.63333,
        "lon": 175.275,
        "name": "Levin"
      },
      {
        "lat": -41.51603,
        "lon": 173.9528,
        "name": "Blenheim"
      },
      {
        "lat": -38.65333,
        "lon": 178.00417,
        "name": "Gisborne"
      },
      {
        "lat": -25.668,
        "lon": 28.73,
        "name": "Ekangala"
      }
    ],
    "question": "Which location is the geographic outlier among: Footscray, Levin, Blenheim, Gisborne, Ekangala?",
    "ground_truth": {
      "answer": "Ekangala",
      "outlier_distance_km": 10032.1,
      "second_furthest_km": 3308.5,
      "clarity_ratio": 3.03,
      "median_distance_km": 3052.7,
      "distances_to_centroid": {
        "Footscray": 431.0,
        "Levin": 3052.7,
        "Blenheim": 2938.0,
        "Gisborne": 3308.5,
        "Ekangala": 10032.1
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Footscray: (-37.80°, 144.90°)",
      "  Levin: (-40.63°, 175.28°)",
      "  Blenheim: (-41.52°, 173.95°)",
      "  Gisborne: (-38.65°, 178.00°)",
      "  Ekangala: (-25.67°, 28.73°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Ekangala: 10032.1 km from centroid",
      "  Gisborne: 3308.5 km from centroid",
      "  Levin: 3052.7 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Ekangala",
      "FINAL ANSWER: Ekangala"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -37.814,
        "lon": 144.96332,
        "name": "Melbourne"
      },
      {
        "lat": -37.79117,
        "lon": 144.81637,
        "name": "Sunshine West"
      },
      {
        "lat": -23.38032,
        "lon": 150.50595,
        "name": "Rockhampton"
      },
      {
        "lat": -27.58333,
        "lon": 153.1,
        "name": "Eight Mile Plains"
      },
      {
        "lat": -31.36528,
        "lon": -51.97833,
        "name": "São Lourenço do Sul"
      }
    ],
    "question": "Which location is the geographic outlier among: Melbourne, Sunshine West, Rockhampton, Eight Mile Plains, São Lourenço do Sul?",
    "ground_truth": {
      "answer": "São Lourenço do Sul",
      "outlier_distance_km": 12712.9,
      "second_furthest_km": 4326.9,
      "clarity_ratio": 2.94,
      "median_distance_km": 4237.2,
      "distances_to_centroid": {
        "Melbourne": 3401.5,
        "Sunshine West": 3388.5,
        "Rockhampton": 4237.2,
        "Eight Mile Plains": 4326.9,
        "São Lourenço do Sul": 12712.9
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Melbourne: (-37.81°, 144.96°)",
      "  Sunshine West: (-37.79°, 144.82°)",
      "  Rockhampton: (-23.38°, 150.51°)",
      "  Eight Mile Plains: (-27.58°, 153.10°)",
      "  São Lourenço do Sul: (-31.37°, -51.98°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  São Lourenço do Sul: 12712.9 km from centroid",
      "  Eight Mile Plains: 4326.9 km from centroid",
      "  Rockhampton: 4237.2 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: São Lourenço do Sul",
      "FINAL ANSWER: São Lourenço do Sul"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 47.75732,
        "lon": -122.24401,
        "name": "Kenmore"
      },
      {
        "lat": 40.59122,
        "lon": -73.94458,
        "name": "Sheepshead Bay"
      },
      {
        "lat": 49.28124,
        "lon": -122.82457,
        "name": "Port Moody"
      },
      {
        "lat": 26.18924,
        "lon": -98.15529,
        "name": "San Juan"
      },
      {
        "lat": -36.88041,
        "lon": 174.79819,
        "name": "Remuera"
      }
    ],
    "question": "Which location is the geographic outlier among: Kenmore, Sheepshead Bay, Port Moody, San Juan, Remuera?",
    "ground_truth": {
      "answer": "Remuera",
      "outlier_distance_km": 15742.9,
      "second_furthest_km": 6789.3,
      "clarity_ratio": 2.32,
      "median_distance_km": 6765.8,
      "distances_to_centroid": {
        "Kenmore": 6765.8,
        "Sheepshead Bay": 2897.9,
        "Port Moody": 6789.3,
        "San Juan": 4943.5,
        "Remuera": 15742.9
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Kenmore: (47.76°, -122.24°)",
      "  Sheepshead Bay: (40.59°, -73.94°)",
      "  Port Moody: (49.28°, -122.82°)",
      "  San Juan: (26.19°, -98.16°)",
      "  Remuera: (-36.88°, 174.80°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Remuera: 15742.9 km from centroid",
      "  Port Moody: 6789.3 km from centroid",
      "  Kenmore: 6765.8 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Remuera",
      "FINAL ANSWER: Remuera"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 55.88333,
        "lon": 37.58333,
        "name": "Altuf’yevskiy"
      },
      {
        "lat": 40.70211,
        "lon": 14.48685,
        "name": "Castellammare di Stabia"
      },
      {
        "lat": 59.83528,
        "lon": 30.14667,
        "name": "Sosnovaya Polyana"
      },
      {
        "lat": 45.4346,
        "lon": 12.12942,
        "name": "Mira Taglio"
      },
      {
        "lat": 29.38385,
        "lon": -94.9027,
        "name": "Texas City"
      }
    ],
    "question": "Which location is the geographic outlier among: Altuf’yevskiy, Castellammare di Stabia, Sosnovaya Polyana, Mira Taglio, Texas City?",
    "ground_truth": {
      "answer": "Texas City",
      "outlier_distance_km": 8039.0,
      "second_furthest_km": 2800.5,
      "clarity_ratio": 2.87,
      "median_distance_km": 2488.7,
      "distances_to_centroid": {
        "Altuf’yevskiy": 2800.5,
        "Castellammare di Stabia": 1326.7,
        "Sosnovaya Polyana": 2488.7,
        "Mira Taglio": 951.6,
        "Texas City": 8039.0
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Altuf’yevskiy: (55.88°, 37.58°)",
      "  Castellammare di Stabia: (40.70°, 14.49°)",
      "  Sosnovaya Polyana: (59.84°, 30.15°)",
      "  Mira Taglio: (45.43°, 12.13°)",
      "  Texas City: (29.38°, -94.90°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Texas City: 8039.0 km from centroid",
      "  Altuf’yevskiy: 2800.5 km from centroid",
      "  Sosnovaya Polyana: 2488.7 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Texas City",
      "FINAL ANSWER: Texas City"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -21.15345,
        "lon": 149.16554,
        "name": "Mackay"
      },
      {
        "lat": -38.17058,
        "lon": 144.3114,
        "name": "Highton"
      },
      {
        "lat": -33.9681,
        "lon": 151.13564,
        "name": "Kogarah"
      },
      {
        "lat": -34.18551,
        "lon": 142.16251,
        "name": "Mildura"
      },
      {
        "lat": 43.60426,
        "lon": 1.44367,
        "name": "Toulouse"
      }
    ],
    "question": "Which location is the geographic outlier among: Mackay, Highton, Kogarah, Mildura, Toulouse?",
    "ground_truth": {
      "answer": "Toulouse",
      "outlier_distance_km": 13381.3,
      "second_furthest_km": 3843.6,
      "clarity_ratio": 3.48,
      "median_distance_km": 3522.5,
      "distances_to_centroid": {
        "Mackay": 3344.8,
        "Highton": 3522.5,
        "Kogarah": 3843.6,
        "Mildura": 3116.0,
        "Toulouse": 13381.3
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Mackay: (-21.15°, 149.17°)",
      "  Highton: (-38.17°, 144.31°)",
      "  Kogarah: (-33.97°, 151.14°)",
      "  Mildura: (-34.19°, 142.16°)",
      "  Toulouse: (43.60°, 1.44°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Toulouse: 13381.3 km from centroid",
      "  Kogarah: 3843.6 km from centroid",
      "  Highton: 3522.5 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Toulouse",
      "FINAL ANSWER: Toulouse"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -37.78828,
        "lon": 145.12373,
        "name": "Doncaster"
      },
      {
        "lat": -37.89138,
        "lon": 144.62368,
        "name": "Wyndham Vale"
      },
      {
        "lat": -32.081,
        "lon": 116.0054,
        "name": "Gosnells"
      },
      {
        "lat": -37.8,
        "lon": 144.96667,
        "name": "Carlton"
      },
      {
        "lat": 33.56394,
        "lon": 114.04272,
        "name": "Luohe"
      }
    ],
    "question": "Which location is the geographic outlier among: Doncaster, Wyndham Vale, Gosnells, Carlton, Luohe?",
    "ground_truth": {
      "answer": "Luohe",
      "outlier_distance_km": 6537.4,
      "second_furthest_km": 2069.1,
      "clarity_ratio": 3.16,
      "median_distance_km": 2061.8,
      "distances_to_centroid": {
        "Doncaster": 2069.1,
        "Wyndham Vale": 2051.9,
        "Gosnells": 1987.4,
        "Carlton": 2061.8,
        "Luohe": 6537.4
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Doncaster: (-37.79°, 145.12°)",
      "  Wyndham Vale: (-37.89°, 144.62°)",
      "  Gosnells: (-32.08°, 116.01°)",
      "  Carlton: (-37.80°, 144.97°)",
      "  Luohe: (33.56°, 114.04°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Luohe: 6537.4 km from centroid",
      "  Doncaster: 2069.1 km from centroid",
      "  Carlton: 2061.8 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Luohe",
      "FINAL ANSWER: Luohe"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 30.41552,
        "lon": -107.91166,
        "name": "Nuevo Casas Grandes"
      },
      {
        "lat": 33.03145,
        "lon": -111.38734,
        "name": "Florence"
      },
      {
        "lat": 25.66705,
        "lon": -80.30811,
        "name": "Pinecrest"
      },
      {
        "lat": 40.06928,
        "lon": -75.16629,
        "name": "West Oak Lane"
      },
      {
        "lat": 24.05979,
        "lon": 77.40858,
        "name": "Leteri"
      }
    ],
    "question": "Which location is the geographic outlier among: Nuevo Casas Grandes, Florence, Pinecrest, West Oak Lane, Leteri?",
    "ground_truth": {
      "answer": "Leteri",
      "outlier_distance_km": 12392.0,
      "second_furthest_km": 4861.0,
      "clarity_ratio": 2.55,
      "median_distance_km": 4601.8,
      "distances_to_centroid": {
        "Nuevo Casas Grandes": 4601.8,
        "Florence": 4861.0,
        "Pinecrest": 2112.8,
        "West Oak Lane": 1762.6,
        "Leteri": 12392.0
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Nuevo Casas Grandes: (30.42°, -107.91°)",
      "  Florence: (33.03°, -111.39°)",
      "  Pinecrest: (25.67°, -80.31°)",
      "  West Oak Lane: (40.07°, -75.17°)",
      "  Leteri: (24.06°, 77.41°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Leteri: 12392.0 km from centroid",
      "  Florence: 4861.0 km from centroid",
      "  Nuevo Casas Grandes: 4601.8 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Leteri",
      "FINAL ANSWER: Leteri"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 38.14501,
        "lon": 114.56556,
        "name": "Zhengding"
      },
      {
        "lat": 30.47798,
        "lon": 77.12804,
        "name": "Naraingarh"
      },
      {
        "lat": 24.28859,
        "lon": 116.11768,
        "name": "Meizhou"
      },
      {
        "lat": -6.9,
        "lon": 109.08333,
        "name": "Dukuhturi"
      },
      {
        "lat": -23.57595,
        "lon": -46.46298,
        "name": "Parque Do Carmo"
      }
    ],
    "question": "Which location is the geographic outlier among: Zhengding, Naraingarh, Meizhou, Dukuhturi, Parque Do Carmo?",
    "ground_truth": {
      "answer": "Parque Do Carmo",
      "outlier_distance_km": 13651.8,
      "second_furthest_km": 4908.5,
      "clarity_ratio": 2.78,
      "median_distance_km": 4605.0,
      "distances_to_centroid": {
        "Zhengding": 4908.5,
        "Naraingarh": 2024.8,
        "Meizhou": 4605.0,
        "Dukuhturi": 4428.0,
        "Parque Do Carmo": 13651.8
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Zhengding: (38.15°, 114.57°)",
      "  Naraingarh: (30.48°, 77.13°)",
      "  Meizhou: (24.29°, 116.12°)",
      "  Dukuhturi: (-6.90°, 109.08°)",
      "  Parque Do Carmo: (-23.58°, -46.46°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Parque Do Carmo: 13651.8 km from centroid",
      "  Zhengding: 4908.5 km from centroid",
      "  Meizhou: 4605.0 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Parque Do Carmo",
      "FINAL ANSWER: Parque Do Carmo"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 24.40583,
        "lon": 109.60861,
        "name": "Luorong"
      },
      {
        "lat": 29.61853,
        "lon": 77.43908,
        "name": "Jalālābad"
      },
      {
        "lat": 30.08274,
        "lon": 106.32376,
        "name": "Yunmen"
      },
      {
        "lat": 21.06532,
        "lon": 105.74661,
        "name": "Bắc Từ Liêm"
      },
      {
        "lat": -9.74056,
        "lon": -36.50278,
        "name": "Limoeiro de Anadia"
      }
    ],
    "question": "Which location is the geographic outlier among: Luorong, Jalālābad, Yunmen, Bắc Từ Liêm, Limoeiro de Anadia?",
    "ground_truth": {
      "answer": "Limoeiro de Anadia",
      "outlier_distance_km": 12346.6,
      "second_furthest_km": 3864.2,
      "clarity_ratio": 3.2,
      "median_distance_km": 3613.4,
      "distances_to_centroid": {
        "Luorong": 3864.2,
        "Jalālābad": 1272.2,
        "Yunmen": 3613.4,
        "Bắc Từ Liêm": 3470.7,
        "Limoeiro de Anadia": 12346.6
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Luorong: (24.41°, 109.61°)",
      "  Jalālābad: (29.62°, 77.44°)",
      "  Yunmen: (30.08°, 106.32°)",
      "  Bắc Từ Liêm: (21.07°, 105.75°)",
      "  Limoeiro de Anadia: (-9.74°, -36.50°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Limoeiro de Anadia: 12346.6 km from centroid",
      "  Luorong: 3864.2 km from centroid",
      "  Yunmen: 3613.4 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Limoeiro de Anadia",
      "FINAL ANSWER: Limoeiro de Anadia"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 49.27784,
        "lon": -123.12794,
        "name": "Downtown"
      },
      {
        "lat": 43.71359,
        "lon": -79.28138,
        "name": "Clairlea-Birchmount"
      },
      {
        "lat": 29.16941,
        "lon": -95.43188,
        "name": "Angleton"
      },
      {
        "lat": 42.24087,
        "lon": -83.26965,
        "name": "Taylor"
      },
      {
        "lat": 30.04891,
        "lon": 76.343,
        "name": "Chīka"
      }
    ],
    "question": "Which location is the geographic outlier among: Downtown, Clairlea-Birchmount, Angleton, Taylor, Chīka?",
    "ground_truth": {
      "answer": "Chīka",
      "outlier_distance_km": 11165.4,
      "second_furthest_km": 4951.8,
      "clarity_ratio": 2.25,
      "median_distance_km": 3332.9,
      "distances_to_centroid": {
        "Downtown": 4951.8,
        "Clairlea-Birchmount": 1618.1,
        "Angleton": 3332.9,
        "Taylor": 1915.7,
        "Chīka": 11165.4
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Downtown: (49.28°, -123.13°)",
      "  Clairlea-Birchmount: (43.71°, -79.28°)",
      "  Angleton: (29.17°, -95.43°)",
      "  Taylor: (42.24°, -83.27°)",
      "  Chīka: (30.05°, 76.34°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Chīka: 11165.4 km from centroid",
      "  Downtown: 4951.8 km from centroid",
      "  Angleton: 3332.9 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Chīka",
      "FINAL ANSWER: Chīka"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -29.02889,
        "lon": -51.18167,
        "name": "Flores da Cunha"
      },
      {
        "lat": -34.43859,
        "lon": -71.07751,
        "name": "San Vicente de Tagua Tagua"
      },
      {
        "lat": -34.46971,
        "lon": -58.52111,
        "name": "San Isidro"
      },
      {
        "lat": -15.88378,
        "lon": -48.01634,
        "name": "Riacho Fundo"
      },
      {
        "lat": 24.86919,
        "lon": 92.35543,
        "name": "Karīmganj"
      }
    ],
    "question": "Which location is the geographic outlier among: Flores da Cunha, San Vicente de Tagua Tagua, San Isidro, Riacho Fundo, Karīmganj?",
    "ground_truth": {
      "answer": "Karīmganj",
      "outlier_distance_km": 13761.9,
      "second_furthest_km": 4703.1,
      "clarity_ratio": 2.93,
      "median_distance_km": 3604.8,
      "distances_to_centroid": {
        "Flores da Cunha": 2731.8,
        "San Vicente de Tagua Tagua": 4703.1,
        "San Isidro": 3604.8,
        "Riacho Fundo": 2215.1,
        "Karīmganj": 13761.9
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Flores da Cunha: (-29.03°, -51.18°)",
      "  San Vicente de Tagua Tagua: (-34.44°, -71.08°)",
      "  San Isidro: (-34.47°, -58.52°)",
      "  Riacho Fundo: (-15.88°, -48.02°)",
      "  Karīmganj: (24.87°, 92.36°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Karīmganj: 13761.9 km from centroid",
      "  San Vicente de Tagua Tagua: 4703.1 km from centroid",
      "  San Isidro: 3604.8 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Karīmganj",
      "FINAL ANSWER: Karīmganj"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 21.01951,
        "lon": 105.93694,
        "name": "Trâu Quỳ"
      },
      {
        "lat": 29.76416,
        "lon": 107.67834,
        "name": "Baoluan"
      },
      {
        "lat": 27.85161,
        "lon": 75.27384,
        "name": "Nawalgarh"
      },
      {
        "lat": 25.67467,
        "lon": 94.11099,
        "name": "Kohima"
      },
      {
        "lat": 40.94589,
        "lon": -81.48317,
        "name": "Green"
      }
    ],
    "question": "Which location is the geographic outlier among: Trâu Quỳ, Baoluan, Nawalgarh, Kohima, Green?",
    "ground_truth": {
      "answer": "Green",
      "outlier_distance_km": 11294.1,
      "second_furthest_km": 4654.7,
      "clarity_ratio": 2.43,
      "median_distance_km": 4556.6,
      "distances_to_centroid": {
        "Trâu Quỳ": 4654.7,
        "Baoluan": 4556.6,
        "Nawalgarh": 1468.7,
        "Kohima": 3348.4,
        "Green": 11294.1
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Trâu Quỳ: (21.02°, 105.94°)",
      "  Baoluan: (29.76°, 107.68°)",
      "  Nawalgarh: (27.85°, 75.27°)",
      "  Kohima: (25.67°, 94.11°)",
      "  Green: (40.95°, -81.48°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Green: 11294.1 km from centroid",
      "  Trâu Quỳ: 4654.7 km from centroid",
      "  Baoluan: 4556.6 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Green",
      "FINAL ANSWER: Green"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 27.31657,
        "lon": 77.37079,
        "name": "Kūmher"
      },
      {
        "lat": 23.26307,
        "lon": 72.67386,
        "name": "Pethāpur"
      },
      {
        "lat": 24.77888,
        "lon": 82.096,
        "name": "Hanumana"
      },
      {
        "lat": 12.30889,
        "lon": 78.79137,
        "name": "Chengam"
      },
      {
        "lat": 50.98464,
        "lon": 23.1742,
        "name": "Krasnystaw"
      }
    ],
    "question": "Which location is the geographic outlier among: Kūmher, Pethāpur, Hanumana, Chengam, Krasnystaw?",
    "ground_truth": {
      "answer": "Krasnystaw",
      "outlier_distance_km": 4460.6,
      "second_furthest_km": 2119.1,
      "clarity_ratio": 2.1,
      "median_distance_km": 1557.1,
      "distances_to_centroid": {
        "Kūmher": 1041.0,
        "Pethāpur": 769.1,
        "Hanumana": 1557.1,
        "Chengam": 2119.1,
        "Krasnystaw": 4460.6
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Kūmher: (27.32°, 77.37°)",
      "  Pethāpur: (23.26°, 72.67°)",
      "  Hanumana: (24.78°, 82.10°)",
      "  Chengam: (12.31°, 78.79°)",
      "  Krasnystaw: (50.98°, 23.17°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Krasnystaw: 4460.6 km from centroid",
      "  Chengam: 2119.1 km from centroid",
      "  Hanumana: 1557.1 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Krasnystaw",
      "FINAL ANSWER: Krasnystaw"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 8.81667,
        "lon": 40.51667,
        "name": "Gelemso"
      },
      {
        "lat": 6.20228,
        "lon": -1.66796,
        "name": "Obuase"
      },
      {
        "lat": 29.30995,
        "lon": 30.8418,
        "name": "Al Fayyum"
      },
      {
        "lat": -25.44141,
        "lon": 27.51114,
        "name": "Hartbeestfontein-A"
      },
      {
        "lat": -37.9,
        "lon": 145.18333,
        "name": "Wheelers Hill"
      }
    ],
    "question": "Which location is the geographic outlier among: Gelemso, Obuase, Al Fayyum, Hartbeestfontein-A, Wheelers Hill?",
    "ground_truth": {
      "answer": "Wheelers Hill",
      "outlier_distance_km": 10333.9,
      "second_furthest_km": 5677.4,
      "clarity_ratio": 1.82,
      "median_distance_km": 4134.5,
      "distances_to_centroid": {
        "Gelemso": 1657.6,
        "Obuase": 5677.4,
        "Al Fayyum": 4134.5,
        "Hartbeestfontein-A": 3286.5,
        "Wheelers Hill": 10333.9
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Gelemso: (8.82°, 40.52°)",
      "  Obuase: (6.20°, -1.67°)",
      "  Al Fayyum: (29.31°, 30.84°)",
      "  Hartbeestfontein-A: (-25.44°, 27.51°)",
      "  Wheelers Hill: (-37.90°, 145.18°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Wheelers Hill: 10333.9 km from centroid",
      "  Obuase: 5677.4 km from centroid",
      "  Al Fayyum: 4134.5 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Wheelers Hill",
      "FINAL ANSWER: Wheelers Hill"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 43.51121,
        "lon": 44.59051,
        "name": "Malgobek"
      },
      {
        "lat": 50.74162,
        "lon": 8.20778,
        "name": "Haiger"
      },
      {
        "lat": 50.80019,
        "lon": 7.20769,
        "name": "Siegburg"
      },
      {
        "lat": 50.2584,
        "lon": 18.85632,
        "name": "Ruda Śląska"
      },
      {
        "lat": 34.67147,
        "lon": 116.49213,
        "name": "Wanggou"
      }
    ],
    "question": "Which location is the geographic outlier among: Malgobek, Haiger, Siegburg, Ruda Śląska, Wanggou?",
    "ground_truth": {
      "answer": "Wanggou",
      "outlier_distance_km": 6421.5,
      "second_furthest_km": 2392.3,
      "clarity_ratio": 2.68,
      "median_distance_km": 2321.9,
      "distances_to_centroid": {
        "Malgobek": 515.9,
        "Haiger": 2321.9,
        "Siegburg": 2392.3,
        "Ruda Śląska": 1567.7,
        "Wanggou": 6421.5
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Malgobek: (43.51°, 44.59°)",
      "  Haiger: (50.74°, 8.21°)",
      "  Siegburg: (50.80°, 7.21°)",
      "  Ruda Śląska: (50.26°, 18.86°)",
      "  Wanggou: (34.67°, 116.49°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Wanggou: 6421.5 km from centroid",
      "  Siegburg: 2392.3 km from centroid",
      "  Haiger: 2321.9 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Wanggou",
      "FINAL ANSWER: Wanggou"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -40.33494,
        "lon": -72.95564,
        "name": "Río Bueno"
      },
      {
        "lat": 5.42164,
        "lon": -75.70318,
        "name": "Riosucio"
      },
      {
        "lat": -14.40861,
        "lon": -56.44611,
        "name": "Diamantino"
      },
      {
        "lat": -26.42528,
        "lon": -49.24306,
        "name": "Corupá"
      },
      {
        "lat": 33.18333,
        "lon": 129.9,
        "name": "Arita"
      }
    ],
    "question": "Which location is the geographic outlier among: Río Bueno, Riosucio, Diamantino, Corupá, Arita?",
    "ground_truth": {
      "answer": "Arita",
      "outlier_distance_km": 16244.1,
      "second_furthest_km": 5910.9,
      "clarity_ratio": 2.75,
      "median_distance_km": 5843.0,
      "distances_to_centroid": {
        "Río Bueno": 5910.9,
        "Riosucio": 5843.0,
        "Diamantino": 3497.5,
        "Corupá": 3249.5,
        "Arita": 16244.1
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Río Bueno: (-40.33°, -72.96°)",
      "  Riosucio: (5.42°, -75.70°)",
      "  Diamantino: (-14.41°, -56.45°)",
      "  Corupá: (-26.43°, -49.24°)",
      "  Arita: (33.18°, 129.90°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Arita: 16244.1 km from centroid",
      "  Río Bueno: 5910.9 km from centroid",
      "  Riosucio: 5843.0 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Arita",
      "FINAL ANSWER: Arita"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 51.05305,
        "lon": 13.79831,
        "name": "Blasewitz"
      },
      {
        "lat": 55.66853,
        "lon": 39.87488,
        "name": "Roshal’"
      },
      {
        "lat": 52.18935,
        "lon": -2.22001,
        "name": "Worcester"
      },
      {
        "lat": 40.30571,
        "lon": -3.73295,
        "name": "Getafe"
      },
      {
        "lat": 30.15286,
        "lon": 78.7771,
        "name": "Pauri"
      }
    ],
    "question": "Which location is the geographic outlier among: Blasewitz, Roshal’, Worcester, Getafe, Pauri?",
    "ground_truth": {
      "answer": "Pauri",
      "outlier_distance_km": 4897.0,
      "second_furthest_km": 2422.7,
      "clarity_ratio": 2.02,
      "median_distance_km": 2110.4,
      "distances_to_centroid": {
        "Blasewitz": 1023.3,
        "Roshal’": 1489.7,
        "Worcester": 2110.4,
        "Getafe": 2422.7,
        "Pauri": 4897.0
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Blasewitz: (51.05°, 13.80°)",
      "  Roshal’: (55.67°, 39.87°)",
      "  Worcester: (52.19°, -2.22°)",
      "  Getafe: (40.31°, -3.73°)",
      "  Pauri: (30.15°, 78.78°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Pauri: 4897.0 km from centroid",
      "  Getafe: 2422.7 km from centroid",
      "  Worcester: 2110.4 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Pauri",
      "FINAL ANSWER: Pauri"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 26.12242,
        "lon": 32.46749,
        "name": "Dishnā"
      },
      {
        "lat": -1.17641,
        "lon": 36.7564,
        "name": "Karuri"
      },
      {
        "lat": -33.57565,
        "lon": 22.44391,
        "name": "Dysselsdorp"
      },
      {
        "lat": 11.21566,
        "lon": 38.36452,
        "name": "Wegeda"
      },
      {
        "lat": -37.87822,
        "lon": 175.4402,
        "name": "Cambridge"
      }
    ],
    "question": "Which location is the geographic outlier among: Dishnā, Karuri, Dysselsdorp, Wegeda, Cambridge?",
    "ground_truth": {
      "answer": "Cambridge",
      "outlier_distance_km": 11600.8,
      "second_furthest_km": 4944.1,
      "clarity_ratio": 2.35,
      "median_distance_km": 4812.4,
      "distances_to_centroid": {
        "Dishnā": 4812.4,
        "Karuri": 2776.1,
        "Dysselsdorp": 4944.1,
        "Wegeda": 3233.3,
        "Cambridge": 11600.8
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Dishnā: (26.12°, 32.47°)",
      "  Karuri: (-1.18°, 36.76°)",
      "  Dysselsdorp: (-33.58°, 22.44°)",
      "  Wegeda: (11.22°, 38.36°)",
      "  Cambridge: (-37.88°, 175.44°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Cambridge: 11600.8 km from centroid",
      "  Dysselsdorp: 4944.1 km from centroid",
      "  Dishnā: 4812.4 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Cambridge",
      "FINAL ANSWER: Cambridge"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -37.69863,
        "lon": 144.78631,
        "name": "Taylors Lakes"
      },
      {
        "lat": -27.44187,
        "lon": 152.93861,
        "name": "The Gap"
      },
      {
        "lat": -33.86436,
        "lon": 151.0397,
        "name": "Lidcombe"
      },
      {
        "lat": -34.424,
        "lon": 150.89345,
        "name": "Wollongong"
      },
      {
        "lat": 7.11345,
        "lon": 6.73866,
        "name": "Idah"
      }
    ],
    "question": "Which location is the geographic outlier among: Taylors Lakes, The Gap, Lidcombe, Wollongong, Idah?",
    "ground_truth": {
      "answer": "Idah",
      "outlier_distance_km": 12808.2,
      "second_furthest_km": 3155.4,
      "clarity_ratio": 4.06,
      "median_distance_km": 3020.4,
      "distances_to_centroid": {
        "Taylors Lakes": 2611.6,
        "The Gap": 3155.4,
        "Lidcombe": 3020.4,
        "Wollongong": 3019.2,
        "Idah": 12808.2
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Taylors Lakes: (-37.70°, 144.79°)",
      "  The Gap: (-27.44°, 152.94°)",
      "  Lidcombe: (-33.86°, 151.04°)",
      "  Wollongong: (-34.42°, 150.89°)",
      "  Idah: (7.11°, 6.74°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Idah: 12808.2 km from centroid",
      "  The Gap: 3155.4 km from centroid",
      "  Lidcombe: 3020.4 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Idah",
      "FINAL ANSWER: Idah"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 40.28908,
        "lon": -4.01197,
        "name": "Navalcarnero"
      },
      {
        "lat": 43.38285,
        "lon": -3.22043,
        "name": "Castro-Urdiales"
      },
      {
        "lat": 36.20983,
        "lon": -5.38452,
        "name": "San Roque"
      },
      {
        "lat": 51.12056,
        "lon": 17.03761,
        "name": "Rejon placu Świętego Macieja"
      },
      {
        "lat": 29.765,
        "lon": 105.66645,
        "name": "Zhong’ao"
      }
    ],
    "question": "Which location is the geographic outlier among: Navalcarnero, Castro-Urdiales, San Roque, Rejon placu Świętego Macieja, Zhong’ao?",
    "ground_truth": {
      "answer": "Zhong’ao",
      "outlier_distance_km": 7430.8,
      "second_furthest_km": 2424.9,
      "clarity_ratio": 3.06,
      "median_distance_km": 2202.0,
      "distances_to_centroid": {
        "Navalcarnero": 2202.0,
        "Castro-Urdiales": 2115.3,
        "San Roque": 2424.9,
        "Rejon placu Świętego Macieja": 1278.7,
        "Zhong’ao": 7430.8
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Navalcarnero: (40.29°, -4.01°)",
      "  Castro-Urdiales: (43.38°, -3.22°)",
      "  San Roque: (36.21°, -5.38°)",
      "  Rejon placu Świętego Macieja: (51.12°, 17.04°)",
      "  Zhong’ao: (29.77°, 105.67°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Zhong’ao: 7430.8 km from centroid",
      "  San Roque: 2424.9 km from centroid",
      "  Navalcarnero: 2202.0 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Zhong’ao",
      "FINAL ANSWER: Zhong’ao"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 3.586,
        "lon": 102.773,
        "name": "Maran"
      },
      {
        "lat": 37.49583,
        "lon": 121.25806,
        "name": "Qingyang"
      },
      {
        "lat": 35.95694,
        "lon": 139.38889,
        "name": "Sakado"
      },
      {
        "lat": 8.97574,
        "lon": 77.41923,
        "name": "Sūrandai"
      },
      {
        "lat": -28.84556,
        "lon": -51.89028,
        "name": "Guaporé"
      }
    ],
    "question": "Which location is the geographic outlier among: Maran, Qingyang, Sakado, Sūrandai, Guaporé?",
    "ground_truth": {
      "answer": "Guaporé",
      "outlier_distance_km": 14463.9,
      "second_furthest_km": 6717.4,
      "clarity_ratio": 2.15,
      "median_distance_km": 5199.5,
      "distances_to_centroid": {
        "Maran": 2886.6,
        "Qingyang": 5199.5,
        "Sakado": 6717.4,
        "Sūrandai": 276.3,
        "Guaporé": 14463.9
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Maran: (3.59°, 102.77°)",
      "  Qingyang: (37.50°, 121.26°)",
      "  Sakado: (35.96°, 139.39°)",
      "  Sūrandai: (8.98°, 77.42°)",
      "  Guaporé: (-28.85°, -51.89°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Guaporé: 14463.9 km from centroid",
      "  Sakado: 6717.4 km from centroid",
      "  Qingyang: 5199.5 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Guaporé",
      "FINAL ANSWER: Guaporé"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 47.81954,
        "lon": -122.17624,
        "name": "North Creek"
      },
      {
        "lat": 42.78702,
        "lon": -73.97096,
        "name": "Rotterdam"
      },
      {
        "lat": 40.45921,
        "lon": -90.6718,
        "name": "Macomb"
      },
      {
        "lat": 40.79895,
        "lon": -81.37845,
        "name": "Canton"
      },
      {
        "lat": 34.26411,
        "lon": 117.36379,
        "name": "Damiao"
      }
    ],
    "question": "Which location is the geographic outlier among: North Creek, Rotterdam, Macomb, Canton, Damiao?",
    "ground_truth": {
      "answer": "Damiao",
      "outlier_distance_km": 11524.7,
      "second_furthest_km": 5546.8,
      "clarity_ratio": 2.08,
      "median_distance_km": 3377.1,
      "distances_to_centroid": {
        "North Creek": 5546.8,
        "Rotterdam": 1967.9,
        "Macomb": 3377.1,
        "Canton": 2605.0,
        "Damiao": 11524.7
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  North Creek: (47.82°, -122.18°)",
      "  Rotterdam: (42.79°, -73.97°)",
      "  Macomb: (40.46°, -90.67°)",
      "  Canton: (40.80°, -81.38°)",
      "  Damiao: (34.26°, 117.36°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Damiao: 11524.7 km from centroid",
      "  North Creek: 5546.8 km from centroid",
      "  Macomb: 3377.1 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Damiao",
      "FINAL ANSWER: Damiao"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 27.47315,
        "lon": 78.3031,
        "name": "Jalesar"
      },
      {
        "lat": 23.01754,
        "lon": 76.72208,
        "name": "Ashta"
      },
      {
        "lat": 33.33205,
        "lon": 106.15496,
        "name": "Lüeyang Chengguanzhen"
      },
      {
        "lat": 13.68333,
        "lon": 79.35,
        "name": "Tirumala"
      },
      {
        "lat": 49.22219,
        "lon": -123.00588,
        "name": "Maywood"
      }
    ],
    "question": "Which location is the geographic outlier among: Jalesar, Ashta, Lüeyang Chengguanzhen, Tirumala, Maywood?",
    "ground_truth": {
      "answer": "Maywood",
      "outlier_distance_km": 11176.8,
      "second_furthest_km": 5876.8,
      "clarity_ratio": 1.9,
      "median_distance_km": 4073.5,
      "distances_to_centroid": {
        "Jalesar": 3397.3,
        "Ashta": 3376.5,
        "Lüeyang Chengguanzhen": 5876.8,
        "Tirumala": 4073.5,
        "Maywood": 11176.8
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Jalesar: (27.47°, 78.30°)",
      "  Ashta: (23.02°, 76.72°)",
      "  Lüeyang Chengguanzhen: (33.33°, 106.15°)",
      "  Tirumala: (13.68°, 79.35°)",
      "  Maywood: (49.22°, -123.01°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Maywood: 11176.8 km from centroid",
      "  Lüeyang Chengguanzhen: 5876.8 km from centroid",
      "  Tirumala: 4073.5 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Maywood",
      "FINAL ANSWER: Maywood"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 22.9464,
        "lon": 113.35769,
        "name": "Shiqiao"
      },
      {
        "lat": 13.7085,
        "lon": 100.52619,
        "name": "Sathon"
      },
      {
        "lat": 17.16116,
        "lon": 104.14725,
        "name": "Sakon Nakhon"
      },
      {
        "lat": 36.75541,
        "lon": 81.60765,
        "name": "Arix"
      },
      {
        "lat": 10.3121,
        "lon": 39.65888,
        "name": "Mehal Mēda"
      }
    ],
    "question": "Which location is the geographic outlier among: Shiqiao, Sathon, Sakon Nakhon, Arix, Mehal Mēda?",
    "ground_truth": {
      "answer": "Mehal Mēda",
      "outlier_distance_km": 5267.3,
      "second_furthest_km": 2651.4,
      "clarity_ratio": 1.99,
      "median_distance_km": 1940.8,
      "distances_to_centroid": {
        "Shiqiao": 2651.4,
        "Sathon": 1526.3,
        "Sakon Nakhon": 1747.4,
        "Arix": 1940.8,
        "Mehal Mēda": 5267.3
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Shiqiao: (22.95°, 113.36°)",
      "  Sathon: (13.71°, 100.53°)",
      "  Sakon Nakhon: (17.16°, 104.15°)",
      "  Arix: (36.76°, 81.61°)",
      "  Mehal Mēda: (10.31°, 39.66°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Mehal Mēda: 5267.3 km from centroid",
      "  Shiqiao: 2651.4 km from centroid",
      "  Arix: 1940.8 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Mehal Mēda",
      "FINAL ANSWER: Mehal Mēda"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 17.04325,
        "lon": 99.08128,
        "name": "Ban Tak"
      },
      {
        "lat": -8.1335,
        "lon": 113.2248,
        "name": "Lumajang"
      },
      {
        "lat": 36.41097,
        "lon": 138.99621,
        "name": "Kanekomachi"
      },
      {
        "lat": 28.73335,
        "lon": 105.0683,
        "name": "Jiang’an"
      },
      {
        "lat": 6.71897,
        "lon": -1.61188,
        "name": "New Tafo"
      }
    ],
    "question": "Which location is the geographic outlier among: Ban Tak, Lumajang, Kanekomachi, Jiang’an, New Tafo?",
    "ground_truth": {
      "answer": "New Tafo",
      "outlier_distance_km": 10072.0,
      "second_furthest_km": 5226.6,
      "clarity_ratio": 1.93,
      "median_distance_km": 3647.5,
      "distances_to_centroid": {
        "Ban Tak": 871.8,
        "Lumajang": 3647.5,
        "Kanekomachi": 5226.6,
        "Jiang’an": 2011.7,
        "New Tafo": 10072.0
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Ban Tak: (17.04°, 99.08°)",
      "  Lumajang: (-8.13°, 113.22°)",
      "  Kanekomachi: (36.41°, 139.00°)",
      "  Jiang’an: (28.73°, 105.07°)",
      "  New Tafo: (6.72°, -1.61°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  New Tafo: 10072.0 km from centroid",
      "  Kanekomachi: 5226.6 km from centroid",
      "  Lumajang: 3647.5 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: New Tafo",
      "FINAL ANSWER: New Tafo"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 7.34813,
        "lon": 37.95063,
        "name": "Damboya"
      },
      {
        "lat": 30.19327,
        "lon": 31.13703,
        "name": "Al Qanāţir al Khayrīyah"
      },
      {
        "lat": -26.06927,
        "lon": 30.11489,
        "name": "Carolina"
      },
      {
        "lat": 5.55602,
        "lon": -0.1969,
        "name": "Accra"
      },
      {
        "lat": 33.22375,
        "lon": 132.56001,
        "name": "Uwajima"
      }
    ],
    "question": "Which location is the geographic outlier among: Damboya, Al Qanāţir al Khayrīyah, Carolina, Accra, Uwajima?",
    "ground_truth": {
      "answer": "Uwajima",
      "outlier_distance_km": 9051.3,
      "second_furthest_km": 5143.9,
      "clarity_ratio": 1.76,
      "median_distance_km": 4381.7,
      "distances_to_centroid": {
        "Damboya": 966.9,
        "Al Qanāţir al Khayrīyah": 2736.6,
        "Carolina": 4381.7,
        "Accra": 5143.9,
        "Uwajima": 9051.3
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Damboya: (7.35°, 37.95°)",
      "  Al Qanāţir al Khayrīyah: (30.19°, 31.14°)",
      "  Carolina: (-26.07°, 30.11°)",
      "  Accra: (5.56°, -0.20°)",
      "  Uwajima: (33.22°, 132.56°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Uwajima: 9051.3 km from centroid",
      "  Accra: 5143.9 km from centroid",
      "  Carolina: 4381.7 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Uwajima",
      "FINAL ANSWER: Uwajima"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 52.59172,
        "lon": 58.31132,
        "name": "Baymak"
      },
      {
        "lat": 52.80521,
        "lon": -2.11636,
        "name": "Stafford"
      },
      {
        "lat": 40.43932,
        "lon": -3.64928,
        "name": "Concepción"
      },
      {
        "lat": 45.69651,
        "lon": 9.1818,
        "name": "Mariano Comense"
      },
      {
        "lat": -37.94853,
        "lon": 145.15274,
        "name": "Springvale"
      }
    ],
    "question": "Which location is the geographic outlier among: Baymak, Stafford, Concepción, Mariano Comense, Springvale?",
    "ground_truth": {
      "answer": "Springvale",
      "outlier_distance_km": 13165.0,
      "second_furthest_km": 4267.5,
      "clarity_ratio": 3.08,
      "median_distance_km": 4165.3,
      "distances_to_centroid": {
        "Baymak": 2794.3,
        "Stafford": 4267.5,
        "Concepción": 4165.3,
        "Mariano Comense": 3236.8,
        "Springvale": 13165.0
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Baymak: (52.59°, 58.31°)",
      "  Stafford: (52.81°, -2.12°)",
      "  Concepción: (40.44°, -3.65°)",
      "  Mariano Comense: (45.70°, 9.18°)",
      "  Springvale: (-37.95°, 145.15°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Springvale: 13165.0 km from centroid",
      "  Stafford: 4267.5 km from centroid",
      "  Concepción: 4165.3 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Springvale",
      "FINAL ANSWER: Springvale"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 28.09193,
        "lon": 30.75813,
        "name": "Minya"
      },
      {
        "lat": -1.48256,
        "lon": 40.03341,
        "name": "Hola"
      },
      {
        "lat": 8.11667,
        "lon": 38.36667,
        "name": "Butajīra"
      },
      {
        "lat": 9.87342,
        "lon": 7.95407,
        "name": "Kachia"
      },
      {
        "lat": -37.56622,
        "lon": 143.84957,
        "name": "Ballarat"
      }
    ],
    "question": "Which location is the geographic outlier among: Minya, Hola, Butajīra, Kachia, Ballarat?",
    "ground_truth": {
      "answer": "Ballarat",
      "outlier_distance_km": 10249.0,
      "second_furthest_km": 4979.2,
      "clarity_ratio": 2.06,
      "median_distance_km": 3741.1,
      "distances_to_centroid": {
        "Minya": 3741.1,
        "Hola": 1389.5,
        "Butajīra": 1703.2,
        "Kachia": 4979.2,
        "Ballarat": 10249.0
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Minya: (28.09°, 30.76°)",
      "  Hola: (-1.48°, 40.03°)",
      "  Butajīra: (8.12°, 38.37°)",
      "  Kachia: (9.87°, 7.95°)",
      "  Ballarat: (-37.57°, 143.85°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Ballarat: 10249.0 km from centroid",
      "  Kachia: 4979.2 km from centroid",
      "  Minya: 3741.1 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Ballarat",
      "FINAL ANSWER: Ballarat"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -10.91111,
        "lon": -37.07167,
        "name": "Aracaju"
      },
      {
        "lat": -8.00889,
        "lon": -34.85528,
        "name": "Olinda"
      },
      {
        "lat": -5.75611,
        "lon": -78.44111,
        "name": "Bagua Grande"
      },
      {
        "lat": 9.14334,
        "lon": -74.22384,
        "name": "Guamal"
      },
      {
        "lat": -37.88333,
        "lon": 145.21667,
        "name": "Wantirna South"
      }
    ],
    "question": "Which location is the geographic outlier among: Aracaju, Olinda, Bagua Grande, Guamal, Wantirna South?",
    "ground_truth": {
      "answer": "Wantirna South",
      "outlier_distance_km": 14267.3,
      "second_furthest_km": 6897.1,
      "clarity_ratio": 2.07,
      "median_distance_km": 6820.5,
      "distances_to_centroid": {
        "Aracaju": 2314.9,
        "Olinda": 2103.2,
        "Bagua Grande": 6897.1,
        "Guamal": 6820.5,
        "Wantirna South": 14267.3
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Aracaju: (-10.91°, -37.07°)",
      "  Olinda: (-8.01°, -34.86°)",
      "  Bagua Grande: (-5.76°, -78.44°)",
      "  Guamal: (9.14°, -74.22°)",
      "  Wantirna South: (-37.88°, 145.22°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Wantirna South: 14267.3 km from centroid",
      "  Bagua Grande: 6897.1 km from centroid",
      "  Guamal: 6820.5 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Wantirna South",
      "FINAL ANSWER: Wantirna South"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 46.8458,
        "lon": -1.87942,
        "name": "Challans"
      },
      {
        "lat": 50.30582,
        "lon": 18.9742,
        "name": "Chorzów"
      },
      {
        "lat": 45.20978,
        "lon": 5.77762,
        "name": "Meylan"
      },
      {
        "lat": 41.41175,
        "lon": 2.16784,
        "name": "el Baix Guinardó"
      },
      {
        "lat": -33.95,
        "lon": 151.23333,
        "name": "Maroubra"
      }
    ],
    "question": "Which location is the geographic outlier among: Challans, Chorzów, Meylan, el Baix Guinardó, Maroubra?",
    "ground_truth": {
      "answer": "Maroubra",
      "outlier_distance_km": 14057.5,
      "second_furthest_km": 3691.8,
      "clarity_ratio": 3.81,
      "median_distance_km": 3222.9,
      "distances_to_centroid": {
        "Challans": 3691.8,
        "Chorzów": 2638.7,
        "Meylan": 3074.5,
        "el Baix Guinardó": 3222.9,
        "Maroubra": 14057.5
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Challans: (46.85°, -1.88°)",
      "  Chorzów: (50.31°, 18.97°)",
      "  Meylan: (45.21°, 5.78°)",
      "  el Baix Guinardó: (41.41°, 2.17°)",
      "  Maroubra: (-33.95°, 151.23°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Maroubra: 14057.5 km from centroid",
      "  Challans: 3691.8 km from centroid",
      "  el Baix Guinardó: 3222.9 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Maroubra",
      "FINAL ANSWER: Maroubra"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 39.24038,
        "lon": -76.83942,
        "name": "Columbia"
      },
      {
        "lat": 33.86751,
        "lon": -117.99812,
        "name": "Buena Park"
      },
      {
        "lat": 39.21311,
        "lon": -84.59939,
        "name": "White Oak"
      },
      {
        "lat": 41.67705,
        "lon": -71.26616,
        "name": "Bristol"
      },
      {
        "lat": -37.87811,
        "lon": 145.16476,
        "name": "Glen Waverley"
      }
    ],
    "question": "Which location is the geographic outlier among: Columbia, Buena Park, White Oak, Bristol, Glen Waverley?",
    "ground_truth": {
      "answer": "Glen Waverley",
      "outlier_distance_km": 18279.6,
      "second_furthest_km": 7435.6,
      "clarity_ratio": 2.46,
      "median_distance_km": 4449.8,
      "distances_to_centroid": {
        "Columbia": 3801.5,
        "Buena Park": 7435.6,
        "White Oak": 4449.8,
        "Bristol": 3465.5,
        "Glen Waverley": 18279.6
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Columbia: (39.24°, -76.84°)",
      "  Buena Park: (33.87°, -118.00°)",
      "  White Oak: (39.21°, -84.60°)",
      "  Bristol: (41.68°, -71.27°)",
      "  Glen Waverley: (-37.88°, 145.16°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Glen Waverley: 18279.6 km from centroid",
      "  Buena Park: 7435.6 km from centroid",
      "  White Oak: 4449.8 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Glen Waverley",
      "FINAL ANSWER: Glen Waverley"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 42.73698,
        "lon": -84.48387,
        "name": "East Lansing"
      },
      {
        "lat": 18.62936,
        "lon": -95.51968,
        "name": "Lerdo de Tejada"
      },
      {
        "lat": 36.98356,
        "lon": -121.98052,
        "name": "Live Oak"
      },
      {
        "lat": 61.32139,
        "lon": -149.56778,
        "name": "Eagle River"
      },
      {
        "lat": 45.43854,
        "lon": 10.9938,
        "name": "Verona"
      }
    ],
    "question": "Which location is the geographic outlier among: East Lansing, Lerdo de Tejada, Live Oak, Eagle River, Verona?",
    "ground_truth": {
      "answer": "Verona",
      "outlier_distance_km": 7497.5,
      "second_furthest_km": 4615.7,
      "clarity_ratio": 1.62,
      "median_distance_km": 2942.1,
      "distances_to_centroid": {
        "East Lansing": 355.7,
        "Lerdo de Tejada": 2587.9,
        "Live Oak": 2942.1,
        "Eagle River": 4615.7,
        "Verona": 7497.5
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  East Lansing: (42.74°, -84.48°)",
      "  Lerdo de Tejada: (18.63°, -95.52°)",
      "  Live Oak: (36.98°, -121.98°)",
      "  Eagle River: (61.32°, -149.57°)",
      "  Verona: (45.44°, 10.99°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Verona: 7497.5 km from centroid",
      "  Eagle River: 4615.7 km from centroid",
      "  Live Oak: 2942.1 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Verona",
      "FINAL ANSWER: Verona"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 35.01481,
        "lon": 135.67755,
        "name": "Arashiyama"
      },
      {
        "lat": 17.60184,
        "lon": 80.70509,
        "name": "Pāloncha"
      },
      {
        "lat": 26.92007,
        "lon": 71.91631,
        "name": "Pokaran"
      },
      {
        "lat": 29.9994,
        "lon": 108.10913,
        "name": "Nanbin"
      },
      {
        "lat": 42.85842,
        "lon": -70.93005,
        "name": "Amesbury"
      }
    ],
    "question": "Which location is the geographic outlier among: Arashiyama, Pāloncha, Pokaran, Nanbin, Amesbury?",
    "ground_truth": {
      "answer": "Amesbury",
      "outlier_distance_km": 10707.4,
      "second_furthest_km": 6481.0,
      "clarity_ratio": 1.65,
      "median_distance_km": 4106.8,
      "distances_to_centroid": {
        "Arashiyama": 6481.0,
        "Pāloncha": 2131.5,
        "Pokaran": 773.8,
        "Nanbin": 4106.8,
        "Amesbury": 10707.4
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Arashiyama: (35.01°, 135.68°)",
      "  Pāloncha: (17.60°, 80.71°)",
      "  Pokaran: (26.92°, 71.92°)",
      "  Nanbin: (30.00°, 108.11°)",
      "  Amesbury: (42.86°, -70.93°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Amesbury: 10707.4 km from centroid",
      "  Arashiyama: 6481.0 km from centroid",
      "  Nanbin: 4106.8 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Amesbury",
      "FINAL ANSWER: Amesbury"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 40.60861,
        "lon": 14.98209,
        "name": "Battipaglia"
      },
      {
        "lat": 53.39337,
        "lon": -3.01479,
        "name": "Birkenhead"
      },
      {
        "lat": 49.47593,
        "lon": 10.98856,
        "name": "Fürth"
      },
      {
        "lat": 40.389,
        "lon": -3.70682,
        "name": "Moscardó"
      },
      {
        "lat": -3.76585,
        "lon": -49.67923,
        "name": "Tucuruí"
      }
    ],
    "question": "Which location is the geographic outlier among: Battipaglia, Birkenhead, Fürth, Moscardó, Tucuruí?",
    "ground_truth": {
      "answer": "Tucuruí",
      "outlier_distance_km": 6328.6,
      "second_furthest_km": 2035.7,
      "clarity_ratio": 3.11,
      "median_distance_km": 1946.5,
      "distances_to_centroid": {
        "Battipaglia": 1902.4,
        "Birkenhead": 1946.5,
        "Fürth": 2035.7,
        "Moscardó": 528.3,
        "Tucuruí": 6328.6
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Battipaglia: (40.61°, 14.98°)",
      "  Birkenhead: (53.39°, -3.01°)",
      "  Fürth: (49.48°, 10.99°)",
      "  Moscardó: (40.39°, -3.71°)",
      "  Tucuruí: (-3.77°, -49.68°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Tucuruí: 6328.6 km from centroid",
      "  Fürth: 2035.7 km from centroid",
      "  Birkenhead: 1946.5 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Tucuruí",
      "FINAL ANSWER: Tucuruí"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 27.25738,
        "lon": 33.81291,
        "name": "Hurghada"
      },
      {
        "lat": 8.49664,
        "lon": 4.54214,
        "name": "Ilorin"
      },
      {
        "lat": 5.35113,
        "lon": -0.62313,
        "name": "Winneba"
      },
      {
        "lat": 6.04024,
        "lon": -0.80876,
        "name": "Akwatia"
      },
      {
        "lat": -37.88264,
        "lon": 144.7003,
        "name": "Hoppers Crossing"
      }
    ],
    "question": "Which location is the geographic outlier among: Hurghada, Ilorin, Winneba, Akwatia, Hoppers Crossing?",
    "ground_truth": {
      "answer": "Hoppers Crossing",
      "outlier_distance_km": 11739.6,
      "second_furthest_km": 4144.2,
      "clarity_ratio": 2.83,
      "median_distance_km": 4117.8,
      "distances_to_centroid": {
        "Hurghada": 2837.5,
        "Ilorin": 3594.0,
        "Winneba": 4117.8,
        "Akwatia": 4144.2,
        "Hoppers Crossing": 11739.6
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Hurghada: (27.26°, 33.81°)",
      "  Ilorin: (8.50°, 4.54°)",
      "  Winneba: (5.35°, -0.62°)",
      "  Akwatia: (6.04°, -0.81°)",
      "  Hoppers Crossing: (-37.88°, 144.70°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Hoppers Crossing: 11739.6 km from centroid",
      "  Akwatia: 4144.2 km from centroid",
      "  Winneba: 4117.8 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Hoppers Crossing",
      "FINAL ANSWER: Hoppers Crossing"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 39.9036,
        "lon": 8.59257,
        "name": "Oristano"
      },
      {
        "lat": 48.63115,
        "lon": 8.07607,
        "name": "Achern"
      },
      {
        "lat": 43.94265,
        "lon": 10.29754,
        "name": "Camaiore"
      },
      {
        "lat": 55.01788,
        "lon": -1.42559,
        "name": "Tynemouth"
      },
      {
        "lat": 26.46146,
        "lon": -80.07282,
        "name": "Delray Beach"
      }
    ],
    "question": "Which location is the geographic outlier among: Oristano, Achern, Camaiore, Tynemouth, Delray Beach?",
    "ground_truth": {
      "answer": "Delray Beach",
      "outlier_distance_km": 6400.8,
      "second_furthest_km": 1714.1,
      "clarity_ratio": 3.73,
      "median_distance_km": 1655.1,
      "distances_to_centroid": {
        "Oristano": 1655.1,
        "Achern": 1605.0,
        "Camaiore": 1714.1,
        "Tynemouth": 1522.8,
        "Delray Beach": 6400.8
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Oristano: (39.90°, 8.59°)",
      "  Achern: (48.63°, 8.08°)",
      "  Camaiore: (43.94°, 10.30°)",
      "  Tynemouth: (55.02°, -1.43°)",
      "  Delray Beach: (26.46°, -80.07°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Delray Beach: 6400.8 km from centroid",
      "  Camaiore: 1714.1 km from centroid",
      "  Oristano: 1655.1 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Delray Beach",
      "FINAL ANSWER: Delray Beach"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -20.94639,
        "lon": -44.91889,
        "name": "Santo Antônio do Amparo"
      },
      {
        "lat": -13.26806,
        "lon": -39.66278,
        "name": "Ubaíra"
      },
      {
        "lat": -21.71417,
        "lon": -52.42222,
        "name": "Bataguassu"
      },
      {
        "lat": -3.89,
        "lon": -38.45056,
        "name": "Eusébio"
      },
      {
        "lat": 24.38251,
        "lon": 80.78088,
        "name": "Unchahra"
      }
    ],
    "question": "Which location is the geographic outlier among: Santo Antônio do Amparo, Ubaíra, Bataguassu, Eusébio, Unchahra?",
    "ground_truth": {
      "answer": "Unchahra",
      "outlier_distance_km": 11312.9,
      "second_furthest_km": 3942.6,
      "clarity_ratio": 2.87,
      "median_distance_km": 3190.5,
      "distances_to_centroid": {
        "Santo Antônio do Amparo": 3190.5,
        "Ubaíra": 2368.9,
        "Bataguassu": 3942.6,
        "Eusébio": 2188.8,
        "Unchahra": 11312.9
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Santo Antônio do Amparo: (-20.95°, -44.92°)",
      "  Ubaíra: (-13.27°, -39.66°)",
      "  Bataguassu: (-21.71°, -52.42°)",
      "  Eusébio: (-3.89°, -38.45°)",
      "  Unchahra: (24.38°, 80.78°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Unchahra: 11312.9 km from centroid",
      "  Bataguassu: 3942.6 km from centroid",
      "  Santo Antônio do Amparo: 3190.5 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Unchahra",
      "FINAL ANSWER: Unchahra"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -37.56622,
        "lon": 143.84957,
        "name": "Ballarat"
      },
      {
        "lat": -37.87811,
        "lon": 145.16476,
        "name": "Glen Waverley"
      },
      {
        "lat": -31.8075,
        "lon": 115.86599,
        "name": "Landsdale"
      },
      {
        "lat": -33.86482,
        "lon": 151.20773,
        "name": "Sydney Central Business District"
      },
      {
        "lat": 46.06787,
        "lon": 11.12108,
        "name": "Trento"
      }
    ],
    "question": "Which location is the geographic outlier among: Ballarat, Glen Waverley, Landsdale, Sydney Central Business District, Trento?",
    "ground_truth": {
      "answer": "Trento",
      "outlier_distance_km": 12453.4,
      "second_furthest_km": 4077.2,
      "clarity_ratio": 3.05,
      "median_distance_km": 3714.8,
      "distances_to_centroid": {
        "Ballarat": 3595.6,
        "Glen Waverley": 3714.8,
        "Landsdale": 1443.6,
        "Sydney Central Business District": 4077.2,
        "Trento": 12453.4
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Ballarat: (-37.57°, 143.85°)",
      "  Glen Waverley: (-37.88°, 145.16°)",
      "  Landsdale: (-31.81°, 115.87°)",
      "  Sydney Central Business District: (-33.86°, 151.21°)",
      "  Trento: (46.07°, 11.12°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Trento: 12453.4 km from centroid",
      "  Sydney Central Business District: 4077.2 km from centroid",
      "  Glen Waverley: 3714.8 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Trento",
      "FINAL ANSWER: Trento"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -1.02167,
        "lon": -46.635,
        "name": "Augusto Corrêa"
      },
      {
        "lat": 9.73586,
        "lon": -75.52626,
        "name": "San Onofre"
      },
      {
        "lat": -24.1125,
        "lon": -49.33167,
        "name": "Itararé"
      },
      {
        "lat": -1.36556,
        "lon": -48.37222,
        "name": "Ananindeua"
      },
      {
        "lat": -34.75155,
        "lon": 149.72086,
        "name": "Goulburn"
      }
    ],
    "question": "Which location is the geographic outlier among: Augusto Corrêa, San Onofre, Itararé, Ananindeua, Goulburn?",
    "ground_truth": {
      "answer": "Goulburn",
      "outlier_distance_km": 14720.8,
      "second_furthest_km": 7158.1,
      "clarity_ratio": 2.06,
      "median_distance_km": 4036.1,
      "distances_to_centroid": {
        "Augusto Corrêa": 3748.2,
        "San Onofre": 7158.1,
        "Itararé": 4036.1,
        "Ananindeua": 3922.4,
        "Goulburn": 14720.8
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Augusto Corrêa: (-1.02°, -46.63°)",
      "  San Onofre: (9.74°, -75.53°)",
      "  Itararé: (-24.11°, -49.33°)",
      "  Ananindeua: (-1.37°, -48.37°)",
      "  Goulburn: (-34.75°, 149.72°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Goulburn: 14720.8 km from centroid",
      "  San Onofre: 7158.1 km from centroid",
      "  Itararé: 4036.1 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Goulburn",
      "FINAL ANSWER: Goulburn"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 27.91989,
        "lon": -110.89888,
        "name": "Heroica Guaymas"
      },
      {
        "lat": 39.84031,
        "lon": -88.9548,
        "name": "Decatur"
      },
      {
        "lat": 31.85425,
        "lon": -110.9937,
        "name": "Green Valley"
      },
      {
        "lat": 40.72593,
        "lon": -73.51429,
        "name": "Levittown"
      },
      {
        "lat": 39.50263,
        "lon": -0.44079,
        "name": "Paterna"
      }
    ],
    "question": "Which location is the geographic outlier among: Heroica Guaymas, Decatur, Green Valley, Levittown, Paterna?",
    "ground_truth": {
      "answer": "Paterna",
      "outlier_distance_km": 6529.6,
      "second_furthest_km": 3306.5,
      "clarity_ratio": 1.97,
      "median_distance_km": 3157.6,
      "distances_to_centroid": {
        "Heroica Guaymas": 3306.5,
        "Decatur": 1135.8,
        "Green Valley": 3157.6,
        "Levittown": 608.3,
        "Paterna": 6529.6
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Heroica Guaymas: (27.92°, -110.90°)",
      "  Decatur: (39.84°, -88.95°)",
      "  Green Valley: (31.85°, -110.99°)",
      "  Levittown: (40.73°, -73.51°)",
      "  Paterna: (39.50°, -0.44°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Paterna: 6529.6 km from centroid",
      "  Heroica Guaymas: 3306.5 km from centroid",
      "  Green Valley: 3157.6 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Paterna",
      "FINAL ANSWER: Paterna"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 55.70196,
        "lon": 37.81178,
        "name": "Vykhino-Zhulebino"
      },
      {
        "lat": 50.63945,
        "lon": 20.30454,
        "name": "Jędrzejów"
      },
      {
        "lat": 51.22172,
        "lon": 6.77616,
        "name": "Düsseldorf"
      },
      {
        "lat": 57.00816,
        "lon": 61.46344,
        "name": "Asbest"
      },
      {
        "lat": 33.53865,
        "lon": -112.18599,
        "name": "Glendale"
      }
    ],
    "question": "Which location is the geographic outlier among: Vykhino-Zhulebino, Jędrzejów, Düsseldorf, Asbest, Glendale?",
    "ground_truth": {
      "answer": "Glendale",
      "outlier_distance_km": 8773.3,
      "second_furthest_km": 3853.6,
      "clarity_ratio": 2.28,
      "median_distance_km": 2424.9,
      "distances_to_centroid": {
        "Vykhino-Zhulebino": 2424.9,
        "Jędrzejów": 1247.5,
        "Düsseldorf": 331.1,
        "Asbest": 3853.6,
        "Glendale": 8773.3
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Vykhino-Zhulebino: (55.70°, 37.81°)",
      "  Jędrzejów: (50.64°, 20.30°)",
      "  Düsseldorf: (51.22°, 6.78°)",
      "  Asbest: (57.01°, 61.46°)",
      "  Glendale: (33.54°, -112.19°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Glendale: 8773.3 km from centroid",
      "  Asbest: 3853.6 km from centroid",
      "  Vykhino-Zhulebino: 2424.9 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Glendale",
      "FINAL ANSWER: Glendale"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -23.38032,
        "lon": 150.50595,
        "name": "Rockhampton"
      },
      {
        "lat": -41.31667,
        "lon": 173.23333,
        "name": "Stoke"
      },
      {
        "lat": -33.95,
        "lon": 151.23333,
        "name": "Maroubra"
      },
      {
        "lat": -37.69863,
        "lon": 144.78631,
        "name": "Taylors Lakes"
      },
      {
        "lat": 35.72528,
        "lon": 139.21778,
        "name": "Itsukaichi"
      }
    ],
    "question": "Which location is the geographic outlier among: Rockhampton, Stoke, Maroubra, Taylors Lakes, Itsukaichi?",
    "ground_truth": {
      "answer": "Itsukaichi",
      "outlier_distance_km": 6350.0,
      "second_furthest_km": 3104.9,
      "clarity_ratio": 2.05,
      "median_distance_km": 2068.1,
      "distances_to_centroid": {
        "Rockhampton": 385.8,
        "Stoke": 3104.9,
        "Maroubra": 1538.4,
        "Taylors Lakes": 2068.1,
        "Itsukaichi": 6350.0
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Rockhampton: (-23.38°, 150.51°)",
      "  Stoke: (-41.32°, 173.23°)",
      "  Maroubra: (-33.95°, 151.23°)",
      "  Taylors Lakes: (-37.70°, 144.79°)",
      "  Itsukaichi: (35.73°, 139.22°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Itsukaichi: 6350.0 km from centroid",
      "  Stoke: 3104.9 km from centroid",
      "  Taylors Lakes: 2068.1 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Itsukaichi",
      "FINAL ANSWER: Itsukaichi"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 44.7133,
        "lon": -93.42273,
        "name": "Prior Lake"
      },
      {
        "lat": 18.0883,
        "lon": -96.12535,
        "name": "Tuxtepec"
      },
      {
        "lat": 38.43283,
        "lon": -90.37762,
        "name": "Arnold"
      },
      {
        "lat": 39.9356,
        "lon": -91.40987,
        "name": "Quincy"
      },
      {
        "lat": 31.44268,
        "lon": 75.49847,
        "name": "Kartārpur"
      }
    ],
    "question": "Which location is the geographic outlier among: Prior Lake, Tuxtepec, Arnold, Quincy, Kartārpur?",
    "ground_truth": {
      "answer": "Kartārpur",
      "outlier_distance_km": 11280.7,
      "second_furthest_km": 4080.8,
      "clarity_ratio": 2.76,
      "median_distance_km": 3117.3,
      "distances_to_centroid": {
        "Prior Lake": 3117.3,
        "Tuxtepec": 4080.8,
        "Arnold": 2810.5,
        "Quincy": 2900.8,
        "Kartārpur": 11280.7
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Prior Lake: (44.71°, -93.42°)",
      "  Tuxtepec: (18.09°, -96.13°)",
      "  Arnold: (38.43°, -90.38°)",
      "  Quincy: (39.94°, -91.41°)",
      "  Kartārpur: (31.44°, 75.50°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Kartārpur: 11280.7 km from centroid",
      "  Tuxtepec: 4080.8 km from centroid",
      "  Prior Lake: 3117.3 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Kartārpur",
      "FINAL ANSWER: Kartārpur"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 49.24762,
        "lon": 11.09111,
        "name": "Roth"
      },
      {
        "lat": 51.55657,
        "lon": 7.31155,
        "name": "Castrop-Rauxel"
      },
      {
        "lat": 48.80867,
        "lon": 9.15719,
        "name": "Stuttgart Feuerbach"
      },
      {
        "lat": 50.82928,
        "lon": 6.90499,
        "name": "Brühl"
      },
      {
        "lat": -37.78247,
        "lon": 145.31682,
        "name": "Mooroolbark"
      }
    ],
    "question": "Which location is the geographic outlier among: Roth, Castrop-Rauxel, Stuttgart Feuerbach, Brühl, Mooroolbark?",
    "ground_truth": {
      "answer": "Mooroolbark",
      "outlier_distance_km": 13720.6,
      "second_furthest_km": 3136.8,
      "clarity_ratio": 4.37,
      "median_distance_km": 3120.3,
      "distances_to_centroid": {
        "Roth": 2773.6,
        "Castrop-Rauxel": 3136.8,
        "Stuttgart Feuerbach": 2869.4,
        "Brühl": 3120.3,
        "Mooroolbark": 13720.6
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Roth: (49.25°, 11.09°)",
      "  Castrop-Rauxel: (51.56°, 7.31°)",
      "  Stuttgart Feuerbach: (48.81°, 9.16°)",
      "  Brühl: (50.83°, 6.90°)",
      "  Mooroolbark: (-37.78°, 145.32°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Mooroolbark: 13720.6 km from centroid",
      "  Castrop-Rauxel: 3136.8 km from centroid",
      "  Brühl: 3120.3 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Mooroolbark",
      "FINAL ANSWER: Mooroolbark"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 33.74761,
        "lon": -116.97307,
        "name": "Hemet"
      },
      {
        "lat": 40.79871,
        "lon": -74.23904,
        "name": "West Orange"
      },
      {
        "lat": 17.54528,
        "lon": -98.57599,
        "name": "Tlapa de Comonfort"
      },
      {
        "lat": 32.52321,
        "lon": -92.63793,
        "name": "Ruston"
      },
      {
        "lat": 29.97371,
        "lon": 32.52627,
        "name": "Suez"
      }
    ],
    "question": "Which location is the geographic outlier among: Hemet, West Orange, Tlapa de Comonfort, Ruston, Suez?",
    "ground_truth": {
      "answer": "Suez",
      "outlier_distance_km": 9396.5,
      "second_furthest_km": 4388.4,
      "clarity_ratio": 2.14,
      "median_distance_km": 3244.5,
      "distances_to_centroid": {
        "Hemet": 4388.4,
        "West Orange": 1163.4,
        "Tlapa de Comonfort": 3244.5,
        "Ruston": 2146.5,
        "Suez": 9396.5
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Hemet: (33.75°, -116.97°)",
      "  West Orange: (40.80°, -74.24°)",
      "  Tlapa de Comonfort: (17.55°, -98.58°)",
      "  Ruston: (32.52°, -92.64°)",
      "  Suez: (29.97°, 32.53°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Suez: 9396.5 km from centroid",
      "  Hemet: 4388.4 km from centroid",
      "  Tlapa de Comonfort: 3244.5 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Suez",
      "FINAL ANSWER: Suez"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 38.84028,
        "lon": -97.61142,
        "name": "Salina"
      },
      {
        "lat": 42.10704,
        "lon": -72.62037,
        "name": "West Springfield"
      },
      {
        "lat": 41.82649,
        "lon": -72.73009,
        "name": "Bloomfield"
      },
      {
        "lat": 19.8173,
        "lon": -97.35992,
        "name": "Teziutlan"
      },
      {
        "lat": 49.83383,
        "lon": 19.9383,
        "name": "Myślenice"
      }
    ],
    "question": "Which location is the geographic outlier among: Salina, West Springfield, Bloomfield, Teziutlan, Myślenice?",
    "ground_truth": {
      "answer": "Myślenice",
      "outlier_distance_km": 6462.2,
      "second_furthest_km": 3808.4,
      "clarity_ratio": 1.7,
      "median_distance_km": 2895.4,
      "distances_to_centroid": {
        "Salina": 2895.4,
        "West Springfield": 828.4,
        "Bloomfield": 823.4,
        "Teziutlan": 3808.4,
        "Myślenice": 6462.2
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Salina: (38.84°, -97.61°)",
      "  West Springfield: (42.11°, -72.62°)",
      "  Bloomfield: (41.83°, -72.73°)",
      "  Teziutlan: (19.82°, -97.36°)",
      "  Myślenice: (49.83°, 19.94°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Myślenice: 6462.2 km from centroid",
      "  Teziutlan: 3808.4 km from centroid",
      "  Salina: 2895.4 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Myślenice",
      "FINAL ANSWER: Myślenice"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -34.92866,
        "lon": 138.59863,
        "name": "Adelaide"
      },
      {
        "lat": -35.02692,
        "lon": 117.88369,
        "name": "Albany"
      },
      {
        "lat": -37.78821,
        "lon": 175.2902,
        "name": "Hamilton East"
      },
      {
        "lat": -40.91667,
        "lon": 175.01667,
        "name": "Paraparaumu"
      },
      {
        "lat": 51.61634,
        "lon": 7.52872,
        "name": "Lünen"
      }
    ],
    "question": "Which location is the geographic outlier among: Adelaide, Albany, Hamilton East, Paraparaumu, Lünen?",
    "ground_truth": {
      "answer": "Lünen",
      "outlier_distance_km": 13425.2,
      "second_furthest_km": 5458.0,
      "clarity_ratio": 2.46,
      "median_distance_km": 5431.1,
      "distances_to_centroid": {
        "Adelaide": 2317.6,
        "Albany": 1804.4,
        "Hamilton East": 5431.1,
        "Paraparaumu": 5458.0,
        "Lünen": 13425.2
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Adelaide: (-34.93°, 138.60°)",
      "  Albany: (-35.03°, 117.88°)",
      "  Hamilton East: (-37.79°, 175.29°)",
      "  Paraparaumu: (-40.92°, 175.02°)",
      "  Lünen: (51.62°, 7.53°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Lünen: 13425.2 km from centroid",
      "  Paraparaumu: 5458.0 km from centroid",
      "  Hamilton East: 5431.1 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Lünen",
      "FINAL ANSWER: Lünen"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -34.50316,
        "lon": -58.70596,
        "name": "Los Polvorines"
      },
      {
        "lat": -9.40472,
        "lon": -35.50722,
        "name": "Barra de Santo Antônio"
      },
      {
        "lat": -15.675,
        "lon": -38.94722,
        "name": "Canavieiras"
      },
      {
        "lat": -29.62056,
        "lon": -54.17889,
        "name": "São Pedro do Sul"
      },
      {
        "lat": 8.0618,
        "lon": 123.7477,
        "name": "Tangub"
      }
    ],
    "question": "Which location is the geographic outlier among: Los Polvorines, Barra de Santo Antônio, Canavieiras, São Pedro do Sul, Tangub?",
    "ground_truth": {
      "answer": "Tangub",
      "outlier_distance_km": 15206.1,
      "second_furthest_km": 4995.0,
      "clarity_ratio": 3.04,
      "median_distance_km": 4471.5,
      "distances_to_centroid": {
        "Los Polvorines": 4995.0,
        "Barra de Santo Antônio": 2582.4,
        "Canavieiras": 2803.0,
        "São Pedro do Sul": 4471.5,
        "Tangub": 15206.1
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Los Polvorines: (-34.50°, -58.71°)",
      "  Barra de Santo Antônio: (-9.40°, -35.51°)",
      "  Canavieiras: (-15.68°, -38.95°)",
      "  São Pedro do Sul: (-29.62°, -54.18°)",
      "  Tangub: (8.06°, 123.75°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Tangub: 15206.1 km from centroid",
      "  Los Polvorines: 4995.0 km from centroid",
      "  São Pedro do Sul: 4471.5 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Tangub",
      "FINAL ANSWER: Tangub"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 36.77808,
        "lon": -6.3515,
        "name": "Sanlúcar de Barrameda"
      },
      {
        "lat": 51.21977,
        "lon": 7.6273,
        "name": "Lüdenscheid"
      },
      {
        "lat": 48.84868,
        "lon": 2.62435,
        "name": "Noisiel"
      },
      {
        "lat": 51.59054,
        "lon": -0.14212,
        "name": "Muswell Hill"
      },
      {
        "lat": 29.33609,
        "lon": 78.22608,
        "name": "Jhālu"
      }
    ],
    "question": "Which location is the geographic outlier among: Sanlúcar de Barrameda, Lüdenscheid, Noisiel, Muswell Hill, Jhālu?",
    "ground_truth": {
      "answer": "Jhālu",
      "outlier_distance_km": 5617.2,
      "second_furthest_km": 2066.4,
      "clarity_ratio": 2.72,
      "median_distance_km": 1523.3,
      "distances_to_centroid": {
        "Sanlúcar de Barrameda": 2066.4,
        "Lüdenscheid": 1076.5,
        "Noisiel": 1209.9,
        "Muswell Hill": 1523.3,
        "Jhālu": 5617.2
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Sanlúcar de Barrameda: (36.78°, -6.35°)",
      "  Lüdenscheid: (51.22°, 7.63°)",
      "  Noisiel: (48.85°, 2.62°)",
      "  Muswell Hill: (51.59°, -0.14°)",
      "  Jhālu: (29.34°, 78.23°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Jhālu: 5617.2 km from centroid",
      "  Sanlúcar de Barrameda: 2066.4 km from centroid",
      "  Muswell Hill: 1523.3 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Jhālu",
      "FINAL ANSWER: Jhālu"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 33.88835,
        "lon": -118.30896,
        "name": "Gardena"
      },
      {
        "lat": 39.97776,
        "lon": -105.13193,
        "name": "Louisville"
      },
      {
        "lat": 40.73121,
        "lon": -74.27348,
        "name": "Maplewood"
      },
      {
        "lat": 20.08355,
        "lon": -98.36288,
        "name": "Tulancingo"
      },
      {
        "lat": -37.70462,
        "lon": 145.10302,
        "name": "Greensborough"
      }
    ],
    "question": "Which location is the geographic outlier among: Gardena, Louisville, Maplewood, Tulancingo, Greensborough?",
    "ground_truth": {
      "answer": "Greensborough",
      "outlier_distance_km": 17497.5,
      "second_furthest_km": 6839.4,
      "clarity_ratio": 2.56,
      "median_distance_km": 5676.9,
      "distances_to_centroid": {
        "Gardena": 6839.4,
        "Louisville": 5676.9,
        "Maplewood": 3294.3,
        "Tulancingo": 5023.8,
        "Greensborough": 17497.5
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Gardena: (33.89°, -118.31°)",
      "  Louisville: (39.98°, -105.13°)",
      "  Maplewood: (40.73°, -74.27°)",
      "  Tulancingo: (20.08°, -98.36°)",
      "  Greensborough: (-37.70°, 145.10°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Greensborough: 17497.5 km from centroid",
      "  Gardena: 6839.4 km from centroid",
      "  Louisville: 5676.9 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Greensborough",
      "FINAL ANSWER: Greensborough"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 41.99975,
        "lon": -87.69284,
        "name": "West Ridge"
      },
      {
        "lat": 33.98668,
        "lon": -118.18535,
        "name": "Maywood"
      },
      {
        "lat": 42.3876,
        "lon": -71.0995,
        "name": "Somerville"
      },
      {
        "lat": 45.5152,
        "lon": -73.46818,
        "name": "Longueuil"
      },
      {
        "lat": -33.86436,
        "lon": 151.0397,
        "name": "Lidcombe"
      }
    ],
    "question": "Which location is the geographic outlier among: West Ridge, Maywood, Somerville, Longueuil, Lidcombe?",
    "ground_truth": {
      "answer": "Lidcombe",
      "outlier_distance_km": 18648.7,
      "second_furthest_km": 7412.4,
      "clarity_ratio": 2.52,
      "median_distance_km": 4681.8,
      "distances_to_centroid": {
        "West Ridge": 4681.8,
        "Maywood": 7412.4,
        "Somerville": 3370.7,
        "Longueuil": 3683.8,
        "Lidcombe": 18648.7
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  West Ridge: (42.00°, -87.69°)",
      "  Maywood: (33.99°, -118.19°)",
      "  Somerville: (42.39°, -71.10°)",
      "  Longueuil: (45.52°, -73.47°)",
      "  Lidcombe: (-33.86°, 151.04°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Lidcombe: 18648.7 km from centroid",
      "  Maywood: 7412.4 km from centroid",
      "  West Ridge: 4681.8 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Lidcombe",
      "FINAL ANSWER: Lidcombe"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 35.91014,
        "lon": -79.07529,
        "name": "Carrboro"
      },
      {
        "lat": 32.74255,
        "lon": -117.03142,
        "name": "Lemon Grove"
      },
      {
        "lat": 20.38897,
        "lon": -99.99637,
        "name": "San Juan del Río"
      },
      {
        "lat": 40.89288,
        "lon": -73.97264,
        "name": "Englewood"
      },
      {
        "lat": 23.19602,
        "lon": 71.79171,
        "name": "Patdi"
      }
    ],
    "question": "Which location is the geographic outlier among: Carrboro, Lemon Grove, San Juan del Río, Englewood, Patdi?",
    "ground_truth": {
      "answer": "Patdi",
      "outlier_distance_km": 12102.4,
      "second_furthest_km": 5366.2,
      "clarity_ratio": 2.26,
      "median_distance_km": 4180.9,
      "distances_to_centroid": {
        "Carrboro": 1894.7,
        "Lemon Grove": 5366.2,
        "San Juan del Río": 4180.9,
        "Englewood": 1719.7,
        "Patdi": 12102.4
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Carrboro: (35.91°, -79.08°)",
      "  Lemon Grove: (32.74°, -117.03°)",
      "  San Juan del Río: (20.39°, -100.00°)",
      "  Englewood: (40.89°, -73.97°)",
      "  Patdi: (23.20°, 71.79°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Patdi: 12102.4 km from centroid",
      "  Lemon Grove: 5366.2 km from centroid",
      "  San Juan del Río: 4180.9 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Patdi",
      "FINAL ANSWER: Patdi"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 53.75752,
        "lon": 87.13599,
        "name": "Novokuznetsk"
      },
      {
        "lat": 50.4133,
        "lon": 9.00638,
        "name": "Nidda"
      },
      {
        "lat": 50.90395,
        "lon": -1.40428,
        "name": "Southampton"
      },
      {
        "lat": 50.5442,
        "lon": 9.71792,
        "name": "Künzell"
      },
      {
        "lat": -25.78842,
        "lon": 31.05319,
        "name": "Barberton"
      }
    ],
    "question": "Which location is the geographic outlier among: Novokuznetsk, Nidda, Southampton, Künzell, Barberton?",
    "ground_truth": {
      "answer": "Barberton",
      "outlier_distance_km": 6879.3,
      "second_furthest_km": 4953.4,
      "clarity_ratio": 1.39,
      "median_distance_km": 2809.6,
      "distances_to_centroid": {
        "Novokuznetsk": 4953.4,
        "Nidda": 2164.0,
        "Southampton": 2809.6,
        "Künzell": 2136.2,
        "Barberton": 6879.3
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Novokuznetsk: (53.76°, 87.14°)",
      "  Nidda: (50.41°, 9.01°)",
      "  Southampton: (50.90°, -1.40°)",
      "  Künzell: (50.54°, 9.72°)",
      "  Barberton: (-25.79°, 31.05°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Barberton: 6879.3 km from centroid",
      "  Novokuznetsk: 4953.4 km from centroid",
      "  Southampton: 2809.6 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Barberton",
      "FINAL ANSWER: Barberton"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -18.91806,
        "lon": -54.84417,
        "name": "Rio Verde de Mato Grosso"
      },
      {
        "lat": -21.12,
        "lon": -42.94278,
        "name": "Ubá"
      },
      {
        "lat": -2.99,
        "lon": -65.10833,
        "name": "Uarini"
      },
      {
        "lat": -30.3875,
        "lon": -56.45139,
        "name": "Quaraí"
      },
      {
        "lat": 5.53711,
        "lon": -0.69984,
        "name": "Swedru"
      }
    ],
    "question": "Which location is the geographic outlier among: Rio Verde de Mato Grosso, Ubá, Uarini, Quaraí, Swedru?",
    "ground_truth": {
      "answer": "Swedru",
      "outlier_distance_km": 5231.6,
      "second_furthest_km": 2599.6,
      "clarity_ratio": 2.01,
      "median_distance_km": 2263.2,
      "distances_to_centroid": {
        "Rio Verde de Mato Grosso": 1299.7,
        "Ubá": 846.5,
        "Uarini": 2599.6,
        "Quaraí": 2263.2,
        "Swedru": 5231.6
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Rio Verde de Mato Grosso: (-18.92°, -54.84°)",
      "  Ubá: (-21.12°, -42.94°)",
      "  Uarini: (-2.99°, -65.11°)",
      "  Quaraí: (-30.39°, -56.45°)",
      "  Swedru: (5.54°, -0.70°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Swedru: 5231.6 km from centroid",
      "  Uarini: 2599.6 km from centroid",
      "  Quaraí: 2263.2 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Swedru",
      "FINAL ANSWER: Swedru"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 6.45197,
        "lon": 3.33115,
        "name": "Ajegunle"
      },
      {
        "lat": 6.01962,
        "lon": 6.91729,
        "name": "Nnewi"
      },
      {
        "lat": 8.939,
        "lon": 4.78227,
        "name": "Bode Saadu"
      },
      {
        "lat": 30.78847,
        "lon": 31.00192,
        "name": "Tanta"
      },
      {
        "lat": -26.66008,
        "lon": 153.09953,
        "name": "Maroochydore"
      }
    ],
    "question": "Which location is the geographic outlier among: Ajegunle, Nnewi, Bode Saadu, Tanta, Maroochydore?",
    "ground_truth": {
      "answer": "Maroochydore",
      "outlier_distance_km": 12571.4,
      "second_furthest_km": 4039.4,
      "clarity_ratio": 3.11,
      "median_distance_km": 3889.2,
      "distances_to_centroid": {
        "Ajegunle": 4039.4,
        "Nnewi": 3643.0,
        "Bode Saadu": 3889.2,
        "Tanta": 3001.0,
        "Maroochydore": 12571.4
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Ajegunle: (6.45°, 3.33°)",
      "  Nnewi: (6.02°, 6.92°)",
      "  Bode Saadu: (8.94°, 4.78°)",
      "  Tanta: (30.79°, 31.00°)",
      "  Maroochydore: (-26.66°, 153.10°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Maroochydore: 12571.4 km from centroid",
      "  Ajegunle: 4039.4 km from centroid",
      "  Bode Saadu: 3889.2 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Maroochydore",
      "FINAL ANSWER: Maroochydore"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 53.7426,
        "lon": -2.997,
        "name": "Lytham St Annes"
      },
      {
        "lat": 56.10921,
        "lon": 94.58698,
        "name": "Zelenogorsk"
      },
      {
        "lat": 59.76831,
        "lon": 60.0062,
        "name": "Karpinsk"
      },
      {
        "lat": 53.32641,
        "lon": 9.86812,
        "name": "Buchholz in der Nordheide"
      },
      {
        "lat": 39.61721,
        "lon": -104.95081,
        "name": "Greenwood Village"
      }
    ],
    "question": "Which location is the geographic outlier among: Lytham St Annes, Zelenogorsk, Karpinsk, Buchholz in der Nordheide, Greenwood Village?",
    "ground_truth": {
      "answer": "Greenwood Village",
      "outlier_distance_km": 8075.7,
      "second_furthest_km": 5082.1,
      "clarity_ratio": 1.59,
      "median_distance_km": 3047.0,
      "distances_to_centroid": {
        "Lytham St Annes": 962.2,
        "Zelenogorsk": 5082.1,
        "Karpinsk": 3047.0,
        "Buchholz in der Nordheide": 132.0,
        "Greenwood Village": 8075.7
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Lytham St Annes: (53.74°, -3.00°)",
      "  Zelenogorsk: (56.11°, 94.59°)",
      "  Karpinsk: (59.77°, 60.01°)",
      "  Buchholz in der Nordheide: (53.33°, 9.87°)",
      "  Greenwood Village: (39.62°, -104.95°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Greenwood Village: 8075.7 km from centroid",
      "  Zelenogorsk: 5082.1 km from centroid",
      "  Karpinsk: 3047.0 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Greenwood Village",
      "FINAL ANSWER: Greenwood Village"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -36.42477,
        "lon": -71.958,
        "name": "San Carlos"
      },
      {
        "lat": -29.15,
        "lon": -59.65,
        "name": "Reconquista"
      },
      {
        "lat": -6.72917,
        "lon": -38.44889,
        "name": "São João do Rio do Peixe"
      },
      {
        "lat": 6.96321,
        "lon": -75.41738,
        "name": "Yarumal"
      },
      {
        "lat": -34.04526,
        "lon": 24.92146,
        "name": "Jeffreys Bay"
      }
    ],
    "question": "Which location is the geographic outlier among: San Carlos, Reconquista, São João do Rio do Peixe, Yarumal, Jeffreys Bay?",
    "ground_truth": {
      "answer": "Jeffreys Bay",
      "outlier_distance_km": 6896.1,
      "second_furthest_km": 4543.0,
      "clarity_ratio": 1.52,
      "median_distance_km": 3272.5,
      "distances_to_centroid": {
        "San Carlos": 3272.5,
        "Reconquista": 1877.1,
        "São João do Rio do Peixe": 1584.6,
        "Yarumal": 4543.0,
        "Jeffreys Bay": 6896.1
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  San Carlos: (-36.42°, -71.96°)",
      "  Reconquista: (-29.15°, -59.65°)",
      "  São João do Rio do Peixe: (-6.73°, -38.45°)",
      "  Yarumal: (6.96°, -75.42°)",
      "  Jeffreys Bay: (-34.05°, 24.92°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Jeffreys Bay: 6896.1 km from centroid",
      "  Yarumal: 4543.0 km from centroid",
      "  San Carlos: 3272.5 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Jeffreys Bay",
      "FINAL ANSWER: Jeffreys Bay"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -31.43084,
        "lon": 152.90894,
        "name": "Port Macquarie"
      },
      {
        "lat": -32.32889,
        "lon": 115.83047,
        "name": "Baldivis"
      },
      {
        "lat": -33.8,
        "lon": 151.18333,
        "name": "Chatswood"
      },
      {
        "lat": -36.9382,
        "lon": 174.84019,
        "name": "Otahuhu"
      },
      {
        "lat": -14.79083,
        "lon": -71.40986,
        "name": "Yauri"
      }
    ],
    "question": "Which location is the geographic outlier among: Port Macquarie, Baldivis, Chatswood, Otahuhu, Yauri?",
    "ground_truth": {
      "answer": "Yauri",
      "outlier_distance_km": 15032.6,
      "second_furthest_km": 6416.0,
      "clarity_ratio": 2.34,
      "median_distance_km": 4580.6,
      "distances_to_centroid": {
        "Port Macquarie": 4580.6,
        "Baldivis": 1097.0,
        "Chatswood": 4379.2,
        "Otahuhu": 6416.0,
        "Yauri": 15032.6
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Port Macquarie: (-31.43°, 152.91°)",
      "  Baldivis: (-32.33°, 115.83°)",
      "  Chatswood: (-33.80°, 151.18°)",
      "  Otahuhu: (-36.94°, 174.84°)",
      "  Yauri: (-14.79°, -71.41°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Yauri: 15032.6 km from centroid",
      "  Otahuhu: 6416.0 km from centroid",
      "  Port Macquarie: 4580.6 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Yauri",
      "FINAL ANSWER: Yauri"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -34.08401,
        "lon": 18.82113,
        "name": "Somerset West"
      },
      {
        "lat": 7.93333,
        "lon": 38.71667,
        "name": "Ziway"
      },
      {
        "lat": -34.58301,
        "lon": 19.35048,
        "name": "Gansbaai"
      },
      {
        "lat": -27.28115,
        "lon": 27.9709,
        "name": "Heilbron"
      },
      {
        "lat": 19.41116,
        "lon": -102.05644,
        "name": "Uruapan"
      }
    ],
    "question": "Which location is the geographic outlier among: Somerset West, Ziway, Gansbaai, Heilbron, Uruapan?",
    "ground_truth": {
      "answer": "Uruapan",
      "outlier_distance_km": 11808.7,
      "second_furthest_km": 4851.1,
      "clarity_ratio": 2.43,
      "median_distance_km": 3217.1,
      "distances_to_centroid": {
        "Somerset West": 2917.2,
        "Ziway": 4851.1,
        "Gansbaai": 2990.9,
        "Heilbron": 3217.1,
        "Uruapan": 11808.7
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Somerset West: (-34.08°, 18.82°)",
      "  Ziway: (7.93°, 38.72°)",
      "  Gansbaai: (-34.58°, 19.35°)",
      "  Heilbron: (-27.28°, 27.97°)",
      "  Uruapan: (19.41°, -102.06°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Uruapan: 11808.7 km from centroid",
      "  Ziway: 4851.1 km from centroid",
      "  Heilbron: 3217.1 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Uruapan",
      "FINAL ANSWER: Uruapan"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -4.13873,
        "lon": -45.11881,
        "name": "Olho d’Água das Cunhãs"
      },
      {
        "lat": -12.5125,
        "lon": -38.49528,
        "name": "São Sebastião do Passé"
      },
      {
        "lat": -4.22583,
        "lon": -38.73056,
        "name": "Redenção"
      },
      {
        "lat": -31.43722,
        "lon": -68.52556,
        "name": "Albardón"
      },
      {
        "lat": -33.75881,
        "lon": 150.99292,
        "name": "Baulkham Hills"
      }
    ],
    "question": "Which location is the geographic outlier among: Olho d’Água das Cunhãs, São Sebastião do Passé, Redenção, Albardón, Baulkham Hills?",
    "ground_truth": {
      "answer": "Baulkham Hills",
      "outlier_distance_km": 13924.3,
      "second_furthest_km": 6258.6,
      "clarity_ratio": 2.22,
      "median_distance_km": 4299.6,
      "distances_to_centroid": {
        "Olho d’Água das Cunhãs": 4299.6,
        "São Sebastião do Passé": 3317.8,
        "Redenção": 3648.7,
        "Albardón": 6258.6,
        "Baulkham Hills": 13924.3
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Olho d’Água das Cunhãs: (-4.14°, -45.12°)",
      "  São Sebastião do Passé: (-12.51°, -38.50°)",
      "  Redenção: (-4.23°, -38.73°)",
      "  Albardón: (-31.44°, -68.53°)",
      "  Baulkham Hills: (-33.76°, 150.99°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Baulkham Hills: 13924.3 km from centroid",
      "  Albardón: 6258.6 km from centroid",
      "  Olho d’Água das Cunhãs: 4299.6 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Baulkham Hills",
      "FINAL ANSWER: Baulkham Hills"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 19.09917,
        "lon": -98.25417,
        "name": "Sanctorum"
      },
      {
        "lat": 39.61366,
        "lon": -86.10665,
        "name": "Greenwood"
      },
      {
        "lat": 38.84622,
        "lon": -77.30637,
        "name": "Fairfax"
      },
      {
        "lat": 41.68199,
        "lon": -85.97667,
        "name": "Elkhart"
      },
      {
        "lat": -26.1844,
        "lon": 27.70203,
        "name": "Randfontein"
      }
    ],
    "question": "Which location is the geographic outlier among: Sanctorum, Greenwood, Fairfax, Elkhart, Randfontein?",
    "ground_truth": {
      "answer": "Randfontein",
      "outlier_distance_km": 11252.0,
      "second_furthest_km": 3574.2,
      "clarity_ratio": 3.15,
      "median_distance_km": 2946.2,
      "distances_to_centroid": {
        "Sanctorum": 3574.2,
        "Greenwood": 2815.1,
        "Fairfax": 2203.4,
        "Elkhart": 2946.2,
        "Randfontein": 11252.0
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Sanctorum: (19.10°, -98.25°)",
      "  Greenwood: (39.61°, -86.11°)",
      "  Fairfax: (38.85°, -77.31°)",
      "  Elkhart: (41.68°, -85.98°)",
      "  Randfontein: (-26.18°, 27.70°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Randfontein: 11252.0 km from centroid",
      "  Sanctorum: 3574.2 km from centroid",
      "  Elkhart: 2946.2 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Randfontein",
      "FINAL ANSWER: Randfontein"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -37.8,
        "lon": 145.28333,
        "name": "Croydon"
      },
      {
        "lat": -33.8,
        "lon": 151.18333,
        "name": "Chatswood"
      },
      {
        "lat": -32.5269,
        "lon": 115.7217,
        "name": "Mandurah"
      },
      {
        "lat": -27.35364,
        "lon": 152.96848,
        "name": "Albany Creek"
      },
      {
        "lat": -26.53333,
        "lon": 29.06667,
        "name": "eMbalenhle"
      }
    ],
    "question": "Which location is the geographic outlier among: Croydon, Chatswood, Mandurah, Albany Creek, eMbalenhle?",
    "ground_truth": {
      "answer": "eMbalenhle",
      "outlier_distance_km": 8482.8,
      "second_furthest_km": 3323.3,
      "clarity_ratio": 2.55,
      "median_distance_km": 3023.4,
      "distances_to_centroid": {
        "Croydon": 2503.7,
        "Chatswood": 3023.4,
        "Mandurah": 311.7,
        "Albany Creek": 3323.3,
        "eMbalenhle": 8482.8
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Croydon: (-37.80°, 145.28°)",
      "  Chatswood: (-33.80°, 151.18°)",
      "  Mandurah: (-32.53°, 115.72°)",
      "  Albany Creek: (-27.35°, 152.97°)",
      "  eMbalenhle: (-26.53°, 29.07°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  eMbalenhle: 8482.8 km from centroid",
      "  Albany Creek: 3323.3 km from centroid",
      "  Chatswood: 3023.4 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: eMbalenhle",
      "FINAL ANSWER: eMbalenhle"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 36.21398,
        "lon": -83.29489,
        "name": "Morristown"
      },
      {
        "lat": 38.96955,
        "lon": -77.3861,
        "name": "Herndon"
      },
      {
        "lat": 42.58759,
        "lon": -72.59953,
        "name": "Greenfield"
      },
      {
        "lat": 40.68038,
        "lon": -73.45512,
        "name": "Massapequa Park"
      },
      {
        "lat": 31.24193,
        "lon": 30.94504,
        "name": "Ar Riyāḑ"
      }
    ],
    "question": "Which location is the geographic outlier among: Morristown, Herndon, Greenfield, Massapequa Park, Ar Riyāḑ?",
    "ground_truth": {
      "answer": "Ar Riyāḑ",
      "outlier_distance_km": 7629.2,
      "second_furthest_km": 2494.0,
      "clarity_ratio": 3.06,
      "median_distance_km": 1934.1,
      "distances_to_centroid": {
        "Morristown": 2494.0,
        "Herndon": 1934.1,
        "Greenfield": 1564.1,
        "Massapequa Park": 1600.3,
        "Ar Riyāḑ": 7629.2
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Morristown: (36.21°, -83.29°)",
      "  Herndon: (38.97°, -77.39°)",
      "  Greenfield: (42.59°, -72.60°)",
      "  Massapequa Park: (40.68°, -73.46°)",
      "  Ar Riyāḑ: (31.24°, 30.95°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Ar Riyāḑ: 7629.2 km from centroid",
      "  Morristown: 2494.0 km from centroid",
      "  Herndon: 1934.1 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Ar Riyāḑ",
      "FINAL ANSWER: Ar Riyāḑ"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 6.45195,
        "lon": -1.57866,
        "name": "Bekwai"
      },
      {
        "lat": 8.1,
        "lon": 36.95,
        "name": "Suntu"
      },
      {
        "lat": -1.17139,
        "lon": 36.83556,
        "name": "Kiambu"
      },
      {
        "lat": -26.05501,
        "lon": 30.82292,
        "name": "Lukwatini"
      },
      {
        "lat": -21.09,
        "lon": -45.56583,
        "name": "Boa Esperança"
      }
    ],
    "question": "Which location is the geographic outlier among: Bekwai, Suntu, Kiambu, Lukwatini, Boa Esperança?",
    "ground_truth": {
      "answer": "Boa Esperança",
      "outlier_distance_km": 6326.6,
      "second_furthest_km": 3270.2,
      "clarity_ratio": 1.93,
      "median_distance_km": 2967.1,
      "distances_to_centroid": {
        "Bekwai": 2063.8,
        "Suntu": 3270.2,
        "Kiambu": 2877.7,
        "Lukwatini": 2967.1,
        "Boa Esperança": 6326.6
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Bekwai: (6.45°, -1.58°)",
      "  Suntu: (8.10°, 36.95°)",
      "  Kiambu: (-1.17°, 36.84°)",
      "  Lukwatini: (-26.06°, 30.82°)",
      "  Boa Esperança: (-21.09°, -45.57°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Boa Esperança: 6326.6 km from centroid",
      "  Suntu: 3270.2 km from centroid",
      "  Lukwatini: 2967.1 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Boa Esperança",
      "FINAL ANSWER: Boa Esperança"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -32.92953,
        "lon": 151.7801,
        "name": "Newcastle"
      },
      {
        "lat": -37.65,
        "lon": 145.03333,
        "name": "Epping"
      },
      {
        "lat": -37.87811,
        "lon": 145.16476,
        "name": "Glen Waverley"
      },
      {
        "lat": -28.21901,
        "lon": 152.03438,
        "name": "Warwick"
      },
      {
        "lat": -13.48694,
        "lon": -39.04389,
        "name": "Cairu"
      }
    ],
    "question": "Which location is the geographic outlier among: Newcastle, Epping, Glen Waverley, Warwick, Cairu?",
    "ground_truth": {
      "answer": "Cairu",
      "outlier_distance_km": 14208.4,
      "second_furthest_km": 3970.3,
      "clarity_ratio": 3.58,
      "median_distance_km": 3857.2,
      "distances_to_centroid": {
        "Newcastle": 3857.2,
        "Epping": 3236.4,
        "Glen Waverley": 3250.2,
        "Warwick": 3970.3,
        "Cairu": 14208.4
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Newcastle: (-32.93°, 151.78°)",
      "  Epping: (-37.65°, 145.03°)",
      "  Glen Waverley: (-37.88°, 145.16°)",
      "  Warwick: (-28.22°, 152.03°)",
      "  Cairu: (-13.49°, -39.04°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Cairu: 14208.4 km from centroid",
      "  Warwick: 3970.3 km from centroid",
      "  Newcastle: 3857.2 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Cairu",
      "FINAL ANSWER: Cairu"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -38.11342,
        "lon": 145.28326,
        "name": "Cranbourne"
      },
      {
        "lat": -33.91938,
        "lon": 150.92588,
        "name": "Liverpool"
      },
      {
        "lat": -37.8,
        "lon": 144.9,
        "name": "Footscray"
      },
      {
        "lat": -27.87683,
        "lon": 153.28572,
        "name": "Upper Coomera"
      },
      {
        "lat": -29.58667,
        "lon": -51.37556,
        "name": "São Sebastião do Caí"
      }
    ],
    "question": "Which location is the geographic outlier among: Cranbourne, Liverpool, Footscray, Upper Coomera, São Sebastião do Caí?",
    "ground_truth": {
      "answer": "São Sebastião do Caí",
      "outlier_distance_km": 12695.0,
      "second_furthest_km": 4285.7,
      "clarity_ratio": 2.96,
      "median_distance_km": 3887.6,
      "distances_to_centroid": {
        "Cranbourne": 3326.9,
        "Liverpool": 3887.6,
        "Footscray": 3294.9,
        "Upper Coomera": 4285.7,
        "São Sebastião do Caí": 12695.0
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Cranbourne: (-38.11°, 145.28°)",
      "  Liverpool: (-33.92°, 150.93°)",
      "  Footscray: (-37.80°, 144.90°)",
      "  Upper Coomera: (-27.88°, 153.29°)",
      "  São Sebastião do Caí: (-29.59°, -51.38°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  São Sebastião do Caí: 12695.0 km from centroid",
      "  Upper Coomera: 4285.7 km from centroid",
      "  Liverpool: 3887.6 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: São Sebastião do Caí",
      "FINAL ANSWER: São Sebastião do Caí"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -16.06583,
        "lon": -47.97861,
        "name": "Valparaíso de Goiás"
      },
      {
        "lat": -9.47833,
        "lon": -35.85333,
        "name": "Rio Largo"
      },
      {
        "lat": -5.73333,
        "lon": -44.15833,
        "name": "Fortuna"
      },
      {
        "lat": -2.76194,
        "lon": -42.27444,
        "name": "Tutóia"
      },
      {
        "lat": 30.7263,
        "lon": 107.65726,
        "name": "Mingda"
      }
    ],
    "question": "Which location is the geographic outlier among: Valparaíso de Goiás, Rio Largo, Fortuna, Tutóia, Mingda?",
    "ground_truth": {
      "answer": "Mingda",
      "outlier_distance_km": 12896.0,
      "second_furthest_km": 4247.4,
      "clarity_ratio": 3.04,
      "median_distance_km": 3556.1,
      "distances_to_centroid": {
        "Valparaíso de Goiás": 4247.4,
        "Rio Largo": 2761.3,
        "Fortuna": 3556.1,
        "Tutóia": 3314.9,
        "Mingda": 12896.0
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Valparaíso de Goiás: (-16.07°, -47.98°)",
      "  Rio Largo: (-9.48°, -35.85°)",
      "  Fortuna: (-5.73°, -44.16°)",
      "  Tutóia: (-2.76°, -42.27°)",
      "  Mingda: (30.73°, 107.66°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Mingda: 12896.0 km from centroid",
      "  Valparaíso de Goiás: 4247.4 km from centroid",
      "  Fortuna: 3556.1 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Mingda",
      "FINAL ANSWER: Mingda"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 26.35869,
        "lon": -80.0831,
        "name": "Boca Raton"
      },
      {
        "lat": 38.64255,
        "lon": -90.32373,
        "name": "Clayton"
      },
      {
        "lat": 40.84288,
        "lon": -73.29289,
        "name": "Commack"
      },
      {
        "lat": 40.56233,
        "lon": -74.13986,
        "name": "Staten Island"
      },
      {
        "lat": -36.96587,
        "lon": 174.82389,
        "name": "Mangere East"
      }
    ],
    "question": "Which location is the geographic outlier among: Boca Raton, Clayton, Commack, Staten Island, Mangere East?",
    "ground_truth": {
      "answer": "Mangere East",
      "outlier_distance_km": 17207.5,
      "second_furthest_km": 6095.6,
      "clarity_ratio": 2.82,
      "median_distance_km": 5214.6,
      "distances_to_centroid": {
        "Boca Raton": 5214.6,
        "Clayton": 6095.6,
        "Commack": 4673.0,
        "Staten Island": 4736.0,
        "Mangere East": 17207.5
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Boca Raton: (26.36°, -80.08°)",
      "  Clayton: (38.64°, -90.32°)",
      "  Commack: (40.84°, -73.29°)",
      "  Staten Island: (40.56°, -74.14°)",
      "  Mangere East: (-36.97°, 174.82°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Mangere East: 17207.5 km from centroid",
      "  Clayton: 6095.6 km from centroid",
      "  Boca Raton: 5214.6 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Mangere East",
      "FINAL ANSWER: Mangere East"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -26.71667,
        "lon": 27.1,
        "name": "Potchefstroom"
      },
      {
        "lat": -23.30246,
        "lon": 30.71868,
        "name": "Giyani"
      },
      {
        "lat": 7.13333,
        "lon": 37.95,
        "name": "Shonē"
      },
      {
        "lat": -1.24627,
        "lon": 36.66291,
        "name": "Kikuyu"
      },
      {
        "lat": 50.0888,
        "lon": 9.06455,
        "name": "Alzenau in Unterfranken"
      }
    ],
    "question": "Which location is the geographic outlier among: Potchefstroom, Giyani, Shonē, Kikuyu, Alzenau in Unterfranken?",
    "ground_truth": {
      "answer": "Alzenau in Unterfranken",
      "outlier_distance_km": 5734.0,
      "second_furthest_km": 3105.9,
      "clarity_ratio": 1.85,
      "median_distance_km": 2736.1,
      "distances_to_centroid": {
        "Potchefstroom": 3105.9,
        "Giyani": 2736.1,
        "Shonē": 1257.4,
        "Kikuyu": 968.6,
        "Alzenau in Unterfranken": 5734.0
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Potchefstroom: (-26.72°, 27.10°)",
      "  Giyani: (-23.30°, 30.72°)",
      "  Shonē: (7.13°, 37.95°)",
      "  Kikuyu: (-1.25°, 36.66°)",
      "  Alzenau in Unterfranken: (50.09°, 9.06°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Alzenau in Unterfranken: 5734.0 km from centroid",
      "  Potchefstroom: 3105.9 km from centroid",
      "  Giyani: 2736.1 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Alzenau in Unterfranken",
      "FINAL ANSWER: Alzenau in Unterfranken"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 43.64791,
        "lon": -79.40849,
        "name": "Trinity-Bellwoods"
      },
      {
        "lat": 41.76371,
        "lon": -72.68509,
        "name": "Hartford"
      },
      {
        "lat": 19.71306,
        "lon": -98.96833,
        "name": "Tecámac de Felipe Villanueva"
      },
      {
        "lat": 19.02492,
        "lon": -102.09318,
        "name": "Nueva Italia de Ruiz"
      },
      {
        "lat": 7.28889,
        "lon": 36.24167,
        "name": "Bonga"
      }
    ],
    "question": "Which location is the geographic outlier among: Trinity-Bellwoods, Hartford, Tecámac de Felipe Villanueva, Nueva Italia de Ruiz, Bonga?",
    "ground_truth": {
      "answer": "Bonga",
      "outlier_distance_km": 10597.7,
      "second_furthest_km": 4038.1,
      "clarity_ratio": 2.62,
      "median_distance_km": 3702.9,
      "distances_to_centroid": {
        "Trinity-Bellwoods": 2411.2,
        "Hartford": 1919.7,
        "Tecámac de Felipe Villanueva": 3702.9,
        "Nueva Italia de Ruiz": 4038.1,
        "Bonga": 10597.7
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Trinity-Bellwoods: (43.65°, -79.41°)",
      "  Hartford: (41.76°, -72.69°)",
      "  Tecámac de Felipe Villanueva: (19.71°, -98.97°)",
      "  Nueva Italia de Ruiz: (19.02°, -102.09°)",
      "  Bonga: (7.29°, 36.24°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Bonga: 10597.7 km from centroid",
      "  Nueva Italia de Ruiz: 4038.1 km from centroid",
      "  Tecámac de Felipe Villanueva: 3702.9 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Bonga",
      "FINAL ANSWER: Bonga"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -0.49887,
        "lon": 37.28031,
        "name": "Kerugoya"
      },
      {
        "lat": 14.07294,
        "lon": 36.56828,
        "name": "May Cadera"
      },
      {
        "lat": 5.78917,
        "lon": 7.83829,
        "name": "Amaigbo"
      },
      {
        "lat": 7.94783,
        "lon": 4.78836,
        "name": "Otan Ayegbaju"
      },
      {
        "lat": -16.39899,
        "lon": -71.53747,
        "name": "Arequipa"
      }
    ],
    "question": "Which location is the geographic outlier among: Kerugoya, May Cadera, Amaigbo, Otan Ayegbaju, Arequipa?",
    "ground_truth": {
      "answer": "Arequipa",
      "outlier_distance_km": 8430.4,
      "second_furthest_km": 3918.1,
      "clarity_ratio": 2.15,
      "median_distance_km": 3824.0,
      "distances_to_centroid": {
        "Kerugoya": 3824.0,
        "May Cadera": 3918.1,
        "Amaigbo": 671.0,
        "Otan Ayegbaju": 671.4,
        "Arequipa": 8430.4
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Kerugoya: (-0.50°, 37.28°)",
      "  May Cadera: (14.07°, 36.57°)",
      "  Amaigbo: (5.79°, 7.84°)",
      "  Otan Ayegbaju: (7.95°, 4.79°)",
      "  Arequipa: (-16.40°, -71.54°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Arequipa: 8430.4 km from centroid",
      "  May Cadera: 3918.1 km from centroid",
      "  Kerugoya: 3824.0 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Arequipa",
      "FINAL ANSWER: Arequipa"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -23.71056,
        "lon": -46.41333,
        "name": "Ribeirão Pires"
      },
      {
        "lat": 6.28535,
        "lon": -75.33385,
        "name": "San Vicente"
      },
      {
        "lat": -12.78691,
        "lon": -74.97298,
        "name": "Huancavelica"
      },
      {
        "lat": -7.74778,
        "lon": -34.82556,
        "name": "Ilha de Itamaracá"
      },
      {
        "lat": 28.35831,
        "lon": 33.07829,
        "name": "Ras Gharib"
      }
    ],
    "question": "Which location is the geographic outlier among: Ribeirão Pires, San Vicente, Huancavelica, Ilha de Itamaracá, Ras Gharib?",
    "ground_truth": {
      "answer": "Ras Gharib",
      "outlier_distance_km": 8433.4,
      "second_furthest_km": 4067.1,
      "clarity_ratio": 2.07,
      "median_distance_km": 4060.5,
      "distances_to_centroid": {
        "Ribeirão Pires": 2528.7,
        "San Vicente": 4060.5,
        "Huancavelica": 4067.1,
        "Ilha de Itamaracá": 842.9,
        "Ras Gharib": 8433.4
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Ribeirão Pires: (-23.71°, -46.41°)",
      "  San Vicente: (6.29°, -75.33°)",
      "  Huancavelica: (-12.79°, -74.97°)",
      "  Ilha de Itamaracá: (-7.75°, -34.83°)",
      "  Ras Gharib: (28.36°, 33.08°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Ras Gharib: 8433.4 km from centroid",
      "  Huancavelica: 4067.1 km from centroid",
      "  San Vicente: 4060.5 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Ras Gharib",
      "FINAL ANSWER: Ras Gharib"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 29.56884,
        "lon": -97.96473,
        "name": "Seguin"
      },
      {
        "lat": 39.84395,
        "lon": -84.12466,
        "name": "Huber Heights"
      },
      {
        "lat": 35.28275,
        "lon": -120.65962,
        "name": "San Luis Obispo"
      },
      {
        "lat": 38.61095,
        "lon": -77.33971,
        "name": "Montclair"
      },
      {
        "lat": -37.75,
        "lon": 145.01667,
        "name": "Preston"
      }
    ],
    "question": "Which location is the geographic outlier among: Seguin, Huber Heights, San Luis Obispo, Montclair, Preston?",
    "ground_truth": {
      "answer": "Preston",
      "outlier_distance_km": 17833.2,
      "second_furthest_km": 7228.7,
      "clarity_ratio": 2.47,
      "median_distance_km": 5165.7,
      "distances_to_centroid": {
        "Seguin": 5165.7,
        "Huber Heights": 4078.8,
        "San Luis Obispo": 7228.7,
        "Montclair": 3486.3,
        "Preston": 17833.2
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Seguin: (29.57°, -97.96°)",
      "  Huber Heights: (39.84°, -84.12°)",
      "  San Luis Obispo: (35.28°, -120.66°)",
      "  Montclair: (38.61°, -77.34°)",
      "  Preston: (-37.75°, 145.02°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Preston: 17833.2 km from centroid",
      "  San Luis Obispo: 7228.7 km from centroid",
      "  Seguin: 5165.7 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Preston",
      "FINAL ANSWER: Preston"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 51.6021,
        "lon": -3.34211,
        "name": "Pontypridd"
      },
      {
        "lat": 53.7446,
        "lon": -0.33525,
        "name": "Kingston upon Hull"
      },
      {
        "lat": 48.8898,
        "lon": 2.15863,
        "name": "Chatou"
      },
      {
        "lat": 45.11326,
        "lon": 41.0365,
        "name": "Novokubansk"
      },
      {
        "lat": -33.91667,
        "lon": 151.03333,
        "name": "Bankstown"
      }
    ],
    "question": "Which location is the geographic outlier among: Pontypridd, Kingston upon Hull, Chatou, Novokubansk, Bankstown?",
    "ground_truth": {
      "answer": "Bankstown",
      "outlier_distance_km": 13913.7,
      "second_furthest_km": 3905.9,
      "clarity_ratio": 3.56,
      "median_distance_km": 3789.2,
      "distances_to_centroid": {
        "Pontypridd": 3905.9,
        "Kingston upon Hull": 3789.2,
        "Chatou": 3445.8,
        "Novokubansk": 1360.7,
        "Bankstown": 13913.7
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Pontypridd: (51.60°, -3.34°)",
      "  Kingston upon Hull: (53.74°, -0.34°)",
      "  Chatou: (48.89°, 2.16°)",
      "  Novokubansk: (45.11°, 41.04°)",
      "  Bankstown: (-33.92°, 151.03°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Bankstown: 13913.7 km from centroid",
      "  Pontypridd: 3905.9 km from centroid",
      "  Kingston upon Hull: 3789.2 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Bankstown",
      "FINAL ANSWER: Bankstown"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 40.72677,
        "lon": -73.6343,
        "name": "Garden City"
      },
      {
        "lat": 38.20091,
        "lon": -84.87328,
        "name": "Frankfort"
      },
      {
        "lat": 33.41477,
        "lon": -111.90931,
        "name": "Tempe"
      },
      {
        "lat": 18.42131,
        "lon": -95.11398,
        "name": "Catemaco"
      },
      {
        "lat": 9.63497,
        "lon": 106.49237,
        "name": "Duyên Hải"
      }
    ],
    "question": "Which location is the geographic outlier among: Garden City, Frankfort, Tempe, Catemaco, Duyên Hải?",
    "ground_truth": {
      "answer": "Duyên Hải",
      "outlier_distance_km": 15215.7,
      "second_furthest_km": 5695.6,
      "clarity_ratio": 2.67,
      "median_distance_km": 4528.1,
      "distances_to_centroid": {
        "Garden City": 2435.7,
        "Frankfort": 3257.0,
        "Tempe": 5695.6,
        "Catemaco": 4528.1,
        "Duyên Hải": 15215.7
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Garden City: (40.73°, -73.63°)",
      "  Frankfort: (38.20°, -84.87°)",
      "  Tempe: (33.41°, -111.91°)",
      "  Catemaco: (18.42°, -95.11°)",
      "  Duyên Hải: (9.63°, 106.49°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Duyên Hải: 15215.7 km from centroid",
      "  Tempe: 5695.6 km from centroid",
      "  Catemaco: 4528.1 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Duyên Hải",
      "FINAL ANSWER: Duyên Hải"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -41.05584,
        "lon": 145.90375,
        "name": "Burnie"
      },
      {
        "lat": -27.44187,
        "lon": 152.93861,
        "name": "The Gap"
      },
      {
        "lat": -36.12179,
        "lon": 146.88809,
        "name": "Wodonga"
      },
      {
        "lat": -37.83333,
        "lon": 145.05,
        "name": "Glenferrie"
      },
      {
        "lat": 54.06398,
        "lon": 54.93378,
        "name": "Rayevskiy"
      }
    ],
    "question": "Which location is the geographic outlier among: Burnie, The Gap, Wodonga, Glenferrie, Rayevskiy?",
    "ground_truth": {
      "answer": "Rayevskiy",
      "outlier_distance_km": 10605.4,
      "second_furthest_km": 3052.7,
      "clarity_ratio": 3.47,
      "median_distance_km": 2724.5,
      "distances_to_centroid": {
        "Burnie": 3052.7,
        "The Gap": 2667.3,
        "Wodonga": 2692.5,
        "Glenferrie": 2724.5,
        "Rayevskiy": 10605.4
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Burnie: (-41.06°, 145.90°)",
      "  The Gap: (-27.44°, 152.94°)",
      "  Wodonga: (-36.12°, 146.89°)",
      "  Glenferrie: (-37.83°, 145.05°)",
      "  Rayevskiy: (54.06°, 54.93°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Rayevskiy: 10605.4 km from centroid",
      "  Burnie: 3052.7 km from centroid",
      "  Glenferrie: 2724.5 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Rayevskiy",
      "FINAL ANSWER: Rayevskiy"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -25.88278,
        "lon": -48.57472,
        "name": "Guaratuba"
      },
      {
        "lat": -18.44833,
        "lon": -50.45167,
        "name": "Quirinópolis"
      },
      {
        "lat": -13.44083,
        "lon": -49.14861,
        "name": "Porangatu"
      },
      {
        "lat": -27.34361,
        "lon": -51.61194,
        "name": "Capinzal"
      },
      {
        "lat": 40.04622,
        "lon": -75.35991,
        "name": "Radnor"
      }
    ],
    "question": "Which location is the geographic outlier among: Guaratuba, Quirinópolis, Porangatu, Capinzal, Radnor?",
    "ground_truth": {
      "answer": "Radnor",
      "outlier_distance_km": 5842.5,
      "second_furthest_km": 2069.5,
      "clarity_ratio": 2.82,
      "median_distance_km": 1995.7,
      "distances_to_centroid": {
        "Guaratuba": 1995.7,
        "Quirinópolis": 1159.5,
        "Porangatu": 808.4,
        "Capinzal": 2069.5,
        "Radnor": 5842.5
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Guaratuba: (-25.88°, -48.57°)",
      "  Quirinópolis: (-18.45°, -50.45°)",
      "  Porangatu: (-13.44°, -49.15°)",
      "  Capinzal: (-27.34°, -51.61°)",
      "  Radnor: (40.05°, -75.36°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Radnor: 5842.5 km from centroid",
      "  Capinzal: 2069.5 km from centroid",
      "  Guaratuba: 1995.7 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Radnor",
      "FINAL ANSWER: Radnor"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 12.51921,
        "lon": 78.21382,
        "name": "Krishnagiri"
      },
      {
        "lat": 13.921,
        "lon": 122.1002,
        "name": "Gumaca"
      },
      {
        "lat": 41.71972,
        "lon": 125.92639,
        "name": "Tonghua"
      },
      {
        "lat": 35.43333,
        "lon": 126.7,
        "name": "Koch'ang"
      },
      {
        "lat": -28.21344,
        "lon": -49.16383,
        "name": "São José"
      }
    ],
    "question": "Which location is the geographic outlier among: Krishnagiri, Gumaca, Tonghua, Koch'ang, São José?",
    "ground_truth": {
      "answer": "São José",
      "outlier_distance_km": 14676.3,
      "second_furthest_km": 5233.2,
      "clarity_ratio": 2.8,
      "median_distance_km": 5086.5,
      "distances_to_centroid": {
        "Krishnagiri": 395.1,
        "Gumaca": 4446.3,
        "Tonghua": 5233.2,
        "Koch'ang": 5086.5,
        "São José": 14676.3
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Krishnagiri: (12.52°, 78.21°)",
      "  Gumaca: (13.92°, 122.10°)",
      "  Tonghua: (41.72°, 125.93°)",
      "  Koch'ang: (35.43°, 126.70°)",
      "  São José: (-28.21°, -49.16°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  São José: 14676.3 km from centroid",
      "  Tonghua: 5233.2 km from centroid",
      "  Koch'ang: 5086.5 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: São José",
      "FINAL ANSWER: São José"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 7.68287,
        "lon": 4.81769,
        "name": "Ijebu-Jesa"
      },
      {
        "lat": 6.71897,
        "lon": -1.61188,
        "name": "New Tafo"
      },
      {
        "lat": 5.61455,
        "lon": 7.81191,
        "name": "Ohafia-Ifigh"
      },
      {
        "lat": 7.11345,
        "lon": 6.73866,
        "name": "Idah"
      },
      {
        "lat": -7.99194,
        "lon": -38.29833,
        "name": "Serra Talhada"
      }
    ],
    "question": "Which location is the geographic outlier among: Ijebu-Jesa, New Tafo, Ohafia-Ifigh, Idah, Serra Talhada?",
    "ground_truth": {
      "answer": "Serra Talhada",
      "outlier_distance_km": 4013.6,
      "second_furthest_km": 1335.8,
      "clarity_ratio": 3.0,
      "median_distance_km": 1254.8,
      "distances_to_centroid": {
        "Ijebu-Jesa": 1076.4,
        "New Tafo": 424.0,
        "Ohafia-Ifigh": 1335.8,
        "Idah": 1254.8,
        "Serra Talhada": 4013.6
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Ijebu-Jesa: (7.68°, 4.82°)",
      "  New Tafo: (6.72°, -1.61°)",
      "  Ohafia-Ifigh: (5.61°, 7.81°)",
      "  Idah: (7.11°, 6.74°)",
      "  Serra Talhada: (-7.99°, -38.30°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Serra Talhada: 4013.6 km from centroid",
      "  Ohafia-Ifigh: 1335.8 km from centroid",
      "  Idah: 1254.8 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Serra Talhada",
      "FINAL ANSWER: Serra Talhada"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 10.9992,
        "lon": 10.41062,
        "name": "Darazo"
      },
      {
        "lat": 8.58679,
        "lon": 39.12111,
        "name": "Mojo"
      },
      {
        "lat": 7.15109,
        "lon": 35.81703,
        "name": "Wacha"
      },
      {
        "lat": 9.87342,
        "lon": 7.95407,
        "name": "Kachia"
      },
      {
        "lat": 10.32361,
        "lon": 123.92222,
        "name": "Mandaue City"
      }
    ],
    "question": "Which location is the geographic outlier among: Darazo, Mojo, Wacha, Kachia, Mandaue City?",
    "ground_truth": {
      "answer": "Mandaue City",
      "outlier_distance_km": 8790.9,
      "second_furthest_km": 3889.4,
      "clarity_ratio": 2.26,
      "median_distance_km": 3618.0,
      "distances_to_centroid": {
        "Darazo": 3618.0,
        "Mojo": 483.1,
        "Wacha": 875.3,
        "Kachia": 3889.4,
        "Mandaue City": 8790.9
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Darazo: (11.00°, 10.41°)",
      "  Mojo: (8.59°, 39.12°)",
      "  Wacha: (7.15°, 35.82°)",
      "  Kachia: (9.87°, 7.95°)",
      "  Mandaue City: (10.32°, 123.92°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Mandaue City: 8790.9 km from centroid",
      "  Kachia: 3889.4 km from centroid",
      "  Darazo: 3618.0 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Mandaue City",
      "FINAL ANSWER: Mandaue City"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 40.68149,
        "lon": -73.39984,
        "name": "Copiague"
      },
      {
        "lat": 24.55524,
        "lon": -81.78163,
        "name": "Key West"
      },
      {
        "lat": 25.94065,
        "lon": -80.2456,
        "name": "Carol City"
      },
      {
        "lat": 40.88939,
        "lon": -111.88077,
        "name": "Bountiful"
      },
      {
        "lat": -13.62611,
        "lon": -41.32694,
        "name": "Barra da Estiva"
      }
    ],
    "question": "Which location is the geographic outlier among: Copiague, Key West, Carol City, Bountiful, Barra da Estiva?",
    "ground_truth": {
      "answer": "Barra da Estiva",
      "outlier_distance_km": 5733.3,
      "second_furthest_km": 3702.0,
      "clarity_ratio": 1.55,
      "median_distance_km": 1932.3,
      "distances_to_centroid": {
        "Copiague": 1932.3,
        "Key West": 422.6,
        "Carol City": 356.8,
        "Bountiful": 3702.0,
        "Barra da Estiva": 5733.3
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Copiague: (40.68°, -73.40°)",
      "  Key West: (24.56°, -81.78°)",
      "  Carol City: (25.94°, -80.25°)",
      "  Bountiful: (40.89°, -111.88°)",
      "  Barra da Estiva: (-13.63°, -41.33°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Barra da Estiva: 5733.3 km from centroid",
      "  Bountiful: 3702.0 km from centroid",
      "  Copiague: 1932.3 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Barra da Estiva",
      "FINAL ANSWER: Barra da Estiva"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -5.10667,
        "lon": -38.3725,
        "name": "Morada Nova"
      },
      {
        "lat": -19.27444,
        "lon": -44.40417,
        "name": "Paraopeba"
      },
      {
        "lat": -8.09056,
        "lon": -39.57833,
        "name": "Parnamirim"
      },
      {
        "lat": -22.95972,
        "lon": -44.04056,
        "name": "Mangaratiba"
      },
      {
        "lat": 55.66951,
        "lon": 86.27485,
        "name": "Berëzovskiy"
      }
    ],
    "question": "Which location is the geographic outlier among: Morada Nova, Paraopeba, Parnamirim, Mangaratiba, Berëzovskiy?",
    "ground_truth": {
      "answer": "Berëzovskiy",
      "outlier_distance_km": 10770.4,
      "second_furthest_km": 3964.5,
      "clarity_ratio": 2.72,
      "median_distance_km": 3767.1,
      "distances_to_centroid": {
        "Morada Nova": 2547.0,
        "Paraopeba": 3767.1,
        "Parnamirim": 2762.7,
        "Mangaratiba": 3964.5,
        "Berëzovskiy": 10770.4
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Morada Nova: (-5.11°, -38.37°)",
      "  Paraopeba: (-19.27°, -44.40°)",
      "  Parnamirim: (-8.09°, -39.58°)",
      "  Mangaratiba: (-22.96°, -44.04°)",
      "  Berëzovskiy: (55.67°, 86.27°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Berëzovskiy: 10770.4 km from centroid",
      "  Mangaratiba: 3964.5 km from centroid",
      "  Paraopeba: 3767.1 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Berëzovskiy",
      "FINAL ANSWER: Berëzovskiy"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -24.15667,
        "lon": -54.09694,
        "name": "Terra Roxa"
      },
      {
        "lat": -31.64881,
        "lon": -60.70868,
        "name": "Santa Fe"
      },
      {
        "lat": -12.67,
        "lon": -39.10194,
        "name": "Cruz das Almas"
      },
      {
        "lat": -26.48417,
        "lon": -51.99056,
        "name": "Palmas"
      },
      {
        "lat": 11.73333,
        "lon": 38.46667,
        "name": "Nefas Mewch’a"
      }
    ],
    "question": "Which location is the geographic outlier among: Terra Roxa, Santa Fe, Cruz das Almas, Palmas, Nefas Mewch’a?",
    "ground_truth": {
      "answer": "Nefas Mewch’a",
      "outlier_distance_km": 8513.5,
      "second_furthest_km": 3212.1,
      "clarity_ratio": 2.65,
      "median_distance_km": 2301.4,
      "distances_to_centroid": {
        "Terra Roxa": 2301.4,
        "Santa Fe": 3212.1,
        "Cruz das Almas": 748.4,
        "Palmas": 2200.2,
        "Nefas Mewch’a": 8513.5
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Terra Roxa: (-24.16°, -54.10°)",
      "  Santa Fe: (-31.65°, -60.71°)",
      "  Cruz das Almas: (-12.67°, -39.10°)",
      "  Palmas: (-26.48°, -51.99°)",
      "  Nefas Mewch’a: (11.73°, 38.47°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Nefas Mewch’a: 8513.5 km from centroid",
      "  Santa Fe: 3212.1 km from centroid",
      "  Terra Roxa: 2301.4 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Nefas Mewch’a",
      "FINAL ANSWER: Nefas Mewch’a"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 26.18924,
        "lon": -98.15529,
        "name": "San Juan"
      },
      {
        "lat": 32.93457,
        "lon": -97.25168,
        "name": "Keller"
      },
      {
        "lat": 46.04178,
        "lon": -73.11358,
        "name": "Sorel-Tracy"
      },
      {
        "lat": 40.8501,
        "lon": -73.93541,
        "name": "Washington Heights"
      },
      {
        "lat": -33.91075,
        "lon": 19.1198,
        "name": "Franschhoek"
      }
    ],
    "question": "Which location is the geographic outlier among: San Juan, Keller, Sorel-Tracy, Washington Heights, Franschhoek?",
    "ground_truth": {
      "answer": "Franschhoek",
      "outlier_distance_km": 10836.6,
      "second_furthest_km": 3410.1,
      "clarity_ratio": 3.18,
      "median_distance_km": 3398.2,
      "distances_to_centroid": {
        "San Juan": 3410.1,
        "Keller": 3398.2,
        "Sorel-Tracy": 2735.1,
        "Washington Heights": 2225.9,
        "Franschhoek": 10836.6
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  San Juan: (26.19°, -98.16°)",
      "  Keller: (32.93°, -97.25°)",
      "  Sorel-Tracy: (46.04°, -73.11°)",
      "  Washington Heights: (40.85°, -73.94°)",
      "  Franschhoek: (-33.91°, 19.12°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Franschhoek: 10836.6 km from centroid",
      "  San Juan: 3410.1 km from centroid",
      "  Keller: 3398.2 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Franschhoek",
      "FINAL ANSWER: Franschhoek"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 53.75379,
        "lon": -2.35863,
        "name": "Accrington"
      },
      {
        "lat": 55.71667,
        "lon": 37.41667,
        "name": "Bol’shaya Setun’"
      },
      {
        "lat": 59.8393,
        "lon": 30.49873,
        "name": "Rybatskoye"
      },
      {
        "lat": 51.50417,
        "lon": 3.88889,
        "name": "Goes"
      },
      {
        "lat": 4.08466,
        "lon": -76.19536,
        "name": "Tuluá"
      }
    ],
    "question": "Which location is the geographic outlier among: Accrington, Bol’shaya Setun’, Rybatskoye, Goes, Tuluá?",
    "ground_truth": {
      "answer": "Tuluá",
      "outlier_distance_km": 8497.5,
      "second_furthest_km": 2949.8,
      "clarity_ratio": 2.88,
      "median_distance_km": 2676.4,
      "distances_to_centroid": {
        "Accrington": 978.3,
        "Bol’shaya Setun’": 2949.8,
        "Rybatskoye": 2676.4,
        "Goes": 822.2,
        "Tuluá": 8497.5
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Accrington: (53.75°, -2.36°)",
      "  Bol’shaya Setun’: (55.72°, 37.42°)",
      "  Rybatskoye: (59.84°, 30.50°)",
      "  Goes: (51.50°, 3.89°)",
      "  Tuluá: (4.08°, -76.20°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Tuluá: 8497.5 km from centroid",
      "  Bol’shaya Setun’: 2949.8 km from centroid",
      "  Rybatskoye: 2676.4 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Tuluá",
      "FINAL ANSWER: Tuluá"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -34.92866,
        "lon": 138.59863,
        "name": "Adelaide"
      },
      {
        "lat": -33.7061,
        "lon": 150.7094,
        "name": "Cranebrook"
      },
      {
        "lat": -34.424,
        "lon": 150.89345,
        "name": "Wollongong"
      },
      {
        "lat": -32.05799,
        "lon": 115.91814,
        "name": "Canning Vale"
      },
      {
        "lat": 44.95302,
        "lon": -92.99522,
        "name": "Maplewood"
      }
    ],
    "question": "Which location is the geographic outlier among: Adelaide, Cranebrook, Wollongong, Canning Vale, Maplewood?",
    "ground_truth": {
      "answer": "Maplewood",
      "outlier_distance_km": 16976.5,
      "second_furthest_km": 6006.6,
      "clarity_ratio": 2.83,
      "median_distance_km": 5987.2,
      "distances_to_centroid": {
        "Adelaide": 4895.2,
        "Cranebrook": 5987.2,
        "Wollongong": 6006.6,
        "Canning Vale": 2806.9,
        "Maplewood": 16976.5
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Adelaide: (-34.93°, 138.60°)",
      "  Cranebrook: (-33.71°, 150.71°)",
      "  Wollongong: (-34.42°, 150.89°)",
      "  Canning Vale: (-32.06°, 115.92°)",
      "  Maplewood: (44.95°, -93.00°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Maplewood: 16976.5 km from centroid",
      "  Wollongong: 6006.6 km from centroid",
      "  Cranebrook: 5987.2 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Maplewood",
      "FINAL ANSWER: Maplewood"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 39.62839,
        "lon": -84.15938,
        "name": "Centerville"
      },
      {
        "lat": 41.60003,
        "lon": -87.93811,
        "name": "Homer Glen"
      },
      {
        "lat": 40.0645,
        "lon": -75.1875,
        "name": "East Mount Airy"
      },
      {
        "lat": 40.92501,
        "lon": -98.34201,
        "name": "Grand Island"
      },
      {
        "lat": -45.87416,
        "lon": 170.50361,
        "name": "Dunedin"
      }
    ],
    "question": "Which location is the geographic outlier among: Centerville, Homer Glen, East Mount Airy, Grand Island, Dunedin?",
    "ground_truth": {
      "answer": "Dunedin",
      "outlier_distance_km": 16612.4,
      "second_furthest_km": 6139.8,
      "clarity_ratio": 2.71,
      "median_distance_km": 5273.5,
      "distances_to_centroid": {
        "Centerville": 4933.2,
        "Homer Glen": 5273.5,
        "East Mount Airy": 4188.5,
        "Grand Island": 6139.8,
        "Dunedin": 16612.4
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Centerville: (39.63°, -84.16°)",
      "  Homer Glen: (41.60°, -87.94°)",
      "  East Mount Airy: (40.06°, -75.19°)",
      "  Grand Island: (40.93°, -98.34°)",
      "  Dunedin: (-45.87°, 170.50°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Dunedin: 16612.4 km from centroid",
      "  Grand Island: 6139.8 km from centroid",
      "  Homer Glen: 5273.5 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Dunedin",
      "FINAL ANSWER: Dunedin"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 54.65983,
        "lon": -5.90858,
        "name": "Newtownabbey"
      },
      {
        "lat": 48.65698,
        "lon": 9.22049,
        "name": "Filderstadt"
      },
      {
        "lat": 54.58048,
        "lon": 16.86194,
        "name": "Ustka"
      },
      {
        "lat": 50.74114,
        "lon": 8.28699,
        "name": "Dillenburg"
      },
      {
        "lat": 5.25198,
        "lon": 100.49046,
        "name": "Val Dor"
      }
    ],
    "question": "Which location is the geographic outlier among: Newtownabbey, Filderstadt, Ustka, Dillenburg, Val Dor?",
    "ground_truth": {
      "answer": "Val Dor",
      "outlier_distance_km": 8364.6,
      "second_furthest_km": 2642.0,
      "clarity_ratio": 3.17,
      "median_distance_km": 1594.3,
      "distances_to_centroid": {
        "Newtownabbey": 2642.0,
        "Filderstadt": 1438.8,
        "Ustka": 1464.3,
        "Dillenburg": 1594.3,
        "Val Dor": 8364.6
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Newtownabbey: (54.66°, -5.91°)",
      "  Filderstadt: (48.66°, 9.22°)",
      "  Ustka: (54.58°, 16.86°)",
      "  Dillenburg: (50.74°, 8.29°)",
      "  Val Dor: (5.25°, 100.49°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Val Dor: 8364.6 km from centroid",
      "  Newtownabbey: 2642.0 km from centroid",
      "  Dillenburg: 1594.3 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Val Dor",
      "FINAL ANSWER: Val Dor"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 20.65002,
        "lon": -98.65628,
        "name": "Zacualtipán"
      },
      {
        "lat": 40.23126,
        "lon": -74.67223,
        "name": "Mercerville-Hamilton Square"
      },
      {
        "lat": 40.42118,
        "lon": -79.7881,
        "name": "Monroeville"
      },
      {
        "lat": 34.26945,
        "lon": -118.78148,
        "name": "Simi Valley"
      },
      {
        "lat": 12.30696,
        "lon": 78.07022,
        "name": "Pālakkodu"
      }
    ],
    "question": "Which location is the geographic outlier among: Zacualtipán, Mercerville-Hamilton Square, Monroeville, Simi Valley, Pālakkodu?",
    "ground_truth": {
      "answer": "Pālakkodu",
      "outlier_distance_km": 13451.2,
      "second_furthest_km": 5606.8,
      "clarity_ratio": 2.4,
      "median_distance_km": 4115.8,
      "distances_to_centroid": {
        "Zacualtipán": 4115.8,
        "Mercerville-Hamilton Square": 1867.8,
        "Monroeville": 2254.0,
        "Simi Valley": 5606.8,
        "Pālakkodu": 13451.2
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Zacualtipán: (20.65°, -98.66°)",
      "  Mercerville-Hamilton Square: (40.23°, -74.67°)",
      "  Monroeville: (40.42°, -79.79°)",
      "  Simi Valley: (34.27°, -118.78°)",
      "  Pālakkodu: (12.31°, 78.07°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Pālakkodu: 13451.2 km from centroid",
      "  Simi Valley: 5606.8 km from centroid",
      "  Zacualtipán: 4115.8 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Pālakkodu",
      "FINAL ANSWER: Pālakkodu"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 24.1839,
        "lon": 88.27171,
        "name": "Murshidābād"
      },
      {
        "lat": -6.17694,
        "lon": 106.94667,
        "name": "Utan"
      },
      {
        "lat": 27.36173,
        "lon": 93.03991,
        "name": "Seppa"
      },
      {
        "lat": 24.513,
        "lon": 75.7469,
        "name": "Bhānpura"
      },
      {
        "lat": -33.91938,
        "lon": 150.92588,
        "name": "Liverpool"
      }
    ],
    "question": "Which location is the geographic outlier among: Murshidābād, Utan, Seppa, Bhānpura, Liverpool?",
    "ground_truth": {
      "answer": "Liverpool",
      "outlier_distance_km": 6805.7,
      "second_furthest_km": 3479.3,
      "clarity_ratio": 1.96,
      "median_distance_km": 2475.9,
      "distances_to_centroid": {
        "Murshidābād": 2455.1,
        "Utan": 1550.2,
        "Seppa": 2475.9,
        "Bhānpura": 3479.3,
        "Liverpool": 6805.7
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Murshidābād: (24.18°, 88.27°)",
      "  Utan: (-6.18°, 106.95°)",
      "  Seppa: (27.36°, 93.04°)",
      "  Bhānpura: (24.51°, 75.75°)",
      "  Liverpool: (-33.92°, 150.93°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Liverpool: 6805.7 km from centroid",
      "  Bhānpura: 3479.3 km from centroid",
      "  Seppa: 2475.9 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Liverpool",
      "FINAL ANSWER: Liverpool"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -27.62563,
        "lon": 152.96883,
        "name": "Forest Lake"
      },
      {
        "lat": -34.06564,
        "lon": 151.01266,
        "name": "Engadine"
      },
      {
        "lat": -37.62581,
        "lon": 144.92555,
        "name": "Roxburgh Park"
      },
      {
        "lat": -37.75,
        "lon": 145.35,
        "name": "Lilydale"
      },
      {
        "lat": -22.97111,
        "lon": 30.67361,
        "name": "Malamulele"
      }
    ],
    "question": "Which location is the geographic outlier among: Forest Lake, Engadine, Roxburgh Park, Lilydale, Malamulele?",
    "ground_truth": {
      "answer": "Malamulele",
      "outlier_distance_km": 9060.2,
      "second_furthest_km": 2735.3,
      "clarity_ratio": 3.31,
      "median_distance_km": 2430.3,
      "distances_to_centroid": {
        "Forest Lake": 2735.3,
        "Engadine": 2430.3,
        "Roxburgh Park": 1919.9,
        "Lilydale": 1959.4,
        "Malamulele": 9060.2
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Forest Lake: (-27.63°, 152.97°)",
      "  Engadine: (-34.07°, 151.01°)",
      "  Roxburgh Park: (-37.63°, 144.93°)",
      "  Lilydale: (-37.75°, 145.35°)",
      "  Malamulele: (-22.97°, 30.67°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Malamulele: 9060.2 km from centroid",
      "  Forest Lake: 2735.3 km from centroid",
      "  Engadine: 2430.3 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Malamulele",
      "FINAL ANSWER: Malamulele"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 25.68435,
        "lon": -100.31721,
        "name": "Monterrey"
      },
      {
        "lat": 16.79944,
        "lon": -93.27219,
        "name": "Berriozábal"
      },
      {
        "lat": 25.77427,
        "lon": -80.19366,
        "name": "Miami"
      },
      {
        "lat": 21.24893,
        "lon": -102.33036,
        "name": "San Juan de los Lagos"
      },
      {
        "lat": 51.23367,
        "lon": 12.71959,
        "name": "Grimma"
      }
    ],
    "question": "Which location is the geographic outlier among: Monterrey, Berriozábal, Miami, San Juan de los Lagos, Grimma?",
    "ground_truth": {
      "answer": "Grimma",
      "outlier_distance_km": 7301.3,
      "second_furthest_km": 3083.5,
      "clarity_ratio": 2.37,
      "median_distance_km": 2748.1,
      "distances_to_centroid": {
        "Monterrey": 2748.1,
        "Berriozábal": 2457.7,
        "Miami": 790.0,
        "San Juan de los Lagos": 3083.5,
        "Grimma": 7301.3
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Monterrey: (25.68°, -100.32°)",
      "  Berriozábal: (16.80°, -93.27°)",
      "  Miami: (25.77°, -80.19°)",
      "  San Juan de los Lagos: (21.25°, -102.33°)",
      "  Grimma: (51.23°, 12.72°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Grimma: 7301.3 km from centroid",
      "  San Juan de los Lagos: 3083.5 km from centroid",
      "  Monterrey: 2748.1 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Grimma",
      "FINAL ANSWER: Grimma"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 25.79065,
        "lon": -80.13005,
        "name": "Miami Beach"
      },
      {
        "lat": 40.79677,
        "lon": -74.48154,
        "name": "Morristown"
      },
      {
        "lat": 43.64455,
        "lon": -79.40712,
        "name": "Niagara"
      },
      {
        "lat": 31.13489,
        "lon": -97.77561,
        "name": "Fort Cavazos"
      },
      {
        "lat": 36.4,
        "lon": 139.33333,
        "name": "Kiryū"
      }
    ],
    "question": "Which location is the geographic outlier among: Miami Beach, Morristown, Niagara, Fort Cavazos, Kiryū?",
    "ground_truth": {
      "answer": "Kiryū",
      "outlier_distance_km": 12011.1,
      "second_furthest_km": 5446.1,
      "clarity_ratio": 2.21,
      "median_distance_km": 4095.0,
      "distances_to_centroid": {
        "Miami Beach": 4095.0,
        "Morristown": 3176.5,
        "Niagara": 3580.3,
        "Fort Cavazos": 5446.1,
        "Kiryū": 12011.1
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Miami Beach: (25.79°, -80.13°)",
      "  Morristown: (40.80°, -74.48°)",
      "  Niagara: (43.64°, -79.41°)",
      "  Fort Cavazos: (31.13°, -97.78°)",
      "  Kiryū: (36.40°, 139.33°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Kiryū: 12011.1 km from centroid",
      "  Fort Cavazos: 5446.1 km from centroid",
      "  Miami Beach: 4095.0 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Kiryū",
      "FINAL ANSWER: Kiryū"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -34.05515,
        "lon": 18.47617,
        "name": "Retreat"
      },
      {
        "lat": 30.97478,
        "lon": 31.87231,
        "name": "Şān al Ḩajar al Qiblīyah"
      },
      {
        "lat": 6.55459,
        "lon": 45.38992,
        "name": "Neefkuceliye"
      },
      {
        "lat": 31.35573,
        "lon": 31.68484,
        "name": "Kafr Sa‘d"
      },
      {
        "lat": -37.83333,
        "lon": 145.05,
        "name": "Glenferrie"
      }
    ],
    "question": "Which location is the geographic outlier among: Retreat, Şān al Ḩajar al Qiblīyah, Neefkuceliye, Kafr Sa‘d, Glenferrie?",
    "ground_truth": {
      "answer": "Glenferrie",
      "outlier_distance_km": 10015.3,
      "second_furthest_km": 5278.7,
      "clarity_ratio": 1.9,
      "median_distance_km": 4290.6,
      "distances_to_centroid": {
        "Retreat": 5278.7,
        "Şān al Ḩajar al Qiblīyah": 4246.3,
        "Neefkuceliye": 1286.0,
        "Kafr Sa‘d": 4290.6,
        "Glenferrie": 10015.3
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Retreat: (-34.06°, 18.48°)",
      "  Şān al Ḩajar al Qiblīyah: (30.97°, 31.87°)",
      "  Neefkuceliye: (6.55°, 45.39°)",
      "  Kafr Sa‘d: (31.36°, 31.68°)",
      "  Glenferrie: (-37.83°, 145.05°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Glenferrie: 10015.3 km from centroid",
      "  Retreat: 5278.7 km from centroid",
      "  Kafr Sa‘d: 4290.6 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Glenferrie",
      "FINAL ANSWER: Glenferrie"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -37.78761,
        "lon": 145.14888,
        "name": "Doncaster East"
      },
      {
        "lat": -27.44187,
        "lon": 152.93861,
        "name": "The Gap"
      },
      {
        "lat": -37.81667,
        "lon": 145.2,
        "name": "Mitcham"
      },
      {
        "lat": -33.71028,
        "lon": 150.95095,
        "name": "Kellyville"
      },
      {
        "lat": 31.16757,
        "lon": 31.80125,
        "name": "Mīt Salsīl"
      }
    ],
    "question": "Which location is the geographic outlier among: Doncaster East, The Gap, Mitcham, Kellyville, Mīt Salsīl?",
    "ground_truth": {
      "answer": "Mīt Salsīl",
      "outlier_distance_km": 11511.6,
      "second_furthest_km": 2890.6,
      "clarity_ratio": 3.98,
      "median_distance_km": 2889.1,
      "distances_to_centroid": {
        "Doncaster East": 2665.1,
        "The Gap": 2890.6,
        "Mitcham": 2670.6,
        "Kellyville": 2889.1,
        "Mīt Salsīl": 11511.6
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Doncaster East: (-37.79°, 145.15°)",
      "  The Gap: (-27.44°, 152.94°)",
      "  Mitcham: (-37.82°, 145.20°)",
      "  Kellyville: (-33.71°, 150.95°)",
      "  Mīt Salsīl: (31.17°, 31.80°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Mīt Salsīl: 11511.6 km from centroid",
      "  The Gap: 2890.6 km from centroid",
      "  Kellyville: 2889.1 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Mīt Salsīl",
      "FINAL ANSWER: Mīt Salsīl"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -23.46013,
        "lon": -46.5749,
        "name": "Jaçanã"
      },
      {
        "lat": -20.18417,
        "lon": -44.77111,
        "name": "Carmo do Cajuru"
      },
      {
        "lat": -1.515,
        "lon": -48.04472,
        "name": "Bujaru"
      },
      {
        "lat": -31.76997,
        "lon": -52.34101,
        "name": "Pelotas"
      },
      {
        "lat": -30.29626,
        "lon": 153.11351,
        "name": "Coffs Harbour"
      }
    ],
    "question": "Which location is the geographic outlier among: Jaçanã, Carmo do Cajuru, Bujaru, Pelotas, Coffs Harbour?",
    "ground_truth": {
      "answer": "Coffs Harbour",
      "outlier_distance_km": 13908.0,
      "second_furthest_km": 4895.1,
      "clarity_ratio": 2.84,
      "median_distance_km": 4548.8,
      "distances_to_centroid": {
        "Jaçanã": 3987.0,
        "Carmo do Cajuru": 3844.3,
        "Bujaru": 4895.1,
        "Pelotas": 4548.8,
        "Coffs Harbour": 13908.0
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Jaçanã: (-23.46°, -46.57°)",
      "  Carmo do Cajuru: (-20.18°, -44.77°)",
      "  Bujaru: (-1.51°, -48.04°)",
      "  Pelotas: (-31.77°, -52.34°)",
      "  Coffs Harbour: (-30.30°, 153.11°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Coffs Harbour: 13908.0 km from centroid",
      "  Bujaru: 4895.1 km from centroid",
      "  Pelotas: 4548.8 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Coffs Harbour",
      "FINAL ANSWER: Coffs Harbour"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 51.22235,
        "lon": 6.90831,
        "name": "Erkrath"
      },
      {
        "lat": 51.68033,
        "lon": 7.82089,
        "name": "Hamm"
      },
      {
        "lat": 51.17423,
        "lon": -0.15919,
        "name": "Horley"
      },
      {
        "lat": 50.81854,
        "lon": 6.27184,
        "name": "Eschweiler"
      },
      {
        "lat": 6.18461,
        "lon": -75.59913,
        "name": "Itagüí"
      }
    ],
    "question": "Which location is the geographic outlier among: Erkrath, Hamm, Horley, Eschweiler, Itagüí?",
    "ground_truth": {
      "answer": "Itagüí",
      "outlier_distance_km": 7471.3,
      "second_furthest_km": 1762.9,
      "clarity_ratio": 4.24,
      "median_distance_km": 1682.8,
      "distances_to_centroid": {
        "Erkrath": 1682.8,
        "Hamm": 1762.9,
        "Horley": 1289.4,
        "Eschweiler": 1622.0,
        "Itagüí": 7471.3
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Erkrath: (51.22°, 6.91°)",
      "  Hamm: (51.68°, 7.82°)",
      "  Horley: (51.17°, -0.16°)",
      "  Eschweiler: (50.82°, 6.27°)",
      "  Itagüí: (6.18°, -75.60°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Itagüí: 7471.3 km from centroid",
      "  Hamm: 1762.9 km from centroid",
      "  Erkrath: 1682.8 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Itagüí",
      "FINAL ANSWER: Itagüí"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -3.98417,
        "lon": -38.62028,
        "name": "Pacatuba"
      },
      {
        "lat": -1.975,
        "lon": -48.95972,
        "name": "Igarapé Miri"
      },
      {
        "lat": -2.76194,
        "lon": -42.27444,
        "name": "Tutóia"
      },
      {
        "lat": -21.205,
        "lon": -41.88778,
        "name": "Itaperuna"
      },
      {
        "lat": -22.88416,
        "lon": 30.49358,
        "name": "Tshitereke"
      }
    ],
    "question": "Which location is the geographic outlier among: Pacatuba, Igarapé Miri, Tutóia, Itaperuna, Tshitereke?",
    "ground_truth": {
      "answer": "Tshitereke",
      "outlier_distance_km": 6364.1,
      "second_furthest_km": 2478.0,
      "clarity_ratio": 2.57,
      "median_distance_km": 1876.1,
      "distances_to_centroid": {
        "Pacatuba": 1357.2,
        "Igarapé Miri": 2478.0,
        "Tutóia": 1774.1,
        "Itaperuna": 1876.1,
        "Tshitereke": 6364.1
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Pacatuba: (-3.98°, -38.62°)",
      "  Igarapé Miri: (-1.98°, -48.96°)",
      "  Tutóia: (-2.76°, -42.27°)",
      "  Itaperuna: (-21.20°, -41.89°)",
      "  Tshitereke: (-22.88°, 30.49°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Tshitereke: 6364.1 km from centroid",
      "  Igarapé Miri: 2478.0 km from centroid",
      "  Itaperuna: 1876.1 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Tshitereke",
      "FINAL ANSWER: Tshitereke"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 34.97453,
        "lon": -92.01653,
        "name": "Cabot"
      },
      {
        "lat": 16.32463,
        "lon": -95.24104,
        "name": "Santo Domingo Tehuantepec"
      },
      {
        "lat": 18.15056,
        "lon": -94.5525,
        "name": "Fraccionamiento Ciudad Olmeca"
      },
      {
        "lat": 40.84829,
        "lon": -74.58148,
        "name": "Randolph"
      },
      {
        "lat": -32.83211,
        "lon": 151.35623,
        "name": "Cessnock"
      }
    ],
    "question": "Which location is the geographic outlier among: Cabot, Santo Domingo Tehuantepec, Fraccionamiento Ciudad Olmeca, Randolph, Cessnock?",
    "ground_truth": {
      "answer": "Cessnock",
      "outlier_distance_km": 17719.4,
      "second_furthest_km": 5782.5,
      "clarity_ratio": 3.06,
      "median_distance_km": 5687.4,
      "distances_to_centroid": {
        "Cabot": 5500.0,
        "Santo Domingo Tehuantepec": 5782.5,
        "Fraccionamiento Ciudad Olmeca": 5687.4,
        "Randolph": 4286.6,
        "Cessnock": 17719.4
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Cabot: (34.97°, -92.02°)",
      "  Santo Domingo Tehuantepec: (16.32°, -95.24°)",
      "  Fraccionamiento Ciudad Olmeca: (18.15°, -94.55°)",
      "  Randolph: (40.85°, -74.58°)",
      "  Cessnock: (-32.83°, 151.36°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Cessnock: 17719.4 km from centroid",
      "  Santo Domingo Tehuantepec: 5782.5 km from centroid",
      "  Fraccionamiento Ciudad Olmeca: 5687.4 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Cessnock",
      "FINAL ANSWER: Cessnock"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -4.02694,
        "lon": -38.305,
        "name": "Pindoretama"
      },
      {
        "lat": -3.32083,
        "lon": -45.01083,
        "name": "Cajari"
      },
      {
        "lat": -39.80867,
        "lon": -73.21821,
        "name": "Las Animas"
      },
      {
        "lat": -21.92194,
        "lon": -50.73389,
        "name": "Bastos"
      },
      {
        "lat": -38.08333,
        "lon": 144.38333,
        "name": "Corio"
      }
    ],
    "question": "Which location is the geographic outlier among: Pindoretama, Cajari, Las Animas, Bastos, Corio?",
    "ground_truth": {
      "answer": "Corio",
      "outlier_distance_km": 12973.2,
      "second_furthest_km": 6030.2,
      "clarity_ratio": 2.15,
      "median_distance_km": 4041.0,
      "distances_to_centroid": {
        "Pindoretama": 3384.8,
        "Cajari": 4041.0,
        "Las Animas": 6030.2,
        "Bastos": 3932.8,
        "Corio": 12973.2
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Pindoretama: (-4.03°, -38.30°)",
      "  Cajari: (-3.32°, -45.01°)",
      "  Las Animas: (-39.81°, -73.22°)",
      "  Bastos: (-21.92°, -50.73°)",
      "  Corio: (-38.08°, 144.38°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Corio: 12973.2 km from centroid",
      "  Las Animas: 6030.2 km from centroid",
      "  Cajari: 4041.0 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Corio",
      "FINAL ANSWER: Corio"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -42.87936,
        "lon": 147.32941,
        "name": "Hobart"
      },
      {
        "lat": -43.89834,
        "lon": 171.73011,
        "name": "Ashburton"
      },
      {
        "lat": -33.9125,
        "lon": 151.10279,
        "name": "Campsie"
      },
      {
        "lat": -33.9209,
        "lon": 151.12506,
        "name": "Earlwood"
      },
      {
        "lat": 9.00114,
        "lon": -73.97581,
        "name": "El Banco"
      }
    ],
    "question": "Which location is the geographic outlier among: Hobart, Ashburton, Campsie, Earlwood, El Banco?",
    "ground_truth": {
      "answer": "El Banco",
      "outlier_distance_km": 17749.2,
      "second_furthest_km": 5662.3,
      "clarity_ratio": 3.13,
      "median_distance_km": 3958.1,
      "distances_to_centroid": {
        "Hobart": 3694.5,
        "Ashburton": 5662.3,
        "Campsie": 3956.1,
        "Earlwood": 3958.1,
        "El Banco": 17749.2
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Hobart: (-42.88°, 147.33°)",
      "  Ashburton: (-43.90°, 171.73°)",
      "  Campsie: (-33.91°, 151.10°)",
      "  Earlwood: (-33.92°, 151.13°)",
      "  El Banco: (9.00°, -73.98°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  El Banco: 17749.2 km from centroid",
      "  Ashburton: 5662.3 km from centroid",
      "  Earlwood: 3958.1 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: El Banco",
      "FINAL ANSWER: El Banco"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 13.35,
        "lon": 123.55,
        "name": "San Jose"
      },
      {
        "lat": -1.1767,
        "lon": 136.082,
        "name": "Biak"
      },
      {
        "lat": 29.94167,
        "lon": 108.08442,
        "name": "Xialu"
      },
      {
        "lat": 16.99154,
        "lon": 73.31022,
        "name": "Ratnagiri"
      },
      {
        "lat": -33.4608,
        "lon": 18.72714,
        "name": "Malmesbury"
      }
    ],
    "question": "Which location is the geographic outlier among: San Jose, Biak, Xialu, Ratnagiri, Malmesbury?",
    "ground_truth": {
      "answer": "Malmesbury",
      "outlier_distance_km": 8786.1,
      "second_furthest_km": 4951.5,
      "clarity_ratio": 1.77,
      "median_distance_km": 3582.3,
      "distances_to_centroid": {
        "San Jose": 3582.3,
        "Biak": 4951.5,
        "Xialu": 3236.8,
        "Ratnagiri": 2420.8,
        "Malmesbury": 8786.1
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  San Jose: (13.35°, 123.55°)",
      "  Biak: (-1.18°, 136.08°)",
      "  Xialu: (29.94°, 108.08°)",
      "  Ratnagiri: (16.99°, 73.31°)",
      "  Malmesbury: (-33.46°, 18.73°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Malmesbury: 8786.1 km from centroid",
      "  Biak: 4951.5 km from centroid",
      "  San Jose: 3582.3 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Malmesbury",
      "FINAL ANSWER: Malmesbury"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 6.85783,
        "lon": 7.39577,
        "name": "Nsukka"
      },
      {
        "lat": -26.30176,
        "lon": 29.98696,
        "name": "Breyten"
      },
      {
        "lat": 8.05627,
        "lon": -1.73058,
        "name": "Kintampo"
      },
      {
        "lat": 6.50153,
        "lon": 3.35808,
        "name": "Surulere"
      },
      {
        "lat": 19.64186,
        "lon": 109.3545,
        "name": "Guangcun"
      }
    ],
    "question": "Which location is the geographic outlier among: Nsukka, Breyten, Kintampo, Surulere, Guangcun?",
    "ground_truth": {
      "answer": "Guangcun",
      "outlier_distance_km": 8817.0,
      "second_furthest_km": 3520.3,
      "clarity_ratio": 2.5,
      "median_distance_km": 3253.0,
      "distances_to_centroid": {
        "Nsukka": 2505.4,
        "Breyten": 3253.0,
        "Kintampo": 3520.3,
        "Surulere": 2942.1,
        "Guangcun": 8817.0
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Nsukka: (6.86°, 7.40°)",
      "  Breyten: (-26.30°, 29.99°)",
      "  Kintampo: (8.06°, -1.73°)",
      "  Surulere: (6.50°, 3.36°)",
      "  Guangcun: (19.64°, 109.35°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Guangcun: 8817.0 km from centroid",
      "  Kintampo: 3520.3 km from centroid",
      "  Breyten: 3253.0 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Guangcun",
      "FINAL ANSWER: Guangcun"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -10.83444,
        "lon": -38.53583,
        "name": "Ribeira do Pombal"
      },
      {
        "lat": -22.50972,
        "lon": -47.77806,
        "name": "Charqueada"
      },
      {
        "lat": -5.40232,
        "lon": -80.74224,
        "name": "La Unión"
      },
      {
        "lat": -29.66917,
        "lon": -52.78889,
        "name": "Candelária"
      },
      {
        "lat": 16.99154,
        "lon": 73.31022,
        "name": "Ratnagiri"
      }
    ],
    "question": "Which location is the geographic outlier among: Ribeira do Pombal, Charqueada, La Unión, Candelária, Ratnagiri?",
    "ground_truth": {
      "answer": "Ratnagiri",
      "outlier_distance_km": 11668.2,
      "second_furthest_km": 5686.1,
      "clarity_ratio": 2.05,
      "median_distance_km": 3252.2,
      "distances_to_centroid": {
        "Ribeira do Pombal": 1010.6,
        "Charqueada": 2389.3,
        "La Unión": 5686.1,
        "Candelária": 3252.2,
        "Ratnagiri": 11668.2
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Ribeira do Pombal: (-10.83°, -38.54°)",
      "  Charqueada: (-22.51°, -47.78°)",
      "  La Unión: (-5.40°, -80.74°)",
      "  Candelária: (-29.67°, -52.79°)",
      "  Ratnagiri: (16.99°, 73.31°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Ratnagiri: 11668.2 km from centroid",
      "  La Unión: 5686.1 km from centroid",
      "  Candelária: 3252.2 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Ratnagiri",
      "FINAL ANSWER: Ratnagiri"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 26.33863,
        "lon": -80.1869,
        "name": "Sandalfoot Cove"
      },
      {
        "lat": 43.15357,
        "lon": -93.20104,
        "name": "Mason City"
      },
      {
        "lat": 28.33584,
        "lon": -81.35313,
        "name": "Buenaventura Lakes"
      },
      {
        "lat": 45.63922,
        "lon": -73.82757,
        "name": "Sainte-Thérèse"
      },
      {
        "lat": 43.8245,
        "lon": 11.13027,
        "name": "Campi Bisenzio"
      }
    ],
    "question": "Which location is the geographic outlier among: Sandalfoot Cove, Mason City, Buenaventura Lakes, Sainte-Thérèse, Campi Bisenzio?",
    "ground_truth": {
      "answer": "Campi Bisenzio",
      "outlier_distance_km": 6119.8,
      "second_furthest_km": 2583.2,
      "clarity_ratio": 2.37,
      "median_distance_km": 1998.0,
      "distances_to_centroid": {
        "Sandalfoot Cove": 1998.0,
        "Mason City": 2583.2,
        "Buenaventura Lakes": 1947.1,
        "Sainte-Thérèse": 1250.1,
        "Campi Bisenzio": 6119.8
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Sandalfoot Cove: (26.34°, -80.19°)",
      "  Mason City: (43.15°, -93.20°)",
      "  Buenaventura Lakes: (28.34°, -81.35°)",
      "  Sainte-Thérèse: (45.64°, -73.83°)",
      "  Campi Bisenzio: (43.82°, 11.13°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Campi Bisenzio: 6119.8 km from centroid",
      "  Mason City: 2583.2 km from centroid",
      "  Sandalfoot Cove: 1998.0 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Campi Bisenzio",
      "FINAL ANSWER: Campi Bisenzio"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -14.86611,
        "lon": -40.83944,
        "name": "Vitória da Conquista"
      },
      {
        "lat": 6.11284,
        "lon": -75.98378,
        "name": "Betulia"
      },
      {
        "lat": -28.02333,
        "lon": -48.61333,
        "name": "Garopaba"
      },
      {
        "lat": -33.15365,
        "lon": -60.51168,
        "name": "Arroyo Seco"
      },
      {
        "lat": 11.99564,
        "lon": 75.28717,
        "name": "Cherukunnu"
      }
    ],
    "question": "Which location is the geographic outlier among: Vitória da Conquista, Betulia, Garopaba, Arroyo Seco, Cherukunnu?",
    "ground_truth": {
      "answer": "Cherukunnu",
      "outlier_distance_km": 11925.5,
      "second_furthest_km": 5440.1,
      "clarity_ratio": 2.19,
      "median_distance_km": 3911.5,
      "distances_to_centroid": {
        "Vitória da Conquista": 1214.8,
        "Betulia": 5440.1,
        "Garopaba": 2653.1,
        "Arroyo Seco": 3911.5,
        "Cherukunnu": 11925.5
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Vitória da Conquista: (-14.87°, -40.84°)",
      "  Betulia: (6.11°, -75.98°)",
      "  Garopaba: (-28.02°, -48.61°)",
      "  Arroyo Seco: (-33.15°, -60.51°)",
      "  Cherukunnu: (12.00°, 75.29°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Cherukunnu: 11925.5 km from centroid",
      "  Betulia: 5440.1 km from centroid",
      "  Arroyo Seco: 3911.5 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Cherukunnu",
      "FINAL ANSWER: Cherukunnu"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 39.04167,
        "lon": -94.72024,
        "name": "Shawnee"
      },
      {
        "lat": 31.85425,
        "lon": -110.9937,
        "name": "Green Valley"
      },
      {
        "lat": 35.139,
        "lon": -79.00603,
        "name": "Fort Bragg"
      },
      {
        "lat": 44.9279,
        "lon": -122.98371,
        "name": "Four Corners"
      },
      {
        "lat": 26.42237,
        "lon": 90.98004,
        "name": "Howli"
      }
    ],
    "question": "Which location is the geographic outlier among: Shawnee, Green Valley, Fort Bragg, Four Corners, Howli?",
    "ground_truth": {
      "answer": "Howli",
      "outlier_distance_km": 12622.5,
      "second_furthest_km": 5056.0,
      "clarity_ratio": 2.5,
      "median_distance_km": 4385.6,
      "distances_to_centroid": {
        "Shawnee": 2790.9,
        "Green Valley": 4385.6,
        "Fort Bragg": 1420.1,
        "Four Corners": 5056.0,
        "Howli": 12622.5
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Shawnee: (39.04°, -94.72°)",
      "  Green Valley: (31.85°, -110.99°)",
      "  Fort Bragg: (35.14°, -79.01°)",
      "  Four Corners: (44.93°, -122.98°)",
      "  Howli: (26.42°, 90.98°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Howli: 12622.5 km from centroid",
      "  Four Corners: 5056.0 km from centroid",
      "  Green Valley: 4385.6 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Howli",
      "FINAL ANSWER: Howli"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 26.04949,
        "lon": 32.24142,
        "name": "Nag Hammâdi"
      },
      {
        "lat": 7.38299,
        "lon": 4.26031,
        "name": "Modakeke"
      },
      {
        "lat": 8.3,
        "lon": 38.95,
        "name": "‘Alem T’ēna"
      },
      {
        "lat": 31.19688,
        "lon": 31.5243,
        "name": "Shirbīn"
      },
      {
        "lat": 34.01949,
        "lon": -118.49138,
        "name": "Santa Monica"
      }
    ],
    "question": "Which location is the geographic outlier among: Nag Hammâdi, Modakeke, ‘Alem T’ēna, Shirbīn, Santa Monica?",
    "ground_truth": {
      "answer": "Santa Monica",
      "outlier_distance_km": 10880.2,
      "second_furthest_km": 4649.3,
      "clarity_ratio": 2.34,
      "median_distance_km": 3544.3,
      "distances_to_centroid": {
        "Nag Hammâdi": 3544.3,
        "Modakeke": 1709.5,
        "‘Alem T’ēna": 4649.3,
        "Shirbīn": 3527.9,
        "Santa Monica": 10880.2
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Nag Hammâdi: (26.05°, 32.24°)",
      "  Modakeke: (7.38°, 4.26°)",
      "  ‘Alem T’ēna: (8.30°, 38.95°)",
      "  Shirbīn: (31.20°, 31.52°)",
      "  Santa Monica: (34.02°, -118.49°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Santa Monica: 10880.2 km from centroid",
      "  ‘Alem T’ēna: 4649.3 km from centroid",
      "  Nag Hammâdi: 3544.3 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Santa Monica",
      "FINAL ANSWER: Santa Monica"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -28.21298,
        "lon": 153.53634,
        "name": "Banora Point"
      },
      {
        "lat": -41.27078,
        "lon": 173.28404,
        "name": "Nelson"
      },
      {
        "lat": -31.76737,
        "lon": 115.96936,
        "name": "Ellenbrook"
      },
      {
        "lat": -37.75,
        "lon": 145.01667,
        "name": "Preston"
      },
      {
        "lat": 44.35258,
        "lon": 2.57338,
        "name": "Rodez"
      }
    ],
    "question": "Which location is the geographic outlier among: Banora Point, Nelson, Ellenbrook, Preston, Rodez?",
    "ground_truth": {
      "answer": "Rodez",
      "outlier_distance_km": 13476.6,
      "second_furthest_km": 5749.8,
      "clarity_ratio": 2.34,
      "median_distance_km": 3743.3,
      "distances_to_centroid": {
        "Banora Point": 3743.3,
        "Nelson": 5749.8,
        "Ellenbrook": 1443.0,
        "Preston": 3344.2,
        "Rodez": 13476.6
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Banora Point: (-28.21°, 153.54°)",
      "  Nelson: (-41.27°, 173.28°)",
      "  Ellenbrook: (-31.77°, 115.97°)",
      "  Preston: (-37.75°, 145.02°)",
      "  Rodez: (44.35°, 2.57°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Rodez: 13476.6 km from centroid",
      "  Nelson: 5749.8 km from centroid",
      "  Banora Point: 3743.3 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Rodez",
      "FINAL ANSWER: Rodez"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 24.21641,
        "lon": 83.0358,
        "name": "Renukūt"
      },
      {
        "lat": 17.17859,
        "lon": 77.28998,
        "name": "Sedam"
      },
      {
        "lat": 17.90802,
        "lon": 77.51524,
        "name": "Bidar"
      },
      {
        "lat": 29.02841,
        "lon": 79.05654,
        "name": "Suār"
      },
      {
        "lat": 51.3025,
        "lon": 37.84613,
        "name": "Staryy Oskol"
      }
    ],
    "question": "Which location is the geographic outlier among: Renukūt, Sedam, Bidar, Suār, Staryy Oskol?",
    "ground_truth": {
      "answer": "Staryy Oskol",
      "outlier_distance_km": 3789.4,
      "second_furthest_km": 1360.3,
      "clarity_ratio": 2.79,
      "median_distance_km": 1300.6,
      "distances_to_centroid": {
        "Renukūt": 1275.1,
        "Sedam": 1360.3,
        "Bidar": 1300.6,
        "Suār": 801.7,
        "Staryy Oskol": 3789.4
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Renukūt: (24.22°, 83.04°)",
      "  Sedam: (17.18°, 77.29°)",
      "  Bidar: (17.91°, 77.52°)",
      "  Suār: (29.03°, 79.06°)",
      "  Staryy Oskol: (51.30°, 37.85°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Staryy Oskol: 3789.4 km from centroid",
      "  Sedam: 1360.3 km from centroid",
      "  Bidar: 1300.6 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Staryy Oskol",
      "FINAL ANSWER: Staryy Oskol"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 45.79962,
        "lon": 38.9967,
        "name": "Bryukhovetskaya"
      },
      {
        "lat": 40.46206,
        "lon": -3.6766,
        "name": "Chamartín"
      },
      {
        "lat": 51.57835,
        "lon": -0.33208,
        "name": "Harrow"
      },
      {
        "lat": 48.84226,
        "lon": 2.18232,
        "name": "Garches"
      },
      {
        "lat": -26.84493,
        "lon": 26.76829,
        "name": "Stilfontein"
      }
    ],
    "question": "Which location is the geographic outlier among: Bryukhovetskaya, Chamartín, Harrow, Garches, Stilfontein?",
    "ground_truth": {
      "answer": "Stilfontein",
      "outlier_distance_km": 6705.3,
      "second_furthest_km": 2720.7,
      "clarity_ratio": 2.46,
      "median_distance_km": 2428.4,
      "distances_to_centroid": {
        "Bryukhovetskaya": 2720.7,
        "Chamartín": 1748.8,
        "Harrow": 2428.4,
        "Garches": 2075.5,
        "Stilfontein": 6705.3
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Bryukhovetskaya: (45.80°, 39.00°)",
      "  Chamartín: (40.46°, -3.68°)",
      "  Harrow: (51.58°, -0.33°)",
      "  Garches: (48.84°, 2.18°)",
      "  Stilfontein: (-26.84°, 26.77°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Stilfontein: 6705.3 km from centroid",
      "  Bryukhovetskaya: 2720.7 km from centroid",
      "  Harrow: 2428.4 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Stilfontein",
      "FINAL ANSWER: Stilfontein"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 2.5703,
        "lon": 101.833,
        "name": "Lukut"
      },
      {
        "lat": 32.31625,
        "lon": 75.60741,
        "name": "Sujānpur"
      },
      {
        "lat": 10.02674,
        "lon": 76.22229,
        "name": "Elamkunnapuzha"
      },
      {
        "lat": 8.30972,
        "lon": 125.00194,
        "name": "Impasugong"
      },
      {
        "lat": 8.43497,
        "lon": 12.05107,
        "name": "Ganye"
      }
    ],
    "question": "Which location is the geographic outlier among: Lukut, Sujānpur, Elamkunnapuzha, Impasugong, Ganye?",
    "ground_truth": {
      "answer": "Ganye",
      "outlier_distance_km": 7225.2,
      "second_furthest_km": 5139.6,
      "clarity_ratio": 1.41,
      "median_distance_km": 2825.1,
      "distances_to_centroid": {
        "Lukut": 2825.1,
        "Sujānpur": 2237.2,
        "Elamkunnapuzha": 331.0,
        "Impasugong": 5139.6,
        "Ganye": 7225.2
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Lukut: (2.57°, 101.83°)",
      "  Sujānpur: (32.32°, 75.61°)",
      "  Elamkunnapuzha: (10.03°, 76.22°)",
      "  Impasugong: (8.31°, 125.00°)",
      "  Ganye: (8.43°, 12.05°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Ganye: 7225.2 km from centroid",
      "  Impasugong: 5139.6 km from centroid",
      "  Lukut: 2825.1 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Ganye",
      "FINAL ANSWER: Ganye"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -20.61444,
        "lon": -42.14861,
        "name": "Divino"
      },
      {
        "lat": -26.24333,
        "lon": -48.63806,
        "name": "São Francisco do Sul"
      },
      {
        "lat": -1.89969,
        "lon": -50.20821,
        "name": "Bagre"
      },
      {
        "lat": -10.21167,
        "lon": -63.82861,
        "name": "Buritis"
      },
      {
        "lat": 38.45396,
        "lon": 77.24918,
        "name": "Mixia"
      }
    ],
    "question": "Which location is the geographic outlier among: Divino, São Francisco do Sul, Bagre, Buritis, Mixia?",
    "ground_truth": {
      "answer": "Mixia",
      "outlier_distance_km": 11401.6,
      "second_furthest_km": 4278.0,
      "clarity_ratio": 2.67,
      "median_distance_km": 3481.2,
      "distances_to_centroid": {
        "Divino": 2570.6,
        "São Francisco do Sul": 3481.2,
        "Bagre": 2752.7,
        "Buritis": 4278.0,
        "Mixia": 11401.6
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Divino: (-20.61°, -42.15°)",
      "  São Francisco do Sul: (-26.24°, -48.64°)",
      "  Bagre: (-1.90°, -50.21°)",
      "  Buritis: (-10.21°, -63.83°)",
      "  Mixia: (38.45°, 77.25°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Mixia: 11401.6 km from centroid",
      "  Buritis: 4278.0 km from centroid",
      "  São Francisco do Sul: 3481.2 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Mixia",
      "FINAL ANSWER: Mixia"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -36.84853,
        "lon": 174.76349,
        "name": "Auckland"
      },
      {
        "lat": -38.0965,
        "lon": 145.26707,
        "name": "Cranbourne West"
      },
      {
        "lat": -32.5269,
        "lon": 115.7217,
        "name": "Mandurah"
      },
      {
        "lat": -41.33333,
        "lon": 173.18333,
        "name": "Richmond"
      },
      {
        "lat": 37.18856,
        "lon": -3.71887,
        "name": "Santafé"
      }
    ],
    "question": "Which location is the geographic outlier among: Auckland, Cranbourne West, Mandurah, Richmond, Santafé?",
    "ground_truth": {
      "answer": "Santafé",
      "outlier_distance_km": 14513.7,
      "second_furthest_km": 5365.7,
      "clarity_ratio": 2.7,
      "median_distance_km": 5268.2,
      "distances_to_centroid": {
        "Auckland": 5365.7,
        "Cranbourne West": 2899.0,
        "Mandurah": 1249.7,
        "Richmond": 5268.2,
        "Santafé": 14513.7
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Auckland: (-36.85°, 174.76°)",
      "  Cranbourne West: (-38.10°, 145.27°)",
      "  Mandurah: (-32.53°, 115.72°)",
      "  Richmond: (-41.33°, 173.18°)",
      "  Santafé: (37.19°, -3.72°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Santafé: 14513.7 km from centroid",
      "  Auckland: 5365.7 km from centroid",
      "  Richmond: 5268.2 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Santafé",
      "FINAL ANSWER: Santafé"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 44.0038,
        "lon": 10.10674,
        "name": "Marina di Massa"
      },
      {
        "lat": 50.74699,
        "lon": 6.49069,
        "name": "Kreuzau"
      },
      {
        "lat": 51.26011,
        "lon": 7.76608,
        "name": "Werdohl"
      },
      {
        "lat": 53.1235,
        "lon": 18.00762,
        "name": "Bydgoszcz"
      },
      {
        "lat": -37.69825,
        "lon": 145.05967,
        "name": "Bundoora"
      }
    ],
    "question": "Which location is the geographic outlier among: Marina di Massa, Kreuzau, Werdohl, Bydgoszcz, Bundoora?",
    "ground_truth": {
      "answer": "Bundoora",
      "outlier_distance_km": 13555.9,
      "second_furthest_km": 3256.8,
      "clarity_ratio": 4.16,
      "median_distance_km": 3205.4,
      "distances_to_centroid": {
        "Marina di Massa": 2707.5,
        "Kreuzau": 3256.8,
        "Werdohl": 3205.4,
        "Bydgoszcz": 2791.0,
        "Bundoora": 13555.9
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Marina di Massa: (44.00°, 10.11°)",
      "  Kreuzau: (50.75°, 6.49°)",
      "  Werdohl: (51.26°, 7.77°)",
      "  Bydgoszcz: (53.12°, 18.01°)",
      "  Bundoora: (-37.70°, 145.06°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Bundoora: 13555.9 km from centroid",
      "  Kreuzau: 3256.8 km from centroid",
      "  Werdohl: 3205.4 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Bundoora",
      "FINAL ANSWER: Bundoora"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -41.31667,
        "lon": 173.23333,
        "name": "Stoke"
      },
      {
        "lat": -32.92953,
        "lon": 151.7801,
        "name": "Newcastle"
      },
      {
        "lat": -37.91928,
        "lon": 145.05301,
        "name": "Bentleigh East"
      },
      {
        "lat": -39.4926,
        "lon": 176.91233,
        "name": "Napier"
      },
      {
        "lat": 29.77851,
        "lon": 106.28512,
        "name": "Qitang"
      }
    ],
    "question": "Which location is the geographic outlier among: Stoke, Newcastle, Bentleigh East, Napier, Qitang?",
    "ground_truth": {
      "answer": "Qitang",
      "outlier_distance_km": 7660.1,
      "second_furthest_km": 2976.2,
      "clarity_ratio": 2.57,
      "median_distance_km": 2812.0,
      "distances_to_centroid": {
        "Stoke": 2812.0,
        "Newcastle": 957.4,
        "Bentleigh East": 1596.6,
        "Napier": 2976.2,
        "Qitang": 7660.1
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Stoke: (-41.32°, 173.23°)",
      "  Newcastle: (-32.93°, 151.78°)",
      "  Bentleigh East: (-37.92°, 145.05°)",
      "  Napier: (-39.49°, 176.91°)",
      "  Qitang: (29.78°, 106.29°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Qitang: 7660.1 km from centroid",
      "  Napier: 2976.2 km from centroid",
      "  Stoke: 2812.0 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Qitang",
      "FINAL ANSWER: Qitang"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 50.28337,
        "lon": -107.80135,
        "name": "Swift Current"
      },
      {
        "lat": 42.86663,
        "lon": -106.31308,
        "name": "Casper"
      },
      {
        "lat": 36.52977,
        "lon": -87.35945,
        "name": "Clarksville"
      },
      {
        "lat": 44.52358,
        "lon": -89.57456,
        "name": "Stevens Point"
      },
      {
        "lat": -23.83222,
        "lon": -46.81139,
        "name": "Embu-Guaçu"
      }
    ],
    "question": "Which location is the geographic outlier among: Swift Current, Casper, Clarksville, Stevens Point, Embu-Guaçu?",
    "ground_truth": {
      "answer": "Embu-Guaçu",
      "outlier_distance_km": 7405.9,
      "second_furthest_km": 2809.6,
      "clarity_ratio": 2.64,
      "median_distance_km": 2189.0,
      "distances_to_centroid": {
        "Swift Current": 2809.6,
        "Casper": 2189.0,
        "Clarksville": 718.1,
        "Stevens Point": 1616.3,
        "Embu-Guaçu": 7405.9
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Swift Current: (50.28°, -107.80°)",
      "  Casper: (42.87°, -106.31°)",
      "  Clarksville: (36.53°, -87.36°)",
      "  Stevens Point: (44.52°, -89.57°)",
      "  Embu-Guaçu: (-23.83°, -46.81°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Embu-Guaçu: 7405.9 km from centroid",
      "  Swift Current: 2809.6 km from centroid",
      "  Casper: 2189.0 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Embu-Guaçu",
      "FINAL ANSWER: Embu-Guaçu"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 33.77483,
        "lon": -84.29631,
        "name": "Decatur"
      },
      {
        "lat": 39.95622,
        "lon": -75.05795,
        "name": "Pennsauken"
      },
      {
        "lat": 44.7133,
        "lon": -93.42273,
        "name": "Prior Lake"
      },
      {
        "lat": 37.98869,
        "lon": -84.47772,
        "name": "Lexington"
      },
      {
        "lat": -27.3171,
        "lon": 153.03097,
        "name": "Bracken Ridge"
      }
    ],
    "question": "Which location is the geographic outlier among: Decatur, Pennsauken, Prior Lake, Lexington, Bracken Ridge?",
    "ground_truth": {
      "answer": "Bracken Ridge",
      "outlier_distance_km": 19019.3,
      "second_furthest_km": 5425.4,
      "clarity_ratio": 3.51,
      "median_distance_km": 4641.2,
      "distances_to_centroid": {
        "Decatur": 4622.6,
        "Pennsauken": 3861.5,
        "Prior Lake": 5425.4,
        "Lexington": 4641.2,
        "Bracken Ridge": 19019.3
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Decatur: (33.77°, -84.30°)",
      "  Pennsauken: (39.96°, -75.06°)",
      "  Prior Lake: (44.71°, -93.42°)",
      "  Lexington: (37.99°, -84.48°)",
      "  Bracken Ridge: (-27.32°, 153.03°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Bracken Ridge: 19019.3 km from centroid",
      "  Prior Lake: 5425.4 km from centroid",
      "  Lexington: 4641.2 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Bracken Ridge",
      "FINAL ANSWER: Bracken Ridge"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -38.14711,
        "lon": 144.36069,
        "name": "Geelong"
      },
      {
        "lat": -25.54073,
        "lon": 152.70493,
        "name": "Maryborough"
      },
      {
        "lat": -32.22099,
        "lon": 116.009,
        "name": "Byford"
      },
      {
        "lat": -33.8188,
        "lon": 151.1062,
        "name": "Ryde"
      },
      {
        "lat": 50.91234,
        "lon": -1.30076,
        "name": "Hedge End"
      }
    ],
    "question": "Which location is the geographic outlier among: Geelong, Maryborough, Byford, Ryde, Hedge End?",
    "ground_truth": {
      "answer": "Hedge End",
      "outlier_distance_km": 13027.6,
      "second_furthest_km": 4341.4,
      "clarity_ratio": 3.0,
      "median_distance_km": 4296.8,
      "distances_to_centroid": {
        "Geelong": 3979.8,
        "Maryborough": 4296.8,
        "Byford": 1862.6,
        "Ryde": 4341.4,
        "Hedge End": 13027.6
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Geelong: (-38.15°, 144.36°)",
      "  Maryborough: (-25.54°, 152.70°)",
      "  Byford: (-32.22°, 116.01°)",
      "  Ryde: (-33.82°, 151.11°)",
      "  Hedge End: (50.91°, -1.30°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Hedge End: 13027.6 km from centroid",
      "  Ryde: 4341.4 km from centroid",
      "  Maryborough: 4296.8 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Hedge End",
      "FINAL ANSWER: Hedge End"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 8.9,
        "lon": 39.91667,
        "name": "Metahāra"
      },
      {
        "lat": 10.71668,
        "lon": 39.86997,
        "name": "Kemisē"
      },
      {
        "lat": -28.31971,
        "lon": 27.62082,
        "name": "Senekal"
      },
      {
        "lat": -27.64685,
        "lon": 25.60697,
        "name": "Bloemhof"
      },
      {
        "lat": -23.52098,
        "lon": -51.68179,
        "name": "Mandaguari"
      }
    ],
    "question": "Which location is the geographic outlier among: Metahāra, Kemisē, Senekal, Bloemhof, Mandaguari?",
    "ground_truth": {
      "answer": "Mandaguari",
      "outlier_distance_km": 7249.2,
      "second_furthest_km": 3628.1,
      "clarity_ratio": 2.0,
      "median_distance_km": 3495.9,
      "distances_to_centroid": {
        "Metahāra": 3495.9,
        "Kemisē": 3628.1,
        "Senekal": 2166.7,
        "Bloemhof": 1995.8,
        "Mandaguari": 7249.2
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Metahāra: (8.90°, 39.92°)",
      "  Kemisē: (10.72°, 39.87°)",
      "  Senekal: (-28.32°, 27.62°)",
      "  Bloemhof: (-27.65°, 25.61°)",
      "  Mandaguari: (-23.52°, -51.68°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Mandaguari: 7249.2 km from centroid",
      "  Kemisē: 3628.1 km from centroid",
      "  Metahāra: 3495.9 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Mandaguari",
      "FINAL ANSWER: Mandaguari"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -35.63884,
        "lon": -59.77938,
        "name": "Saladillo"
      },
      {
        "lat": -23.56729,
        "lon": -46.69232,
        "name": "Pinheiros"
      },
      {
        "lat": -22.72528,
        "lon": -47.64917,
        "name": "Piracicaba"
      },
      {
        "lat": -29.7175,
        "lon": -52.42583,
        "name": "Santa Cruz do Sul"
      },
      {
        "lat": 37.12084,
        "lon": -5.45403,
        "name": "Morón de la Frontera"
      }
    ],
    "question": "Which location is the geographic outlier among: Saladillo, Pinheiros, Piracicaba, Santa Cruz do Sul, Morón de la Frontera?",
    "ground_truth": {
      "answer": "Morón de la Frontera",
      "outlier_distance_km": 6958.1,
      "second_furthest_km": 2882.5,
      "clarity_ratio": 2.41,
      "median_distance_km": 1940.9,
      "distances_to_centroid": {
        "Saladillo": 2882.5,
        "Pinheiros": 1063.1,
        "Piracicaba": 1029.9,
        "Santa Cruz do Sul": 1940.9,
        "Morón de la Frontera": 6958.1
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Saladillo: (-35.64°, -59.78°)",
      "  Pinheiros: (-23.57°, -46.69°)",
      "  Piracicaba: (-22.73°, -47.65°)",
      "  Santa Cruz do Sul: (-29.72°, -52.43°)",
      "  Morón de la Frontera: (37.12°, -5.45°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Morón de la Frontera: 6958.1 km from centroid",
      "  Saladillo: 2882.5 km from centroid",
      "  Santa Cruz do Sul: 1940.9 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Morón de la Frontera",
      "FINAL ANSWER: Morón de la Frontera"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 53.23958,
        "lon": 20.17004,
        "name": "Działdowo"
      },
      {
        "lat": 53.65,
        "lon": -2.61667,
        "name": "Chorley"
      },
      {
        "lat": 50.81795,
        "lon": -0.37538,
        "name": "Worthing"
      },
      {
        "lat": 48.66181,
        "lon": 2.35338,
        "name": "Morsang-sur-Orge"
      },
      {
        "lat": 9.56561,
        "lon": 36.63569,
        "name": "Gutin"
      }
    ],
    "question": "Which location is the geographic outlier among: Działdowo, Chorley, Worthing, Morsang-sur-Orge, Gutin?",
    "ground_truth": {
      "answer": "Gutin",
      "outlier_distance_km": 4475.9,
      "second_furthest_km": 1543.2,
      "clarity_ratio": 2.9,
      "median_distance_km": 1297.0,
      "distances_to_centroid": {
        "Działdowo": 1297.0,
        "Chorley": 1543.2,
        "Worthing": 1220.0,
        "Morsang-sur-Orge": 916.7,
        "Gutin": 4475.9
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Działdowo: (53.24°, 20.17°)",
      "  Chorley: (53.65°, -2.62°)",
      "  Worthing: (50.82°, -0.38°)",
      "  Morsang-sur-Orge: (48.66°, 2.35°)",
      "  Gutin: (9.57°, 36.64°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Gutin: 4475.9 km from centroid",
      "  Chorley: 1543.2 km from centroid",
      "  Działdowo: 1297.0 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Gutin",
      "FINAL ANSWER: Gutin"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 4.4557,
        "lon": 100.6288,
        "name": "Pantai Remis"
      },
      {
        "lat": 28.45208,
        "lon": 104.34491,
        "name": "Shuanglong"
      },
      {
        "lat": 6.184,
        "lon": 100.37752,
        "name": "Anak Bukit"
      },
      {
        "lat": 34.57444,
        "lon": 117.09528,
        "name": "Wuduan"
      },
      {
        "lat": -29.08056,
        "lon": -53.83583,
        "name": "Tupanciretã"
      }
    ],
    "question": "Which location is the geographic outlier among: Pantai Remis, Shuanglong, Anak Bukit, Wuduan, Tupanciretã?",
    "ground_truth": {
      "answer": "Tupanciretã",
      "outlier_distance_km": 14120.2,
      "second_furthest_km": 5250.1,
      "clarity_ratio": 2.69,
      "median_distance_km": 3867.9,
      "distances_to_centroid": {
        "Pantai Remis": 3011.5,
        "Shuanglong": 3867.9,
        "Anak Bukit": 2953.2,
        "Wuduan": 5250.1,
        "Tupanciretã": 14120.2
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Pantai Remis: (4.46°, 100.63°)",
      "  Shuanglong: (28.45°, 104.34°)",
      "  Anak Bukit: (6.18°, 100.38°)",
      "  Wuduan: (34.57°, 117.10°)",
      "  Tupanciretã: (-29.08°, -53.84°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Tupanciretã: 14120.2 km from centroid",
      "  Wuduan: 5250.1 km from centroid",
      "  Shuanglong: 3867.9 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Tupanciretã",
      "FINAL ANSWER: Tupanciretã"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 10.3242,
        "lon": -74.96017,
        "name": "Santa Lucía"
      },
      {
        "lat": -32.035,
        "lon": -52.09861,
        "name": "Rio Grande"
      },
      {
        "lat": -11.80694,
        "lon": -39.38556,
        "name": "Riachão do Jacuípe"
      },
      {
        "lat": -20.97194,
        "lon": -46.11889,
        "name": "Carmo do Rio Claro"
      },
      {
        "lat": 13.9411,
        "lon": 121.1631,
        "name": "Lipa City"
      }
    ],
    "question": "Which location is the geographic outlier among: Santa Lucía, Rio Grande, Riachão do Jacuípe, Carmo do Rio Claro, Lipa City?",
    "ground_truth": {
      "answer": "Lipa City",
      "outlier_distance_km": 15547.0,
      "second_furthest_km": 6599.9,
      "clarity_ratio": 2.36,
      "median_distance_km": 4387.7,
      "distances_to_centroid": {
        "Santa Lucía": 6599.9,
        "Rio Grande": 4387.7,
        "Riachão do Jacuípe": 2346.9,
        "Carmo do Rio Claro": 3311.6,
        "Lipa City": 15547.0
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Santa Lucía: (10.32°, -74.96°)",
      "  Rio Grande: (-32.03°, -52.10°)",
      "  Riachão do Jacuípe: (-11.81°, -39.39°)",
      "  Carmo do Rio Claro: (-20.97°, -46.12°)",
      "  Lipa City: (13.94°, 121.16°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Lipa City: 15547.0 km from centroid",
      "  Santa Lucía: 6599.9 km from centroid",
      "  Rio Grande: 4387.7 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Lipa City",
      "FINAL ANSWER: Lipa City"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -33.73333,
        "lon": 150.93284,
        "name": "Glenwood"
      },
      {
        "lat": -31.76737,
        "lon": 115.96936,
        "name": "Ellenbrook"
      },
      {
        "lat": -38.16604,
        "lon": 145.13643,
        "name": "Frankston South"
      },
      {
        "lat": -37.65,
        "lon": 145.1,
        "name": "South Morang"
      },
      {
        "lat": 40.85593,
        "lon": -73.20067,
        "name": "Smithtown"
      }
    ],
    "question": "Which location is the geographic outlier among: Glenwood, Ellenbrook, Frankston South, South Morang, Smithtown?",
    "ground_truth": {
      "answer": "Smithtown",
      "outlier_distance_km": 17519.1,
      "second_furthest_km": 5514.3,
      "clarity_ratio": 3.18,
      "median_distance_km": 5040.7,
      "distances_to_centroid": {
        "Glenwood": 5514.3,
        "Ellenbrook": 2310.1,
        "Frankston South": 5040.7,
        "South Morang": 5028.4,
        "Smithtown": 17519.1
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Glenwood: (-33.73°, 150.93°)",
      "  Ellenbrook: (-31.77°, 115.97°)",
      "  Frankston South: (-38.17°, 145.14°)",
      "  South Morang: (-37.65°, 145.10°)",
      "  Smithtown: (40.86°, -73.20°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Smithtown: 17519.1 km from centroid",
      "  Glenwood: 5514.3 km from centroid",
      "  Frankston South: 5040.7 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Smithtown",
      "FINAL ANSWER: Smithtown"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 40.57788,
        "lon": -73.99403,
        "name": "Coney Island"
      },
      {
        "lat": 31.02526,
        "lon": -114.84173,
        "name": "San Felipe"
      },
      {
        "lat": 49.27738,
        "lon": -123.07079,
        "name": "Grandview-Woodlands"
      },
      {
        "lat": 49.16638,
        "lon": -121.95257,
        "name": "Chilliwack"
      },
      {
        "lat": -32.05251,
        "lon": 115.88782,
        "name": "Willetton"
      }
    ],
    "question": "Which location is the geographic outlier among: Coney Island, San Felipe, Grandview-Woodlands, Chilliwack, Willetton?",
    "ground_truth": {
      "answer": "Willetton",
      "outlier_distance_km": 19517.4,
      "second_furthest_km": 5543.4,
      "clarity_ratio": 3.52,
      "median_distance_km": 5461.6,
      "distances_to_centroid": {
        "Coney Island": 1729.1,
        "San Felipe": 4940.0,
        "Grandview-Woodlands": 5543.4,
        "Chilliwack": 5461.6,
        "Willetton": 19517.4
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Coney Island: (40.58°, -73.99°)",
      "  San Felipe: (31.03°, -114.84°)",
      "  Grandview-Woodlands: (49.28°, -123.07°)",
      "  Chilliwack: (49.17°, -121.95°)",
      "  Willetton: (-32.05°, 115.89°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Willetton: 19517.4 km from centroid",
      "  Grandview-Woodlands: 5543.4 km from centroid",
      "  Chilliwack: 5461.6 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Willetton",
      "FINAL ANSWER: Willetton"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 40.43404,
        "lon": -3.70379,
        "name": "Chamberí"
      },
      {
        "lat": 51.4386,
        "lon": -3.17342,
        "name": "Penarth"
      },
      {
        "lat": 51.99223,
        "lon": 8.79301,
        "name": "Lage"
      },
      {
        "lat": 50.98854,
        "lon": 7.41391,
        "name": "Engelskirchen"
      },
      {
        "lat": -5.1875,
        "lon": -37.34417,
        "name": "Mossoró"
      }
    ],
    "question": "Which location is the geographic outlier among: Chamberí, Penarth, Lage, Engelskirchen, Mossoró?",
    "ground_truth": {
      "answer": "Mossoró",
      "outlier_distance_km": 5808.2,
      "second_furthest_km": 1922.9,
      "clarity_ratio": 3.02,
      "median_distance_km": 1776.0,
      "distances_to_centroid": {
        "Chamberí": 322.7,
        "Penarth": 1513.7,
        "Lage": 1922.9,
        "Engelskirchen": 1776.0,
        "Mossoró": 5808.2
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Chamberí: (40.43°, -3.70°)",
      "  Penarth: (51.44°, -3.17°)",
      "  Lage: (51.99°, 8.79°)",
      "  Engelskirchen: (50.99°, 7.41°)",
      "  Mossoró: (-5.19°, -37.34°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Mossoró: 5808.2 km from centroid",
      "  Lage: 1922.9 km from centroid",
      "  Engelskirchen: 1776.0 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Mossoró",
      "FINAL ANSWER: Mossoró"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 40.09923,
        "lon": -83.11408,
        "name": "Dublin"
      },
      {
        "lat": 41.31256,
        "lon": -81.44011,
        "name": "Twinsburg"
      },
      {
        "lat": 34.18667,
        "lon": -118.44897,
        "name": "Van Nuys"
      },
      {
        "lat": 37.30588,
        "lon": -89.51815,
        "name": "Cape Girardeau"
      },
      {
        "lat": 20.19966,
        "lon": 83.90938,
        "name": "Baliguda"
      }
    ],
    "question": "Which location is the geographic outlier among: Dublin, Twinsburg, Van Nuys, Cape Girardeau, Baliguda?",
    "ground_truth": {
      "answer": "Baliguda",
      "outlier_distance_km": 12694.5,
      "second_furthest_km": 5481.9,
      "clarity_ratio": 2.32,
      "median_distance_km": 2863.7,
      "distances_to_centroid": {
        "Dublin": 2316.5,
        "Twinsburg": 2199.8,
        "Van Nuys": 5481.9,
        "Cape Girardeau": 2863.7,
        "Baliguda": 12694.5
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Dublin: (40.10°, -83.11°)",
      "  Twinsburg: (41.31°, -81.44°)",
      "  Van Nuys: (34.19°, -118.45°)",
      "  Cape Girardeau: (37.31°, -89.52°)",
      "  Baliguda: (20.20°, 83.91°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Baliguda: 12694.5 km from centroid",
      "  Van Nuys: 5481.9 km from centroid",
      "  Cape Girardeau: 2863.7 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Baliguda",
      "FINAL ANSWER: Baliguda"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 14.52541,
        "lon": 102.24591,
        "name": "Khon Buri"
      },
      {
        "lat": 34.00964,
        "lon": 131.86637,
        "name": "Kudamatsu"
      },
      {
        "lat": 37.97451,
        "lon": 140.77202,
        "name": "Kakuda"
      },
      {
        "lat": 36.2378,
        "lon": 139.19023,
        "name": "Honjō"
      },
      {
        "lat": 6.55504,
        "lon": 3.34363,
        "name": "Oshodi"
      }
    ],
    "question": "Which location is the geographic outlier among: Khon Buri, Kudamatsu, Kakuda, Honjō, Oshodi?",
    "ground_truth": {
      "answer": "Oshodi",
      "outlier_distance_km": 10694.4,
      "second_furthest_km": 3738.2,
      "clarity_ratio": 2.86,
      "median_distance_km": 3568.4,
      "distances_to_centroid": {
        "Khon Buri": 1267.0,
        "Kudamatsu": 2870.1,
        "Kakuda": 3738.2,
        "Honjō": 3568.4,
        "Oshodi": 10694.4
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Khon Buri: (14.53°, 102.25°)",
      "  Kudamatsu: (34.01°, 131.87°)",
      "  Kakuda: (37.97°, 140.77°)",
      "  Honjō: (36.24°, 139.19°)",
      "  Oshodi: (6.56°, 3.34°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Oshodi: 10694.4 km from centroid",
      "  Kakuda: 3738.2 km from centroid",
      "  Honjō: 3568.4 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Oshodi",
      "FINAL ANSWER: Oshodi"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -37.80128,
        "lon": -73.39616,
        "name": "Cañete"
      },
      {
        "lat": -10.33528,
        "lon": -67.18556,
        "name": "Plácido de Castro"
      },
      {
        "lat": -33.73257,
        "lon": -70.74281,
        "name": "Buin"
      },
      {
        "lat": -11.04404,
        "lon": -41.97102,
        "name": "Jussara"
      },
      {
        "lat": 7.06273,
        "lon": -1.4001,
        "name": "Mampong"
      }
    ],
    "question": "Which location is the geographic outlier among: Cañete, Plácido de Castro, Buin, Jussara, Mampong?",
    "ground_truth": {
      "answer": "Mampong",
      "outlier_distance_km": 6073.4,
      "second_furthest_km": 3171.7,
      "clarity_ratio": 1.91,
      "median_distance_km": 2700.3,
      "distances_to_centroid": {
        "Cañete": 3171.7,
        "Plácido de Castro": 1910.8,
        "Buin": 2700.3,
        "Jussara": 1182.5,
        "Mampong": 6073.4
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Cañete: (-37.80°, -73.40°)",
      "  Plácido de Castro: (-10.34°, -67.19°)",
      "  Buin: (-33.73°, -70.74°)",
      "  Jussara: (-11.04°, -41.97°)",
      "  Mampong: (7.06°, -1.40°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Mampong: 6073.4 km from centroid",
      "  Cañete: 3171.7 km from centroid",
      "  Buin: 2700.3 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Mampong",
      "FINAL ANSWER: Mampong"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 24.97916,
        "lon": 32.87722,
        "name": "Edfu"
      },
      {
        "lat": 31.19688,
        "lon": 31.5243,
        "name": "Shirbīn"
      },
      {
        "lat": 27.3126,
        "lon": 30.96987,
        "name": "Manfalūţ"
      },
      {
        "lat": 11.66667,
        "lon": 38.8,
        "name": "Filakit"
      },
      {
        "lat": -5.90181,
        "lon": -76.12234,
        "name": "Yurimaguas"
      }
    ],
    "question": "Which location is the geographic outlier among: Edfu, Shirbīn, Manfalūţ, Filakit, Yurimaguas?",
    "ground_truth": {
      "answer": "Yurimaguas",
      "outlier_distance_km": 9969.7,
      "second_furthest_km": 3000.0,
      "clarity_ratio": 3.32,
      "median_distance_km": 2494.8,
      "distances_to_centroid": {
        "Edfu": 2336.3,
        "Shirbīn": 2494.8,
        "Manfalūţ": 2244.7,
        "Filakit": 3000.0,
        "Yurimaguas": 9969.7
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Edfu: (24.98°, 32.88°)",
      "  Shirbīn: (31.20°, 31.52°)",
      "  Manfalūţ: (27.31°, 30.97°)",
      "  Filakit: (11.67°, 38.80°)",
      "  Yurimaguas: (-5.90°, -76.12°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Yurimaguas: 9969.7 km from centroid",
      "  Filakit: 3000.0 km from centroid",
      "  Shirbīn: 2494.8 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Yurimaguas",
      "FINAL ANSWER: Yurimaguas"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 49.97704,
        "lon": 9.15214,
        "name": "Aschaffenburg"
      },
      {
        "lat": 53.59266,
        "lon": 9.87697,
        "name": "Lurup"
      },
      {
        "lat": 47.05893,
        "lon": -0.87974,
        "name": "Cholet"
      },
      {
        "lat": 41.9908,
        "lon": 12.09082,
        "name": "Cerveteri"
      },
      {
        "lat": -33.2914,
        "lon": -66.32467,
        "name": "San Luis"
      }
    ],
    "question": "Which location is the geographic outlier among: Aschaffenburg, Lurup, Cholet, Cerveteri, San Luis?",
    "ground_truth": {
      "answer": "San Luis",
      "outlier_distance_km": 9531.1,
      "second_furthest_km": 2774.1,
      "clarity_ratio": 3.44,
      "median_distance_km": 2427.0,
      "distances_to_centroid": {
        "Aschaffenburg": 2427.0,
        "Lurup": 2774.1,
        "Cholet": 1773.3,
        "Cerveteri": 2045.0,
        "San Luis": 9531.1
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Aschaffenburg: (49.98°, 9.15°)",
      "  Lurup: (53.59°, 9.88°)",
      "  Cholet: (47.06°, -0.88°)",
      "  Cerveteri: (41.99°, 12.09°)",
      "  San Luis: (-33.29°, -66.32°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  San Luis: 9531.1 km from centroid",
      "  Lurup: 2774.1 km from centroid",
      "  Aschaffenburg: 2427.0 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: San Luis",
      "FINAL ANSWER: San Luis"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 51.49007,
        "lon": 40.42236,
        "name": "Anna"
      },
      {
        "lat": 56.44222,
        "lon": 60.18778,
        "name": "Polevskoy"
      },
      {
        "lat": 40.47353,
        "lon": -3.87182,
        "name": "Majadahonda"
      },
      {
        "lat": 44.74471,
        "lon": -0.68194,
        "name": "Cestas"
      },
      {
        "lat": 41.76955,
        "lon": -71.12866,
        "name": "Somerset"
      }
    ],
    "question": "Which location is the geographic outlier among: Anna, Polevskoy, Majadahonda, Cestas, Somerset?",
    "ground_truth": {
      "answer": "Somerset",
      "outlier_distance_km": 5834.5,
      "second_furthest_km": 3831.9,
      "clarity_ratio": 1.52,
      "median_distance_km": 2594.5,
      "distances_to_centroid": {
        "Anna": 2594.5,
        "Polevskoy": 3831.9,
        "Majadahonda": 1013.9,
        "Cestas": 504.4,
        "Somerset": 5834.5
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Anna: (51.49°, 40.42°)",
      "  Polevskoy: (56.44°, 60.19°)",
      "  Majadahonda: (40.47°, -3.87°)",
      "  Cestas: (44.74°, -0.68°)",
      "  Somerset: (41.77°, -71.13°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Somerset: 5834.5 km from centroid",
      "  Polevskoy: 3831.9 km from centroid",
      "  Anna: 2594.5 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Somerset",
      "FINAL ANSWER: Somerset"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 51.7604,
        "lon": -0.56528,
        "name": "Berkhamsted"
      },
      {
        "lat": 52.19551,
        "lon": 9.46421,
        "name": "Bad Münder am Deister"
      },
      {
        "lat": 55.50194,
        "lon": 36.02722,
        "name": "Mozhaysk"
      },
      {
        "lat": 54.08905,
        "lon": 13.40244,
        "name": "Universitäts- und Hansestadt Greifswald"
      },
      {
        "lat": 14.16347,
        "lon": 38.89924,
        "name": "Adwa"
      }
    ],
    "question": "Which location is the geographic outlier among: Berkhamsted, Bad Münder am Deister, Mozhaysk, Universitäts- und Hansestadt Greifswald, Adwa?",
    "ground_truth": {
      "answer": "Adwa",
      "outlier_distance_km": 3938.0,
      "second_furthest_km": 1617.5,
      "clarity_ratio": 2.43,
      "median_distance_km": 1605.1,
      "distances_to_centroid": {
        "Berkhamsted": 1617.5,
        "Bad Münder am Deister": 1037.6,
        "Mozhaysk": 1605.1,
        "Universitäts- und Hansestadt Greifswald": 1043.7,
        "Adwa": 3938.0
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Berkhamsted: (51.76°, -0.57°)",
      "  Bad Münder am Deister: (52.20°, 9.46°)",
      "  Mozhaysk: (55.50°, 36.03°)",
      "  Universitäts- und Hansestadt Greifswald: (54.09°, 13.40°)",
      "  Adwa: (14.16°, 38.90°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Adwa: 3938.0 km from centroid",
      "  Berkhamsted: 1617.5 km from centroid",
      "  Mozhaysk: 1605.1 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Adwa",
      "FINAL ANSWER: Adwa"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -1.78079,
        "lon": 37.62882,
        "name": "Wote"
      },
      {
        "lat": 25.69893,
        "lon": 32.6421,
        "name": "Luxor"
      },
      {
        "lat": 12.40592,
        "lon": 4.64605,
        "name": "Tambuwal"
      },
      {
        "lat": 7.62329,
        "lon": 5.22087,
        "name": "Ado-Ekiti"
      },
      {
        "lat": 28.07807,
        "lon": -82.76371,
        "name": "Palm Harbor"
      }
    ],
    "question": "Which location is the geographic outlier among: Wote, Luxor, Tambuwal, Ado-Ekiti, Palm Harbor?",
    "ground_truth": {
      "answer": "Palm Harbor",
      "outlier_distance_km": 8512.6,
      "second_furthest_km": 4570.4,
      "clarity_ratio": 1.86,
      "median_distance_km": 3672.1,
      "distances_to_centroid": {
        "Wote": 4570.4,
        "Luxor": 3672.1,
        "Tambuwal": 601.9,
        "Ado-Ekiti": 980.5,
        "Palm Harbor": 8512.6
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Wote: (-1.78°, 37.63°)",
      "  Luxor: (25.70°, 32.64°)",
      "  Tambuwal: (12.41°, 4.65°)",
      "  Ado-Ekiti: (7.62°, 5.22°)",
      "  Palm Harbor: (28.08°, -82.76°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Palm Harbor: 8512.6 km from centroid",
      "  Wote: 4570.4 km from centroid",
      "  Luxor: 3672.1 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Palm Harbor",
      "FINAL ANSWER: Palm Harbor"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 6.25532,
        "lon": 45.3853,
        "name": "Lasoano"
      },
      {
        "lat": 10.71668,
        "lon": 39.86997,
        "name": "Kemisē"
      },
      {
        "lat": 31.10483,
        "lon": 30.64135,
        "name": "Ar Raḩmānīyah"
      },
      {
        "lat": 7.10168,
        "lon": 7.65945,
        "name": "Otukpa"
      },
      {
        "lat": 25.91176,
        "lon": -80.20033,
        "name": "Golden Glades"
      }
    ],
    "question": "Which location is the geographic outlier among: Lasoano, Kemisē, Ar Raḩmānīyah, Otukpa, Golden Glades?",
    "ground_truth": {
      "answer": "Golden Glades",
      "outlier_distance_km": 9118.7,
      "second_furthest_km": 4146.5,
      "clarity_ratio": 2.2,
      "median_distance_km": 3425.0,
      "distances_to_centroid": {
        "Lasoano": 4146.5,
        "Kemisē": 3425.0,
        "Ar Raḩmānīyah": 2773.5,
        "Otukpa": 1019.6,
        "Golden Glades": 9118.7
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Lasoano: (6.26°, 45.39°)",
      "  Kemisē: (10.72°, 39.87°)",
      "  Ar Raḩmānīyah: (31.10°, 30.64°)",
      "  Otukpa: (7.10°, 7.66°)",
      "  Golden Glades: (25.91°, -80.20°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Golden Glades: 9118.7 km from centroid",
      "  Lasoano: 4146.5 km from centroid",
      "  Kemisē: 3425.0 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Golden Glades",
      "FINAL ANSWER: Golden Glades"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 36.83543,
        "lon": -76.29827,
        "name": "Portsmouth"
      },
      {
        "lat": 40.77205,
        "lon": -73.93014,
        "name": "Astoria"
      },
      {
        "lat": 40.04622,
        "lon": -75.35991,
        "name": "Radnor"
      },
      {
        "lat": 18.15056,
        "lon": -94.5525,
        "name": "Fraccionamiento Ciudad Olmeca"
      },
      {
        "lat": -23.81305,
        "lon": -64.79353,
        "name": "Libertador General San Martín"
      }
    ],
    "question": "Which location is the geographic outlier among: Portsmouth, Astoria, Radnor, Fraccionamiento Ciudad Olmeca, Libertador General San Martín?",
    "ground_truth": {
      "answer": "Libertador General San Martín",
      "outlier_distance_km": 5304.8,
      "second_furthest_km": 2063.1,
      "clarity_ratio": 2.57,
      "median_distance_km": 1968.4,
      "distances_to_centroid": {
        "Portsmouth": 1606.7,
        "Astoria": 2063.1,
        "Radnor": 1968.4,
        "Fraccionamiento Ciudad Olmeca": 1890.7,
        "Libertador General San Martín": 5304.8
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Portsmouth: (36.84°, -76.30°)",
      "  Astoria: (40.77°, -73.93°)",
      "  Radnor: (40.05°, -75.36°)",
      "  Fraccionamiento Ciudad Olmeca: (18.15°, -94.55°)",
      "  Libertador General San Martín: (-23.81°, -64.79°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Libertador General San Martín: 5304.8 km from centroid",
      "  Astoria: 2063.1 km from centroid",
      "  Radnor: 1968.4 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Libertador General San Martín",
      "FINAL ANSWER: Libertador General San Martín"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -37.68611,
        "lon": 176.16667,
        "name": "Tauranga"
      },
      {
        "lat": -33.9125,
        "lon": 151.10279,
        "name": "Campsie"
      },
      {
        "lat": -45.87416,
        "lon": 170.50361,
        "name": "Dunedin"
      },
      {
        "lat": -33.8,
        "lon": 151.18333,
        "name": "Chatswood"
      },
      {
        "lat": 12.9534,
        "lon": 79.13373,
        "name": "Kalinjur"
      }
    ],
    "question": "Which location is the geographic outlier among: Tauranga, Campsie, Dunedin, Chatswood, Kalinjur?",
    "ground_truth": {
      "answer": "Kalinjur",
      "outlier_distance_km": 8461.3,
      "second_furthest_km": 3051.8,
      "clarity_ratio": 2.77,
      "median_distance_km": 2979.0,
      "distances_to_centroid": {
        "Tauranga": 3051.8,
        "Campsie": 869.9,
        "Dunedin": 2979.0,
        "Chatswood": 864.8,
        "Kalinjur": 8461.3
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Tauranga: (-37.69°, 176.17°)",
      "  Campsie: (-33.91°, 151.10°)",
      "  Dunedin: (-45.87°, 170.50°)",
      "  Chatswood: (-33.80°, 151.18°)",
      "  Kalinjur: (12.95°, 79.13°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Kalinjur: 8461.3 km from centroid",
      "  Tauranga: 3051.8 km from centroid",
      "  Dunedin: 2979.0 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Kalinjur",
      "FINAL ANSWER: Kalinjur"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 53.1625,
        "lon": 6.37639,
        "name": "Leek"
      },
      {
        "lat": 51.5144,
        "lon": -0.13535,
        "name": "Soho"
      },
      {
        "lat": 41.36718,
        "lon": 2.0574,
        "name": "Sant Joan Despí"
      },
      {
        "lat": 45.67206,
        "lon": 8.82691,
        "name": "Cassano Magnago"
      },
      {
        "lat": -38.19528,
        "lon": 146.5415,
        "name": "Traralgon"
      }
    ],
    "question": "Which location is the geographic outlier among: Leek, Soho, Sant Joan Despí, Cassano Magnago, Traralgon?",
    "ground_truth": {
      "answer": "Traralgon",
      "outlier_distance_km": 14016.2,
      "second_furthest_km": 3545.5,
      "clarity_ratio": 3.95,
      "median_distance_km": 3277.5,
      "distances_to_centroid": {
        "Leek": 3277.5,
        "Soho": 3545.5,
        "Sant Joan Despí": 2982.1,
        "Cassano Magnago": 2653.3,
        "Traralgon": 14016.2
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Leek: (53.16°, 6.38°)",
      "  Soho: (51.51°, -0.14°)",
      "  Sant Joan Despí: (41.37°, 2.06°)",
      "  Cassano Magnago: (45.67°, 8.83°)",
      "  Traralgon: (-38.20°, 146.54°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Traralgon: 14016.2 km from centroid",
      "  Soho: 3545.5 km from centroid",
      "  Leek: 3277.5 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Traralgon",
      "FINAL ANSWER: Traralgon"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 5.70773,
        "lon": 6.43402,
        "name": "Kwale"
      },
      {
        "lat": 6.6,
        "lon": 38.41667,
        "name": "Wendo"
      },
      {
        "lat": 27.18096,
        "lon": 31.18368,
        "name": "Assiut"
      },
      {
        "lat": 25.25,
        "lon": 30.55,
        "name": "Al-Khārijah"
      },
      {
        "lat": 40.62205,
        "lon": -74.24459,
        "name": "Linden"
      }
    ],
    "question": "Which location is the geographic outlier among: Kwale, Wendo, Assiut, Al-Khārijah, Linden?",
    "ground_truth": {
      "answer": "Linden",
      "outlier_distance_km": 7740.4,
      "second_furthest_km": 3794.0,
      "clarity_ratio": 2.04,
      "median_distance_km": 2593.5,
      "distances_to_centroid": {
        "Kwale": 1708.4,
        "Wendo": 3794.0,
        "Assiut": 2593.5,
        "Al-Khārijah": 2501.8,
        "Linden": 7740.4
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Kwale: (5.71°, 6.43°)",
      "  Wendo: (6.60°, 38.42°)",
      "  Assiut: (27.18°, 31.18°)",
      "  Al-Khārijah: (25.25°, 30.55°)",
      "  Linden: (40.62°, -74.24°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Linden: 7740.4 km from centroid",
      "  Wendo: 3794.0 km from centroid",
      "  Assiut: 2593.5 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Linden",
      "FINAL ANSWER: Linden"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -27.53221,
        "lon": 153.22889,
        "name": "Alexandra Hills"
      },
      {
        "lat": -34.78254,
        "lon": 138.61077,
        "name": "Parafield Gardens"
      },
      {
        "lat": -33.95,
        "lon": 151.11667,
        "name": "Bexley"
      },
      {
        "lat": -34.28853,
        "lon": 146.05093,
        "name": "Griffith"
      },
      {
        "lat": 20.57806,
        "lon": 86.56063,
        "name": "Patāmundai"
      }
    ],
    "question": "Which location is the geographic outlier among: Alexandra Hills, Parafield Gardens, Bexley, Griffith, Patāmundai?",
    "ground_truth": {
      "answer": "Patāmundai",
      "outlier_distance_km": 7084.0,
      "second_furthest_km": 2053.5,
      "clarity_ratio": 3.45,
      "median_distance_km": 1927.6,
      "distances_to_centroid": {
        "Alexandra Hills": 1927.6,
        "Parafield Gardens": 1462.2,
        "Bexley": 2053.5,
        "Griffith": 1734.8,
        "Patāmundai": 7084.0
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Alexandra Hills: (-27.53°, 153.23°)",
      "  Parafield Gardens: (-34.78°, 138.61°)",
      "  Bexley: (-33.95°, 151.12°)",
      "  Griffith: (-34.29°, 146.05°)",
      "  Patāmundai: (20.58°, 86.56°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Patāmundai: 7084.0 km from centroid",
      "  Bexley: 2053.5 km from centroid",
      "  Alexandra Hills: 1927.6 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Patāmundai",
      "FINAL ANSWER: Patāmundai"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -28.00274,
        "lon": 153.42999,
        "name": "Surfers Paradise"
      },
      {
        "lat": -37.7,
        "lon": 144.93333,
        "name": "Glenroy"
      },
      {
        "lat": -37.65,
        "lon": 145.03333,
        "name": "Epping"
      },
      {
        "lat": -34.424,
        "lon": 150.89345,
        "name": "Wollongong"
      },
      {
        "lat": 19.8173,
        "lon": -97.35992,
        "name": "Teziutlan"
      }
    ],
    "question": "Which location is the geographic outlier among: Surfers Paradise, Glenroy, Epping, Wollongong, Teziutlan?",
    "ground_truth": {
      "answer": "Teziutlan",
      "outlier_distance_km": 18236.1,
      "second_furthest_km": 5389.7,
      "clarity_ratio": 3.38,
      "median_distance_km": 5096.4,
      "distances_to_centroid": {
        "Surfers Paradise": 5389.7,
        "Glenroy": 4580.0,
        "Epping": 4588.1,
        "Wollongong": 5096.4,
        "Teziutlan": 18236.1
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Surfers Paradise: (-28.00°, 153.43°)",
      "  Glenroy: (-37.70°, 144.93°)",
      "  Epping: (-37.65°, 145.03°)",
      "  Wollongong: (-34.42°, 150.89°)",
      "  Teziutlan: (19.82°, -97.36°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Teziutlan: 18236.1 km from centroid",
      "  Surfers Paradise: 5389.7 km from centroid",
      "  Wollongong: 5096.4 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Teziutlan",
      "FINAL ANSWER: Teziutlan"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 45.58058,
        "lon": 39.65741,
        "name": "Vyselki"
      },
      {
        "lat": 45.06982,
        "lon": 11.79022,
        "name": "Rovigo"
      },
      {
        "lat": 48.53053,
        "lon": 11.505,
        "name": "Pfaffenhofen an der Ilm"
      },
      {
        "lat": 52.25116,
        "lon": 10.81683,
        "name": "Königslutter am Elm"
      },
      {
        "lat": -37.79117,
        "lon": 144.81637,
        "name": "Sunshine West"
      }
    ],
    "question": "Which location is the geographic outlier among: Vyselki, Rovigo, Pfaffenhofen an der Ilm, Königslutter am Elm, Sunshine West?",
    "ground_truth": {
      "answer": "Sunshine West",
      "outlier_distance_km": 12937.7,
      "second_furthest_km": 3584.4,
      "clarity_ratio": 3.61,
      "median_distance_km": 3355.3,
      "distances_to_centroid": {
        "Vyselki": 1688.6,
        "Rovigo": 3193.3,
        "Pfaffenhofen an der Ilm": 3355.3,
        "Königslutter am Elm": 3584.4,
        "Sunshine West": 12937.7
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Vyselki: (45.58°, 39.66°)",
      "  Rovigo: (45.07°, 11.79°)",
      "  Pfaffenhofen an der Ilm: (48.53°, 11.51°)",
      "  Königslutter am Elm: (52.25°, 10.82°)",
      "  Sunshine West: (-37.79°, 144.82°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Sunshine West: 12937.7 km from centroid",
      "  Königslutter am Elm: 3584.4 km from centroid",
      "  Pfaffenhofen an der Ilm: 3355.3 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Sunshine West",
      "FINAL ANSWER: Sunshine West"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -33.95,
        "lon": 151.11667,
        "name": "Bexley"
      },
      {
        "lat": -37.7,
        "lon": 144.93333,
        "name": "Glenroy"
      },
      {
        "lat": -33.88834,
        "lon": 151.12274,
        "name": "Ashfield"
      },
      {
        "lat": -31.76737,
        "lon": 115.96936,
        "name": "Ellenbrook"
      },
      {
        "lat": 39.52079,
        "lon": 116.71471,
        "name": "Langfang"
      }
    ],
    "question": "Which location is the geographic outlier among: Bexley, Glenroy, Ashfield, Ellenbrook, Langfang?",
    "ground_truth": {
      "answer": "Langfang",
      "outlier_distance_km": 6867.1,
      "second_furthest_km": 2414.3,
      "clarity_ratio": 2.84,
      "median_distance_km": 2196.0,
      "distances_to_centroid": {
        "Bexley": 2190.7,
        "Glenroy": 2196.0,
        "Ashfield": 2186.4,
        "Ellenbrook": 2414.3,
        "Langfang": 6867.1
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Bexley: (-33.95°, 151.12°)",
      "  Glenroy: (-37.70°, 144.93°)",
      "  Ashfield: (-33.89°, 151.12°)",
      "  Ellenbrook: (-31.77°, 115.97°)",
      "  Langfang: (39.52°, 116.71°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Langfang: 6867.1 km from centroid",
      "  Ellenbrook: 2414.3 km from centroid",
      "  Glenroy: 2196.0 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Langfang",
      "FINAL ANSWER: Langfang"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 37.12084,
        "lon": -5.45403,
        "name": "Morón de la Frontera"
      },
      {
        "lat": 46.8458,
        "lon": -1.87942,
        "name": "Challans"
      },
      {
        "lat": 56.22761,
        "lon": 32.77474,
        "name": "Nelidovo"
      },
      {
        "lat": 51.28333,
        "lon": -0.83333,
        "name": "Fleet"
      },
      {
        "lat": 7.43636,
        "lon": 5.45925,
        "name": "Emure-Ekiti"
      }
    ],
    "question": "Which location is the geographic outlier among: Morón de la Frontera, Challans, Nelidovo, Fleet, Emure-Ekiti?",
    "ground_truth": {
      "answer": "Emure-Ekiti",
      "outlier_distance_km": 3597.2,
      "second_furthest_km": 2672.0,
      "clarity_ratio": 1.35,
      "median_distance_km": 1384.1,
      "distances_to_centroid": {
        "Morón de la Frontera": 1040.7,
        "Challans": 1011.1,
        "Nelidovo": 2672.0,
        "Fleet": 1384.1,
        "Emure-Ekiti": 3597.2
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Morón de la Frontera: (37.12°, -5.45°)",
      "  Challans: (46.85°, -1.88°)",
      "  Nelidovo: (56.23°, 32.77°)",
      "  Fleet: (51.28°, -0.83°)",
      "  Emure-Ekiti: (7.44°, 5.46°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Emure-Ekiti: 3597.2 km from centroid",
      "  Nelidovo: 2672.0 km from centroid",
      "  Fleet: 1384.1 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Emure-Ekiti",
      "FINAL ANSWER: Emure-Ekiti"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 20.72111,
        "lon": -103.38742,
        "name": "Zapopan"
      },
      {
        "lat": 37.72493,
        "lon": -122.15608,
        "name": "San Leandro"
      },
      {
        "lat": 43.21555,
        "lon": -88.03001,
        "name": "Mequon"
      },
      {
        "lat": 50.03928,
        "lon": -110.67661,
        "name": "Medicine Hat"
      },
      {
        "lat": 4.02219,
        "lon": 101.02083,
        "name": "Teluk Intan"
      }
    ],
    "question": "Which location is the geographic outlier among: Zapopan, San Leandro, Mequon, Medicine Hat, Teluk Intan?",
    "ground_truth": {
      "answer": "Teluk Intan",
      "outlier_distance_km": 15819.7,
      "second_furthest_km": 5242.8,
      "clarity_ratio": 3.02,
      "median_distance_km": 4327.3,
      "distances_to_centroid": {
        "Zapopan": 4020.9,
        "San Leandro": 5242.8,
        "Mequon": 2455.2,
        "Medicine Hat": 4327.3,
        "Teluk Intan": 15819.7
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Zapopan: (20.72°, -103.39°)",
      "  San Leandro: (37.72°, -122.16°)",
      "  Mequon: (43.22°, -88.03°)",
      "  Medicine Hat: (50.04°, -110.68°)",
      "  Teluk Intan: (4.02°, 101.02°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Teluk Intan: 15819.7 km from centroid",
      "  San Leandro: 5242.8 km from centroid",
      "  Medicine Hat: 4327.3 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Teluk Intan",
      "FINAL ANSWER: Teluk Intan"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 20.23031,
        "lon": -99.21396,
        "name": "Mixquiahuala de Juarez"
      },
      {
        "lat": 41.80503,
        "lon": -87.86923,
        "name": "La Grange"
      },
      {
        "lat": 15.13924,
        "lon": -92.4634,
        "name": "Huixtla"
      },
      {
        "lat": 43.6135,
        "lon": -116.20345,
        "name": "Boise"
      },
      {
        "lat": -31.89578,
        "lon": 115.76431,
        "name": "Scarborough"
      }
    ],
    "question": "Which location is the geographic outlier among: Mixquiahuala de Juarez, La Grange, Huixtla, Boise, Scarborough?",
    "ground_truth": {
      "answer": "Scarborough",
      "outlier_distance_km": 18240.4,
      "second_furthest_km": 6273.0,
      "clarity_ratio": 2.91,
      "median_distance_km": 4539.3,
      "distances_to_centroid": {
        "Mixquiahuala de Juarez": 4539.3,
        "La Grange": 4032.0,
        "Huixtla": 3893.9,
        "Boise": 6273.0,
        "Scarborough": 18240.4
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Mixquiahuala de Juarez: (20.23°, -99.21°)",
      "  La Grange: (41.81°, -87.87°)",
      "  Huixtla: (15.14°, -92.46°)",
      "  Boise: (43.61°, -116.20°)",
      "  Scarborough: (-31.90°, 115.76°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Scarborough: 18240.4 km from centroid",
      "  Boise: 6273.0 km from centroid",
      "  Mixquiahuala de Juarez: 4539.3 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Scarborough",
      "FINAL ANSWER: Scarborough"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -33.58331,
        "lon": -70.63419,
        "name": "La Pintana"
      },
      {
        "lat": -40.81519,
        "lon": -63.0004,
        "name": "Viedma"
      },
      {
        "lat": -21.97556,
        "lon": -45.35028,
        "name": "Lambari"
      },
      {
        "lat": -25.51626,
        "lon": -48.52537,
        "name": "Paranaguá"
      },
      {
        "lat": 17.5921,
        "lon": 74.19966,
        "name": "Rahimatpur"
      }
    ],
    "question": "Which location is the geographic outlier among: La Pintana, Viedma, Lambari, Paranaguá, Rahimatpur?",
    "ground_truth": {
      "answer": "Rahimatpur",
      "outlier_distance_km": 12191.3,
      "second_furthest_km": 4167.7,
      "clarity_ratio": 2.93,
      "median_distance_km": 3766.5,
      "distances_to_centroid": {
        "La Pintana": 4167.7,
        "Viedma": 3766.5,
        "Lambari": 1524.9,
        "Paranaguá": 1896.0,
        "Rahimatpur": 12191.3
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  La Pintana: (-33.58°, -70.63°)",
      "  Viedma: (-40.82°, -63.00°)",
      "  Lambari: (-21.98°, -45.35°)",
      "  Paranaguá: (-25.52°, -48.53°)",
      "  Rahimatpur: (17.59°, 74.20°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Rahimatpur: 12191.3 km from centroid",
      "  La Pintana: 4167.7 km from centroid",
      "  Viedma: 3766.5 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Rahimatpur",
      "FINAL ANSWER: Rahimatpur"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -23.4717,
        "lon": -46.57923,
        "name": "Vila Galvão"
      },
      {
        "lat": 6.15153,
        "lon": -75.61657,
        "name": "Sabaneta"
      },
      {
        "lat": -5.32222,
        "lon": -41.5525,
        "name": "Castelo do Piauí"
      },
      {
        "lat": -11.42047,
        "lon": -58.75488,
        "name": "Juína"
      },
      {
        "lat": 7.13333,
        "lon": 37.95,
        "name": "Shonē"
      }
    ],
    "question": "Which location is the geographic outlier among: Vila Galvão, Sabaneta, Castelo do Piauí, Juína, Shonē?",
    "ground_truth": {
      "answer": "Shonē",
      "outlier_distance_km": 8421.7,
      "second_furthest_km": 4483.9,
      "clarity_ratio": 1.88,
      "median_distance_km": 2493.4,
      "distances_to_centroid": {
        "Vila Galvão": 2262.2,
        "Sabaneta": 4483.9,
        "Castelo do Piauí": 513.9,
        "Juína": 2493.4,
        "Shonē": 8421.7
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Vila Galvão: (-23.47°, -46.58°)",
      "  Sabaneta: (6.15°, -75.62°)",
      "  Castelo do Piauí: (-5.32°, -41.55°)",
      "  Juína: (-11.42°, -58.75°)",
      "  Shonē: (7.13°, 37.95°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Shonē: 8421.7 km from centroid",
      "  Sabaneta: 4483.9 km from centroid",
      "  Juína: 2493.4 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Shonē",
      "FINAL ANSWER: Shonē"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -23.8525,
        "lon": -46.9425,
        "name": "São Lourenço da Serra"
      },
      {
        "lat": 4.96531,
        "lon": -73.91301,
        "name": "Tocancipá"
      },
      {
        "lat": -28.40833,
        "lon": -54.96083,
        "name": "São Luiz Gonzaga"
      },
      {
        "lat": -15.64667,
        "lon": -56.1325,
        "name": "Várzea Grande"
      },
      {
        "lat": 35.42291,
        "lon": 136.76039,
        "name": "Gifu"
      }
    ],
    "question": "Which location is the geographic outlier among: São Lourenço da Serra, Tocancipá, São Luiz Gonzaga, Várzea Grande, Gifu?",
    "ground_truth": {
      "answer": "Gifu",
      "outlier_distance_km": 15867.1,
      "second_furthest_km": 6203.4,
      "clarity_ratio": 2.56,
      "median_distance_km": 4559.7,
      "distances_to_centroid": {
        "São Lourenço da Serra": 3614.8,
        "Tocancipá": 6203.4,
        "São Luiz Gonzaga": 4559.7,
        "Várzea Grande": 4200.5,
        "Gifu": 15867.1
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  São Lourenço da Serra: (-23.85°, -46.94°)",
      "  Tocancipá: (4.97°, -73.91°)",
      "  São Luiz Gonzaga: (-28.41°, -54.96°)",
      "  Várzea Grande: (-15.65°, -56.13°)",
      "  Gifu: (35.42°, 136.76°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Gifu: 15867.1 km from centroid",
      "  Tocancipá: 6203.4 km from centroid",
      "  São Luiz Gonzaga: 4559.7 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Gifu",
      "FINAL ANSWER: Gifu"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 33.20566,
        "lon": 130.37527,
        "name": "Ōkawa"
      },
      {
        "lat": 31.17664,
        "lon": 108.13155,
        "name": "Zhonghe"
      },
      {
        "lat": 11.57506,
        "lon": 77.59043,
        "name": "Anthiyur"
      },
      {
        "lat": 25.66742,
        "lon": 116.75429,
        "name": "Wenheng"
      },
      {
        "lat": 53.58453,
        "lon": 9.76594,
        "name": "Rissen"
      }
    ],
    "question": "Which location is the geographic outlier among: Ōkawa, Zhonghe, Anthiyur, Wenheng, Rissen?",
    "ground_truth": {
      "answer": "Rissen",
      "outlier_distance_km": 6567.2,
      "second_furthest_km": 3922.4,
      "clarity_ratio": 1.67,
      "median_distance_km": 2818.3,
      "distances_to_centroid": {
        "Ōkawa": 3922.4,
        "Zhonghe": 1864.4,
        "Anthiyur": 2439.2,
        "Wenheng": 2818.3,
        "Rissen": 6567.2
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Ōkawa: (33.21°, 130.38°)",
      "  Zhonghe: (31.18°, 108.13°)",
      "  Anthiyur: (11.58°, 77.59°)",
      "  Wenheng: (25.67°, 116.75°)",
      "  Rissen: (53.58°, 9.77°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Rissen: 6567.2 km from centroid",
      "  Ōkawa: 3922.4 km from centroid",
      "  Wenheng: 2818.3 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Rissen",
      "FINAL ANSWER: Rissen"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -36.88745,
        "lon": 174.77059,
        "name": "Epsom"
      },
      {
        "lat": -36.9682,
        "lon": 174.84019,
        "name": "Papatoetoe"
      },
      {
        "lat": -27.20338,
        "lon": 152.95923,
        "name": "Narangba"
      },
      {
        "lat": -38.11531,
        "lon": 145.29814,
        "name": "Cranbourne East"
      },
      {
        "lat": 30.81609,
        "lon": 108.26216,
        "name": "Lihe"
      }
    ],
    "question": "Which location is the geographic outlier among: Epsom, Papatoetoe, Narangba, Cranbourne East, Lihe?",
    "ground_truth": {
      "answer": "Lihe",
      "outlier_distance_km": 7421.4,
      "second_furthest_km": 2838.2,
      "clarity_ratio": 2.61,
      "median_distance_km": 2828.3,
      "distances_to_centroid": {
        "Epsom": 2828.3,
        "Papatoetoe": 2838.2,
        "Narangba": 639.6,
        "Cranbourne East": 1914.5,
        "Lihe": 7421.4
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Epsom: (-36.89°, 174.77°)",
      "  Papatoetoe: (-36.97°, 174.84°)",
      "  Narangba: (-27.20°, 152.96°)",
      "  Cranbourne East: (-38.12°, 145.30°)",
      "  Lihe: (30.82°, 108.26°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Lihe: 7421.4 km from centroid",
      "  Papatoetoe: 2838.2 km from centroid",
      "  Epsom: 2828.3 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Lihe",
      "FINAL ANSWER: Lihe"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 19.20959,
        "lon": -98.75636,
        "name": "San Rafael"
      },
      {
        "lat": 43.25655,
        "lon": -79.08527,
        "name": "Niagara-on-the-Lake"
      },
      {
        "lat": 34.07751,
        "lon": -117.68978,
        "name": "Montclair"
      },
      {
        "lat": 41.05899,
        "lon": -74.02181,
        "name": "Pearl River"
      },
      {
        "lat": -7.59083,
        "lon": -37.53944,
        "name": "Tabira"
      }
    ],
    "question": "Which location is the geographic outlier among: San Rafael, Niagara-on-the-Lake, Montclair, Pearl River, Tabira?",
    "ground_truth": {
      "answer": "Tabira",
      "outlier_distance_km": 6032.3,
      "second_furthest_km": 3584.8,
      "clarity_ratio": 1.68,
      "median_distance_km": 1931.0,
      "distances_to_centroid": {
        "San Rafael": 1931.0,
        "Niagara-on-the-Lake": 1930.2,
        "Montclair": 3584.8,
        "Pearl River": 1807.4,
        "Tabira": 6032.3
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  San Rafael: (19.21°, -98.76°)",
      "  Niagara-on-the-Lake: (43.26°, -79.09°)",
      "  Montclair: (34.08°, -117.69°)",
      "  Pearl River: (41.06°, -74.02°)",
      "  Tabira: (-7.59°, -37.54°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Tabira: 6032.3 km from centroid",
      "  Montclair: 3584.8 km from centroid",
      "  San Rafael: 1931.0 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Tabira",
      "FINAL ANSWER: Tabira"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 27.72297,
        "lon": 75.47178,
        "name": "Udaipur"
      },
      {
        "lat": 10.87995,
        "lon": 76.002,
        "name": "Naduvattam"
      },
      {
        "lat": 26.17668,
        "lon": 90.62634,
        "name": "Goālpāra"
      },
      {
        "lat": 2.01667,
        "lon": 111.91667,
        "name": "Julau"
      },
      {
        "lat": -26.93139,
        "lon": -48.95889,
        "name": "Gaspar"
      }
    ],
    "question": "Which location is the geographic outlier among: Udaipur, Naduvattam, Goālpāra, Julau, Gaspar?",
    "ground_truth": {
      "answer": "Gaspar",
      "outlier_distance_km": 12383.7,
      "second_furthest_km": 5673.5,
      "clarity_ratio": 2.18,
      "median_distance_km": 3725.4,
      "distances_to_centroid": {
        "Udaipur": 2670.9,
        "Naduvattam": 1675.5,
        "Goālpāra": 3725.4,
        "Julau": 5673.5,
        "Gaspar": 12383.7
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Udaipur: (27.72°, 75.47°)",
      "  Naduvattam: (10.88°, 76.00°)",
      "  Goālpāra: (26.18°, 90.63°)",
      "  Julau: (2.02°, 111.92°)",
      "  Gaspar: (-26.93°, -48.96°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Gaspar: 12383.7 km from centroid",
      "  Julau: 5673.5 km from centroid",
      "  Goālpāra: 3725.4 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Gaspar",
      "FINAL ANSWER: Gaspar"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 36.92077,
        "lon": -6.07529,
        "name": "Lebrija"
      },
      {
        "lat": 51.41655,
        "lon": 21.96939,
        "name": "Puławy"
      },
      {
        "lat": 38.42539,
        "lon": -6.41734,
        "name": "Zafra"
      },
      {
        "lat": 39.2989,
        "lon": 16.25307,
        "name": "Cosenza"
      },
      {
        "lat": 20.62354,
        "lon": 79.96454,
        "name": "Desāīganj"
      }
    ],
    "question": "Which location is the geographic outlier among: Lebrija, Puławy, Zafra, Cosenza, Desāīganj?",
    "ground_truth": {
      "answer": "Desāīganj",
      "outlier_distance_km": 5917.2,
      "second_furthest_km": 2412.5,
      "clarity_ratio": 2.45,
      "median_distance_km": 2404.7,
      "distances_to_centroid": {
        "Lebrija": 2404.7,
        "Puławy": 1566.9,
        "Zafra": 2412.5,
        "Cosenza": 478.7,
        "Desāīganj": 5917.2
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Lebrija: (36.92°, -6.08°)",
      "  Puławy: (51.42°, 21.97°)",
      "  Zafra: (38.43°, -6.42°)",
      "  Cosenza: (39.30°, 16.25°)",
      "  Desāīganj: (20.62°, 79.96°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Desāīganj: 5917.2 km from centroid",
      "  Zafra: 2412.5 km from centroid",
      "  Lebrija: 2404.7 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Desāīganj",
      "FINAL ANSWER: Desāīganj"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -23.44417,
        "lon": -46.91778,
        "name": "Santana de Parnaíba"
      },
      {
        "lat": -22.98436,
        "lon": -43.20285,
        "name": "Ipanema"
      },
      {
        "lat": -6.72917,
        "lon": -38.44889,
        "name": "São João do Rio do Peixe"
      },
      {
        "lat": -32.85704,
        "lon": -61.15114,
        "name": "Carcarañá"
      },
      {
        "lat": 40.6462,
        "lon": 17.51661,
        "name": "Ceglie Messapica"
      }
    ],
    "question": "Which location is the geographic outlier among: Santana de Parnaíba, Ipanema, São João do Rio do Peixe, Carcarañá, Ceglie Messapica?",
    "ground_truth": {
      "answer": "Ceglie Messapica",
      "outlier_distance_km": 7668.2,
      "second_furthest_km": 3808.8,
      "clarity_ratio": 2.01,
      "median_distance_km": 2077.3,
      "distances_to_centroid": {
        "Santana de Parnaíba": 2077.3,
        "Ipanema": 1806.6,
        "São João do Rio do Peixe": 512.6,
        "Carcarañá": 3808.8,
        "Ceglie Messapica": 7668.2
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Santana de Parnaíba: (-23.44°, -46.92°)",
      "  Ipanema: (-22.98°, -43.20°)",
      "  São João do Rio do Peixe: (-6.73°, -38.45°)",
      "  Carcarañá: (-32.86°, -61.15°)",
      "  Ceglie Messapica: (40.65°, 17.52°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Ceglie Messapica: 7668.2 km from centroid",
      "  Carcarañá: 3808.8 km from centroid",
      "  Santana de Parnaíba: 2077.3 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Ceglie Messapica",
      "FINAL ANSWER: Ceglie Messapica"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 37.69465,
        "lon": -122.11385,
        "name": "Ashland"
      },
      {
        "lat": 34.44361,
        "lon": -118.60953,
        "name": "Valencia"
      },
      {
        "lat": 40.9805,
        "lon": -111.88744,
        "name": "Farmington"
      },
      {
        "lat": 47.67399,
        "lon": -122.12151,
        "name": "Redmond"
      },
      {
        "lat": 58.59382,
        "lon": 35.80244,
        "name": "Pestovo"
      }
    ],
    "question": "Which location is the geographic outlier among: Ashland, Valencia, Farmington, Redmond, Pestovo?",
    "ground_truth": {
      "answer": "Pestovo",
      "outlier_distance_km": 7498.2,
      "second_furthest_km": 2948.0,
      "clarity_ratio": 2.54,
      "median_distance_km": 2836.6,
      "distances_to_centroid": {
        "Ashland": 2948.0,
        "Valencia": 2836.6,
        "Farmington": 1996.8,
        "Redmond": 2673.6,
        "Pestovo": 7498.2
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Ashland: (37.69°, -122.11°)",
      "  Valencia: (34.44°, -118.61°)",
      "  Farmington: (40.98°, -111.89°)",
      "  Redmond: (47.67°, -122.12°)",
      "  Pestovo: (58.59°, 35.80°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Pestovo: 7498.2 km from centroid",
      "  Ashland: 2948.0 km from centroid",
      "  Valencia: 2836.6 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Pestovo",
      "FINAL ANSWER: Pestovo"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -37.8329,
        "lon": 145.0367,
        "name": "Hawthorn South"
      },
      {
        "lat": -27.98941,
        "lon": 153.33633,
        "name": "Nerang"
      },
      {
        "lat": -37.73333,
        "lon": 144.8,
        "name": "Saint Albans"
      },
      {
        "lat": -35.41647,
        "lon": 149.06954,
        "name": "Tuggeranong Administrative District"
      },
      {
        "lat": 22.19994,
        "lon": 84.86176,
        "name": "Raurkela Industrial Township"
      }
    ],
    "question": "Which location is the geographic outlier among: Hawthorn South, Nerang, Saint Albans, Tuggeranong Administrative District, Raurkela Industrial Township?",
    "ground_truth": {
      "answer": "Raurkela Industrial Township",
      "outlier_distance_km": 7453.6,
      "second_furthest_km": 1879.6,
      "clarity_ratio": 3.97,
      "median_distance_km": 1865.8,
      "distances_to_centroid": {
        "Hawthorn South": 1851.8,
        "Nerang": 1865.8,
        "Saint Albans": 1831.4,
        "Tuggeranong Administrative District": 1879.6,
        "Raurkela Industrial Township": 7453.6
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Hawthorn South: (-37.83°, 145.04°)",
      "  Nerang: (-27.99°, 153.34°)",
      "  Saint Albans: (-37.73°, 144.80°)",
      "  Tuggeranong Administrative District: (-35.42°, 149.07°)",
      "  Raurkela Industrial Township: (22.20°, 84.86°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Raurkela Industrial Township: 7453.6 km from centroid",
      "  Tuggeranong Administrative District: 1879.6 km from centroid",
      "  Nerang: 1865.8 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Raurkela Industrial Township",
      "FINAL ANSWER: Raurkela Industrial Township"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 13.77698,
        "lon": 100.4567,
        "name": "Taling Chan"
      },
      {
        "lat": 21.26644,
        "lon": 79.11559,
        "name": "Chicholi"
      },
      {
        "lat": 30.41908,
        "lon": 107.53848,
        "name": "Zhoujia"
      },
      {
        "lat": 21.33726,
        "lon": 71.3035,
        "name": "Savarkundla"
      },
      {
        "lat": 5.58365,
        "lon": -0.10722,
        "name": "Teshi Old Town"
      }
    ],
    "question": "Which location is the geographic outlier among: Taling Chan, Chicholi, Zhoujia, Savarkundla, Teshi Old Town?",
    "ground_truth": {
      "answer": "Teshi Old Town",
      "outlier_distance_km": 7890.9,
      "second_furthest_km": 3846.8,
      "clarity_ratio": 2.05,
      "median_distance_km": 3116.4,
      "distances_to_centroid": {
        "Taling Chan": 3116.4,
        "Chicholi": 838.8,
        "Zhoujia": 3846.8,
        "Savarkundla": 320.3,
        "Teshi Old Town": 7890.9
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Taling Chan: (13.78°, 100.46°)",
      "  Chicholi: (21.27°, 79.12°)",
      "  Zhoujia: (30.42°, 107.54°)",
      "  Savarkundla: (21.34°, 71.30°)",
      "  Teshi Old Town: (5.58°, -0.11°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Teshi Old Town: 7890.9 km from centroid",
      "  Zhoujia: 3846.8 km from centroid",
      "  Taling Chan: 3116.4 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Teshi Old Town",
      "FINAL ANSWER: Teshi Old Town"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 25.5022,
        "lon": 86.46708,
        "name": "Khagaria"
      },
      {
        "lat": 13.01927,
        "lon": 76.12434,
        "name": "Satyāmangala"
      },
      {
        "lat": 26.11667,
        "lon": 79.73333,
        "name": "Kālpi"
      },
      {
        "lat": 29.28917,
        "lon": 121.42472,
        "name": "Ninghai"
      },
      {
        "lat": -33.65249,
        "lon": 115.3455,
        "name": "Busselton"
      }
    ],
    "question": "Which location is the geographic outlier among: Khagaria, Satyāmangala, Kālpi, Ninghai, Busselton?",
    "ground_truth": {
      "answer": "Busselton",
      "outlier_distance_km": 5486.9,
      "second_furthest_km": 3267.6,
      "clarity_ratio": 1.68,
      "median_distance_km": 2297.9,
      "distances_to_centroid": {
        "Khagaria": 1788.5,
        "Satyāmangala": 2139.9,
        "Kālpi": 2297.9,
        "Ninghai": 3267.6,
        "Busselton": 5486.9
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Khagaria: (25.50°, 86.47°)",
      "  Satyāmangala: (13.02°, 76.12°)",
      "  Kālpi: (26.12°, 79.73°)",
      "  Ninghai: (29.29°, 121.42°)",
      "  Busselton: (-33.65°, 115.35°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Busselton: 5486.9 km from centroid",
      "  Ninghai: 3267.6 km from centroid",
      "  Kālpi: 2297.9 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Busselton",
      "FINAL ANSWER: Busselton"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 41.36,
        "lon": 2.13986,
        "name": "la Marina de Port"
      },
      {
        "lat": 54.12226,
        "lon": 17.98119,
        "name": "Kościerzyna"
      },
      {
        "lat": 52.60831,
        "lon": 1.73052,
        "name": "Great Yarmouth"
      },
      {
        "lat": 52.30273,
        "lon": -0.69446,
        "name": "Wellingborough"
      },
      {
        "lat": -33.79728,
        "lon": 150.7847,
        "name": "St Clair"
      }
    ],
    "question": "Which location is the geographic outlier among: la Marina de Port, Kościerzyna, Great Yarmouth, Wellingborough, St Clair?",
    "ground_truth": {
      "answer": "St Clair",
      "outlier_distance_km": 14221.7,
      "second_furthest_km": 3500.9,
      "clarity_ratio": 4.06,
      "median_distance_km": 3366.1,
      "distances_to_centroid": {
        "la Marina de Port": 2968.2,
        "Kościerzyna": 2647.9,
        "Great Yarmouth": 3366.1,
        "Wellingborough": 3500.9,
        "St Clair": 14221.7
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  la Marina de Port: (41.36°, 2.14°)",
      "  Kościerzyna: (54.12°, 17.98°)",
      "  Great Yarmouth: (52.61°, 1.73°)",
      "  Wellingborough: (52.30°, -0.69°)",
      "  St Clair: (-33.80°, 150.78°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  St Clair: 14221.7 km from centroid",
      "  Wellingborough: 3500.9 km from centroid",
      "  Great Yarmouth: 3366.1 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: St Clair",
      "FINAL ANSWER: St Clair"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -27.75431,
        "lon": 26.64382,
        "name": "Allanridge"
      },
      {
        "lat": 26.04949,
        "lon": 32.24142,
        "name": "Nag Hammâdi"
      },
      {
        "lat": 9.15203,
        "lon": 39.02335,
        "name": "Sendafa"
      },
      {
        "lat": 12.03219,
        "lon": 39.04756,
        "name": "Lalibela"
      },
      {
        "lat": 36.1,
        "lon": 139.8,
        "name": "Sakai"
      }
    ],
    "question": "Which location is the geographic outlier among: Allanridge, Nag Hammâdi, Sendafa, Lalibela, Sakai?",
    "ground_truth": {
      "answer": "Sakai",
      "outlier_distance_km": 8787.8,
      "second_furthest_km": 5314.1,
      "clarity_ratio": 1.65,
      "median_distance_km": 2938.8,
      "distances_to_centroid": {
        "Allanridge": 5314.1,
        "Nag Hammâdi": 2938.8,
        "Sendafa": 1800.3,
        "Lalibela": 1778.7,
        "Sakai": 8787.8
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Allanridge: (-27.75°, 26.64°)",
      "  Nag Hammâdi: (26.05°, 32.24°)",
      "  Sendafa: (9.15°, 39.02°)",
      "  Lalibela: (12.03°, 39.05°)",
      "  Sakai: (36.10°, 139.80°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Sakai: 8787.8 km from centroid",
      "  Allanridge: 5314.1 km from centroid",
      "  Nag Hammâdi: 2938.8 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Sakai",
      "FINAL ANSWER: Sakai"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 41.66199,
        "lon": -86.15862,
        "name": "Mishawaka"
      },
      {
        "lat": 31.80877,
        "lon": -85.96995,
        "name": "Troy"
      },
      {
        "lat": 40.0645,
        "lon": -75.1875,
        "name": "East Mount Airy"
      },
      {
        "lat": 40.88232,
        "lon": -74.0832,
        "name": "Lodi"
      },
      {
        "lat": 52.52323,
        "lon": -1.46523,
        "name": "Nuneaton"
      }
    ],
    "question": "Which location is the geographic outlier among: Mishawaka, Troy, East Mount Airy, Lodi, Nuneaton?",
    "ground_truth": {
      "answer": "Nuneaton",
      "outlier_distance_km": 4783.1,
      "second_furthest_km": 2178.4,
      "clarity_ratio": 2.2,
      "median_distance_km": 1792.5,
      "distances_to_centroid": {
        "Mishawaka": 1792.5,
        "Troy": 2178.4,
        "East Mount Airy": 905.9,
        "Lodi": 798.0,
        "Nuneaton": 4783.1
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Mishawaka: (41.66°, -86.16°)",
      "  Troy: (31.81°, -85.97°)",
      "  East Mount Airy: (40.06°, -75.19°)",
      "  Lodi: (40.88°, -74.08°)",
      "  Nuneaton: (52.52°, -1.47°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Nuneaton: 4783.1 km from centroid",
      "  Troy: 2178.4 km from centroid",
      "  Mishawaka: 1792.5 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Nuneaton",
      "FINAL ANSWER: Nuneaton"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 4.74215,
        "lon": 7.08368,
        "name": "Okrika"
      },
      {
        "lat": -27.342,
        "lon": 31.58,
        "name": "Ncotshane"
      },
      {
        "lat": -26.33172,
        "lon": 26.32065,
        "name": "Coligny"
      },
      {
        "lat": -3.93938,
        "lon": 39.74877,
        "name": "Mtwapa"
      },
      {
        "lat": -33.86436,
        "lon": 151.0397,
        "name": "Lidcombe"
      }
    ],
    "question": "Which location is the geographic outlier among: Okrika, Ncotshane, Coligny, Mtwapa, Lidcombe?",
    "ground_truth": {
      "answer": "Lidcombe",
      "outlier_distance_km": 9815.9,
      "second_furthest_km": 5425.3,
      "clarity_ratio": 1.81,
      "median_distance_km": 2744.8,
      "distances_to_centroid": {
        "Okrika": 5425.3,
        "Ncotshane": 2294.9,
        "Coligny": 2744.8,
        "Mtwapa": 1941.2,
        "Lidcombe": 9815.9
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Okrika: (4.74°, 7.08°)",
      "  Ncotshane: (-27.34°, 31.58°)",
      "  Coligny: (-26.33°, 26.32°)",
      "  Mtwapa: (-3.94°, 39.75°)",
      "  Lidcombe: (-33.86°, 151.04°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Lidcombe: 9815.9 km from centroid",
      "  Okrika: 5425.3 km from centroid",
      "  Coligny: 2744.8 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Lidcombe",
      "FINAL ANSWER: Lidcombe"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 34.17482,
        "lon": -86.84361,
        "name": "Cullman"
      },
      {
        "lat": 30.29469,
        "lon": -81.39314,
        "name": "Jacksonville Beach"
      },
      {
        "lat": 34.18084,
        "lon": -118.30897,
        "name": "Burbank"
      },
      {
        "lat": 40.82232,
        "lon": -74.15987,
        "name": "Nutley"
      },
      {
        "lat": -27.56056,
        "lon": 151.95386,
        "name": "Toowoomba"
      }
    ],
    "question": "Which location is the geographic outlier among: Cullman, Jacksonville Beach, Burbank, Nutley, Toowoomba?",
    "ground_truth": {
      "answer": "Toowoomba",
      "outlier_distance_km": 18519.8,
      "second_furthest_km": 7443.1,
      "clarity_ratio": 2.49,
      "median_distance_km": 4566.4,
      "distances_to_centroid": {
        "Cullman": 4566.4,
        "Jacksonville Beach": 4026.1,
        "Burbank": 7443.1,
        "Nutley": 3657.8,
        "Toowoomba": 18519.8
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Cullman: (34.17°, -86.84°)",
      "  Jacksonville Beach: (30.29°, -81.39°)",
      "  Burbank: (34.18°, -118.31°)",
      "  Nutley: (40.82°, -74.16°)",
      "  Toowoomba: (-27.56°, 151.95°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Toowoomba: 18519.8 km from centroid",
      "  Burbank: 7443.1 km from centroid",
      "  Cullman: 4566.4 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Toowoomba",
      "FINAL ANSWER: Toowoomba"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 9.8,
        "lon": 38.73333,
        "name": "Fichē"
      },
      {
        "lat": -24.95911,
        "lon": 31.17025,
        "name": "Hlanganani"
      },
      {
        "lat": 29.03556,
        "lon": 31.11792,
        "name": "New Bani Sewif City"
      },
      {
        "lat": 7.15109,
        "lon": 35.81703,
        "name": "Wacha"
      },
      {
        "lat": 37.83493,
        "lon": -122.12969,
        "name": "Moraga"
      }
    ],
    "question": "Which location is the geographic outlier among: Fichē, Hlanganani, New Bani Sewif City, Wacha, Moraga?",
    "ground_truth": {
      "answer": "Moraga",
      "outlier_distance_km": 12076.8,
      "second_furthest_km": 5104.1,
      "clarity_ratio": 2.37,
      "median_distance_km": 3913.1,
      "distances_to_centroid": {
        "Fichē": 3913.1,
        "Hlanganani": 5104.1,
        "New Bani Sewif City": 3491.8,
        "Wacha": 3639.8,
        "Moraga": 12076.8
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Fichē: (9.80°, 38.73°)",
      "  Hlanganani: (-24.96°, 31.17°)",
      "  New Bani Sewif City: (29.04°, 31.12°)",
      "  Wacha: (7.15°, 35.82°)",
      "  Moraga: (37.83°, -122.13°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Moraga: 12076.8 km from centroid",
      "  Hlanganani: 5104.1 km from centroid",
      "  Fichē: 3913.1 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Moraga",
      "FINAL ANSWER: Moraga"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -31.43722,
        "lon": -68.52556,
        "name": "Albardón"
      },
      {
        "lat": -2.99,
        "lon": -65.10833,
        "name": "Uarini"
      },
      {
        "lat": -3.63333,
        "lon": -44.37667,
        "name": "Cantanhede"
      },
      {
        "lat": -15.86527,
        "lon": -47.81477,
        "name": "Jardim Botânico"
      },
      {
        "lat": 1.25881,
        "lon": 35.09569,
        "name": "Makutano"
      }
    ],
    "question": "Which location is the geographic outlier among: Albardón, Uarini, Cantanhede, Jardim Botânico, Makutano?",
    "ground_truth": {
      "answer": "Makutano",
      "outlier_distance_km": 8203.5,
      "second_furthest_km": 3893.5,
      "clarity_ratio": 2.11,
      "median_distance_km": 3090.6,
      "distances_to_centroid": {
        "Albardón": 3893.5,
        "Uarini": 3090.6,
        "Cantanhede": 1029.9,
        "Jardim Botânico": 1202.5,
        "Makutano": 8203.5
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Albardón: (-31.44°, -68.53°)",
      "  Uarini: (-2.99°, -65.11°)",
      "  Cantanhede: (-3.63°, -44.38°)",
      "  Jardim Botânico: (-15.87°, -47.81°)",
      "  Makutano: (1.26°, 35.10°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Makutano: 8203.5 km from centroid",
      "  Albardón: 3893.5 km from centroid",
      "  Uarini: 3090.6 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Makutano",
      "FINAL ANSWER: Makutano"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 22.39309,
        "lon": -97.93857,
        "name": "Altamira"
      },
      {
        "lat": 39.934,
        "lon": -74.74849,
        "name": "Vincentown"
      },
      {
        "lat": 44.00012,
        "lon": -77.24946,
        "name": "Prince Edward"
      },
      {
        "lat": 50.01634,
        "lon": -125.24459,
        "name": "Campbell River"
      },
      {
        "lat": 34.05,
        "lon": 131.81667,
        "name": "Tokuyama"
      }
    ],
    "question": "Which location is the geographic outlier among: Altamira, Vincentown, Prince Edward, Campbell River, Tokuyama?",
    "ground_truth": {
      "answer": "Tokuyama",
      "outlier_distance_km": 11994.6,
      "second_furthest_km": 5986.8,
      "clarity_ratio": 2.0,
      "median_distance_km": 4978.7,
      "distances_to_centroid": {
        "Altamira": 4978.7,
        "Vincentown": 2254.5,
        "Prince Edward": 2471.7,
        "Campbell River": 5986.8,
        "Tokuyama": 11994.6
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Altamira: (22.39°, -97.94°)",
      "  Vincentown: (39.93°, -74.75°)",
      "  Prince Edward: (44.00°, -77.25°)",
      "  Campbell River: (50.02°, -125.24°)",
      "  Tokuyama: (34.05°, 131.82°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Tokuyama: 11994.6 km from centroid",
      "  Campbell River: 5986.8 km from centroid",
      "  Altamira: 4978.7 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Tokuyama",
      "FINAL ANSWER: Tokuyama"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 49.34449,
        "lon": 7.18045,
        "name": "Neunkirchen"
      },
      {
        "lat": 37.97872,
        "lon": -0.68222,
        "name": "Torrevieja"
      },
      {
        "lat": 50.73583,
        "lon": -1.78129,
        "name": "Christchurch"
      },
      {
        "lat": 53.46057,
        "lon": 9.98388,
        "name": "Harburg"
      },
      {
        "lat": 12.92475,
        "lon": 13.56617,
        "name": "Kukawa"
      }
    ],
    "question": "Which location is the geographic outlier among: Neunkirchen, Torrevieja, Christchurch, Harburg, Kukawa?",
    "ground_truth": {
      "answer": "Kukawa",
      "outlier_distance_km": 3203.5,
      "second_furthest_km": 1435.0,
      "clarity_ratio": 2.23,
      "median_distance_km": 1235.8,
      "distances_to_centroid": {
        "Neunkirchen": 947.8,
        "Torrevieja": 632.8,
        "Christchurch": 1235.8,
        "Harburg": 1435.0,
        "Kukawa": 3203.5
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Neunkirchen: (49.34°, 7.18°)",
      "  Torrevieja: (37.98°, -0.68°)",
      "  Christchurch: (50.74°, -1.78°)",
      "  Harburg: (53.46°, 9.98°)",
      "  Kukawa: (12.92°, 13.57°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Kukawa: 3203.5 km from centroid",
      "  Harburg: 1435.0 km from centroid",
      "  Christchurch: 1235.8 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Kukawa",
      "FINAL ANSWER: Kukawa"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -35.41647,
        "lon": 149.06954,
        "name": "Tuggeranong Administrative District"
      },
      {
        "lat": -37.91928,
        "lon": 145.05301,
        "name": "Bentleigh East"
      },
      {
        "lat": -33.76667,
        "lon": 150.91667,
        "name": "Blacktown"
      },
      {
        "lat": -37.70462,
        "lon": 145.10302,
        "name": "Greensborough"
      },
      {
        "lat": 59.37627,
        "lon": 28.61409,
        "name": "Kingisepp"
      }
    ],
    "question": "Which location is the geographic outlier among: Tuggeranong Administrative District, Bentleigh East, Blacktown, Greensborough, Kingisepp?",
    "ground_truth": {
      "answer": "Kingisepp",
      "outlier_distance_km": 11924.9,
      "second_furthest_km": 3281.4,
      "clarity_ratio": 3.63,
      "median_distance_km": 3227.1,
      "distances_to_centroid": {
        "Tuggeranong Administrative District": 3227.1,
        "Bentleigh East": 3111.3,
        "Blacktown": 3281.4,
        "Greensborough": 3098.6,
        "Kingisepp": 11924.9
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Tuggeranong Administrative District: (-35.42°, 149.07°)",
      "  Bentleigh East: (-37.92°, 145.05°)",
      "  Blacktown: (-33.77°, 150.92°)",
      "  Greensborough: (-37.70°, 145.10°)",
      "  Kingisepp: (59.38°, 28.61°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Kingisepp: 11924.9 km from centroid",
      "  Blacktown: 3281.4 km from centroid",
      "  Tuggeranong Administrative District: 3227.1 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Kingisepp",
      "FINAL ANSWER: Kingisepp"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 53.33333,
        "lon": 8.48333,
        "name": "Brake (Unterweser)"
      },
      {
        "lat": 53.1235,
        "lon": 18.00762,
        "name": "Bydgoszcz"
      },
      {
        "lat": 48.86625,
        "lon": 2.37142,
        "name": "Folie Méricourt"
      },
      {
        "lat": 55.82299,
        "lon": 37.81306,
        "name": "Gol’yanovo"
      },
      {
        "lat": -28.21298,
        "lon": 153.53634,
        "name": "Banora Point"
      }
    ],
    "question": "Which location is the geographic outlier among: Brake (Unterweser), Bydgoszcz, Folie Méricourt, Gol’yanovo, Banora Point?",
    "ground_truth": {
      "answer": "Banora Point",
      "outlier_distance_km": 13475.9,
      "second_furthest_km": 3612.9,
      "clarity_ratio": 3.73,
      "median_distance_km": 3308.4,
      "distances_to_centroid": {
        "Brake (Unterweser)": 3308.4,
        "Bydgoszcz": 2727.6,
        "Folie Méricourt": 3612.9,
        "Gol’yanovo": 2189.9,
        "Banora Point": 13475.9
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Brake (Unterweser): (53.33°, 8.48°)",
      "  Bydgoszcz: (53.12°, 18.01°)",
      "  Folie Méricourt: (48.87°, 2.37°)",
      "  Gol’yanovo: (55.82°, 37.81°)",
      "  Banora Point: (-28.21°, 153.54°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Banora Point: 13475.9 km from centroid",
      "  Folie Méricourt: 3612.9 km from centroid",
      "  Brake (Unterweser): 3308.4 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Banora Point",
      "FINAL ANSWER: Banora Point"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -33.73378,
        "lon": 18.97523,
        "name": "Paarl"
      },
      {
        "lat": 7.23333,
        "lon": 37.88333,
        "name": "Duramē"
      },
      {
        "lat": 7.06667,
        "lon": 37.7,
        "name": "Āreka"
      },
      {
        "lat": 11.8277,
        "lon": 39.59164,
        "name": "Weldiya"
      },
      {
        "lat": -35.13333,
        "lon": 138.51667,
        "name": "Morphett Vale"
      }
    ],
    "question": "Which location is the geographic outlier among: Paarl, Duramē, Āreka, Weldiya, Morphett Vale?",
    "ground_truth": {
      "answer": "Morphett Vale",
      "outlier_distance_km": 8917.2,
      "second_furthest_km": 4589.3,
      "clarity_ratio": 1.94,
      "median_distance_km": 2803.9,
      "distances_to_centroid": {
        "Paarl": 4589.3,
        "Duramē": 2546.5,
        "Āreka": 2548.7,
        "Weldiya": 2803.9,
        "Morphett Vale": 8917.2
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Paarl: (-33.73°, 18.98°)",
      "  Duramē: (7.23°, 37.88°)",
      "  Āreka: (7.07°, 37.70°)",
      "  Weldiya: (11.83°, 39.59°)",
      "  Morphett Vale: (-35.13°, 138.52°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Morphett Vale: 8917.2 km from centroid",
      "  Paarl: 4589.3 km from centroid",
      "  Weldiya: 2803.9 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Morphett Vale",
      "FINAL ANSWER: Morphett Vale"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -22.87278,
        "lon": -42.34306,
        "name": "Araruama"
      },
      {
        "lat": -10.21111,
        "lon": -36.84028,
        "name": "Propriá"
      },
      {
        "lat": -22.73083,
        "lon": -45.12472,
        "name": "Lorena"
      },
      {
        "lat": 9.10569,
        "lon": -75.39812,
        "name": "Chinú"
      },
      {
        "lat": 27.56155,
        "lon": 73.47141,
        "name": "Nokha"
      }
    ],
    "question": "Which location is the geographic outlier among: Araruama, Propriá, Lorena, Chinú, Nokha?",
    "ground_truth": {
      "answer": "Nokha",
      "outlier_distance_km": 11063.4,
      "second_furthest_km": 5741.2,
      "clarity_ratio": 1.93,
      "median_distance_km": 2998.9,
      "distances_to_centroid": {
        "Araruama": 2804.8,
        "Propriá": 1462.4,
        "Lorena": 2998.9,
        "Chinú": 5741.2,
        "Nokha": 11063.4
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Araruama: (-22.87°, -42.34°)",
      "  Propriá: (-10.21°, -36.84°)",
      "  Lorena: (-22.73°, -45.12°)",
      "  Chinú: (9.11°, -75.40°)",
      "  Nokha: (27.56°, 73.47°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Nokha: 11063.4 km from centroid",
      "  Chinú: 5741.2 km from centroid",
      "  Lorena: 2998.9 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Nokha",
      "FINAL ANSWER: Nokha"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -36.88333,
        "lon": 174.7,
        "name": "Avondale"
      },
      {
        "lat": -25.28762,
        "lon": 152.76936,
        "name": "Hervey Bay"
      },
      {
        "lat": -36.90694,
        "lon": 174.68704,
        "name": "New Lynn"
      },
      {
        "lat": -38.21792,
        "lon": 145.03876,
        "name": "Mornington"
      },
      {
        "lat": 11.75617,
        "lon": 79.76693,
        "name": "Cuddalore"
      }
    ],
    "question": "Which location is the geographic outlier among: Avondale, Hervey Bay, New Lynn, Mornington, Cuddalore?",
    "ground_truth": {
      "answer": "Cuddalore",
      "outlier_distance_km": 8203.4,
      "second_furthest_km": 3068.3,
      "clarity_ratio": 2.67,
      "median_distance_km": 3068.0,
      "distances_to_centroid": {
        "Avondale": 3068.3,
        "Hervey Bay": 742.4,
        "New Lynn": 3068.0,
        "Mornington": 1458.1,
        "Cuddalore": 8203.4
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Avondale: (-36.88°, 174.70°)",
      "  Hervey Bay: (-25.29°, 152.77°)",
      "  New Lynn: (-36.91°, 174.69°)",
      "  Mornington: (-38.22°, 145.04°)",
      "  Cuddalore: (11.76°, 79.77°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Cuddalore: 8203.4 km from centroid",
      "  Avondale: 3068.3 km from centroid",
      "  New Lynn: 3068.0 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Cuddalore",
      "FINAL ANSWER: Cuddalore"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 17.2675,
        "lon": 103.22472,
        "name": "Ban Nong Wua So"
      },
      {
        "lat": 13.53671,
        "lon": 99.81712,
        "name": "Ratchaburi"
      },
      {
        "lat": 35.00268,
        "lon": 134.35896,
        "name": "Sayō"
      },
      {
        "lat": 35.99472,
        "lon": 119.3975,
        "name": "Zhucheng"
      },
      {
        "lat": 25.66477,
        "lon": 32.63539,
        "name": "Al Bayāḑīyah"
      }
    ],
    "question": "Which location is the geographic outlier among: Ban Nong Wua So, Ratchaburi, Sayō, Zhucheng, Al Bayāḑīyah?",
    "ground_truth": {
      "answer": "Al Bayāḑīyah",
      "outlier_distance_km": 6471.1,
      "second_furthest_km": 3636.8,
      "clarity_ratio": 1.78,
      "median_distance_km": 2356.3,
      "distances_to_centroid": {
        "Ban Nong Wua So": 1068.3,
        "Ratchaburi": 1344.7,
        "Sayō": 3636.8,
        "Zhucheng": 2356.3,
        "Al Bayāḑīyah": 6471.1
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Ban Nong Wua So: (17.27°, 103.22°)",
      "  Ratchaburi: (13.54°, 99.82°)",
      "  Sayō: (35.00°, 134.36°)",
      "  Zhucheng: (35.99°, 119.40°)",
      "  Al Bayāḑīyah: (25.66°, 32.64°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Al Bayāḑīyah: 6471.1 km from centroid",
      "  Sayō: 3636.8 km from centroid",
      "  Zhucheng: 2356.3 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Al Bayāḑīyah",
      "FINAL ANSWER: Al Bayāḑīyah"
    ]
  }
]